PROJECT LEDGER — SEEDED FROM TWO COMPLETED VERIFIED LIVE SESSIONS
Ledger basis: each session independently starts at research-equivalent £100.
Cumulative project P/L is the sum of each session result.
Project-equivalent running balance = initial £100 + cumulative project P/L.

================ SESSION 20260903_004704 (CORRECTED) ================
DETERMINISTIC BLACKJACK - LIVE SESSION REPORT
PLATFORM BALANCE BASIS: Start £2500.00 | £2400.00 = research-equivalent £0/depleted
Platform Final £2743.00 | Platform Peak £2743.00 | Platform Trough £2500.00 | MaxDD £60.00 | Exposure £530.00
OFFSET RESEARCH-EQUIVALENT: Start £100.00 | Final £343.00 | Peak £343.00 | Trough £100.00
OFFSET RULE: research-equivalent bankroll = platform balance - £2400.00
W/L/P 21/6/3
Wager match/above/below 30/0/0
Action match/different 43/0
SOURCE: 247blackjack.com
SOURCE TYPE: Online play-money blackjack, configured 6-deck game
CARD GENERATION: computational/RNG implementation; visible six-deck shuffle events recorded from interface
Shuffle events explicitly observed: 2
Total cards recorded: 174
Cards since most recent observed shuffle/start: 18
Exact known rank+suit identities observed: 52
Validation warnings/overrides encountered: 8
Decision provenance counts:
  TEXTBOOK / FROZEN-ALIGNED: 43
  FROZEN RESEARCH OVERRIDE events: 0
  FROZEN PRIMARY HARD11-vs-10 events: 0
Policy note: Pair20-vs-10 STAND is a research override of prior aggressive SPLIT and also agrees with textbook.
Policy note: HARD11-vs-10 primary remains DOUBLE; Cooling->HIT is a capital-protection alternate, not the primary action used here.
Shuffle log: Shuffle observed before hand 1 after 0 recorded cards since previous start/shuffle. | Shuffle observed before hand 28 after 156 recorded cards since previous start/shuffle.
Penetration is not inferred unless a visible shuffle boundary is recorded; card counts are observational.
Boundary: frozen wagers are historical reference wagers, not proven optimal stakes.
Controller note: exact mature BRAKE predicate is not invented; only explicit handover transitions are used.

CORRECTION RECORD - POST-SESSION EVIDENCE REVIEW
- Hand 7: actual SPLIT reconstructed from contemporaneous note; split stake added to exposure.
- Hand 16: explanation corrected to "Screen shows this amount." Numeric data unchanged.
- Hand 19: dealer card evidence marked incomplete/uncertain; no missing card or suit invented.
- Hand 23: player first card corrected from 3♣ to 3♠ throughout Hand 23.
- No other hand-level card evidence intentionally changed.

AUDIT LOG
DETERMINISTIC BLACKJACK - LIVE 30-HAND COMPANION
Manual external-session entry | Platform start £2500 | £2400 = depleted | 30-hand reference
SOURCE: 247blackjack.com | PLAY-MONEY | configured 6-deck game
Cards may be generated computationally, but visible shuffle events are recorded explicitly.
VALIDATION ON: suit required, wager checked, balance arithmetic checked where determinable.
Card entry accepts 8H, KS, A♦, 10C. If genuinely unreadable, enter rank+U, e.g. 4U.
U = explicitly UNKNOWN suit; bare rank-only input is rejected so omissions cannot pass silently.


========== HAND 1 / 30 ==========
SHUFFLE RECORDED before hand 1 | previous segment cards recorded: 0
Bankroll £2500.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player J♣,6♠ = 16 | Dealer 5♥
MAIN J♣,6♠ = 16 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | J♣,6♠ vs 5♥ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | J♣,6♠ | frozen STAND | actual STAND
*** BALANCE VALIDATION WARNING ***
Start £2500.00 | committed stake £15.00 | result W
Expected £2515.00 | entered £2500.00 | difference £-15.00
  VALIDATION OVERRIDE | expected 2515.00 entered 2500.00 | Screen still shows 2500
HAND 01 | 2500.00->2500.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P J♣,6♠ | D-up 5♥ | D-hidden/draw 10♠,K♠ | W
Recorded | Peak £2500.00 | Trough £2500.00 | MaxDD £0.00 | Exposure £15.00

========== HAND 2 / 30 ==========
Bankroll £2500.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 10♠,A♥ = soft 21 | Dealer 7♠
Player 21/natural: no further player decision entered here.
*** BALANCE VALIDATION WARNING ***
Start £2500.00 | committed stake £15.00 | result W | natural blackjack
Expected £2522.50 | entered £2522.00 | difference £-0.50
  VALIDATION OVERRIDE | expected 2522.50 entered 2522.00 | screen shows 2522, it might be limitation with precision on site
HAND 02 | 2500.00->2522.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 10♠,A♥ | D-up 7♠ | D-hidden/draw 7♥,7♠ | W
Recorded | Peak £2522.00 | Trough £2500.00 | MaxDD £0.00 | Exposure £30.00

========== HAND 3 / 30 ==========
Bankroll £2522.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player A♠,K♥ = soft 21 | Dealer 8♦
Player 21/natural: no further player decision entered here.
*** BALANCE VALIDATION WARNING ***
Start £2522.00 | committed stake £15.00 | result W | natural blackjack
Expected £2544.50 | entered £2544.00 | difference £-0.50
  VALIDATION OVERRIDE | expected 2544.50 entered 2544.00 | precision issue
HAND 03 | 2522.00->2544.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P A♠,K♥ | D-up 8♦ | D-hidden/draw 8♥,6♠ | W
Recorded | Peak £2544.00 | Trough £2500.00 | MaxDD £0.00 | Exposure £45.00

========== HAND 4 / 30 ==========
Bankroll £2544.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player Q♠,2♣ = 12 | Dealer 5♣
MAIN Q♠,2♣ = 12 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | Q♠,2♣ vs 5♣ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | Q♠,2♣ | frozen STAND | actual STAND
BALANCE VALIDATED ✓ expected £2559.00
HAND 04 | 2544.00->2559.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P Q♠,2♣ | D-up 5♣ | D-hidden/draw 10♦,Q♠ | W
Recorded | Peak £2559.00 | Trough £2500.00 | MaxDD £0.00 | Exposure £60.00

========== HAND 5 / 30 ==========
Bankroll £2559.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 2♥,10♥ = 12 | Dealer 5♥
MAIN 2♥,10♥ = 12 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 2♥,10♥ vs 5♥ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 2♥,10♥ | frozen STAND | actual STAND
Allowed: WLP
BALANCE VALIDATED ✓ expected £2544.00
HAND 05 | 2559.00->2544.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 2♥,10♥ | D-up 5♥ | D-hidden/draw 2♦ | L
Recorded | Peak £2559.00 | Trough £2500.00 | MaxDD £15.00 | Exposure £75.00

========== HAND 6 / 30 ==========
Bankroll £2544.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player K♣,4♠ = 14 | Dealer K♦
MAIN K♣,4♠ = 14 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | K♣,4♠ vs K♦ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | K♣,4♠ | frozen HIT | actual HIT
MAIN K♣,4♠,6♣ = 20 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | K♣,4♠,6♣ vs K♦ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | K♣,4♠,6♣ | frozen STAND | actual STAND
BALANCE VALIDATED ✓ expected £2559.00
HAND 06 | 2544.00->2559.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P K♣,4♠,6♣ | D-up K♦ | D-hidden/draw 5♦,7♥ | W
Recorded | Peak £2559.00 | Trough £2500.00 | MaxDD £15.00 | Exposure £90.00

========== HAND 7 / 30 ==========
Bankroll £2559.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 9♥,9♣ = 18 | Dealer 3♣
MAIN 9♥,9♣ = 18 | FROZEN POLICY: SPLIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 9♥,9♣ vs 3♣ | SPLIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 9♥,9♣ | frozen SPLIT | actual SPLIT
  POST-SESSION CORRECTION: operator accidentally entered S instead of P.
  SPLIT A | 9♥,Q♣ = 19 | actual STAND | WIN
  SPLIT B | 9♣,9♣ = 18 | actual STAND | PUSH
  No re-split was performed.
  DEALER | 3♣,4♠,2♣,9♣ = 18
BALANCE VALIDATED ✓ expected £2574.00
  HAND 7 CORRECTION | bankroll after confirmed £2574.00 | one split hand WIN +£15; one PUSH
HAND 07 | 2559.00->2574.00 | ref 15.00 actual 15.00 | committed 30.00 | NORMAL | P original 9♥,9♣ -> A 9♥,Q♣ (19,S,W); B 9♣,9♣ (18,S,P) | D 3♣,4♠,2♣,9♣ = 18 | SPLIT W/P
Recorded | Peak £2574.00 | Trough £2500.00 | MaxDD £15.00 | Exposure £120.00

========== HAND 8 / 30 ==========
Bankroll £2574.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player A♥,3♣ = soft 14 | Dealer 3♦
MAIN A♥,3♣ = soft 14 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | A♥,3♣ vs 3♦ | HIT | TEXTBOOK / FROZEN-ALIGNED
Allowed: HSD
  MAIN | A♥,3♣ | frozen HIT | actual HIT
MAIN A♥,3♣,K♦ = 14 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | A♥,3♣,K♦ vs 3♦ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | A♥,3♣,K♦ | frozen STAND | actual STAND
BALANCE VALIDATED ✓ expected £2589.00
HAND 08 | 2574.00->2589.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P A♥,3♣,K♦ | D-up 3♦ | D-hidden/draw 10♥,3♣,Q♣ | W
Recorded | Peak £2589.00 | Trough £2500.00 | MaxDD £15.00 | Exposure £135.00

========== HAND 9 / 30 ==========
Bankroll £2589.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 5♠,10♣ = 15 | Dealer 3♠
MAIN 5♠,10♣ = 15 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 5♠,10♣ vs 3♠ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 5♠,10♣ | frozen STAND | actual STAND
BALANCE VALIDATED ✓ expected £2604.00
HAND 09 | 2589.00->2604.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 5♠,10♣ | D-up 3♠ | D-hidden/draw A♠,A♥,K♣,7♥ | W
Recorded | Peak £2604.00 | Trough £2500.00 | MaxDD £15.00 | Exposure £150.00

========== HAND 10 / 30 ==========
Bankroll £2604.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 7♥,Q♦ = 17 | Dealer 8♠
MAIN 7♥,Q♦ = 17 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 7♥,Q♦ vs 8♠ | STAND | TEXTBOOK / FROZEN-ALIGNED
Allowed: HSD
  MAIN | 7♥,Q♦ | frozen STAND | actual STAND
BALANCE VALIDATED ✓ expected £2589.00
HAND 10 | 2604.00->2589.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 7♥,Q♦ | D-up 8♠ | D-hidden/draw K♣ | L
Recorded | Peak £2604.00 | Trough £2500.00 | MaxDD £15.00 | Exposure £165.00

========== HAND 11 / 30 ==========
Bankroll £2589.00 | State NORMAL | FROZEN WAGER £15.00
Enter numeric amount.
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 8♣,Q♣ = 18 | Dealer 5♥
MAIN 8♣,Q♣ = 18 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 8♣,Q♣ vs 5♥ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 8♣,Q♣ | frozen STAND | actual STAND
BALANCE VALIDATED ✓ expected £2589.00
HAND 11 | 2589.00->2589.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 8♣,Q♣ | D-up 5♥ | D-hidden/draw 5♣,6♦,2♠ | P
Recorded | Peak £2604.00 | Trough £2500.00 | MaxDD £15.00 | Exposure £180.00

========== HAND 12 / 30 ==========
Bankroll £2589.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 4♣,2♦ = 6 | Dealer 3♦
MAIN 4♣,2♦ = 6 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 4♣,2♦ vs 3♦ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 4♣,2♦ | frozen HIT | actual HIT
MAIN 4♣,2♦,6♣ = 12 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 4♣,2♦,6♣ vs 3♦ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 4♣,2♦,6♣ | frozen HIT | actual HIT
MAIN BUST at 22
BALANCE VALIDATED ✓ expected £2574.00
HAND 12 | 2589.00->2574.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 4♣,2♦,6♣,10♠ | D-up 3♦ | D-hidden/draw 4♥ | L
Recorded | Peak £2604.00 | Trough £2500.00 | MaxDD £30.00 | Exposure £195.00

========== HAND 13 / 30 ==========
Bankroll £2574.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 9♠,2♣ = 11 | Dealer 3♦
MAIN 9♠,2♣ = 11 | FROZEN POLICY: DOUBLE [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 9♠,2♣ vs 3♦ | DOUBLE | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 9♠,2♣ | frozen DOUBLE | actual DOUBLE
MAIN after DOUBLE: 9♠,2♣,4♦ = 15
BALANCE VALIDATED ✓ expected £2544.00
HAND 13 | 2574.00->2544.00 | ref 15.00 actual 15.00 | committed 30.00 | NORMAL | P 9♠,2♣,4♦ | D-up 3♦ | D-hidden/draw 3♦,7♦,8♦ | L
Recorded | Peak £2604.00 | Trough £2500.00 | MaxDD £60.00 | Exposure £225.00

========== HAND 14 / 30 ==========
Bankroll £2544.00 | State NORMAL | FROZEN WAGER £20.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 3♣,4♥ = 7 | Dealer 4♣
MAIN 3♣,4♥ = 7 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 3♣,4♥ vs 4♣ | HIT | TEXTBOOK / FROZEN-ALIGNED
Allowed: HSD
  MAIN | 3♣,4♥ | frozen HIT | actual HIT
MAIN 3♣,4♥,2♠ = 9 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 3♣,4♥,2♠ vs 4♣ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 3♣,4♥,2♠ | frozen HIT | actual HIT
MAIN 3♣,4♥,2♠,A♦ = soft 20 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 3♣,4♥,2♠,A♦ vs 4♣ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 3♣,4♥,2♠,A♦ | frozen STAND | actual STAND
*** BALANCE VALIDATION WARNING ***
Start £2544.00 | committed stake £20.00 | result W
Expected £2564.00 | entered £2559.00 | difference £-5.00
  VALIDATION OVERRIDE | expected 2564.00 entered 2559.00 | screen shows 2559
HAND 14 | 2544.00->2559.00 | ref 20.00 actual 20.00 | committed 20.00 | NORMAL | P 3♣,4♥,2♠,A♦ | D-up 4♣ | D-hidden/draw J♦,4♣ | W
Recorded | Peak £2604.00 | Trough £2500.00 | MaxDD £60.00 | Exposure £245.00

========== HAND 15 / 30 ==========
Bankroll £2559.00 | State NORMAL | FROZEN WAGER £30.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player K♣,5♣ = 15 | Dealer J♥
MAIN K♣,5♣ = 15 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | K♣,5♣ vs J♥ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | K♣,5♣ | frozen HIT | actual HIT
MAIN K♣,5♣,6♣ = 21 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | K♣,5♣,6♣ vs J♥ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | K♣,5♣,6♣ | frozen STAND | actual STAND
*** BALANCE VALIDATION WARNING ***
Start £2559.00 | committed stake £30.00 | result W
Expected £2589.00 | entered £2579.00 | difference £-10.00
  VALIDATION OVERRIDE | expected 2589.00 entered 2579.00 | screen shows 2579
HAND 15 | 2559.00->2579.00 | ref 30.00 actual 30.00 | committed 30.00 | NORMAL | P K♣,5♣,6♣ | D-up J♥ | D-hidden/draw 4♥,6♠ | W
Recorded | Peak £2604.00 | Trough £2500.00 | MaxDD £60.00 | Exposure £275.00

========== HAND 16 / 30 ==========
Bankroll £2579.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 7♣,9♦ = 16 | Dealer 6♣
MAIN 7♣,9♦ = 16 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 7♣,9♦ vs 6♣ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 7♣,9♦ | frozen STAND | actual STAND
*** BALANCE VALIDATION WARNING ***
Start £2579.00 | committed stake £15.00 | result W
Expected £2594.00 | entered £2609.00 | difference £15.00
  VALIDATION OVERRIDE | expected 2594.00 entered 2609.00 | Screen shows this amount
HAND 16 | 2579.00->2609.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 7♣,9♦ | D-up 6♣ | D-hidden/draw 10♦,6♠ | W
Recorded | Peak £2609.00 | Trough £2500.00 | MaxDD £60.00 | Exposure £290.00

========== HAND 17 / 30 ==========
Bankroll £2609.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player A♣,3♠ = soft 14 | Dealer 6♠
MAIN A♣,3♠ = soft 14 | FROZEN POLICY: DOUBLE [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | A♣,3♠ vs 6♠ | DOUBLE | TEXTBOOK / FROZEN-ALIGNED
  MAIN | A♣,3♠ | frozen DOUBLE | actual DOUBLE
MAIN after DOUBLE: A♣,3♠,10♥ = 14
BALANCE VALIDATED ✓ expected £2639.00
HAND 17 | 2609.00->2639.00 | ref 15.00 actual 15.00 | committed 30.00 | NORMAL | P A♣,3♠,10♥ | D-up 6♠ | D-hidden/draw 9♥,9♠ | W
Recorded | Peak £2639.00 | Trough £2500.00 | MaxDD £60.00 | Exposure £320.00

========== HAND 18 / 30 ==========
Bankroll £2639.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player K♥,9♦ = 19 | Dealer 5♦
MAIN K♥,9♦ = 19 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | K♥,9♦ vs 5♦ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | K♥,9♦ | frozen STAND | actual STAND
BALANCE VALIDATED ✓ expected £2654.00
HAND 18 | 2639.00->2654.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P K♥,9♦ | D-up 5♦ | D-hidden/draw K♠,7♥ | W
Recorded | Peak £2654.00 | Trough £2500.00 | MaxDD £60.00 | Exposure £335.00

========== HAND 19 / 30 ==========
Bankroll £2654.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player A♦,J♠ = soft 21 | Dealer J♥/J♣ [SUIT UNCERTAIN]
Player 21/natural: no further player decision entered here.
*** BALANCE VALIDATION WARNING ***
Start £2654.00 | committed stake £15.00 | result W | natural blackjack
Expected £2676.50 | entered £2676.00 | difference £-0.50
  VALIDATION OVERRIDE | expected 2676.50 entered 2676.00 | screen shows 2676
HAND 19 EVIDENCE NOTE | Dealer upcard suit uncertain: J♥ or J♣. Dealer sequence incomplete.
Known/remembered dealer cards include 5♥,5♥ plus an unrecorded card; final dealer total confirmed BUST 22.
Exact dealer sequence is NOT reconstructable from retained evidence. Ending bankroll £2676.00 retained as observed.
HAND 19 | 2654.00->2676.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P A♦,J♠ | D-up J♥/J♣ [?] | D-hidden/draw 5♥,5♥,+UNKNOWN [INCOMPLETE] | dealer BUST 22 | W
Recorded | Peak £2676.00 | Trough £2500.00 | MaxDD £60.00 | Exposure £350.00

========== HAND 20 / 30 ==========
Bankroll £2676.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 6♥,10♣ = 16 | Dealer 7♥
MAIN 6♥,10♣ = 16 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 6♥,10♣ vs 7♥ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 6♥,10♣ | frozen HIT | actual HIT
MAIN BUST at 26
BALANCE VALIDATED ✓ expected £2661.00
HAND 20 | 2676.00->2661.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 6♥,10♣,J♣ | D-up 7♥ | D-hidden/draw 7♠ | L
Recorded | Peak £2676.00 | Trough £2500.00 | MaxDD £60.00 | Exposure £365.00

========== HAND 21 / 30 ==========
Bankroll £2661.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 4♦,J♥ = 14 | Dealer Q♠
MAIN 4♦,J♥ = 14 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 4♦,J♥ vs Q♠ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 4♦,J♥ | frozen HIT | actual HIT
MAIN 4♦,J♥,2♥ = 16 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 4♦,J♥,2♥ vs Q♠ | HIT | TEXTBOOK / FROZEN-ALIGNED
Allowed: HSD
  MAIN | 4♦,J♥,2♥ | frozen HIT | actual HIT
MAIN 4♦,J♥,2♥,4♠ = 20 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 4♦,J♥,2♥,4♠ vs Q♠ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 4♦,J♥,2♥,4♠ | frozen STAND | actual STAND
BALANCE VALIDATED ✓ expected £2661.00
HAND 21 | 2661.00->2661.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 4♦,J♥,2♥,4♠ | D-up Q♠ | D-hidden/draw Q♦ | P
Recorded | Peak £2676.00 | Trough £2500.00 | MaxDD £60.00 | Exposure £380.00

========== HAND 22 / 30 ==========
Bankroll £2661.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 2♠,5♦ = 7 | Dealer J♦
MAIN 2♠,5♦ = 7 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 2♠,5♦ vs J♦ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 2♠,5♦ | frozen HIT | actual HIT
MAIN 2♠,5♦,A♣ = soft 18 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 2♠,5♦,A♣ vs J♦ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 2♠,5♦,A♣ | frozen HIT | actual HIT
MAIN 2♠,5♦,A♣,Q♣ = 18 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 2♠,5♦,A♣,Q♣ vs J♦ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 2♠,5♦,A♣,Q♣ | frozen STAND | actual STAND
BALANCE VALIDATED ✓ expected £2676.00
HAND 22 | 2661.00->2676.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 2♠,5♦,A♣,Q♣ | D-up J♦ | D-hidden/draw 7♠ | W
Recorded | Peak £2676.00 | Trough £2500.00 | MaxDD £60.00 | Exposure £395.00

========== HAND 23 / 30 ==========
Bankroll £2676.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 3♠,4♠ = 7 | Dealer 8♣
MAIN 3♠,4♠ = 7 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 3♠,4♠ vs 8♣ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 3♠,4♠ | frozen HIT | actual HIT
MAIN 3♠,4♠,8♠ = 15 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 3♠,4♠,8♠ vs 8♣ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 3♠,4♠,8♠ | frozen HIT | actual HIT
MAIN BUST at 23
BALANCE VALIDATED ✓ expected £2661.00
HAND 23 | 2676.00->2661.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 3♠,4♠,8♠,8♣ | D-up 8♣ | D-hidden/draw 9♥ | L
Recorded | Peak £2676.00 | Trough £2500.00 | MaxDD £60.00 | Exposure £410.00

========== HAND 24 / 30 ==========
Bankroll £2661.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 10♦,6♣ = 16 | Dealer 7♣
MAIN 10♦,6♣ = 16 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 10♦,6♣ vs 7♣ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 10♦,6♣ | frozen HIT | actual HIT
MAIN 10♦,6♣,3♦ = 19 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 10♦,6♣,3♦ vs 7♣ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 10♦,6♣,3♦ | frozen STAND | actual STAND
BALANCE VALIDATED ✓ expected £2676.00
HAND 24 | 2661.00->2676.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 10♦,6♣,3♦ | D-up 7♣ | D-hidden/draw 5♣,K♥ | W
Recorded | Peak £2676.00 | Trough £2500.00 | MaxDD £60.00 | Exposure £425.00

========== HAND 25 / 30 ==========
Bankroll £2676.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 7♣,A♣ = soft 18 | Dealer 7♦
MAIN 7♣,A♣ = soft 18 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 7♣,A♣ vs 7♦ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 7♣,A♣ | frozen STAND | actual STAND
BALANCE VALIDATED ✓ expected £2676.00
HAND 25 | 2676.00->2676.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 7♣,A♣ | D-up 7♦ | D-hidden/draw 4♣,A♠,6♥ | P
Recorded | Peak £2676.00 | Trough £2500.00 | MaxDD £60.00 | Exposure £440.00

========== HAND 26 / 30 ==========
Bankroll £2676.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player A♦,3♥ = soft 14 | Dealer 8♦
MAIN A♦,3♥ = soft 14 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | A♦,3♥ vs 8♦ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | A♦,3♥ | frozen HIT | actual HIT
MAIN A♦,3♥,2♠ = soft 16 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | A♦,3♥,2♠ vs 8♦ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | A♦,3♥,2♠ | frozen HIT | actual HIT
MAIN A♦,3♥,2♠,2♠ = soft 18 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | A♦,3♥,2♠,2♠ vs 8♦ | STAND | TEXTBOOK / FROZEN-ALIGNED
Allowed: HSD
  MAIN | A♦,3♥,2♠,2♠ | frozen STAND | actual STAND
BALANCE VALIDATED ✓ expected £2691.00
HAND 26 | 2676.00->2691.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P A♦,3♥,2♠,2♠ | D-up 8♦ | D-hidden/draw 8♥,A♣ | W
Recorded | Peak £2691.00 | Trough £2500.00 | MaxDD £60.00 | Exposure £455.00

========== HAND 27 / 30 ==========
Bankroll £2691.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player J♦,3♠ = 13 | Dealer 4♥
MAIN J♦,3♠ = 13 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | J♦,3♠ vs 4♥ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | J♦,3♠ | frozen STAND | actual STAND
BALANCE VALIDATED ✓ expected £2706.00
HAND 27 | 2691.00->2706.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P J♦,3♠ | D-up 4♥ | D-hidden/draw 3♥,8♦,K♠ | W
Recorded | Peak £2706.00 | Trough £2500.00 | MaxDD £60.00 | Exposure £470.00

========== HAND 28 / 30 ==========
SHUFFLE RECORDED before hand 28 | previous segment cards recorded: 156
Bankroll £2706.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 9♥,9♣ = 18 | Dealer 8♠
MAIN 9♥,9♣ = 18 | FROZEN POLICY: SPLIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 9♥,9♣ vs 8♠ | SPLIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 9♥,9♣ | frozen SPLIT | actual SPLIT
Split A 9♥,Q♥ = 19
Split B 9♣,4♦ = 13
SPLIT A 9♥,Q♥ = 19 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | SPLIT A | 9♥,Q♥ vs 8♠ | STAND | TEXTBOOK / FROZEN-ALIGNED
  SPLIT A | 9♥,Q♥ | frozen STAND | actual STAND
SPLIT B 9♣,4♦ = 13 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | SPLIT B | 9♣,4♦ vs 8♠ | HIT | TEXTBOOK / FROZEN-ALIGNED
  SPLIT B | 9♣,4♦ | frozen HIT | actual HIT
SPLIT B BUST at 23
Split hand: automatic exact balance calculation is intentionally not forced because child outcomes may differ.
HAND 28 | 2706.00->2706.00 | ref 15.00 actual 15.00 | committed 30.00 | NORMAL | P 9♥,9♣ | D-up 8♠ | D-hidden/draw 8♠,J♦ | W
Recorded | Peak £2706.00 | Trough £2500.00 | MaxDD £60.00 | Exposure £500.00

========== HAND 29 / 30 ==========
Bankroll £2706.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player K♠,2♠ = 12 | Dealer Q♣
MAIN K♠,2♠ = 12 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | K♠,2♠ vs Q♣ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | K♠,2♠ | frozen HIT | actual HIT
MAIN K♠,2♠,9♦ = 21 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | K♠,2♠,9♦ vs Q♣ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | K♠,2♠,9♦ | frozen STAND | actual STAND
BALANCE VALIDATED ✓ expected £2721.00
HAND 29 | 2706.00->2721.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P K♠,2♠,9♦ | D-up Q♣ | D-hidden/draw 10♠ | W
Recorded | Peak £2721.00 | Trough £2500.00 | MaxDD £60.00 | Exposure £515.00

========== HAND 30 / 30 ==========
Bankroll £2721.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player A♦,10♣ = soft 21 | Dealer 4♣
Player 21/natural: no further player decision entered here.
*** BALANCE VALIDATION WARNING ***
Start £2721.00 | committed stake £15.00 | result W | natural blackjack
Expected £2743.50 | entered £2743.00 | difference £-0.50
  VALIDATION OVERRIDE | expected 2743.50 entered 2743.00 | screen shows 2743
HAND 30 | 2721.00->2743.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P A♦,10♣ | D-up 4♣ | D-hidden/draw J♦,8♥ | W
Recorded | Peak £2743.00 | Trough £2500.00 | MaxDD £60.00 | Exposure £530.00
LEDGER_ENTRY | session 20260903_004704_CORRECTED | mode FROZEN | hands 30 | start 100.00 | final 343.00 | session_pl 243.00
PROJECT LEDGER SUMMARY
Completed sessions: 1 | Total hands: 30
Cumulative project P/L: £243.00
Cumulative P/L vs £100 per-session starting capital: 243.00%
Project-equivalent running balance (initial £100 + cumulative P/L): £343.00
================ END SESSION 20260903_004704_CORRECTED ================

================ SESSION 20260903_135610_CORRECTED_247_DEAL_ORDER ================
DETERMINISTIC BLACKJACK - LIVE SESSION REPORT
PLATFORM BALANCE BASIS: Start £2500.00 | £2400.00 = research-equivalent £0/depleted
Platform Final £2410.00 | Platform Peak £2515.00 | Platform Trough £2410.00 | MaxDD £105.00 | Exposure £270.00
OFFSET RESEARCH-EQUIVALENT: Start £100.00 | Final £10.00 | Peak £115.00 | Trough £10.00
OFFSET RULE: research-equivalent bankroll = platform balance - £2400.00
W/L/P 4/9/3
Wager match/above/below 16/0/0
Action match/different 25/1
SOURCE: 247blackjack.com
SOURCE TYPE: Online play-money blackjack, configured 6-deck game
CARD GENERATION: computational/RNG implementation; visible six-deck shuffle events recorded from interface
Shuffle events explicitly observed: 1
Total cards recorded: 87
Cards since most recent observed shuffle/start: 87
Exact known rank+suit identities observed: 44
Validation warnings/overrides encountered: 1
Hands re-entered through amendment review: 0
Decision provenance counts:
  TEXTBOOK / FROZEN-ALIGNED: 24
  FROZEN RESEARCH OVERRIDE events: 0
  FROZEN PRIMARY HARD11-vs-10 events: 2
Policy note: Pair20-vs-10 STAND is a research override of prior aggressive SPLIT and also agrees with textbook.
Policy note: HARD11-vs-10 primary remains DOUBLE; Cooling->HIT is a capital-protection alternate, not the primary action used here.
Shuffle log: Shuffle observed before hand 1 after 0 recorded cards since previous start/shuffle.
Penetration is not inferred unless a visible shuffle boundary is recorded; card counts are observational.
Boundary: frozen wagers are historical reference wagers, not proven optimal stakes.
Controller note: exact mature BRAKE predicate is not invented; only explicit handover transitions are used.

CHRONOLOGICAL CARD DATASET (CORRECTED RECONSTRUCTED DEAL ORDER)
CORRECTION: all hands use the directly observed 247 initial animation order; the originally logged dealer upcard and first dealer hidden/draw card have been exchanged in chronological position only.
Order rule (247 observed animation): Player1 -> Dealer hole -> Player2 -> Dealer up -> subsequent player cards -> subsequent dealer draws.
Dealer hole cards are entered later when revealed but are retrospectively placed in their initial-deal position.
Split/post-deal cards are retained in operator-entry order; if platform split dealing order differs, that sub-order must be reviewed before deterministic replay.
HAND 1 DEAL-ORDER RECONSTRUCTION
#001 | H01 | PLAYER card 1          | Q♠
#002 | H01 | DEALER hole card       | 6♠
#003 | H01 | PLAYER card 2          | K♠
#004 | H01 | DEALER upcard          | A♠
#005 | H01 | DEALER draw 1          | J♠

HAND 2 DEAL-ORDER RECONSTRUCTION
#006 | H02 | PLAYER card 1          | 10♥
#007 | H02 | DEALER hole card       | J♥
#008 | H02 | PLAYER card 2          | 4♣
#009 | H02 | DEALER upcard          | 3♣
#010 | H02 | DEALER draw 1          | 6♣

HAND 3 DEAL-ORDER RECONSTRUCTION
#011 | H03 | PLAYER card 1          | 4♠
#012 | H03 | DEALER hole card       | 9♣
#013 | H03 | PLAYER card 2          | 4♥
#014 | H03 | DEALER upcard          | J♦
#015 | H03 | PLAYER post-deal card  | 7♦
#016 | H03 | PLAYER post-deal card  | 4♣

HAND 4 DEAL-ORDER RECONSTRUCTION
#017 | H04 | PLAYER card 1          | 8♥
#018 | H04 | DEALER hole card       | J♥
#019 | H04 | PLAYER card 2          | 3♦
#020 | H04 | DEALER upcard          | J♣
#021 | H04 | PLAYER post-deal card  | 9♣

HAND 5 DEAL-ORDER RECONSTRUCTION
#022 | H05 | PLAYER card 1          | A♣
#023 | H05 | DEALER hole card       | 2♥
#024 | H05 | PLAYER card 2          | 5♠
#025 | H05 | DEALER upcard          | 9♣
#026 | H05 | PLAYER post-deal card  | 8♣
#027 | H05 | PLAYER post-deal card  | 2♠
#028 | H05 | PLAYER post-deal card  | 6♣

HAND 6 DEAL-ORDER RECONSTRUCTION
#029 | H06 | PLAYER card 1          | 3♠
#030 | H06 | DEALER hole card       | 10♣
#031 | H06 | PLAYER card 2          | 2♠
#032 | H06 | DEALER upcard          | 6♣
#033 | H06 | PLAYER post-deal card  | K♥
#034 | H06 | DEALER draw 1          | J♣

HAND 7 DEAL-ORDER RECONSTRUCTION
#035 | H07 | PLAYER card 1          | J♠
#036 | H07 | DEALER hole card       | 2♥
#037 | H07 | PLAYER card 2          | 9♦
#038 | H07 | DEALER upcard          | K♦
#039 | H07 | DEALER draw 1          | J♦

HAND 8 DEAL-ORDER RECONSTRUCTION
#040 | H08 | PLAYER card 1          | 6♣
#041 | H08 | DEALER hole card       | K♣
#042 | H08 | PLAYER card 2          | A♠
#043 | H08 | DEALER upcard          | 3♥
#044 | H08 | PLAYER post-deal card  | Q♠
#045 | H08 | DEALER draw 1          | 7♣

HAND 9 DEAL-ORDER RECONSTRUCTION
#046 | H09 | PLAYER card 1          | 10♦
#047 | H09 | DEALER hole card       | 8♠
#048 | H09 | PLAYER card 2          | 8♦
#049 | H09 | DEALER upcard          | 2♠
#050 | H09 | DEALER draw 1          | 9♥

HAND 10 DEAL-ORDER RECONSTRUCTION
#051 | H10 | PLAYER card 1          | 5♣
#052 | H10 | DEALER hole card       | 2♥
#053 | H10 | PLAYER card 2          | 7♥
#054 | H10 | DEALER upcard          | 10♥
#055 | H10 | PLAYER post-deal card  | Q♥

HAND 11 DEAL-ORDER RECONSTRUCTION
#056 | H11 | PLAYER card 1          | 10♦
#057 | H11 | DEALER hole card       | 9♥
#058 | H11 | PLAYER card 2          | 4♦
#059 | H11 | DEALER upcard          | 7♦
#060 | H11 | PLAYER post-deal card  | A♠
#061 | H11 | PLAYER post-deal card  | 9♦

HAND 12 DEAL-ORDER RECONSTRUCTION
#062 | H12 | PLAYER card 1          | 4♦
#063 | H12 | DEALER hole card       | A♥
#064 | H12 | PLAYER card 2          | 5♠
#065 | H12 | DEALER upcard          | A♣
#066 | H12 | PLAYER post-deal card  | 7♥
#067 | H12 | PLAYER post-deal card  | J♣

HAND 13 DEAL-ORDER RECONSTRUCTION
#068 | H13 | PLAYER card 1          | K♣
#069 | H13 | DEALER hole card       | Q♣
#070 | H13 | PLAYER card 2          | 9♥
#071 | H13 | DEALER upcard          | 7♣

HAND 14 DEAL-ORDER RECONSTRUCTION
#072 | H14 | PLAYER card 1          | 3♠
#073 | H14 | DEALER hole card       | 7♦
#074 | H14 | PLAYER card 2          | 2♠
#075 | H14 | DEALER upcard          | Q♥
#076 | H14 | PLAYER post-deal card  | K♠
#077 | H14 | PLAYER post-deal card  | 7♦

HAND 15 DEAL-ORDER RECONSTRUCTION
#078 | H15 | PLAYER card 1          | 3♠
#079 | H15 | DEALER hole card       | 10♣
#080 | H15 | PLAYER card 2          | 10♠
#081 | H15 | DEALER upcard          | J♣
#082 | H15 | PLAYER post-deal card  | 7♥

HAND 16 DEAL-ORDER RECONSTRUCTION
#083 | H16 | PLAYER card 1          | 6♥
#084 | H16 | DEALER hole card       | 9♥
#085 | H16 | PLAYER card 2          | 5♦
#086 | H16 | DEALER upcard          | K♥
#087 | H16 | PLAYER post-deal card  | 6♠

AUDIT LOG
DETERMINISTIC BLACKJACK - LIVE 30-HAND COMPANION
Manual external-session entry | Platform start £2500 | £2400 = depleted | 30-hand reference
SOURCE: 247blackjack.com | PLAY-MONEY | configured 6-deck game
Cards may be generated computationally, but visible shuffle events are recorded explicitly.
VALIDATION ON: suit required, wager checked, balance arithmetic checked where determinable.
HAND REVIEW ON: after bankroll entry, choose Y to roll back and re-enter the current hand before continuing.
Card entry accepts 8H, KS, A♦, 10C. If genuinely unreadable, enter rank+U, e.g. 4U.
U = explicitly UNKNOWN suit; bare rank-only input is rejected so omissions cannot pass silently.


========== HAND 1 / 30 ==========
SHUFFLE RECORDED before hand 1 | previous segment cards recorded: 0
Bankroll £2500.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player Q♠,K♠ = 20 | Dealer A♠
MAIN Q♠,K♠ = 20 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | Q♠,K♠ vs A♠ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | Q♠,K♠ | frozen STAND | actual STAND
Dealer A♠,6♠,J♠ = 17

--- CARD STREAM REVIEW: HAND 1 ---
Reconstructed physical deal order (not the order you typed hidden cards):
#001 | H01 | PLAYER card 1          | Q♠
#002 | H01 | DEALER upcard          | A♠
#003 | H01 | PLAYER card 2          | K♠
#004 | H01 | DEALER hole card       | 6♠
#005 | H01 | DEALER draw 1          | J♠
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 20 vs Dealer 17
BANKROLL CHECK: wait until 247 Blackjack has fully refreshed and the next wager-selection screen is ready.
Only then enter the platform balance shown on screen.
BALANCE VALIDATED ✓ expected £2515.00
HAND 01 | 2500.00->2515.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P Q♠,K♠ | D-up A♠ | D-hidden/draw 6♠,J♠ | W
Recorded | Peak £2515.00 | Trough £2500.00 | MaxDD £0.00 | Exposure £15.00

========== HAND 2 / 30 ==========
Bankroll £2515.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 10♥,4♣ = 14 | Dealer 3♣
MAIN 10♥,4♣ = 14 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 10♥,4♣ vs 3♣ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 10♥,4♣ | frozen STAND | actual STAND
Dealer 3♣,J♥,6♣ = 19

--- CARD STREAM REVIEW: HAND 2 ---
Reconstructed physical deal order (not the order you typed hidden cards):
#006 | H02 | PLAYER card 1          | 10♥
#007 | H02 | DEALER upcard          | 3♣
#008 | H02 | PLAYER card 2          | 4♣
#009 | H02 | DEALER hole card       | J♥
#010 | H02 | DEALER draw 1          | 6♣
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 14 vs Dealer 19
BANKROLL CHECK: wait until 247 Blackjack has fully refreshed and the next wager-selection screen is ready.
Only then enter the platform balance shown on screen.
BALANCE VALIDATED ✓ expected £2500.00
HAND 02 | 2515.00->2500.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 10♥,4♣ | D-up 3♣ | D-hidden/draw J♥,6♣ | L
Recorded | Peak £2515.00 | Trough £2500.00 | MaxDD £15.00 | Exposure £30.00

========== HAND 3 / 30 ==========
Bankroll £2500.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 4♠,4♥ = 8 | Dealer J♦
MAIN 4♠,4♥ = 8 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 4♠,4♥ vs J♦ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 4♠,4♥ | frozen HIT | actual HIT
MAIN 4♠,4♥,7♦ = 15 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 4♠,4♥,7♦ vs J♦ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 4♠,4♥,7♦ | frozen HIT | actual HIT
MAIN 4♠,4♥,7♦,4♣ = 19 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 4♠,4♥,7♦,4♣ vs J♦ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 4♠,4♥,7♦,4♣ | frozen STAND | actual STAND
Dealer J♦,9♣ = 19

--- CARD STREAM REVIEW: HAND 3 ---
Reconstructed physical deal order (not the order you typed hidden cards):
#011 | H03 | PLAYER card 1          | 4♠
#012 | H03 | DEALER upcard          | J♦
#013 | H03 | PLAYER card 2          | 4♥
#014 | H03 | DEALER hole card       | 9♣
#015 | H03 | PLAYER post-deal card  | 7♦
#016 | H03 | PLAYER post-deal card  | 4♣
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PUSH | Player 19 vs Dealer 19
BANKROLL CHECK: wait until 247 Blackjack has fully refreshed and the next wager-selection screen is ready.
Only then enter the platform balance shown on screen.
BALANCE VALIDATED ✓ expected £2500.00
HAND 03 | 2500.00->2500.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 4♠,4♥,7♦,4♣ | D-up J♦ | D-hidden/draw 9♣ | P
Recorded | Peak £2515.00 | Trough £2500.00 | MaxDD £15.00 | Exposure £45.00

========== HAND 4 / 30 ==========
Bankroll £2500.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 8♥,3♦ = 11 | Dealer J♣
MAIN 8♥,3♦ = 11 | FROZEN POLICY: DOUBLE [FROZEN PRIMARY: DOUBLE; TEXTBOOK-aligned]
  POLICY SOURCE | MAIN | 8♥,3♦ vs J♣ | DOUBLE | FROZEN PRIMARY: DOUBLE; TEXTBOOK-aligned
  MAIN | 8♥,3♦ | frozen DOUBLE | actual DOUBLE
MAIN after DOUBLE: 8♥,3♦,9♣ = 20
Dealer J♣,J♥ = 20

--- CARD STREAM REVIEW: HAND 4 ---
Reconstructed physical deal order (not the order you typed hidden cards):
#017 | H04 | PLAYER card 1          | 8♥
#018 | H04 | DEALER upcard          | J♣
#019 | H04 | PLAYER card 2          | 3♦
#020 | H04 | DEALER hole card       | J♥
#021 | H04 | PLAYER post-deal card  | 9♣
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PUSH | Player 20 vs Dealer 20
BANKROLL CHECK: wait until 247 Blackjack has fully refreshed and the next wager-selection screen is ready.
Only then enter the platform balance shown on screen.
BALANCE VALIDATED ✓ expected £2500.00
HAND 04 | 2500.00->2500.00 | ref 15.00 actual 15.00 | committed 30.00 | NORMAL | P 8♥,3♦,9♣ | D-up J♣ | D-hidden/draw J♥ | P
Recorded | Peak £2515.00 | Trough £2500.00 | MaxDD £15.00 | Exposure £75.00

========== HAND 5 / 30 ==========
Bankroll £2500.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player A♣,5♠ = soft 16 | Dealer 9♣
MAIN A♣,5♠ = soft 16 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | A♣,5♠ vs 9♣ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | A♣,5♠ | frozen HIT | actual HIT
MAIN A♣,5♠,8♣ = 14 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | A♣,5♠,8♣ vs 9♣ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | A♣,5♠,8♣ | frozen HIT | actual HIT
MAIN A♣,5♠,8♣,2♠ = 16 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | A♣,5♠,8♣,2♠ vs 9♣ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | A♣,5♠,8♣,2♠ | frozen HIT | actual HIT
MAIN BUST at 22
Dealer 9♣,2♥ = 11

--- CARD STREAM REVIEW: HAND 5 ---
Reconstructed physical deal order (not the order you typed hidden cards):
#022 | H05 | PLAYER card 1          | A♣
#023 | H05 | DEALER upcard          | 9♣
#024 | H05 | PLAYER card 2          | 5♠
#025 | H05 | DEALER hole card       | 2♥
#026 | H05 | PLAYER post-deal card  | 8♣
#027 | H05 | PLAYER post-deal card  | 2♠
#028 | H05 | PLAYER post-deal card  | 6♣
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 22 vs Dealer 11
BANKROLL CHECK: wait until 247 Blackjack has fully refreshed and the next wager-selection screen is ready.
Only then enter the platform balance shown on screen.
BALANCE VALIDATED ✓ expected £2485.00
HAND 05 | 2500.00->2485.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P A♣,5♠,8♣,2♠,6♣ | D-up 9♣ | D-hidden/draw 2♥ | L
Recorded | Peak £2515.00 | Trough £2485.00 | MaxDD £30.00 | Exposure £90.00

========== HAND 6 / 30 ==========
Bankroll £2485.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 3♠,2♠ = 5 | Dealer 6♣
MAIN 3♠,2♠ = 5 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 3♠,2♠ vs 6♣ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 3♠,2♠ | frozen HIT | actual HIT
MAIN 3♠,2♠,K♥ = 15 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 3♠,2♠,K♥ vs 6♣ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 3♠,2♠,K♥ | frozen STAND | actual STAND
Dealer 6♣,10♣,J♣ = 26 BUST

--- CARD STREAM REVIEW: HAND 6 ---
Reconstructed physical deal order (not the order you typed hidden cards):
#029 | H06 | PLAYER card 1          | 3♠
#030 | H06 | DEALER upcard          | 6♣
#031 | H06 | PLAYER card 2          | 2♠
#032 | H06 | DEALER hole card       | 10♣
#033 | H06 | PLAYER post-deal card  | K♥
#034 | H06 | DEALER draw 1          | J♣
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 15 vs Dealer 26
BANKROLL CHECK: wait until 247 Blackjack has fully refreshed and the next wager-selection screen is ready.
Only then enter the platform balance shown on screen.
BALANCE VALIDATED ✓ expected £2500.00
HAND 06 | 2485.00->2500.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 3♠,2♠,K♥ | D-up 6♣ | D-hidden/draw 10♣,J♣ | W
Recorded | Peak £2515.00 | Trough £2485.00 | MaxDD £30.00 | Exposure £105.00

========== HAND 7 / 30 ==========
Bankroll £2500.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player J♠,9♦ = 19 | Dealer K♦
MAIN J♠,9♦ = 19 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | J♠,9♦ vs K♦ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | J♠,9♦ | frozen STAND | actual STAND
Dealer K♦,2♥,J♦ = 22 BUST

--- CARD STREAM REVIEW: HAND 7 ---
Reconstructed physical deal order (not the order you typed hidden cards):
#035 | H07 | PLAYER card 1          | J♠
#036 | H07 | DEALER upcard          | K♦
#037 | H07 | PLAYER card 2          | 9♦
#038 | H07 | DEALER hole card       | 2♥
#039 | H07 | DEALER draw 1          | J♦
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 19 vs Dealer 22
BANKROLL CHECK: wait until 247 Blackjack has fully refreshed and the next wager-selection screen is ready.
Only then enter the platform balance shown on screen.
BALANCE VALIDATED ✓ expected £2515.00
HAND 07 | 2500.00->2515.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P J♠,9♦ | D-up K♦ | D-hidden/draw 2♥,J♦ | W
Recorded | Peak £2515.00 | Trough £2485.00 | MaxDD £30.00 | Exposure £120.00

========== HAND 8 / 30 ==========
Bankroll £2515.00 | State NORMAL | FROZEN WAGER £15.00
Enter numeric amount.
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 6♣,A♠ = soft 17 | Dealer 3♥
MAIN 6♣,A♠ = soft 17 | FROZEN POLICY: DOUBLE [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 6♣,A♠ vs 3♥ | DOUBLE | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 6♣,A♠ | frozen DOUBLE | actual DOUBLE
MAIN after DOUBLE: 6♣,A♠,Q♠ = 17
Dealer 3♥,K♣,7♣ = 20

--- CARD STREAM REVIEW: HAND 8 ---
Reconstructed physical deal order (not the order you typed hidden cards):
#040 | H08 | PLAYER card 1          | 6♣
#041 | H08 | DEALER upcard          | 3♥
#042 | H08 | PLAYER card 2          | A♠
#043 | H08 | DEALER hole card       | K♣
#044 | H08 | PLAYER post-deal card  | Q♠
#045 | H08 | DEALER draw 1          | 7♣
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 17 vs Dealer 20
BANKROLL CHECK: wait until 247 Blackjack has fully refreshed and the next wager-selection screen is ready.
Only then enter the platform balance shown on screen.
BALANCE VALIDATED ✓ expected £2485.00
HAND 08 | 2515.00->2485.00 | ref 15.00 actual 15.00 | committed 30.00 | NORMAL | P 6♣,A♠,Q♠ | D-up 3♥ | D-hidden/draw K♣,7♣ | L
Recorded | Peak £2515.00 | Trough £2485.00 | MaxDD £30.00 | Exposure £150.00

========== HAND 9 / 30 ==========
Bankroll £2485.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 10♦,8♦ = 18 | Dealer 2♠
MAIN 10♦,8♦ = 18 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 10♦,8♦ vs 2♠ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 10♦,8♦ | frozen STAND | actual STAND
Dealer 2♠,8♠,9♥ = 19

--- CARD STREAM REVIEW: HAND 9 ---
Reconstructed physical deal order (not the order you typed hidden cards):
#046 | H09 | PLAYER card 1          | 10♦
#047 | H09 | DEALER upcard          | 2♠
#048 | H09 | PLAYER card 2          | 8♦
#049 | H09 | DEALER hole card       | 8♠
#050 | H09 | DEALER draw 1          | 9♥
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 18 vs Dealer 19
BANKROLL CHECK: wait until 247 Blackjack has fully refreshed and the next wager-selection screen is ready.
Only then enter the platform balance shown on screen.
BALANCE VALIDATED ✓ expected £2470.00
HAND 09 | 2485.00->2470.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 10♦,8♦ | D-up 2♠ | D-hidden/draw 8♠,9♥ | L
Recorded | Peak £2515.00 | Trough £2470.00 | MaxDD £45.00 | Exposure £165.00

========== HAND 10 / 30 ==========
Bankroll £2470.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 5♣,7♥ = 12 | Dealer 10♥
MAIN 5♣,7♥ = 12 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 5♣,7♥ vs 10♥ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 5♣,7♥ | frozen HIT | actual HIT
MAIN BUST at 22
Dealer 10♥,2♥ = 12

--- CARD STREAM REVIEW: HAND 10 ---
Reconstructed physical deal order (not the order you typed hidden cards):
#051 | H10 | PLAYER card 1          | 5♣
#052 | H10 | DEALER upcard          | 10♥
#053 | H10 | PLAYER card 2          | 7♥
#054 | H10 | DEALER hole card       | 2♥
#055 | H10 | PLAYER post-deal card  | Q♥
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 22 vs Dealer 12
BANKROLL CHECK: wait until 247 Blackjack has fully refreshed and the next wager-selection screen is ready.
Only then enter the platform balance shown on screen.
BALANCE VALIDATED ✓ expected £2455.00
HAND 10 | 2470.00->2455.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 5♣,7♥,Q♥ | D-up 10♥ | D-hidden/draw 2♥ | L
Recorded | Peak £2515.00 | Trough £2455.00 | MaxDD £60.00 | Exposure £180.00

========== HAND 11 / 30 ==========
Bankroll £2455.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 10♦,4♦ = 14 | Dealer 7♦
MAIN 10♦,4♦ = 14 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 10♦,4♦ vs 7♦ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 10♦,4♦ | frozen HIT | actual HIT
MAIN 10♦,4♦,A♠ = 15 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 10♦,4♦,A♠ vs 7♦ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 10♦,4♦,A♠ | frozen HIT | actual HIT
MAIN BUST at 24
Dealer 7♦,9♥ = 16

--- CARD STREAM REVIEW: HAND 11 ---
Reconstructed physical deal order (not the order you typed hidden cards):
#056 | H11 | PLAYER card 1          | 10♦
#057 | H11 | DEALER upcard          | 7♦
#058 | H11 | PLAYER card 2          | 4♦
#059 | H11 | DEALER hole card       | 9♥
#060 | H11 | PLAYER post-deal card  | A♠
#061 | H11 | PLAYER post-deal card  | 9♦
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 24 vs Dealer 16
BANKROLL CHECK: wait until 247 Blackjack has fully refreshed and the next wager-selection screen is ready.
Only then enter the platform balance shown on screen.
BALANCE VALIDATED ✓ expected £2440.00
HAND 11 | 2455.00->2440.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 10♦,4♦,A♠,9♦ | D-up 7♦ | D-hidden/draw 9♥ | L
Recorded | Peak £2515.00 | Trough £2440.00 | MaxDD £75.00 | Exposure £195.00

========== HAND 12 / 30 ==========
Bankroll £2440.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 4♦,5♠ = 9 | Dealer A♣
MAIN 4♦,5♠ = 9 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 4♦,5♠ vs A♣ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 4♦,5♠ | frozen HIT | actual HIT
MAIN 4♦,5♠,7♥ = 16 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 4♦,5♠,7♥ vs A♣ | HIT | TEXTBOOK / FROZEN-ALIGNED
Allowed: HSD
  MAIN | 4♦,5♠,7♥ | frozen HIT | actual HIT
MAIN BUST at 26
Dealer A♣,A♥ = soft 12

--- CARD STREAM REVIEW: HAND 12 ---
Reconstructed physical deal order (not the order you typed hidden cards):
#062 | H12 | PLAYER card 1          | 4♦
#063 | H12 | DEALER upcard          | A♣
#064 | H12 | PLAYER card 2          | 5♠
#065 | H12 | DEALER hole card       | A♥
#066 | H12 | PLAYER post-deal card  | 7♥
#067 | H12 | PLAYER post-deal card  | J♣
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 26 vs Dealer 12
BANKROLL CHECK: wait until 247 Blackjack has fully refreshed and the next wager-selection screen is ready.
Only then enter the platform balance shown on screen.
BALANCE VALIDATED ✓ expected £2425.00
HAND 12 | 2440.00->2425.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 4♦,5♠,7♥,J♣ | D-up A♣ | D-hidden/draw A♥ | L
Recorded | Peak £2515.00 | Trough £2425.00 | MaxDD £90.00 | Exposure £210.00

========== HAND 13 / 30 ==========
Bankroll £2425.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player K♣,9♥ = 19 | Dealer 7♣
MAIN K♣,9♥ = 19 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | K♣,9♥ vs 7♣ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | K♣,9♥ | frozen STAND | actual STAND
Dealer 7♣,Q♣ = 17

--- CARD STREAM REVIEW: HAND 13 ---
Reconstructed physical deal order (not the order you typed hidden cards):
#068 | H13 | PLAYER card 1          | K♣
#069 | H13 | DEALER upcard          | 7♣
#070 | H13 | PLAYER card 2          | 9♥
#071 | H13 | DEALER hole card       | Q♣
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 19 vs Dealer 17
BANKROLL CHECK: wait until 247 Blackjack has fully refreshed and the next wager-selection screen is ready.
Only then enter the platform balance shown on screen.
BALANCE VALIDATED ✓ expected £2440.00
HAND 13 | 2425.00->2440.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P K♣,9♥ | D-up 7♣ | D-hidden/draw Q♣ | W
Recorded | Peak £2515.00 | Trough £2425.00 | MaxDD £90.00 | Exposure £225.00

========== HAND 14 / 30 ==========
Bankroll £2440.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 3♠,2♠ = 5 | Dealer Q♥
MAIN 3♠,2♠ = 5 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 3♠,2♠ vs Q♥ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 3♠,2♠ | frozen HIT | actual HIT
MAIN 3♠,2♠,K♠ = 15 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 3♠,2♠,K♠ vs Q♥ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 3♠,2♠,K♠ | frozen HIT | actual HIT
MAIN BUST at 22
Dealer Q♥,7♦ = 17

--- CARD STREAM REVIEW: HAND 14 ---
Reconstructed physical deal order (not the order you typed hidden cards):
#072 | H14 | PLAYER card 1          | 3♠
#073 | H14 | DEALER upcard          | Q♥
#074 | H14 | PLAYER card 2          | 2♠
#075 | H14 | DEALER hole card       | 7♦
#076 | H14 | PLAYER post-deal card  | K♠
#077 | H14 | PLAYER post-deal card  | 7♦
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 22 vs Dealer 17
BANKROLL CHECK: wait until 247 Blackjack has fully refreshed and the next wager-selection screen is ready.
Only then enter the platform balance shown on screen.
BALANCE VALIDATED ✓ expected £2425.00
HAND 14 | 2440.00->2425.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 3♠,2♠,K♠,7♦ | D-up Q♥ | D-hidden/draw 7♦ | L
Recorded | Peak £2515.00 | Trough £2425.00 | MaxDD £90.00 | Exposure £240.00

========== HAND 15 / 30 ==========
Bankroll £2425.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 3♠,10♠ = 13 | Dealer J♣
MAIN 3♠,10♠ = 13 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 3♠,10♠ vs J♣ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 3♠,10♠ | frozen HIT | actual HIT
MAIN 3♠,10♠,7♥ = 20 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 3♠,10♠,7♥ vs J♣ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 3♠,10♠,7♥ | frozen STAND | actual STAND
Dealer J♣,10♣ = 20

--- CARD STREAM REVIEW: HAND 15 ---
Reconstructed physical deal order (not the order you typed hidden cards):
#078 | H15 | PLAYER card 1          | 3♠
#079 | H15 | DEALER upcard          | J♣
#080 | H15 | PLAYER card 2          | 10♠
#081 | H15 | DEALER hole card       | 10♣
#082 | H15 | PLAYER post-deal card  | 7♥
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PUSH | Player 20 vs Dealer 20
BANKROLL CHECK: wait until 247 Blackjack has fully refreshed and the next wager-selection screen is ready.
Only then enter the platform balance shown on screen.
BALANCE VALIDATED ✓ expected £2425.00
HAND 15 | 2425.00->2425.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 3♠,10♠,7♥ | D-up J♣ | D-hidden/draw 10♣ | P
Recorded | Peak £2515.00 | Trough £2425.00 | MaxDD £90.00 | Exposure £255.00

========== HAND 16 / 30 ==========
Bankroll £2425.00 | State NORMAL | FROZEN WAGER £15.00
Enter numeric amount.
Enter numeric amount.
CHECK: frozen reference is £15.00 but entered wager is £5.00.
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 6♥,5♦ = 11 | Dealer K♥
MAIN 6♥,5♦ = 11 | FROZEN POLICY: DOUBLE [FROZEN PRIMARY: DOUBLE; TEXTBOOK-aligned]
  POLICY SOURCE | MAIN | 6♥,5♦ vs K♥ | DOUBLE | FROZEN PRIMARY: DOUBLE; TEXTBOOK-aligned
  MAIN | 6♥,5♦ | frozen DOUBLE | actual HIT
MAIN 6♥,5♦,6♠ = 17 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 6♥,5♦,6♠ vs K♥ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 6♥,5♦,6♠ | frozen STAND | actual STAND
Dealer K♥,9♥ = 19

--- CARD STREAM REVIEW: HAND 16 ---
Reconstructed physical deal order (not the order you typed hidden cards):
#083 | H16 | PLAYER card 1          | 6♥
#084 | H16 | DEALER upcard          | K♥
#085 | H16 | PLAYER card 2          | 5♦
#086 | H16 | DEALER hole card       | 9♥
#087 | H16 | PLAYER post-deal card  | 6♠
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 17 vs Dealer 19
BANKROLL CHECK: wait until 247 Blackjack has fully refreshed and the next wager-selection screen is ready.
Only then enter the platform balance shown on screen.
BALANCE VALIDATED ✓ expected £2410.00
HAND 16 | 2425.00->2410.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 6♥,5♦,6♠ | D-up K♥ | D-hidden/draw 9♥ | L
Recorded | Peak £2515.00 | Trough £2410.00 | MaxDD £105.00 | Exposure £270.00
LEDGER_ENTRY | session 20260903_135610_CORRECTED_247_DEAL_ORDER | mode FROZEN | hands 16 | start 100.00 | final 10.00 | session_pl -90.00
PROJECT LEDGER SUMMARY
Completed sessions: 2 | Total hands: 46
Cumulative project P/L: £153.00
Cumulative P/L vs £100 per-session starting capital: 76.50%
Project-equivalent running balance (initial £100 + cumulative P/L): £253.00
Ledger basis: each live session independently starts at research-equivalent £100; cumulative P/L sums session profits/losses.
================ END SESSION 20260903_135610_CORRECTED_247_DEAL_ORDER ================

================ SESSION 20260903_221223 ================
DETERMINISTIC BLACKJACK - LIVE SESSION REPORT
PLATFORM BALANCE BASIS: Start £2500.00 | £2400.00 = research-equivalent £0/depleted
Platform Final £2708.00 | Platform Peak £2753.00 | Platform Trough £0.00 | MaxDD £45.00 | Exposure £225.00
OFFSET RESEARCH-EQUIVALENT: Start £100.00 | Final £308.00 | Peak £353.00 | Trough £-2400.00
OFFSET RULE: research-equivalent bankroll = platform balance - £2400.00
AFFORDABILITY RULE: £2400 platform offset is protected; wager/double/split affordability uses research-equivalent bankroll only.
MODE: FROZEN ARCHITECTURE
W/L/P 16/13/1
Wager match/above/below 30/0/0
Action match/different 15/0
SOURCE: 247blackjack.com
SOURCE TYPE: Online play-money blackjack, configured 6-deck game
CARD GENERATION: computational/RNG implementation; visible six-deck shuffle events recorded from interface
Shuffle events explicitly observed: 1
Total cards recorded: 69
Cards since most recent observed shuffle/start: 16
Exact known rank+suit identities observed: 52
Validation warnings/overrides encountered: 2
Hands re-entered through amendment review: 3
Decision provenance counts:
  TEXTBOOK / FROZEN-ALIGNED: 40
  FROZEN RESEARCH OVERRIDE events: 0
  FROZEN PRIMARY HARD11-vs-10 events: 0
Policy note: Pair20-vs-10 STAND is a research override of prior aggressive SPLIT and also agrees with textbook.
Policy note: HARD11-vs-10 primary remains DOUBLE; Cooling->HIT is a capital-protection alternate, not the primary action used here.
Shuffle log: Shuffle observed before hand 1 after 0 recorded cards since previous start/shuffle. | Shuffle observed before hand 28 after 53 recorded cards since previous start/shuffle.
Penetration is not inferred unless a visible shuffle boundary is recorded; card counts are observational.
Boundary: frozen wagers are historical reference wagers, not proven optimal stakes.
Controller note: exact mature BRAKE predicate is not invented; only explicit handover transitions are used.

OBSERVED INITIAL-HAND INDEX + HISTORICAL OUTCOMES (SUITS EXCLUDED)
HAND_SIGNATURE | 4,7 vs 10
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/1/1
HAND_HISTORY | 4,7 vs 10 | mode FROZEN | action DOUBLE | result W | bank 2500.00->2530.00 | wager 15.00
HAND_SIGNATURE | A,A vs 8
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 0/1/2
HAND_HISTORY | A,A vs 8 | mode FROZEN | action SPLIT | result W | bank 2530.00->2574.00 | wager 15.00
HAND_SIGNATURE | 3,4 vs 8
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 2/1/0
HAND_HISTORY | 3,4 vs 8 | mode FROZEN | action HIT | result L | bank 2574.00->2559.00 | wager 15.00
HAND_SIGNATURE | 2,9 vs 2
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 2/1/0
HAND_HISTORY | 2,9 vs 2 | mode FROZEN | action DOUBLE | result W | bank 2559.00->2589.00 | wager 15.00
HAND_SIGNATURE | 3,6 vs 7
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 2/1/0
HAND_HISTORY | 3,6 vs 7 | mode FROZEN | action HIT | result W | bank 2589.00->2604.00 | wager 15.00
HAND_SIGNATURE | 4,K vs 10
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/0/2
HAND_HISTORY | 4,K vs 10 | mode FROZEN | action HIT | result L | bank 2604.00->2589.00 | wager 15.00
HAND_SIGNATURE | 2,5 vs 4
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 3/0/0
HAND_HISTORY | 2,5 vs 4 | mode FROZEN | action HIT | result W | bank 2589.00->2604.00 | wager 15.00
HAND_SIGNATURE | 5,J vs 10
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/0/2
HAND_HISTORY | 5,J vs 10 | mode FROZEN | action HIT | result L | bank 2604.00->2589.00 | wager 15.00
HAND_SIGNATURE | 7,9 vs 2
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/2/0
HAND_HISTORY | 7,9 vs 2 | mode FROZEN | action STAND | result L | bank 2589.00->2574.00 | wager 15.00
HAND_SIGNATURE | 7,K vs 6
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/1/1
HAND_HISTORY | 7,K vs 6 | mode FROZEN | action STAND | result L | bank 2574.00->2559.00 | wager 15.00
HAND_SIGNATURE | 6,6 vs 5
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 3/0/0
HAND_HISTORY | 6,6 vs 5 | mode FROZEN | action SPLIT | result W | bank 2559.00->2649.00 | wager 30.00
HAND_SIGNATURE | 4,7 vs Q
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/1/1
HAND_HISTORY | 4,7 vs Q | mode FROZEN | action DOUBLE | result W | bank 2649.00->2679.00 | wager 15.00
HAND_SIGNATURE | 3,3 vs A
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 2/0/1
HAND_HISTORY | 3,3 vs A | mode FROZEN | action HIT | result P | bank 2679.00->2679.00 | wager 15.00
HAND_SIGNATURE | 4,7 vs J
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/1/1
HAND_HISTORY | 4,7 vs J | mode FROZEN | action DOUBLE | result L | bank 2679.00->2649.00 | wager 15.00
HAND_SIGNATURE | 6,Q vs 10
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/0/2
HAND_HISTORY | 6,Q vs 10 | mode FROZEN | action HIT | result L | bank 2649.00->2634.00 | wager 15.00
HAND_SIGNATURE | 2,7 vs 8
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/2/0
HAND_HISTORY | 2,7 vs 8 | mode FROZEN | action HIT | result L | bank 2634.00->2619.00 | wager 15.00
HAND_SIGNATURE | 9,A vs 9
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 0/2/1
HAND_HISTORY | 9,A vs 9 | mode FROZEN | action STAND | result W | bank 2619.00->2634.00 | wager 15.00
HAND_SIGNATURE | A,J vs 8
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 0/1/2
HAND_HISTORY | A,J vs 8 | mode FROZEN | action NATURAL | result W | bank 2634.00->2656.00 | wager 15.00
HAND_SIGNATURE | 4,K vs 2
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 2/0/1
HAND_HISTORY | 4,K vs 2 | mode FROZEN | action STAND | result L | bank 2656.00->2641.00 | wager 15.00
HAND_SIGNATURE | 10,7 vs 2
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/1/1
HAND_HISTORY | 10,7 vs 2 | mode FROZEN | action STAND | result W | bank 2641.00->2656.00 | wager 15.00
HAND_SIGNATURE | 4,9 vs Q
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/1/1
HAND_HISTORY | 4,9 vs Q | mode FROZEN | action HIT | result L | bank 2656.00->2641.00 | wager 15.00
HAND_SIGNATURE | 4,K vs J
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/0/2
HAND_HISTORY | 4,K vs J | mode FROZEN | action HIT | result W | bank 2641.00->2656.00 | wager 15.00
HAND_SIGNATURE | 4,4 vs 2
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 3/0/0
HAND_HISTORY | 4,4 vs 2 | mode FROZEN | action HIT | result W | bank 2656.00->2671.00 | wager 15.00
HAND_SIGNATURE | A,Q vs Q
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 0/0/3
HAND_HISTORY | A,Q vs Q | mode FROZEN | action NATURAL | result W | bank 2671.00->2693.00 | wager 15.00
HAND_SIGNATURE | 2,J vs 8
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/1/1
HAND_HISTORY | 2,J vs 8 | mode FROZEN | action HIT | result L | bank 2693.00->2678.00 | wager 15.00
HAND_SIGNATURE | 6,9 vs 4
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 2/1/0
HAND_HISTORY | 6,9 vs 4 | mode FROZEN | action STAND | result W | bank 2678.00->2693.00 | wager 15.00
HAND_SIGNATURE | 3,7 vs 6
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 2/1/0
HAND_HISTORY | 3,7 vs 6 | mode FROZEN | action DOUBLE | result W | bank 2693.00->2723.00 | wager 15.00
HAND_SIGNATURE | 2,9 vs 8
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/2/0
HAND_HISTORY | 2,9 vs 8 | mode FROZEN | action DOUBLE | result W | bank 2723.00->2753.00 | wager 15.00
HAND_SIGNATURE | 10,6 vs 10
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/0/2
HAND_HISTORY | 10,6 vs 10 | mode FROZEN | action HIT | result L | bank 2753.00->2738.00 | wager 15.00
HAND_SIGNATURE | 5,5 vs 9
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 2/1/0
HAND_HISTORY | 5,5 vs 9 | mode FROZEN | action DOUBLE | result L | bank 2738.00->2708.00 | wager 15.00

CHRONOLOGICAL CARD DATASET (RECONSTRUCTED DEAL ORDER)
Order rule observed on 247 animation: Player1 -> Dealer hole -> Player2 -> Dealer up -> subsequent player cards -> subsequent dealer draws.
Dealer hole cards are entered later when revealed but are retrospectively placed as the dealer's first dealt card, matching the observed 247 animation.
Split/post-deal cards are retained in operator-entry order; if platform split dealing order differs, that sub-order must be reviewed before deterministic replay.
HAND 1 DEAL-ORDER RECONSTRUCTION
#001 | H01 | PLAYER card 1          | 4♥
#002 | H01 | DEALER hole card       | 4♦
#003 | H01 | PLAYER card 2          | 7♠
#004 | H01 | DEALER upcard          | 10♥
#005 | H01 | PLAYER post-deal card  | 10♣
#006 | H01 | DEALER draw 1          | K♣

HAND 2 DEAL-ORDER RECONSTRUCTION
#007 | H02 | PLAYER card 1          | A♣
#008 | H02 | DEALER hole card       | 8♣
#009 | H02 | PLAYER card 2          | A♦
#010 | H02 | DEALER upcard          | 8♣
#011 | H02 | PLAYER post-deal card  | Q♦
#012 | H02 | PLAYER post-deal card  | 10♥
#013 | H02 | DEALER draw 1          | K♠

HAND 3 DEAL-ORDER RECONSTRUCTION
#014 | H03 | PLAYER card 1          | 3♠
#015 | H03 | DEALER hole card       | 6♦
#016 | H03 | PLAYER card 2          | 4♠
#017 | H03 | DEALER upcard          | 8♣
#018 | H03 | PLAYER post-deal card  | 4♠
#019 | H03 | PLAYER post-deal card  | 5♠
#020 | H03 | PLAYER post-deal card  | 9♠

HAND 4 DEAL-ORDER RECONSTRUCTION
#021 | H04 | PLAYER card 1          | 9♣
#022 | H04 | DEALER hole card       | 7♦
#023 | H04 | PLAYER card 2          | 2♣
#024 | H04 | DEALER upcard          | 2♠
#025 | H04 | PLAYER post-deal card  | 3♥
#026 | H04 | DEALER draw 1          | 4♠
#027 | H04 | DEALER draw 2          | K♦

HAND 5 DEAL-ORDER RECONSTRUCTION
#028 | H05 | PLAYER card 1          | 6♦
#029 | H05 | DEALER hole card       | K♠
#030 | H05 | PLAYER card 2          | 3♥
#031 | H05 | DEALER upcard          | 7♥
#032 | H05 | PLAYER post-deal card  | 10♣

HAND 6 DEAL-ORDER RECONSTRUCTION
#033 | H06 | PLAYER card 1          | K♥
#034 | H06 | DEALER hole card       | A♥
#035 | H06 | PLAYER card 2          | 4♣
#036 | H06 | DEALER upcard          | 10♠
#037 | H06 | PLAYER post-deal card  | 7♦

HAND 7 DEAL-ORDER RECONSTRUCTION
#038 | H07 | PLAYER card 1          | 2♦
#039 | H07 | DEALER hole card       | 6♠
#040 | H07 | PLAYER card 2          | 5♥
#041 | H07 | DEALER upcard          | 4♦
#042 | H07 | PLAYER post-deal card  | 4♣
#043 | H07 | PLAYER post-deal card  | J♥
#044 | H07 | DEALER draw 1          | 5♥
#045 | H07 | DEALER draw 2          | 10♦

HAND 8 DEAL-ORDER RECONSTRUCTION
#046 | H08 | PLAYER card 1          | J♥
#047 | H08 | DEALER hole card       | A♦
#048 | H08 | PLAYER card 2          | 5♦
#049 | H08 | DEALER upcard          | 10♥
#050 | H08 | PLAYER post-deal card  | 10♣

HAND 9 DEAL-ORDER RECONSTRUCTION
#051 | H09 | PLAYER card 1          | 7♥
#052 | H09 | DEALER hole card       | A♠
#053 | H09 | PLAYER card 2          | 9♣
#054 | H09 | DEALER upcard          | 2♣
#055 | H09 | DEALER draw 1          | A♣
#056 | H09 | DEALER draw 2          | K♣
#057 | H09 | DEALER draw 3          | 6♥

HAND 10 DEAL-ORDER RECONSTRUCTION
#058 | H10 | PLAYER card 1          | K♣
#059 | H10 | DEALER hole card       | 2♥
#060 | H10 | PLAYER card 2          | 7♠
#061 | H10 | DEALER upcard          | 6♣
#062 | H10 | DEALER draw 1          | 6♦
#063 | H10 | DEALER draw 2          | 6♥

HAND 11 DEAL-ORDER RECONSTRUCTION
#064 | H11 | PLAYER card 1          | 6♣
#065 | H11 | DEALER hole card       | 8♠
#066 | H11 | PLAYER card 2          | 6♦
#067 | H11 | DEALER upcard          | 5♣
#068 | H11 | PLAYER post-deal card  | 4♦
#069 | H11 | PLAYER post-deal card  | 10♦
#070 | H11 | PLAYER post-deal card  | 2♦
#071 | H11 | DEALER draw 1          | J♠

HAND 12 DEAL-ORDER RECONSTRUCTION
#072 | H12 | PLAYER card 1          | 4♦
#073 | H12 | DEALER hole card       | 7♣
#074 | H12 | PLAYER card 2          | 7♥
#075 | H12 | DEALER upcard          | Q♣
#076 | H12 | PLAYER post-deal card  | K♠

HAND 13 DEAL-ORDER RECONSTRUCTION
#077 | H13 | PLAYER card 1          | 3♣
#078 | H13 | DEALER hole card       | 7♦
#079 | H13 | PLAYER card 2          | 3♦
#080 | H13 | DEALER upcard          | A♦
#081 | H13 | PLAYER post-deal card  | 10♠
#082 | H13 | PLAYER post-deal card  | 2♥

HAND 14 DEAL-ORDER RECONSTRUCTION
#083 | H14 | PLAYER card 1          | 4♠
#084 | H14 | DEALER hole card       | Q♦
#085 | H14 | PLAYER card 2          | 7♦
#086 | H14 | DEALER upcard          | J♦
#087 | H14 | PLAYER post-deal card  | 5♣

HAND 15 DEAL-ORDER RECONSTRUCTION
#088 | H15 | PLAYER card 1          | Q♠
#089 | H15 | DEALER hole card       | 8♣
#090 | H15 | PLAYER card 2          | 6♦
#091 | H15 | DEALER upcard          | 10♠
#092 | H15 | PLAYER post-deal card  | K♣

HAND 16 DEAL-ORDER RECONSTRUCTION
#093 | H16 | PLAYER card 1          | 7♣
#094 | H16 | DEALER hole card       | 6♣
#095 | H16 | PLAYER card 2          | 2♣
#096 | H16 | DEALER upcard          | 8♥
#097 | H16 | PLAYER post-deal card  | 3♦
#098 | H16 | PLAYER post-deal card  | Q♠

HAND 17 DEAL-ORDER RECONSTRUCTION
#099 | H17 | PLAYER card 1          | 9♥
#100 | H17 | DEALER hole card       | 5♥
#101 | H17 | PLAYER card 2          | A♥
#102 | H17 | DEALER upcard          | 9♦
#103 | H17 | DEALER draw 1          | J♣

HAND 18 DEAL-ORDER RECONSTRUCTION
#104 | H18 | PLAYER card 1          | J♦
#105 | H18 | DEALER hole card       | J♠
#106 | H18 | PLAYER card 2          | A♠
#107 | H18 | DEALER upcard          | 8♦

HAND 19 DEAL-ORDER RECONSTRUCTION
#108 | H19 | PLAYER card 1          | 4♥
#109 | H19 | DEALER hole card       | J♥
#110 | H19 | PLAYER card 2          | K♠
#111 | H19 | DEALER upcard          | 2♠
#112 | H19 | DEALER draw 1          | 9♥

HAND 20 DEAL-ORDER RECONSTRUCTION
#113 | H20 | PLAYER card 1          | 10♣
#114 | H20 | DEALER hole card       | 9♣
#115 | H20 | PLAYER card 2          | 7♣
#116 | H20 | DEALER upcard          | 2♥
#117 | H20 | DEALER draw 1          | 5♠
#118 | H20 | DEALER draw 2          | 8♠

HAND 21 DEAL-ORDER RECONSTRUCTION
#119 | H21 | PLAYER card 1          | 9♠
#120 | H21 | DEALER hole card       | 2♠
#121 | H21 | PLAYER card 2          | 4♦
#122 | H21 | DEALER upcard          | Q♠
#123 | H21 | PLAYER post-deal card  | 10♠

HAND 22 DEAL-ORDER RECONSTRUCTION
#124 | H22 | PLAYER card 1          | K♥
#125 | H22 | DEALER hole card       | 5♣
#126 | H22 | PLAYER card 2          | 4♣
#127 | H22 | DEALER upcard          | J♠
#128 | H22 | PLAYER post-deal card  | A♣
#129 | H22 | PLAYER post-deal card  | 4♠
#130 | H22 | DEALER draw 1          | K♥

HAND 23 DEAL-ORDER RECONSTRUCTION
#131 | H23 | PLAYER card 1          | 4♥
#132 | H23 | DEALER hole card       | Q♠
#133 | H23 | PLAYER card 2          | 4♥
#134 | H23 | DEALER upcard          | 2♦
#135 | H23 | PLAYER post-deal card  | 3♠
#136 | H23 | PLAYER post-deal card  | 5♦
#137 | H23 | DEALER draw 1          | K♠

HAND 24 DEAL-ORDER RECONSTRUCTION
#138 | H24 | PLAYER card 1          | A♠
#139 | H24 | DEALER hole card       | Q♠
#140 | H24 | PLAYER card 2          | Q♦
#141 | H24 | DEALER upcard          | Q♥

HAND 25 DEAL-ORDER RECONSTRUCTION
#142 | H25 | PLAYER card 1          | J♥
#143 | H25 | DEALER hole card       | 5♣
#144 | H25 | PLAYER card 2          | 2♦
#145 | H25 | DEALER upcard          | 8♦
#146 | H25 | PLAYER post-deal card  | J♣

HAND 26 DEAL-ORDER RECONSTRUCTION
#147 | H26 | PLAYER card 1          | 6♠
#148 | H26 | DEALER hole card       | A♥
#149 | H26 | PLAYER card 2          | 9♣
#150 | H26 | DEALER upcard          | 4♠
#151 | H26 | DEALER draw 1          | 2♥
#152 | H26 | DEALER draw 2          | 8♦
#153 | H26 | DEALER draw 3          | J♠

HAND 27 DEAL-ORDER RECONSTRUCTION
#154 | H27 | PLAYER card 1          | 3♥
#155 | H27 | DEALER hole card       | 3♦
#156 | H27 | PLAYER card 2          | 7♦
#157 | H27 | DEALER upcard          | 6♥
#158 | H27 | PLAYER post-deal card  | K♥
#159 | H27 | DEALER draw 1          | 7♠
#160 | H27 | DEALER draw 2          | 10♠

HAND 28 DEAL-ORDER RECONSTRUCTION
#161 | H28 | PLAYER card 1          | 2♠
#162 | H28 | DEALER hole card       | K♠
#163 | H28 | PLAYER card 2          | 9♣
#164 | H28 | DEALER upcard          | 8♥
#165 | H28 | PLAYER post-deal card  | 10♥

HAND 29 DEAL-ORDER RECONSTRUCTION
#166 | H29 | PLAYER card 1          | 6♦
#167 | H29 | DEALER hole card       | 4♣
#168 | H29 | PLAYER card 2          | 10♠
#169 | H29 | DEALER upcard          | 10♣
#170 | H29 | PLAYER post-deal card  | 8♣

HAND 30 DEAL-ORDER RECONSTRUCTION
#171 | H30 | PLAYER card 1          | 5♦
#172 | H30 | DEALER hole card       | 2♠
#173 | H30 | PLAYER card 2          | 5♠
#174 | H30 | DEALER upcard          | 9♦
#175 | H30 | PLAYER post-deal card  | 6♠
#176 | H30 | DEALER draw 1          | Q♠


AUDIT LOG
DETERMINISTIC BLACKJACK - LIVE 30-HAND COMPANION
Manual external-session entry | Platform start £2500 | £2400 = depleted | 30-hand reference
SOURCE: 247blackjack.com | PLAY-MONEY | configured 6-deck game
Cards may be generated computationally, but visible shuffle events are recorded explicitly.
VALIDATION ON: suit required, wager checked, balance arithmetic checked where determinable.
HAND REVIEW ON: after bankroll entry, choose Y to roll back and re-enter the current hand before continuing.
Card entry accepts 8H, KS, A♦, 10C. If genuinely unreadable, enter rank+U, e.g. 4U.
U = explicitly UNKNOWN suit; bare rank-only input is rejected so omissions cannot pass silently.

FROZEN MODE: existing Frozen wager/action prompts remain active.
Cumulative project file: C:\Users\amlania1\Downloads\bjack\code\live\play\output.txt


========== HAND 1 / 30 ==========
SHUFFLE RECORDED before hand 1 | previous segment cards recorded: 0
Bankroll £2500.00 | Research-equivalent available £100.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 4♥,7♠ = 11 | Dealer 10♥
OBSERVED HAND (suits excluded): 4,7 vs 10 | appeared before in project output: 0 time(s)
PREVIOUS OUTCOMES: none yet in the new project output.
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 1 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 4♥,7♠ = 11 | FROZEN POLICY: DOUBLE [FROZEN PRIMARY: DOUBLE; TEXTBOOK-aligned]
  POLICY SOURCE | MAIN | 4♥,7♠ vs 10♥ | DOUBLE | FROZEN PRIMARY: DOUBLE; TEXTBOOK-aligned
  MAIN | 4♥,7♠ | frozen DOUBLE | actual DOUBLE
MAIN after DOUBLE: 4♥,7♠,10♣ = 21
Dealer 10♥,4♦,K♣ = 24 BUST

--- CARD STREAM REVIEW: HAND 1 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#001 | H01 | PLAYER card 1          | 4H
#002 | H01 | DEALER hole card       | 4D
#003 | H01 | PLAYER card 2          | 7S
#004 | H01 | DEALER upcard          | 10H
#005 | H01 | PLAYER post-deal card  | 10C
#006 | H01 | DEALER draw 1          | KC
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 21 vs Dealer 24
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2530.00
  HAND_HISTORY | 4,7 vs 10 | mode FROZEN | action DOUBLE | result W | bank 2500.00->2530.00 | wager 15.00
HAND 01 | 2500.00->2530.00 | ref 15.00 actual 15.00 | committed 30.00 | NORMAL | P 4♥,7♠,10♣ | D-up 10♥ | D-hidden/draw 4♦,K♣ | W
Recorded | Peak £2530.00 | Trough £2500.00 | MaxDD £0.00 | Exposure £30.00
AMENDMENT: hand 2 superseded before commit and will now be re-entered from the beginning.
Previous hands remain committed. Current-hand counters/cards/exposure were rolled back.
  AMENDMENT AUDIT | Hand 2 superseded before commit; replacement entry follows.
CARD-STREAM REVIEW: hand 2 rejected before result/bankroll entry; re-entering the hand.
  CARD-STREAM REVIEW | Hand 2 rejected by operator; replacement entry follows.

========== HAND 2 / 30 ==========
Bankroll £2530.00 | Research-equivalent available £130.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player A♣,A♦ = soft 12 | Dealer 8♣
OBSERVED HAND (suits excluded): A,A vs 8 | appeared before in project output: 0 time(s)
PREVIOUS OUTCOMES: none yet in the new project output.
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 0 | Neutral 1 | High 2
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN A♣,A♦ = soft 12 | FROZEN POLICY: SPLIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | A♣,A♦ vs 8♣ | SPLIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | A♣,A♦ | frozen SPLIT | actual SPLIT
Split A A♣,Q♦ = soft 21
Split B A♦,10♥ = soft 21
Split Aces: one additional card each; stop.
Dealer 8♣,8♣,K♠ = 26 BUST

--- CARD STREAM REVIEW: HAND 2 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#007 | H02 | PLAYER card 1          | AC
#008 | H02 | DEALER hole card       | 8C
#009 | H02 | PLAYER card 2          | AD
#010 | H02 | DEALER upcard          | 8C
#011 | H02 | PLAYER post-deal card  | QD
#012 | H02 | PLAYER post-deal card  | 10H
#013 | H02 | DEALER draw 1          | KS
SPLIT NOTE: post-deal split cards are shown in operator-entry order; verify this sub-order against the screen.
--- END CARD STREAM REVIEW ---

RESULT CHECK: split hand - automatic single-result validation is not forced because child outcomes may differ.
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
Split hand: automatic exact balance calculation is intentionally not forced because child outcomes may differ.
  HAND_HISTORY | A,A vs 8 | mode FROZEN | action SPLIT | result W | bank 2530.00->2574.00 | wager 15.00
HAND 02 | 2530.00->2574.00 | ref 15.00 actual 15.00 | committed 30.00 | NORMAL | P A♣,A♦ | D-up 8♣ | D-hidden/draw 8♣,K♠ | W
Recorded | Peak £2574.00 | Trough £0.00 | MaxDD £0.00 | Exposure £30.00

========== HAND 3 / 30 ==========
Bankroll £2574.00 | Research-equivalent available £174.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 3♠,4♠ = 7 | Dealer 8♣
OBSERVED HAND (suits excluded): 3,4 vs 8 | appeared before in project output: 0 time(s)
PREVIOUS OUTCOMES: none yet in the new project output.
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 2 | Neutral 1 | High 0
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 3♠,4♠ = 7 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 3♠,4♠ vs 8♣ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 3♠,4♠ | frozen HIT | actual HIT
MAIN 3♠,4♠,4♠ = 11 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 3♠,4♠,4♠ vs 8♣ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 3♠,4♠,4♠ | frozen HIT | actual HIT
MAIN 3♠,4♠,4♠,5♠ = 16 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 3♠,4♠,4♠,5♠ vs 8♣ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 3♠,4♠,4♠,5♠ | frozen HIT | actual HIT
MAIN BUST at 25
Dealer 8♣,6♦ = 14

--- CARD STREAM REVIEW: HAND 3 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#014 | H03 | PLAYER card 1          | 3S
#015 | H03 | DEALER hole card       | 6D
#016 | H03 | PLAYER card 2          | 4S
#017 | H03 | DEALER upcard          | 8C
#018 | H03 | PLAYER post-deal card  | 4S
#019 | H03 | PLAYER post-deal card  | 5S
#020 | H03 | PLAYER post-deal card  | 9S
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 25 vs Dealer 14
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2559.00
  HAND_HISTORY | 3,4 vs 8 | mode FROZEN | action HIT | result L | bank 2574.00->2559.00 | wager 15.00
HAND 03 | 2574.00->2559.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 3♠,4♠,4♠,5♠,9♠ | D-up 8♣ | D-hidden/draw 6♦ | L
Recorded | Peak £2574.00 | Trough £0.00 | MaxDD £15.00 | Exposure £45.00

========== HAND 4 / 30 ==========
Bankroll £2559.00 | Research-equivalent available £159.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 9♣,2♣ = 11 | Dealer 2♠
OBSERVED HAND (suits excluded): 2,9 vs 2 | appeared before in project output: 0 time(s)
PREVIOUS OUTCOMES: none yet in the new project output.
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 2 | Neutral 1 | High 0
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 9♣,2♣ = 11 | FROZEN POLICY: DOUBLE [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 9♣,2♣ vs 2♠ | DOUBLE | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 9♣,2♣ | frozen DOUBLE | actual DOUBLE
MAIN after DOUBLE: 9♣,2♣,3♥ = 14
Dealer 2♠,7♦,4♠,K♦ = 23 BUST

--- CARD STREAM REVIEW: HAND 4 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#021 | H04 | PLAYER card 1          | 9C
#022 | H04 | DEALER hole card       | 7D
#023 | H04 | PLAYER card 2          | 2C
#024 | H04 | DEALER upcard          | 2S
#025 | H04 | PLAYER post-deal card  | 3H
#026 | H04 | DEALER draw 1          | 4S
#027 | H04 | DEALER draw 2          | KD
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 14 vs Dealer 23
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2589.00
  HAND_HISTORY | 2,9 vs 2 | mode FROZEN | action DOUBLE | result W | bank 2559.00->2589.00 | wager 15.00
HAND 04 | 2559.00->2589.00 | ref 15.00 actual 15.00 | committed 30.00 | NORMAL | P 9♣,2♣,3♥ | D-up 2♠ | D-hidden/draw 7♦,4♠,K♦ | W
Recorded | Peak £2589.00 | Trough £0.00 | MaxDD £15.00 | Exposure £75.00

========== HAND 5 / 30 ==========
Bankroll £2589.00 | Research-equivalent available £189.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 6♦,3♥ = 9 | Dealer 7♥
OBSERVED HAND (suits excluded): 3,6 vs 7 | appeared before in project output: 0 time(s)
PREVIOUS OUTCOMES: none yet in the new project output.
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 2 | Neutral 1 | High 0
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 6♦,3♥ = 9 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 6♦,3♥ vs 7♥ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 6♦,3♥ | frozen HIT | actual HIT
MAIN 6♦,3♥,10♣ = 19 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 6♦,3♥,10♣ vs 7♥ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 6♦,3♥,10♣ | frozen STAND | actual STAND
Dealer 7♥,K♠ = 17

--- CARD STREAM REVIEW: HAND 5 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#028 | H05 | PLAYER card 1          | 6D
#029 | H05 | DEALER hole card       | KS
#030 | H05 | PLAYER card 2          | 3H
#031 | H05 | DEALER upcard          | 7H
#032 | H05 | PLAYER post-deal card  | 10C
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 19 vs Dealer 17
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2604.00
  HAND_HISTORY | 3,6 vs 7 | mode FROZEN | action HIT | result W | bank 2589.00->2604.00 | wager 15.00
HAND 05 | 2589.00->2604.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 6♦,3♥,10♣ | D-up 7♥ | D-hidden/draw K♠ | W
Recorded | Peak £2604.00 | Trough £0.00 | MaxDD £15.00 | Exposure £90.00

========== HAND 6 / 30 ==========
Bankroll £2604.00 | Research-equivalent available £204.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player K♥,4♣ = 14 | Dealer 10♠
OBSERVED HAND (suits excluded): 4,K vs 10 | appeared before in project output: 0 time(s)
PREVIOUS OUTCOMES: none yet in the new project output.
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 0 | High 2
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN K♥,4♣ = 14 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | K♥,4♣ vs 10♠ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | K♥,4♣ | frozen HIT | actual HIT
MAIN K♥,4♣,7♦ = 21 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | K♥,4♣,7♦ vs 10♠ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | K♥,4♣,7♦ | frozen STAND | actual STAND
Dealer 10♠,A♥ = soft 21 21

--- CARD STREAM REVIEW: HAND 6 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#033 | H06 | PLAYER card 1          | KH
#034 | H06 | DEALER hole card       | AH
#035 | H06 | PLAYER card 2          | 4C
#036 | H06 | DEALER upcard          | 10S
#037 | H06 | PLAYER post-deal card  | 7D
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 21 vs Dealer 21
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2589.00
  HAND_HISTORY | 4,K vs 10 | mode FROZEN | action HIT | result L | bank 2604.00->2589.00 | wager 15.00
HAND 06 | 2604.00->2589.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P K♥,4♣,7♦ | D-up 10♠ | D-hidden/draw A♥ | L
Recorded | Peak £2604.00 | Trough £0.00 | MaxDD £15.00 | Exposure £105.00

========== HAND 7 / 30 ==========
Bankroll £2589.00 | Research-equivalent available £189.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 2♦,5♥ = 7 | Dealer 4♦
OBSERVED HAND (suits excluded): 2,5 vs 4 | appeared before in project output: 0 time(s)
PREVIOUS OUTCOMES: none yet in the new project output.
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 3 | Neutral 0 | High 0
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 2♦,5♥ = 7 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 2♦,5♥ vs 4♦ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 2♦,5♥ | frozen HIT | actual HIT
MAIN 2♦,5♥,4♣ = 11 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 2♦,5♥,4♣ vs 4♦ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 2♦,5♥,4♣ | frozen HIT | actual HIT
MAIN 2♦,5♥,4♣,J♥ = 21 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 2♦,5♥,4♣,J♥ vs 4♦ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 2♦,5♥,4♣,J♥ | frozen STAND | actual STAND
Dealer 4♦,6♠,5♥,10♦ = 25 BUST

--- CARD STREAM REVIEW: HAND 7 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#038 | H07 | PLAYER card 1          | 2D
#039 | H07 | DEALER hole card       | 6S
#040 | H07 | PLAYER card 2          | 5H
#041 | H07 | DEALER upcard          | 4D
#042 | H07 | PLAYER post-deal card  | 4C
#043 | H07 | PLAYER post-deal card  | JH
#044 | H07 | DEALER draw 1          | 5H
#045 | H07 | DEALER draw 2          | 10D
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 21 vs Dealer 25
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2604.00
  HAND_HISTORY | 2,5 vs 4 | mode FROZEN | action HIT | result W | bank 2589.00->2604.00 | wager 15.00
HAND 07 | 2589.00->2604.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 2♦,5♥,4♣,J♥ | D-up 4♦ | D-hidden/draw 6♠,5♥,10♦ | W
Recorded | Peak £2604.00 | Trough £0.00 | MaxDD £15.00 | Exposure £120.00

========== HAND 8 / 30 ==========
Bankroll £2604.00 | Research-equivalent available £204.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player J♥,5♦ = 15 | Dealer 10♥
OBSERVED HAND (suits excluded): 5,J vs 10 | appeared before in project output: 0 time(s)
PREVIOUS OUTCOMES: none yet in the new project output.
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 0 | High 2
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN J♥,5♦ = 15 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | J♥,5♦ vs 10♥ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | J♥,5♦ | frozen HIT | actual HIT
MAIN BUST at 25
Dealer 10♥,A♦ = soft 21 21

--- CARD STREAM REVIEW: HAND 8 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#046 | H08 | PLAYER card 1          | JH
#047 | H08 | DEALER hole card       | AD
#048 | H08 | PLAYER card 2          | 5D
#049 | H08 | DEALER upcard          | 10H
#050 | H08 | PLAYER post-deal card  | 10C
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 25 vs Dealer 21
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2589.00
  HAND_HISTORY | 5,J vs 10 | mode FROZEN | action HIT | result L | bank 2604.00->2589.00 | wager 15.00
HAND 08 | 2604.00->2589.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P J♥,5♦,10♣ | D-up 10♥ | D-hidden/draw A♦ | L
Recorded | Peak £2604.00 | Trough £0.00 | MaxDD £15.00 | Exposure £135.00

========== HAND 9 / 30 ==========
Bankroll £2589.00 | Research-equivalent available £189.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 7♥,9♣ = 16 | Dealer 2♣
OBSERVED HAND (suits excluded): 7,9 vs 2 | appeared before in project output: 0 time(s)
PREVIOUS OUTCOMES: none yet in the new project output.
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 2 | High 0
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 7♥,9♣ = 16 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 7♥,9♣ vs 2♣ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 7♥,9♣ | frozen STAND | actual STAND
Dealer 2♣,A♠,A♣,K♣,6♥ = 20

--- CARD STREAM REVIEW: HAND 9 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#051 | H09 | PLAYER card 1          | 7H
#052 | H09 | DEALER hole card       | AS
#053 | H09 | PLAYER card 2          | 9C
#054 | H09 | DEALER upcard          | 2C
#055 | H09 | DEALER draw 1          | AC
#056 | H09 | DEALER draw 2          | KC
#057 | H09 | DEALER draw 3          | 6H
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 16 vs Dealer 20
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2574.00
  HAND_HISTORY | 7,9 vs 2 | mode FROZEN | action STAND | result L | bank 2589.00->2574.00 | wager 15.00
HAND 09 | 2589.00->2574.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 7♥,9♣ | D-up 2♣ | D-hidden/draw A♠,A♣,K♣,6♥ | L
Recorded | Peak £2604.00 | Trough £0.00 | MaxDD £30.00 | Exposure £150.00

========== HAND 10 / 30 ==========
Bankroll £2574.00 | Research-equivalent available £174.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player K♣,7♠ = 17 | Dealer 6♣
OBSERVED HAND (suits excluded): 7,K vs 6 | appeared before in project output: 0 time(s)
PREVIOUS OUTCOMES: none yet in the new project output.
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 1 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN K♣,7♠ = 17 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | K♣,7♠ vs 6♣ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | K♣,7♠ | frozen STAND | actual STAND
Dealer 6♣,2♥,6♦,6♥ = 20

--- CARD STREAM REVIEW: HAND 10 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#058 | H10 | PLAYER card 1          | KC
#059 | H10 | DEALER hole card       | 2H
#060 | H10 | PLAYER card 2          | 7S
#061 | H10 | DEALER upcard          | 6C
#062 | H10 | DEALER draw 1          | 6D
#063 | H10 | DEALER draw 2          | 6H
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 17 vs Dealer 20
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2559.00
  HAND_HISTORY | 7,K vs 6 | mode FROZEN | action STAND | result L | bank 2574.00->2559.00 | wager 15.00
HAND 10 | 2574.00->2559.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P K♣,7♠ | D-up 6♣ | D-hidden/draw 2♥,6♦,6♥ | L
Recorded | Peak £2604.00 | Trough £0.00 | MaxDD £45.00 | Exposure £165.00

========== HAND 11 / 30 ==========
Bankroll £2559.00 | Research-equivalent available £159.00 | State NORMAL | FROZEN WAGER £30.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 6♣,6♦ = 12 | Dealer 5♣
OBSERVED HAND (suits excluded): 6,6 vs 5 | appeared before in project output: 0 time(s)
PREVIOUS OUTCOMES: none yet in the new project output.
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 3 | Neutral 0 | High 0
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 6♣,6♦ = 12 | FROZEN POLICY: SPLIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 6♣,6♦ vs 5♣ | SPLIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 6♣,6♦ | frozen SPLIT | actual SPLIT
Split A 6♣,4♦ = 10
Split B 6♦,10♦ = 16
SPLIT A 6♣,4♦ = 10 | FROZEN POLICY: DOUBLE [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | SPLIT A | 6♣,4♦ vs 5♣ | DOUBLE | TEXTBOOK / FROZEN-ALIGNED
  SPLIT A | 6♣,4♦ | frozen DOUBLE | actual DOUBLE
SPLIT A after DOUBLE: 6♣,4♦,2♦ = 12
SPLIT B 6♦,10♦ = 16 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | SPLIT B | 6♦,10♦ vs 5♣ | STAND | TEXTBOOK / FROZEN-ALIGNED
  SPLIT B | 6♦,10♦ | frozen STAND | actual STAND
Dealer 5♣,8♠,J♠ = 23 BUST

--- CARD STREAM REVIEW: HAND 11 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#064 | H11 | PLAYER card 1          | 6C
#065 | H11 | DEALER hole card       | 8S
#066 | H11 | PLAYER card 2          | 6D
#067 | H11 | DEALER upcard          | 5C
#068 | H11 | PLAYER post-deal card  | 4D
#069 | H11 | PLAYER post-deal card  | 10D
#070 | H11 | PLAYER post-deal card  | 2D
#071 | H11 | DEALER draw 1          | JS
SPLIT NOTE: post-deal split cards are shown in operator-entry order; verify this sub-order against the screen.
--- END CARD STREAM REVIEW ---

RESULT CHECK: split hand - automatic single-result validation is not forced because child outcomes may differ.
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
Split hand: automatic exact balance calculation is intentionally not forced because child outcomes may differ.
  HAND_HISTORY | 6,6 vs 5 | mode FROZEN | action SPLIT | result W | bank 2559.00->2649.00 | wager 30.00
HAND 11 | 2559.00->2649.00 | ref 30.00 actual 30.00 | committed 90.00 | NORMAL | P 6♣,6♦ | D-up 5♣ | D-hidden/draw 8♠,J♠ | W
Recorded | Peak £2649.00 | Trough £0.00 | MaxDD £45.00 | Exposure £255.00

========== HAND 12 / 30 ==========
Bankroll £2649.00 | Research-equivalent available £249.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 4♦,7♥ = 11 | Dealer Q♣
OBSERVED HAND (suits excluded): 4,7 vs Q | appeared before in project output: 0 time(s)
PREVIOUS OUTCOMES: none yet in the new project output.
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 1 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 4♦,7♥ = 11 | FROZEN POLICY: DOUBLE [FROZEN PRIMARY: DOUBLE; TEXTBOOK-aligned]
  POLICY SOURCE | MAIN | 4♦,7♥ vs Q♣ | DOUBLE | FROZEN PRIMARY: DOUBLE; TEXTBOOK-aligned
  MAIN | 4♦,7♥ | frozen DOUBLE | actual DOUBLE
MAIN after DOUBLE: 4♦,7♥,K♠ = 21
Dealer Q♣,7♣ = 17

--- CARD STREAM REVIEW: HAND 12 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#072 | H12 | PLAYER card 1          | 4D
#073 | H12 | DEALER hole card       | 7C
#074 | H12 | PLAYER card 2          | 7H
#075 | H12 | DEALER upcard          | QC
#076 | H12 | PLAYER post-deal card  | KS
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 21 vs Dealer 17
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2679.00
  HAND_HISTORY | 4,7 vs Q | mode FROZEN | action DOUBLE | result W | bank 2649.00->2679.00 | wager 15.00
HAND 12 | 2649.00->2679.00 | ref 15.00 actual 15.00 | committed 30.00 | NORMAL | P 4♦,7♥,K♠ | D-up Q♣ | D-hidden/draw 7♣ | W
Recorded | Peak £2679.00 | Trough £0.00 | MaxDD £45.00 | Exposure £285.00

========== HAND 13 / 30 ==========
Bankroll £2679.00 | Research-equivalent available £279.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 3♣,3♦ = 6 | Dealer A♦
OBSERVED HAND (suits excluded): 3,3 vs A | appeared before in project output: 0 time(s)
PREVIOUS OUTCOMES: none yet in the new project output.
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 2 | Neutral 0 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 3♣,3♦ = 6 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 3♣,3♦ vs A♦ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 3♣,3♦ | frozen HIT | actual HIT
MAIN 3♣,3♦,10♠ = 16 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 3♣,3♦,10♠ vs A♦ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 3♣,3♦,10♠ | frozen HIT | actual HIT
MAIN 3♣,3♦,10♠,2♥ = 18 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 3♣,3♦,10♠,2♥ vs A♦ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 3♣,3♦,10♠,2♥ | frozen STAND | actual STAND
Dealer A♦,7♦ = soft 18

--- CARD STREAM REVIEW: HAND 13 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#077 | H13 | PLAYER card 1          | 3C
#078 | H13 | DEALER hole card       | 7D
#079 | H13 | PLAYER card 2          | 3D
#080 | H13 | DEALER upcard          | AD
#081 | H13 | PLAYER post-deal card  | 10S
#082 | H13 | PLAYER post-deal card  | 2H
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PUSH | Player 18 vs Dealer 18
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2679.00
  HAND_HISTORY | 3,3 vs A | mode FROZEN | action HIT | result P | bank 2679.00->2679.00 | wager 15.00
HAND 13 | 2679.00->2679.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 3♣,3♦,10♠,2♥ | D-up A♦ | D-hidden/draw 7♦ | P
Recorded | Peak £2679.00 | Trough £0.00 | MaxDD £45.00 | Exposure £300.00

========== HAND 14 / 30 ==========
Bankroll £2679.00 | Research-equivalent available £279.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 4♠,7♦ = 11 | Dealer J♦
OBSERVED HAND (suits excluded): 4,7 vs J | appeared before in project output: 0 time(s)
PREVIOUS OUTCOMES: none yet in the new project output.
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 1 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 4♠,7♦ = 11 | FROZEN POLICY: DOUBLE [FROZEN PRIMARY: DOUBLE; TEXTBOOK-aligned]
  POLICY SOURCE | MAIN | 4♠,7♦ vs J♦ | DOUBLE | FROZEN PRIMARY: DOUBLE; TEXTBOOK-aligned
  MAIN | 4♠,7♦ | frozen DOUBLE | actual DOUBLE
MAIN after DOUBLE: 4♠,7♦,5♣ = 16
Dealer J♦,Q♦ = 20

--- CARD STREAM REVIEW: HAND 14 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#083 | H14 | PLAYER card 1          | 4S
#084 | H14 | DEALER hole card       | QD
#085 | H14 | PLAYER card 2          | 7D
#086 | H14 | DEALER upcard          | JD
#087 | H14 | PLAYER post-deal card  | 5C
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 16 vs Dealer 20
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2649.00
  HAND_HISTORY | 4,7 vs J | mode FROZEN | action DOUBLE | result L | bank 2679.00->2649.00 | wager 15.00
HAND 14 | 2679.00->2649.00 | ref 15.00 actual 15.00 | committed 30.00 | NORMAL | P 4♠,7♦,5♣ | D-up J♦ | D-hidden/draw Q♦ | L
Recorded | Peak £2679.00 | Trough £0.00 | MaxDD £45.00 | Exposure £330.00

========== HAND 15 / 30 ==========
Bankroll £2649.00 | Research-equivalent available £249.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player Q♠,6♦ = 16 | Dealer 10♠
OBSERVED HAND (suits excluded): 6,Q vs 10 | appeared before in project output: 0 time(s)
PREVIOUS OUTCOMES: none yet in the new project output.
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 0 | High 2
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN Q♠,6♦ = 16 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | Q♠,6♦ vs 10♠ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | Q♠,6♦ | frozen HIT | actual HIT
MAIN BUST at 26
Dealer 10♠,8♣ = 18

--- CARD STREAM REVIEW: HAND 15 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#088 | H15 | PLAYER card 1          | QS
#089 | H15 | DEALER hole card       | 8C
#090 | H15 | PLAYER card 2          | 6D
#091 | H15 | DEALER upcard          | 10S
#092 | H15 | PLAYER post-deal card  | KC
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 26 vs Dealer 18
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2634.00
  HAND_HISTORY | 6,Q vs 10 | mode FROZEN | action HIT | result L | bank 2649.00->2634.00 | wager 15.00
HAND 15 | 2649.00->2634.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P Q♠,6♦,K♣ | D-up 10♠ | D-hidden/draw 8♣ | L
Recorded | Peak £2679.00 | Trough £0.00 | MaxDD £45.00 | Exposure £345.00

========== HAND 16 / 30 ==========
Bankroll £2634.00 | Research-equivalent available £234.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 7♣,2♣ = 9 | Dealer 8♥
OBSERVED HAND (suits excluded): 2,7 vs 8 | appeared before in project output: 0 time(s)
PREVIOUS OUTCOMES: none yet in the new project output.
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 2 | High 0
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 7♣,2♣ = 9 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 7♣,2♣ vs 8♥ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 7♣,2♣ | frozen HIT | actual HIT
MAIN 7♣,2♣,3♦ = 12 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 7♣,2♣,3♦ vs 8♥ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 7♣,2♣,3♦ | frozen HIT | actual HIT
MAIN BUST at 22
Dealer 8♥,6♣ = 14

--- CARD STREAM REVIEW: HAND 16 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#093 | H16 | PLAYER card 1          | 7C
#094 | H16 | DEALER hole card       | 6C
#095 | H16 | PLAYER card 2          | 2C
#096 | H16 | DEALER upcard          | 8H
#097 | H16 | PLAYER post-deal card  | 3D
#098 | H16 | PLAYER post-deal card  | QS
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 22 vs Dealer 14
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2619.00
  HAND_HISTORY | 2,7 vs 8 | mode FROZEN | action HIT | result L | bank 2634.00->2619.00 | wager 15.00
HAND 16 | 2634.00->2619.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 7♣,2♣,3♦,Q♠ | D-up 8♥ | D-hidden/draw 6♣ | L
Recorded | Peak £2679.00 | Trough £0.00 | MaxDD £60.00 | Exposure £360.00

========== HAND 17 / 30 ==========
Bankroll £2619.00 | Research-equivalent available £219.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 9♥,A♥ = soft 20 | Dealer 9♦
OBSERVED HAND (suits excluded): 9,A vs 9 | appeared before in project output: 0 time(s)
PREVIOUS OUTCOMES: none yet in the new project output.
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 0 | Neutral 2 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 9♥,A♥ = soft 20 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 9♥,A♥ vs 9♦ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 9♥,A♥ | frozen STAND | actual STAND
Dealer 9♦,5♥,J♣ = 24 BUST

--- CARD STREAM REVIEW: HAND 17 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#099 | H17 | PLAYER card 1          | 9H
#100 | H17 | DEALER hole card       | 5H
#101 | H17 | PLAYER card 2          | AH
#102 | H17 | DEALER upcard          | 9D
#103 | H17 | DEALER draw 1          | JC
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 20 vs Dealer 24
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2634.00
  HAND_HISTORY | 9,A vs 9 | mode FROZEN | action STAND | result W | bank 2619.00->2634.00 | wager 15.00
HAND 17 | 2619.00->2634.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 9♥,A♥ | D-up 9♦ | D-hidden/draw 5♥,J♣ | W
Recorded | Peak £2679.00 | Trough £0.00 | MaxDD £60.00 | Exposure £375.00

========== HAND 18 / 30 ==========
Bankroll £2634.00 | Research-equivalent available £234.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player J♦,A♠ = soft 21 | Dealer 8♦
OBSERVED HAND (suits excluded): A,J vs 8 | appeared before in project output: 0 time(s)
PREVIOUS OUTCOMES: none yet in the new project output.
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 0 | Neutral 1 | High 2
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
Player 21/natural: no further player decision entered here.
Dealer 8♦,J♠ = 18

--- CARD STREAM REVIEW: HAND 18 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#104 | H18 | PLAYER card 1          | JD
#105 | H18 | DEALER hole card       | JS
#106 | H18 | PLAYER card 2          | AS
#107 | H18 | DEALER upcard          | 8D
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 21 vs Dealer 18
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
*** BALANCE VALIDATION WARNING ***
Start £2634.00 | committed stake £15.00 | result W | natural blackjack
Expected £2656.50 | entered £2656.00 | difference £-0.50
  VALIDATION OVERRIDE | expected 2656.50 entered 2656.00 | 2656 on screen
  HAND_HISTORY | A,J vs 8 | mode FROZEN | action NATURAL | result W | bank 2634.00->2656.00 | wager 15.00
HAND 18 | 2634.00->2656.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P J♦,A♠ | D-up 8♦ | D-hidden/draw J♠ | W
Recorded | Peak £2679.00 | Trough £0.00 | MaxDD £60.00 | Exposure £390.00
CARD-STREAM REVIEW: hand 19 rejected before result/bankroll entry; re-entering the hand.
  CARD-STREAM REVIEW | Hand 19 rejected by operator; replacement entry follows.

========== HAND 19 / 30 ==========
Bankroll £2656.00 | Research-equivalent available £256.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 4♥,K♠ = 14 | Dealer 2♠
OBSERVED HAND (suits excluded): 4,K vs 2 | appeared before in project output: 0 time(s)
PREVIOUS OUTCOMES: none yet in the new project output.
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 2 | Neutral 0 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 4♥,K♠ = 14 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 4♥,K♠ vs 2♠ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 4♥,K♠ | frozen STAND | actual STAND
Dealer 2♠,J♥,9♥ = 21 21

--- CARD STREAM REVIEW: HAND 19 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#108 | H19 | PLAYER card 1          | 4H
#109 | H19 | DEALER hole card       | JH
#110 | H19 | PLAYER card 2          | KS
#111 | H19 | DEALER upcard          | 2S
#112 | H19 | DEALER draw 1          | 9H
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 14 vs Dealer 21
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2641.00
  HAND_HISTORY | 4,K vs 2 | mode FROZEN | action STAND | result L | bank 2656.00->2641.00 | wager 15.00
HAND 19 | 2656.00->2641.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 4♥,K♠ | D-up 2♠ | D-hidden/draw J♥,9♥ | L
Recorded | Peak £2641.00 | Trough £0.00 | MaxDD £0.00 | Exposure £15.00

========== HAND 20 / 30 ==========
Bankroll £2641.00 | Research-equivalent available £241.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 10♣,7♣ = 17 | Dealer 2♥
OBSERVED HAND (suits excluded): 10,7 vs 2 | appeared before in project output: 0 time(s)
PREVIOUS OUTCOMES: none yet in the new project output.
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 1 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 10♣,7♣ = 17 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 10♣,7♣ vs 2♥ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 10♣,7♣ | frozen STAND | actual STAND
Dealer 2♥,9♣,5♠,8♠ = 24 BUST

--- CARD STREAM REVIEW: HAND 20 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#113 | H20 | PLAYER card 1          | 10C
#114 | H20 | DEALER hole card       | 9C
#115 | H20 | PLAYER card 2          | 7C
#116 | H20 | DEALER upcard          | 2H
#117 | H20 | DEALER draw 1          | 5S
#118 | H20 | DEALER draw 2          | 8S
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 17 vs Dealer 24
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2656.00
  HAND_HISTORY | 10,7 vs 2 | mode FROZEN | action STAND | result W | bank 2641.00->2656.00 | wager 15.00
HAND 20 | 2641.00->2656.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 10♣,7♣ | D-up 2♥ | D-hidden/draw 9♣,5♠,8♠ | W
Recorded | Peak £2656.00 | Trough £0.00 | MaxDD £0.00 | Exposure £30.00

========== HAND 21 / 30 ==========
Bankroll £2656.00 | Research-equivalent available £256.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 9♠,4♦ = 13 | Dealer Q♠
OBSERVED HAND (suits excluded): 4,9 vs Q | appeared before in project output: 0 time(s)
PREVIOUS OUTCOMES: none yet in the new project output.
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 1 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 9♠,4♦ = 13 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 9♠,4♦ vs Q♠ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 9♠,4♦ | frozen HIT | actual HIT
MAIN BUST at 23
Dealer Q♠,2♠ = 12

--- CARD STREAM REVIEW: HAND 21 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#119 | H21 | PLAYER card 1          | 9S
#120 | H21 | DEALER hole card       | 2S
#121 | H21 | PLAYER card 2          | 4D
#122 | H21 | DEALER upcard          | QS
#123 | H21 | PLAYER post-deal card  | 10S
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 23 vs Dealer 12
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2641.00
  HAND_HISTORY | 4,9 vs Q | mode FROZEN | action HIT | result L | bank 2656.00->2641.00 | wager 15.00
HAND 21 | 2656.00->2641.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 9♠,4♦,10♠ | D-up Q♠ | D-hidden/draw 2♠ | L
Recorded | Peak £2656.00 | Trough £0.00 | MaxDD £15.00 | Exposure £45.00

========== HAND 22 / 30 ==========
Bankroll £2641.00 | Research-equivalent available £241.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player K♥,4♣ = 14 | Dealer J♠
OBSERVED HAND (suits excluded): 4,K vs J | appeared before in project output: 0 time(s)
PREVIOUS OUTCOMES: none yet in the new project output.
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 0 | High 2
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN K♥,4♣ = 14 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | K♥,4♣ vs J♠ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | K♥,4♣ | frozen HIT | actual HIT
MAIN K♥,4♣,A♣ = 15 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | K♥,4♣,A♣ vs J♠ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | K♥,4♣,A♣ | frozen HIT | actual HIT
MAIN K♥,4♣,A♣,4♠ = 19 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | K♥,4♣,A♣,4♠ vs J♠ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | K♥,4♣,A♣,4♠ | frozen STAND | actual STAND
Dealer J♠,5♣,K♥ = 25 BUST

--- CARD STREAM REVIEW: HAND 22 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#124 | H22 | PLAYER card 1          | KH
#125 | H22 | DEALER hole card       | 5C
#126 | H22 | PLAYER card 2          | 4C
#127 | H22 | DEALER upcard          | JS
#128 | H22 | PLAYER post-deal card  | AC
#129 | H22 | PLAYER post-deal card  | 4S
#130 | H22 | DEALER draw 1          | KH
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 19 vs Dealer 25
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2656.00
  HAND_HISTORY | 4,K vs J | mode FROZEN | action HIT | result W | bank 2641.00->2656.00 | wager 15.00
HAND 22 | 2641.00->2656.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P K♥,4♣,A♣,4♠ | D-up J♠ | D-hidden/draw 5♣,K♥ | W
Recorded | Peak £2656.00 | Trough £0.00 | MaxDD £15.00 | Exposure £60.00

========== HAND 23 / 30 ==========
Bankroll £2656.00 | Research-equivalent available £256.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 4♥,4♥ = 8 | Dealer 2♦
OBSERVED HAND (suits excluded): 4,4 vs 2 | appeared before in project output: 0 time(s)
PREVIOUS OUTCOMES: none yet in the new project output.
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 3 | Neutral 0 | High 0
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 4♥,4♥ = 8 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 4♥,4♥ vs 2♦ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 4♥,4♥ | frozen HIT | actual HIT
MAIN 4♥,4♥,3♠ = 11 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 4♥,4♥,3♠ vs 2♦ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 4♥,4♥,3♠ | frozen HIT | actual HIT
MAIN 4♥,4♥,3♠,5♦ = 16 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 4♥,4♥,3♠,5♦ vs 2♦ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 4♥,4♥,3♠,5♦ | frozen STAND | actual STAND
Dealer 2♦,Q♠,K♠ = 22 BUST

--- CARD STREAM REVIEW: HAND 23 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#131 | H23 | PLAYER card 1          | 4H
#132 | H23 | DEALER hole card       | QS
#133 | H23 | PLAYER card 2          | 4H
#134 | H23 | DEALER upcard          | 2D
#135 | H23 | PLAYER post-deal card  | 3S
#136 | H23 | PLAYER post-deal card  | 5D
#137 | H23 | DEALER draw 1          | KS
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 16 vs Dealer 22
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2671.00
  HAND_HISTORY | 4,4 vs 2 | mode FROZEN | action HIT | result W | bank 2656.00->2671.00 | wager 15.00
HAND 23 | 2656.00->2671.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 4♥,4♥,3♠,5♦ | D-up 2♦ | D-hidden/draw Q♠,K♠ | W
Recorded | Peak £2671.00 | Trough £0.00 | MaxDD £15.00 | Exposure £75.00

========== HAND 24 / 30 ==========
Bankroll £2671.00 | Research-equivalent available £271.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player A♠,Q♦ = soft 21 | Dealer Q♥
OBSERVED HAND (suits excluded): A,Q vs Q | appeared before in project output: 0 time(s)
PREVIOUS OUTCOMES: none yet in the new project output.
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 0 | Neutral 0 | High 3
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
Player 21/natural: no further player decision entered here.
Dealer Q♥,Q♠ = 20

--- CARD STREAM REVIEW: HAND 24 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#138 | H24 | PLAYER card 1          | AS
#139 | H24 | DEALER hole card       | QS
#140 | H24 | PLAYER card 2          | QD
#141 | H24 | DEALER upcard          | QH
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 21 vs Dealer 20
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
*** BALANCE VALIDATION WARNING ***
Start £2671.00 | committed stake £15.00 | result W | natural blackjack
Expected £2693.50 | entered £2693.00 | difference £-0.50
  VALIDATION OVERRIDE | expected 2693.50 entered 2693.00 | correct amount 2693
  HAND_HISTORY | A,Q vs Q | mode FROZEN | action NATURAL | result W | bank 2671.00->2693.00 | wager 15.00
HAND 24 | 2671.00->2693.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P A♠,Q♦ | D-up Q♥ | D-hidden/draw Q♠ | W
Recorded | Peak £2693.00 | Trough £0.00 | MaxDD £15.00 | Exposure £90.00

========== HAND 25 / 30 ==========
Bankroll £2693.00 | Research-equivalent available £293.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player J♥,2♦ = 12 | Dealer 8♦
OBSERVED HAND (suits excluded): 2,J vs 8 | appeared before in project output: 0 time(s)
PREVIOUS OUTCOMES: none yet in the new project output.
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 1 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN J♥,2♦ = 12 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | J♥,2♦ vs 8♦ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | J♥,2♦ | frozen HIT | actual HIT
MAIN BUST at 22
Dealer 8♦,5♣ = 13

--- CARD STREAM REVIEW: HAND 25 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#142 | H25 | PLAYER card 1          | JH
#143 | H25 | DEALER hole card       | 5C
#144 | H25 | PLAYER card 2          | 2D
#145 | H25 | DEALER upcard          | 8D
#146 | H25 | PLAYER post-deal card  | JC
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 22 vs Dealer 13
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2678.00
  HAND_HISTORY | 2,J vs 8 | mode FROZEN | action HIT | result L | bank 2693.00->2678.00 | wager 15.00
HAND 25 | 2693.00->2678.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P J♥,2♦,J♣ | D-up 8♦ | D-hidden/draw 5♣ | L
Recorded | Peak £2693.00 | Trough £0.00 | MaxDD £15.00 | Exposure £105.00

========== HAND 26 / 30 ==========
Bankroll £2678.00 | Research-equivalent available £278.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 6♠,9♣ = 15 | Dealer 4♠
OBSERVED HAND (suits excluded): 6,9 vs 4 | appeared before in project output: 0 time(s)
PREVIOUS OUTCOMES: none yet in the new project output.
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 2 | Neutral 1 | High 0
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 6♠,9♣ = 15 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 6♠,9♣ vs 4♠ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 6♠,9♣ | frozen STAND | actual STAND
Dealer 4♠,A♥,2♥,8♦,J♠ = 25 BUST

--- CARD STREAM REVIEW: HAND 26 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#147 | H26 | PLAYER card 1          | 6S
#148 | H26 | DEALER hole card       | AH
#149 | H26 | PLAYER card 2          | 9C
#150 | H26 | DEALER upcard          | 4S
#151 | H26 | DEALER draw 1          | 2H
#152 | H26 | DEALER draw 2          | 8D
#153 | H26 | DEALER draw 3          | JS
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 15 vs Dealer 25
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2693.00
  HAND_HISTORY | 6,9 vs 4 | mode FROZEN | action STAND | result W | bank 2678.00->2693.00 | wager 15.00
HAND 26 | 2678.00->2693.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 6♠,9♣ | D-up 4♠ | D-hidden/draw A♥,2♥,8♦,J♠ | W
Recorded | Peak £2693.00 | Trough £0.00 | MaxDD £15.00 | Exposure £120.00

========== HAND 27 / 30 ==========
Bankroll £2693.00 | Research-equivalent available £293.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 3♥,7♦ = 10 | Dealer 6♥
OBSERVED HAND (suits excluded): 3,7 vs 6 | appeared before in project output: 0 time(s)
PREVIOUS OUTCOMES: none yet in the new project output.
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 2 | Neutral 1 | High 0
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 3♥,7♦ = 10 | FROZEN POLICY: DOUBLE [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 3♥,7♦ vs 6♥ | DOUBLE | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 3♥,7♦ | frozen DOUBLE | actual DOUBLE
MAIN after DOUBLE: 3♥,7♦,K♥ = 20
Dealer 6♥,3♦,7♠,10♠ = 26 BUST

--- CARD STREAM REVIEW: HAND 27 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#154 | H27 | PLAYER card 1          | 3H
#155 | H27 | DEALER hole card       | 3D
#156 | H27 | PLAYER card 2          | 7D
#157 | H27 | DEALER upcard          | 6H
#158 | H27 | PLAYER post-deal card  | KH
#159 | H27 | DEALER draw 1          | 7S
#160 | H27 | DEALER draw 2          | 10S
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 20 vs Dealer 26
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2723.00
  HAND_HISTORY | 3,7 vs 6 | mode FROZEN | action DOUBLE | result W | bank 2693.00->2723.00 | wager 15.00
HAND 27 | 2693.00->2723.00 | ref 15.00 actual 15.00 | committed 30.00 | NORMAL | P 3♥,7♦,K♥ | D-up 6♥ | D-hidden/draw 3♦,7♠,10♠ | W
Recorded | Peak £2723.00 | Trough £0.00 | MaxDD £15.00 | Exposure £150.00

========== HAND 28 / 30 ==========
SHUFFLE RECORDED before hand 28 | previous segment cards recorded: 53
Bankroll £2723.00 | Research-equivalent available £323.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 2♠,9♣ = 11 | Dealer 8♥
OBSERVED HAND (suits excluded): 2,9 vs 8 | appeared before in project output: 0 time(s)
PREVIOUS OUTCOMES: none yet in the new project output.
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 2 | High 0
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 2♠,9♣ = 11 | FROZEN POLICY: DOUBLE [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 2♠,9♣ vs 8♥ | DOUBLE | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 2♠,9♣ | frozen DOUBLE | actual DOUBLE
MAIN after DOUBLE: 2♠,9♣,10♥ = 21
Dealer 8♥,K♠ = 18

--- CARD STREAM REVIEW: HAND 28 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#161 | H28 | PLAYER card 1          | 2S
#162 | H28 | DEALER hole card       | KS
#163 | H28 | PLAYER card 2          | 9C
#164 | H28 | DEALER upcard          | 8H
#165 | H28 | PLAYER post-deal card  | 10H
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 21 vs Dealer 18
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2753.00
  HAND_HISTORY | 2,9 vs 8 | mode FROZEN | action DOUBLE | result W | bank 2723.00->2753.00 | wager 15.00
HAND 28 | 2723.00->2753.00 | ref 15.00 actual 15.00 | committed 30.00 | NORMAL | P 2♠,9♣,10♥ | D-up 8♥ | D-hidden/draw K♠ | W
Recorded | Peak £2753.00 | Trough £0.00 | MaxDD £15.00 | Exposure £180.00

========== HAND 29 / 30 ==========
Bankroll £2753.00 | Research-equivalent available £353.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 6♦,10♠ = 16 | Dealer 10♣
OBSERVED HAND (suits excluded): 10,6 vs 10 | appeared before in project output: 0 time(s)
PREVIOUS OUTCOMES: none yet in the new project output.
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 0 | High 2
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 6♦,10♠ = 16 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 6♦,10♠ vs 10♣ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 6♦,10♠ | frozen HIT | actual HIT
MAIN BUST at 24
Dealer 10♣,4♣ = 14

--- CARD STREAM REVIEW: HAND 29 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#166 | H29 | PLAYER card 1          | 6D
#167 | H29 | DEALER hole card       | 4C
#168 | H29 | PLAYER card 2          | 10S
#169 | H29 | DEALER upcard          | 10C
#170 | H29 | PLAYER post-deal card  | 8C
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 24 vs Dealer 14
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2738.00
  HAND_HISTORY | 10,6 vs 10 | mode FROZEN | action HIT | result L | bank 2753.00->2738.00 | wager 15.00
HAND 29 | 2753.00->2738.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 6♦,10♠,8♣ | D-up 10♣ | D-hidden/draw 4♣ | L
Recorded | Peak £2753.00 | Trough £0.00 | MaxDD £15.00 | Exposure £195.00

========== HAND 30 / 30 ==========
Bankroll £2738.00 | Research-equivalent available £338.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 5♦,5♠ = 10 | Dealer 9♦
OBSERVED HAND (suits excluded): 5,5 vs 9 | appeared before in project output: 0 time(s)
PREVIOUS OUTCOMES: none yet in the new project output.
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 2 | Neutral 1 | High 0
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 5♦,5♠ = 10 | FROZEN POLICY: DOUBLE [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 5♦,5♠ vs 9♦ | DOUBLE | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 5♦,5♠ | frozen DOUBLE | actual DOUBLE
MAIN after DOUBLE: 5♦,5♠,6♠ = 16
Dealer 9♦,2♠,Q♠ = 21 21

--- CARD STREAM REVIEW: HAND 30 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#171 | H30 | PLAYER card 1          | 5D
#172 | H30 | DEALER hole card       | 2S
#173 | H30 | PLAYER card 2          | 5S
#174 | H30 | DEALER upcard          | 9D
#175 | H30 | PLAYER post-deal card  | 6S
#176 | H30 | DEALER draw 1          | QS
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 16 vs Dealer 21
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2708.00
  HAND_HISTORY | 5,5 vs 9 | mode FROZEN | action DOUBLE | result L | bank 2738.00->2708.00 | wager 15.00
HAND 30 | 2738.00->2708.00 | ref 15.00 actual 15.00 | committed 30.00 | NORMAL | P 5♦,5♠,6♠ | D-up 9♦ | D-hidden/draw 2♠,Q♠ | L
Recorded | Peak £2753.00 | Trough £0.00 | MaxDD £45.00 | Exposure £225.00
LEDGER_ENTRY | session 20260903_221223 | mode FROZEN | hands 30 | start 100.00 | final 308.00 | session_pl 208.00
PROJECT LEDGER SUMMARY
Completed sessions: 3 | Total hands: 76
Cumulative project P/L: £361.00
Cumulative P/L vs £100 per-session starting capital: 120.33%
Project-equivalent running balance (initial £100 + cumulative P/L): £461.00
Ledger basis: each live session independently starts at research-equivalent £100; cumulative P/L sums session profits/losses.
================ END SESSION 20260903_221223 ================

================ SESSION 3+ METRIC CAPTURE SCHEMA ================
Observed-session clarity:
  TOTAL DECISION EVENTS = provenance-classified player decision events; this is NOT the number of hands.
  Frozen Session 2 verified total: 40 decision events.
  Casual Session 2 total decision events: NOT SOURCE-VERIFIED from the available Casual trace; do not infer it from the unrelated historical 24/0/2 session.

Shuffle post-processing:
  Metric: Mean Comparable Action Differences — Frozen vs Casual, per shuffle method
  Methods: A, B, C1, C2, C3, C4, D, E
  Unit: mean count of DIFFERENT directly comparable action decisions per paired replay.
  Calculation: within each paired replay count comparable action points where Casual action != Frozen action; then take the arithmetic mean across paired replays for that method.
  Capture rule: populate only from paired replay output; PENDING is valid until the shuffle analysis has been run.
  Boundary: this is a Session 3+ shuffle-results metric, not inferred from the observed live session.
================ END SESSION 3+ METRIC CAPTURE SCHEMA ================

================ SESSION 20260905_174453 ================
DETERMINISTIC BLACKJACK - LIVE SESSION REPORT
PLATFORM BALANCE BASIS: Start £2500.00 | £2400.00 = research-equivalent £0/depleted
Platform Final £2605.00 | Platform Peak £2610.00 | Platform Trough £2470.00 | MaxDD £75.00 | Exposure £610.00
OFFSET RESEARCH-EQUIVALENT: Start £100.00 | Final £205.00 | Peak £210.00 | Trough £70.00
OFFSET RULE: research-equivalent bankroll = platform balance - £2400.00
AFFORDABILITY RULE: £2400 platform offset is protected; wager/double/split affordability uses research-equivalent bankroll only.
MODE: FROZEN ARCHITECTURE
W/L/P 14/13/3
Wager match/above/below 29/0/1
Action match/different 46/0
SOURCE: 247blackjack.com
SOURCE TYPE: Online play-money blackjack, configured 6-deck game
CARD GENERATION: computational/RNG implementation; visible six-deck shuffle events recorded from interface
Shuffle events explicitly observed: 2
Total cards recorded: 169
Cards since most recent observed shuffle/start: 11
Exact known rank+suit identities observed: 52
Validation warnings/overrides encountered: 1
Hands re-entered through amendment review: 8
Decision provenance counts:
  TEXTBOOK / FROZEN-ALIGNED: 44
  FROZEN RESEARCH OVERRIDE events: 2
  FROZEN PRIMARY HARD11-vs-10 events: 0
Policy note: Pair20-vs-10 STAND is a research override of prior aggressive SPLIT and also agrees with textbook.
Policy note: HARD11-vs-10 primary remains DOUBLE; Cooling->HIT is a capital-protection alternate, not the primary action used here.
Shuffle log: Shuffle observed before hand 1 after 0 recorded cards since previous start/shuffle. | Shuffle observed before hand 29 after 55 recorded cards since previous start/shuffle.
Penetration is not inferred unless a visible shuffle boundary is recorded; card counts are observational.
Boundary: frozen wagers are historical reference wagers, not proven optimal stakes.
Controller note: exact mature BRAKE predicate is not invented; only explicit handover transitions are used.

OBSERVED SESSION CORRECTION RECORD - POST-RUN COUNTER RECONSTRUCTION
- Correction scope: summary/counter fields only; no committed hand, card, action, result, bankroll-transition, chronology, or historical-outcome evidence changed.
- Reconstruction basis: the 30 committed HAND records and retained audit/policy lines in this session.
- Platform trough corrected: £0.00 -> £2470.00.
- Research-equivalent trough corrected: -£2400.00 -> £70.00 (Hand 7).
- Exposure corrected: £255.00 -> £610.00; mean committed exposure per hand £20.33.
- Wager match/above/below corrected: 29/0/0 -> 29/0/1. Hand 15 was £15 actual vs £20 Frozen reference; operator identified this as accidental during the live run.
- Action match/different corrected: 15/0 -> 46/0.
- Total Decision Events: 46 = 44 TEXTBOOK/FROZEN-ALIGNED + 2 FROZEN RESEARCH OVERRIDE + 0 PRIMARY HARD11-vs-10.
- Shuffle events explicitly observed corrected: 1 -> 2 (before Hands 1 and 29).
- Total cards recorded corrected: 66 -> 169, matching the committed chronological dataset ending at card #169.
- Validation warnings/overrides encountered remains 1; hands re-entered through amendment review remains 8.
- Session result remains unchanged: 30 hands, W/L/P 14/13/3, final research-equivalent bankroll £205.00, session P/L +£105.00, peak £210.00, maximum drawdown £75.00.


PERSONAL-MODE HISTORY ACCESS: recent-table-hand history is hidden by default and, if requested, shown BEFORE the wager; matching-hand history is available only after the current starting cards are known and before the player action.
RECENT TABLE-HAND WINDOW: user-selectable 1-3 previously committed hands from the current session only; the request itself is retained as behavioural evidence and occurs before capital is committed.

OBSERVED INITIAL-HAND INDEX + HISTORICAL OUTCOMES (SUITS EXCLUDED)
  HISTORY_MATCHES_SHOWN | 0 | signature 6,7 vs 4
HAND_SIGNATURE | 6,7 vs 4
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 2/1/0
HAND_HISTORY | 6,7 vs 4 | mode FROZEN | action STAND | result W | bank 2500.00->2515.00 | wager 15.00
  HISTORY_MATCHES_SHOWN | 0 | signature 4,K vs K
HAND_SIGNATURE | 4,K vs K
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/0/2
HAND_HISTORY | 4,K vs K | mode FROZEN | action HIT | result L | bank 2515.00->2500.00 | wager 15.00
  HISTORY_MATCHES_SHOWN | 0 | signature 10,K vs Q
HAND_SIGNATURE | 10,K vs Q
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 0/0/3
HAND_HISTORY | 10,K vs Q | mode FROZEN | action STAND | result W | bank 2500.00->2515.00 | wager 15.00
  HISTORY_MATCHES_SHOWN | 0 | signature 5,Q vs 8
HAND_SIGNATURE | 5,Q vs 8
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/1/1
HAND_HISTORY | 5,Q vs 8 | mode FROZEN | action HIT | result L | bank 2515.00->2500.00 | wager 15.00
  HISTORY_MATCHES_SHOWN | 0 | signature 3,J vs 4
HAND_SIGNATURE | 3,J vs 4
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 2/0/1
HAND_HISTORY | 3,J vs 4 | mode FROZEN | action STAND | result W | bank 2500.00->2515.00 | wager 15.00
  HISTORY_MATCHES_SHOWN | 0 | signature 6,6 vs 2
HAND_SIGNATURE | 6,6 vs 2
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 3/0/0
HAND_HISTORY | 6,6 vs 2 | mode FROZEN | action SPLIT | result L | bank 2515.00->2485.00 | wager 15.00
  HISTORY_MATCHES_SHOWN | 0 | signature 6,Q vs 7
HAND_SIGNATURE | 6,Q vs 7
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/1/1
HAND_HISTORY | 6,Q vs 7 | mode FROZEN | action HIT | result L | bank 2485.00->2470.00 | wager 15.00
  HISTORY_MATCHES_SHOWN | 0 | signature 3,J vs 10
HAND_SIGNATURE | 3,J vs 10
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/0/2
HAND_HISTORY | 3,J vs 10 | mode FROZEN | action HIT | result W | bank 2470.00->2485.00 | wager 15.00
  HISTORY_MATCHES_SHOWN | 0 | signature 5,K vs 8
HAND_SIGNATURE | 5,K vs 8
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/1/1
HAND_HISTORY | 5,K vs 8 | mode FROZEN | action HIT | result W | bank 2485.00->2500.00 | wager 15.00
  HISTORY_MATCHES_SHOWN | 0 | signature 3,A vs 5
HAND_SIGNATURE | 3,A vs 5
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 2/0/1
HAND_HISTORY | 3,A vs 5 | mode FROZEN | action DOUBLE | result W | bank 2500.00->2530.00 | wager 15.00
  HISTORY_MATCHES_SHOWN | 0 | signature 10,10 vs 6
HAND_SIGNATURE | 10,10 vs 6
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/0/2
HAND_HISTORY | 10,10 vs 6 | mode FROZEN | action STAND | result L | bank 2530.00->2510.00 | wager 20.00
  HISTORY_MATCHES_SHOWN | 0 | signature 4,8 vs 10
HAND_SIGNATURE | 4,8 vs 10
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/1/1
HAND_HISTORY | 4,8 vs 10 | mode FROZEN | action HIT | result P | bank 2510.00->2510.00 | wager 15.00
  HISTORY_MATCHES_SHOWN | 0 | signature 9,K vs Q
HAND_SIGNATURE | 9,K vs Q
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 0/1/2
HAND_HISTORY | 9,K vs Q | mode FROZEN | action STAND | result W | bank 2510.00->2525.00 | wager 15.00
  HISTORY_MATCHES_SHOWN | 0 | signature 9,J vs 10
HAND_SIGNATURE | 9,J vs 10
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 0/1/2
HAND_HISTORY | 9,J vs 10 | mode FROZEN | action STAND | result W | bank 2525.00->2540.00 | wager 15.00
  HISTORY_MATCHES_SHOWN | 0 | signature 5,5 vs Q
HAND_SIGNATURE | 5,5 vs Q
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 2/0/1
HAND_HISTORY | 5,5 vs Q | mode FROZEN | action HIT | result L | bank 2540.00->2525.00 | wager 15.00
  HISTORY_MATCHES_SHOWN | 0 | signature 2,3 vs 9
HAND_SIGNATURE | 2,3 vs 9
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 2/1/0
HAND_HISTORY | 2,3 vs 9 | mode FROZEN | action HIT | result W | bank 2525.00->2540.00 | wager 15.00
  HISTORY_MATCHES_SHOWN | 0 | signature 6,6 vs K
HAND_SIGNATURE | 6,6 vs K
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 2/0/1
HAND_HISTORY | 6,6 vs K | mode FROZEN | action HIT | result L | bank 2540.00->2520.00 | wager 20.00
  HISTORY_MATCHES_SHOWN | 0 | signature 2,2 vs 5
HAND_SIGNATURE | 2,2 vs 5
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 3/0/0
HAND_HISTORY | 2,2 vs 5 | mode FROZEN | action SPLIT | result W | bank 2520.00->2580.00 | wager 15.00
  HISTORY_MATCHES_SHOWN | 0 | signature 3,7 vs 3
HAND_SIGNATURE | 3,7 vs 3
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 2/1/0
HAND_HISTORY | 3,7 vs 3 | mode FROZEN | action DOUBLE | result W | bank 2580.00->2610.00 | wager 15.00
  HISTORY_MATCHES_SHOWN | 0 | signature 8,9 vs Q
HAND_SIGNATURE | 8,9 vs Q
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 0/2/1
HAND_HISTORY | 8,9 vs Q | mode FROZEN | action STAND | result L | bank 2610.00->2595.00 | wager 15.00
  HISTORY_MATCHES_SHOWN | 0 | signature 3,6 vs J
HAND_SIGNATURE | 3,6 vs J
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 2/0/1
HAND_HISTORY | 3,6 vs J | mode FROZEN | action HIT | result L | bank 2595.00->2580.00 | wager 15.00
  HISTORY_MATCHES_SHOWN | 0 | signature 7,7 vs 9
HAND_SIGNATURE | 7,7 vs 9
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 0/3/0
HAND_HISTORY | 7,7 vs 9 | mode FROZEN | action HIT | result W | bank 2580.00->2595.00 | wager 15.00
  HISTORY_MATCHES_SHOWN | 0 | signature 7,Q vs 8
HAND_SIGNATURE | 7,Q vs 8
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 0/2/1
HAND_HISTORY | 7,Q vs 8 | mode FROZEN | action STAND | result L | bank 2595.00->2580.00 | wager 15.00
  HISTORY_MATCHES_SHOWN | 0 | signature 7,J vs J
HAND_SIGNATURE | 7,J vs J
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 0/1/2
HAND_HISTORY | 7,J vs J | mode FROZEN | action STAND | result P | bank 2580.00->2580.00 | wager 15.00
  HISTORY_MATCHES_SHOWN | 0 | signature 4,J vs 8
HAND_SIGNATURE | 4,J vs 8
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/1/1
HAND_HISTORY | 4,J vs 8 | mode FROZEN | action HIT | result L | bank 2580.00->2565.00 | wager 15.00
  HISTORY_MATCHES_SHOWN | 0 | signature 10,7 vs J
HAND_SIGNATURE | 10,7 vs J
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 0/1/2
HAND_HISTORY | 10,7 vs J | mode FROZEN | action STAND | result L | bank 2565.00->2535.00 | wager 30.00
  HISTORY_MATCHES_SHOWN | 0 | signature 10,K vs K
HAND_SIGNATURE | 10,K vs K
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 0/0/3
HAND_HISTORY | 10,K vs K | mode FROZEN | action STAND | result P | bank 2535.00->2535.00 | wager 20.00
  HISTORY_MATCHES_SHOWN | 0 | signature 2,9 vs 6
HAND_SIGNATURE | 2,9 vs 6
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 2/1/0
HAND_HISTORY | 2,9 vs 6 | mode FROZEN | action DOUBLE | result W | bank 2535.00->2575.00 | wager 20.00
  HISTORY_MATCHES_SHOWN | 0 | signature 8,9 vs 3
HAND_SIGNATURE | 8,9 vs 3
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/2/0
HAND_HISTORY | 8,9 vs 3 | mode FROZEN | action STAND | result L | bank 2575.00->2560.00 | wager 15.00
  HISTORY_MATCHES_SHOWN | 2 | signature A,J vs 8
HAND_SIGNATURE | A,J vs 8
  PRIOR_OCCURRENCES | 1 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 0/1/2
HAND_HISTORY | A,J vs 8 | mode FROZEN | action NATURAL | result W | bank 2560.00->2605.00 | wager 30.00

CHRONOLOGICAL CARD DATASET (RECONSTRUCTED DEAL ORDER)
Order rule observed on 247 animation: Player1 -> Dealer hole -> Player2 -> Dealer up -> subsequent player cards -> subsequent dealer draws.
Dealer hole cards are entered later when revealed but are retrospectively placed as the dealer's first dealt card, matching the observed 247 animation.
Split/post-deal cards are retained in operator-entry order; if platform split dealing order differs, that sub-order must be reviewed before deterministic replay.
HAND 1 DEAL-ORDER RECONSTRUCTION
#001 | H01 | PLAYER card 1          | 6♦
#002 | H01 | DEALER hole card       | 9♠
#003 | H01 | PLAYER card 2          | 7♠
#004 | H01 | DEALER upcard          | 4♦
#005 | H01 | DEALER draw 1          | 9♥

HAND 2 DEAL-ORDER RECONSTRUCTION
#006 | H02 | PLAYER card 1          | K♣
#007 | H02 | DEALER hole card       | 3♥
#008 | H02 | PLAYER card 2          | 4♥
#009 | H02 | DEALER upcard          | K♦
#010 | H02 | PLAYER post-deal card  | 10♥

HAND 3 DEAL-ORDER RECONSTRUCTION
#011 | H03 | PLAYER card 1          | K♦
#012 | H03 | DEALER hole card       | 8♠
#013 | H03 | PLAYER card 2          | 10♣
#014 | H03 | DEALER upcard          | Q♥

HAND 4 DEAL-ORDER RECONSTRUCTION
#015 | H04 | PLAYER card 1          | Q♠
#016 | H04 | DEALER hole card       | J♣
#017 | H04 | PLAYER card 2          | 5♦
#018 | H04 | DEALER upcard          | 8♦
#019 | H04 | PLAYER post-deal card  | Q♥

HAND 5 DEAL-ORDER RECONSTRUCTION
#020 | H05 | PLAYER card 1          | 3♥
#021 | H05 | DEALER hole card       | Q♦
#022 | H05 | PLAYER card 2          | J♦
#023 | H05 | DEALER upcard          | 4♠
#024 | H05 | DEALER draw 1          | Q♣

HAND 6 DEAL-ORDER RECONSTRUCTION
#025 | H06 | PLAYER card 1          | 6♠
#026 | H06 | DEALER hole card       | J♠
#027 | H06 | PLAYER card 2          | 6♠
#028 | H06 | DEALER upcard          | 2♥
#029 | H06 | PLAYER post-deal card  | 6♦
#030 | H06 | PLAYER post-deal card  | 10♠
#031 | H06 | PLAYER post-deal card  | A♠
#032 | H06 | DEALER draw 1          | 5♥

HAND 7 DEAL-ORDER RECONSTRUCTION
#033 | H07 | PLAYER card 1          | Q♦
#034 | H07 | DEALER hole card       | 3♦
#035 | H07 | PLAYER card 2          | 6♦
#036 | H07 | DEALER upcard          | 7♦
#037 | H07 | PLAYER post-deal card  | K♦

HAND 8 DEAL-ORDER RECONSTRUCTION
#038 | H08 | PLAYER card 1          | J♦
#039 | H08 | DEALER hole card       | 7♣
#040 | H08 | PLAYER card 2          | 3♣
#041 | H08 | DEALER upcard          | 10♦
#042 | H08 | PLAYER post-deal card  | 8♣

HAND 9 DEAL-ORDER RECONSTRUCTION
#043 | H09 | PLAYER card 1          | K♥
#044 | H09 | DEALER hole card       | 10♣
#045 | H09 | PLAYER card 2          | 5♥
#046 | H09 | DEALER upcard          | 8♣
#047 | H09 | PLAYER post-deal card  | 5♦

HAND 10 DEAL-ORDER RECONSTRUCTION
#048 | H10 | PLAYER card 1          | 3♠
#049 | H10 | DEALER hole card       | K♦
#050 | H10 | PLAYER card 2          | A♦
#051 | H10 | DEALER upcard          | 5♠
#052 | H10 | PLAYER post-deal card  | 10♠
#053 | H10 | DEALER draw 1          | A♥
#054 | H10 | DEALER draw 2          | K♦

HAND 11 DEAL-ORDER RECONSTRUCTION
#055 | H11 | PLAYER card 1          | 10♠
#056 | H11 | DEALER hole card       | 5♠
#057 | H11 | PLAYER card 2          | 10♠
#058 | H11 | DEALER upcard          | 6♥
#059 | H11 | DEALER draw 1          | K♥

HAND 12 DEAL-ORDER RECONSTRUCTION
#060 | H12 | PLAYER card 1          | 8♠
#061 | H12 | DEALER hole card       | K♥
#062 | H12 | PLAYER card 2          | 4♥
#063 | H12 | DEALER upcard          | 10♥
#064 | H12 | PLAYER post-deal card  | 8♣

HAND 13 DEAL-ORDER RECONSTRUCTION
#065 | H13 | PLAYER card 1          | K♥
#066 | H13 | DEALER hole card       | 2♣
#067 | H13 | PLAYER card 2          | 9♣
#068 | H13 | DEALER upcard          | Q♠
#069 | H13 | DEALER draw 1          | 6♥

HAND 14 DEAL-ORDER RECONSTRUCTION
#070 | H14 | PLAYER card 1          | 9♣
#071 | H14 | DEALER hole card       | 8♦
#072 | H14 | PLAYER card 2          | J♣
#073 | H14 | DEALER upcard          | 10♠

HAND 15 DEAL-ORDER RECONSTRUCTION
#074 | H15 | PLAYER card 1          | 5♣
#075 | H15 | DEALER hole card       | 5♥
#076 | H15 | PLAYER card 2          | 5♦
#077 | H15 | DEALER upcard          | Q♥
#078 | H15 | PLAYER post-deal card  | 4♥
#079 | H15 | PLAYER post-deal card  | 4♣
#080 | H15 | DEALER draw 1          | 4♥

HAND 16 DEAL-ORDER RECONSTRUCTION
#081 | H16 | PLAYER card 1          | 3♠
#082 | H16 | DEALER hole card       | 3♠
#083 | H16 | PLAYER card 2          | 2♠
#084 | H16 | DEALER upcard          | 9♣
#085 | H16 | PLAYER post-deal card  | 10♣
#086 | H16 | PLAYER post-deal card  | 2♦
#087 | H16 | DEALER draw 1          | 2♦
#088 | H16 | DEALER draw 2          | Q♥

HAND 17 DEAL-ORDER RECONSTRUCTION
#089 | H17 | PLAYER card 1          | 6♣
#090 | H17 | DEALER hole card       | 8♥
#091 | H17 | PLAYER card 2          | 6♦
#092 | H17 | DEALER upcard          | K♠
#093 | H17 | PLAYER post-deal card  | 5♣

HAND 18 DEAL-ORDER RECONSTRUCTION
#094 | H18 | PLAYER card 1          | 2♦
#095 | H18 | DEALER hole card       | A♥
#096 | H18 | PLAYER card 2          | 2♥
#097 | H18 | DEALER upcard          | 5♠
#098 | H18 | PLAYER post-deal card  | 8♠
#099 | H18 | PLAYER post-deal card  | 9♠
#100 | H18 | PLAYER post-deal card  | 6♦
#101 | H18 | PLAYER post-deal card  | 7♣
#102 | H18 | DEALER draw 1          | Q♦
#103 | H18 | DEALER draw 2          | 8♥

HAND 19 DEAL-ORDER RECONSTRUCTION
#104 | H19 | PLAYER card 1          | 3♦
#105 | H19 | DEALER hole card       | 9♦
#106 | H19 | PLAYER card 2          | 7♥
#107 | H19 | DEALER upcard          | 3♣
#108 | H19 | PLAYER post-deal card  | A♣
#109 | H19 | DEALER draw 1          | A♦
#110 | H19 | DEALER draw 2          | 3♦
#111 | H19 | DEALER draw 3          | A♥

HAND 20 DEAL-ORDER RECONSTRUCTION
#112 | H20 | PLAYER card 1          | 8♦
#113 | H20 | DEALER hole card       | 9♠
#114 | H20 | PLAYER card 2          | 9♥
#115 | H20 | DEALER upcard          | Q♣

HAND 21 DEAL-ORDER RECONSTRUCTION
#116 | H21 | PLAYER card 1          | 6♥
#117 | H21 | DEALER hole card       | 2♠
#118 | H21 | PLAYER card 2          | 3♥
#119 | H21 | DEALER upcard          | J♠
#120 | H21 | PLAYER post-deal card  | Q♠
#121 | H21 | DEALER draw 1          | 8♣

HAND 22 DEAL-ORDER RECONSTRUCTION
#122 | H22 | PLAYER card 1          | 7♦
#123 | H22 | DEALER hole card       | 6♥
#124 | H22 | PLAYER card 2          | 7♦
#125 | H22 | DEALER upcard          | 9♥
#126 | H22 | PLAYER post-deal card  | A♣
#127 | H22 | PLAYER post-deal card  | A♣
#128 | H22 | PLAYER post-deal card  | 2♥
#129 | H22 | DEALER draw 1          | A♣
#130 | H22 | DEALER draw 2          | A♥

HAND 23 DEAL-ORDER RECONSTRUCTION
#131 | H23 | PLAYER card 1          | Q♠
#132 | H23 | DEALER hole card       | K♥
#133 | H23 | PLAYER card 2          | 7♣
#134 | H23 | DEALER upcard          | 8♥

HAND 24 DEAL-ORDER RECONSTRUCTION
#135 | H24 | PLAYER card 1          | J♥
#136 | H24 | DEALER hole card       | 2♦
#137 | H24 | PLAYER card 2          | 7♣
#138 | H24 | DEALER upcard          | J♣
#139 | H24 | DEALER draw 1          | 5♣

HAND 25 DEAL-ORDER RECONSTRUCTION
#140 | H25 | PLAYER card 1          | J♥
#141 | H25 | DEALER hole card       | 10♣
#142 | H25 | PLAYER card 2          | 4♦
#143 | H25 | DEALER upcard          | 8♥
#144 | H25 | PLAYER post-deal card  | 9♠

HAND 26 DEAL-ORDER RECONSTRUCTION
#145 | H26 | PLAYER card 1          | 7♦
#146 | H26 | DEALER hole card       | J♣
#147 | H26 | PLAYER card 2          | 10♦
#148 | H26 | DEALER upcard          | J♠

HAND 27 DEAL-ORDER RECONSTRUCTION
#149 | H27 | PLAYER card 1          | K♥
#150 | H27 | DEALER hole card       | 10♦
#151 | H27 | PLAYER card 2          | 10♥
#152 | H27 | DEALER upcard          | K♠

HAND 28 DEAL-ORDER RECONSTRUCTION
#153 | H28 | PLAYER card 1          | 9♠
#154 | H28 | DEALER hole card       | K♣
#155 | H28 | PLAYER card 2          | 2♠
#156 | H28 | DEALER upcard          | 6♣
#157 | H28 | PLAYER post-deal card  | Q♥
#158 | H28 | DEALER draw 1          | 2♣

HAND 29 DEAL-ORDER RECONSTRUCTION
#159 | H29 | PLAYER card 1          | 9♠
#160 | H29 | DEALER hole card       | 3♥
#161 | H29 | PLAYER card 2          | 8♠
#162 | H29 | DEALER upcard          | 3♠
#163 | H29 | DEALER draw 1          | 9♥
#164 | H29 | DEALER draw 2          | 6♥

HAND 30 DEAL-ORDER RECONSTRUCTION
#165 | H30 | PLAYER card 1          | J♥
#166 | H30 | DEALER hole card       | 8♠
#167 | H30 | PLAYER card 2          | A♥
#168 | H30 | DEALER upcard          | 8♠
#169 | H30 | DEALER draw 1          | 8♦


AUDIT LOG
DETERMINISTIC BLACKJACK - LIVE 30-HAND COMPANION
Manual external-session entry | Platform start £2500 | £2400 = depleted | 30-hand reference
SOURCE: 247blackjack.com | PLAY-MONEY | configured 6-deck game
Cards may be generated computationally, but visible shuffle events are recorded explicitly.
VALIDATION ON: suit required, wager checked, balance arithmetic checked where determinable.
HAND REVIEW ON: after bankroll entry, choose Y to roll back and re-enter the current hand before continuing.
Card entry accepts 8H, KS, A♦, 10C. If genuinely unreadable, enter rank+U, e.g. 4U.
U = explicitly UNKNOWN suit; bare rank-only input is rejected so omissions cannot pass silently.

FROZEN MODE: existing Frozen wager/action prompts remain active.
Cumulative project file: C:\Users\amlania1\Downloads\bjack\code\live\play\1\output.txt

CARD-STREAM REVIEW: hand 1 rejected before result/bankroll entry; re-entering the hand.
  CARD-STREAM REVIEW | Hand 1 rejected by operator; replacement entry follows.
CARD-STREAM REVIEW: hand 1 rejected before result/bankroll entry; re-entering the hand.
  CARD-STREAM REVIEW | Hand 1 rejected by operator; replacement entry follows.

========== HAND 1 / 30 ==========
SHUFFLE RECORDED before hand 1 | previous segment cards recorded: 0
Bankroll £2500.00 | Research-equivalent available £100.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 6♦,7♠ = 13 | Dealer 4♦
OBSERVED HAND (suits excluded): 6,7 vs 4 | appeared before in project output: 0 time(s)
PREVIOUS OUTCOMES: none yet in the project output for this starting hand.
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 2 | Neutral 1 | High 0
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 6♦,7♠ = 13 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 6♦,7♠ vs 4♦ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 6♦,7♠ | frozen STAND | actual STAND
Dealer 4♦,9♠,9♥ = 22 BUST

--- CARD STREAM REVIEW: HAND 1 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#001 | H01 | PLAYER card 1          | 6D
#002 | H01 | DEALER hole card       | 9S
#003 | H01 | PLAYER card 2          | 7S
#004 | H01 | DEALER upcard          | 4D
#005 | H01 | DEALER draw 1          | 9H
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 13 vs Dealer 22
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2515.00
  HAND_HISTORY | 6,7 vs 4 | mode FROZEN | action STAND | result W | bank 2500.00->2515.00 | wager 15.00
HAND 01 | 2500.00->2515.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 6♦,7♠ | D-up 4♦ | D-hidden/draw 9♠,9♥ | W
Recorded | Peak £2515.00 | Trough £0.00 | MaxDD £0.00 | Exposure £15.00

========== HAND 2 / 30 ==========
Bankroll £2515.00 | Research-equivalent available £115.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player K♣,4♥ = 14 | Dealer K♦
OBSERVED HAND (suits excluded): 4,K vs K | appeared before in project output: 0 time(s)
PREVIOUS OUTCOMES: none yet in the project output for this starting hand.
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 0 | High 2
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN K♣,4♥ = 14 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | K♣,4♥ vs K♦ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | K♣,4♥ | frozen HIT | actual HIT
MAIN BUST at 24
Dealer K♦,3♥ = 13

--- CARD STREAM REVIEW: HAND 2 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#006 | H02 | PLAYER card 1          | KC
#007 | H02 | DEALER hole card       | 3H
#008 | H02 | PLAYER card 2          | 4H
#009 | H02 | DEALER upcard          | KD
#010 | H02 | PLAYER post-deal card  | 10H
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 24 vs Dealer 13
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2500.00
  HAND_HISTORY | 4,K vs K | mode FROZEN | action HIT | result L | bank 2515.00->2500.00 | wager 15.00
HAND 02 | 2515.00->2500.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P K♣,4♥,10♥ | D-up K♦ | D-hidden/draw 3♥ | L
Recorded | Peak £2515.00 | Trough £0.00 | MaxDD £15.00 | Exposure £30.00

========== HAND 3 / 30 ==========
Bankroll £2500.00 | Research-equivalent available £100.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player K♦,10♣ = 20 | Dealer Q♥
OBSERVED HAND (suits excluded): 10,K vs Q | appeared before in project output: 0 time(s)
PREVIOUS OUTCOMES: none yet in the project output for this starting hand.
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 0 | Neutral 0 | High 3
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN K♦,10♣ = 20 | FROZEN POLICY: STAND [FROZEN RESEARCH OVERRIDE: prior SPLIT -> STAND; also TEXTBOOK]
  POLICY SOURCE | MAIN | K♦,10♣ vs Q♥ | STAND | FROZEN RESEARCH OVERRIDE: prior SPLIT -> STAND; also TEXTBOOK
  MAIN | K♦,10♣ | frozen STAND | actual STAND
Dealer Q♥,8♠ = 18

--- CARD STREAM REVIEW: HAND 3 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#011 | H03 | PLAYER card 1          | KD
#012 | H03 | DEALER hole card       | 8S
#013 | H03 | PLAYER card 2          | 10C
#014 | H03 | DEALER upcard          | QH
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 20 vs Dealer 18
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2515.00
  HAND_HISTORY | 10,K vs Q | mode FROZEN | action STAND | result W | bank 2500.00->2515.00 | wager 15.00
HAND 03 | 2500.00->2515.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P K♦,10♣ | D-up Q♥ | D-hidden/draw 8♠ | W
Recorded | Peak £2515.00 | Trough £0.00 | MaxDD £15.00 | Exposure £45.00
CARD-STREAM REVIEW: hand 4 rejected before result/bankroll entry; re-entering the hand.
  CARD-STREAM REVIEW | Hand 4 rejected by operator; replacement entry follows.

========== HAND 4 / 30 ==========
Bankroll £2515.00 | Research-equivalent available £115.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player Q♠,5♦ = 15 | Dealer 8♦
OBSERVED HAND (suits excluded): 5,Q vs 8 | appeared before in project output: 0 time(s)
PREVIOUS OUTCOMES: none yet in the project output for this starting hand.
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 1 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN Q♠,5♦ = 15 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | Q♠,5♦ vs 8♦ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | Q♠,5♦ | frozen HIT | actual HIT
MAIN BUST at 25
Dealer 8♦,J♣ = 18

--- CARD STREAM REVIEW: HAND 4 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#015 | H04 | PLAYER card 1          | QS
#016 | H04 | DEALER hole card       | JC
#017 | H04 | PLAYER card 2          | 5D
#018 | H04 | DEALER upcard          | 8D
#019 | H04 | PLAYER post-deal card  | QH
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 25 vs Dealer 18
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2500.00
  HAND_HISTORY | 5,Q vs 8 | mode FROZEN | action HIT | result L | bank 2515.00->2500.00 | wager 15.00
HAND 04 | 2515.00->2500.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P Q♠,5♦,Q♥ | D-up 8♦ | D-hidden/draw J♣ | L
Recorded | Peak £2500.00 | Trough £0.00 | MaxDD £0.00 | Exposure £15.00
CARD-STREAM REVIEW: hand 5 rejected before result/bankroll entry; re-entering the hand.
  CARD-STREAM REVIEW | Hand 5 rejected by operator; replacement entry follows.

========== HAND 5 / 30 ==========
Bankroll £2500.00 | Research-equivalent available £100.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 3♥,J♦ = 13 | Dealer 4♠
OBSERVED HAND (suits excluded): 3,J vs 4 | appeared before in project output: 0 time(s)
PREVIOUS OUTCOMES: none yet in the project output for this starting hand.
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 2 | Neutral 0 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 3♥,J♦ = 13 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 3♥,J♦ vs 4♠ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 3♥,J♦ | frozen STAND | actual STAND
Dealer 4♠,Q♦,Q♣ = 24 BUST

--- CARD STREAM REVIEW: HAND 5 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#020 | H05 | PLAYER card 1          | 3H
#021 | H05 | DEALER hole card       | QD
#022 | H05 | PLAYER card 2          | JD
#023 | H05 | DEALER upcard          | 4S
#024 | H05 | DEALER draw 1          | QC
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 13 vs Dealer 24
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2515.00
  HAND_HISTORY | 3,J vs 4 | mode FROZEN | action STAND | result W | bank 2500.00->2515.00 | wager 15.00
HAND 05 | 2500.00->2515.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 3♥,J♦ | D-up 4♠ | D-hidden/draw Q♦,Q♣ | W
Recorded | Peak £2515.00 | Trough £0.00 | MaxDD £0.00 | Exposure £15.00
CARD-STREAM REVIEW: hand 6 rejected before result/bankroll entry; re-entering the hand.
  CARD-STREAM REVIEW | Hand 6 rejected by operator; replacement entry follows.

========== HAND 6 / 30 ==========
Bankroll £2515.00 | Research-equivalent available £115.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 6♠,6♠ = 12 | Dealer 2♥
OBSERVED HAND (suits excluded): 6,6 vs 2 | appeared before in project output: 0 time(s)
PREVIOUS OUTCOMES: none yet in the project output for this starting hand.
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 3 | Neutral 0 | High 0
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 6♠,6♠ = 12 | FROZEN POLICY: SPLIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 6♠,6♠ vs 2♥ | SPLIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 6♠,6♠ | frozen SPLIT | actual SPLIT
Split A 6♠,6♦ = 12
Split B 6♠,10♠ = 16
SPLIT A 6♠,6♦ = 12 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | SPLIT A | 6♠,6♦ vs 2♥ | HIT | TEXTBOOK / FROZEN-ALIGNED
  SPLIT A | 6♠,6♦ | frozen HIT | actual HIT
SPLIT A 6♠,6♦,A♠ = 13 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | SPLIT A | 6♠,6♦,A♠ vs 2♥ | STAND | TEXTBOOK / FROZEN-ALIGNED
  SPLIT A | 6♠,6♦,A♠ | frozen STAND | actual STAND
SPLIT B 6♠,10♠ = 16 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | SPLIT B | 6♠,10♠ vs 2♥ | STAND | TEXTBOOK / FROZEN-ALIGNED
  SPLIT B | 6♠,10♠ | frozen STAND | actual STAND
Dealer 2♥,J♠,5♥ = 17

--- CARD STREAM REVIEW: HAND 6 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#025 | H06 | PLAYER card 1          | 6S
#026 | H06 | DEALER hole card       | JS
#027 | H06 | PLAYER card 2          | 6S
#028 | H06 | DEALER upcard          | 2H
#029 | H06 | PLAYER post-deal card  | 6D
#030 | H06 | PLAYER post-deal card  | 10S
#031 | H06 | PLAYER post-deal card  | AS
#032 | H06 | DEALER draw 1          | 5H
SPLIT NOTE: post-deal split cards are shown in operator-entry order; verify this sub-order against the screen.
--- END CARD STREAM REVIEW ---

RESULT CHECK: split hand - automatic single-result validation is not forced because child outcomes may differ.
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
Split hand: automatic exact balance calculation is intentionally not forced because child outcomes may differ.
  HAND_HISTORY | 6,6 vs 2 | mode FROZEN | action SPLIT | result L | bank 2515.00->2485.00 | wager 15.00
HAND 06 | 2515.00->2485.00 | ref 15.00 actual 15.00 | committed 30.00 | NORMAL | P 6♠,6♠ | D-up 2♥ | D-hidden/draw J♠,5♥ | L
Recorded | Peak £2485.00 | Trough £0.00 | MaxDD £0.00 | Exposure £30.00

========== HAND 7 / 30 ==========
Bankroll £2485.00 | Research-equivalent available £85.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player Q♦,6♦ = 16 | Dealer 7♦
OBSERVED HAND (suits excluded): 6,Q vs 7 | appeared before in project output: 0 time(s)
PREVIOUS OUTCOMES: none yet in the project output for this starting hand.
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 1 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN Q♦,6♦ = 16 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | Q♦,6♦ vs 7♦ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | Q♦,6♦ | frozen HIT | actual HIT
MAIN BUST at 26
Dealer 7♦,3♦ = 10

--- CARD STREAM REVIEW: HAND 7 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#033 | H07 | PLAYER card 1          | QD
#034 | H07 | DEALER hole card       | 3D
#035 | H07 | PLAYER card 2          | 6D
#036 | H07 | DEALER upcard          | 7D
#037 | H07 | PLAYER post-deal card  | KD
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 26 vs Dealer 10
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2470.00
  HAND_HISTORY | 6,Q vs 7 | mode FROZEN | action HIT | result L | bank 2485.00->2470.00 | wager 15.00
HAND 07 | 2485.00->2470.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P Q♦,6♦,K♦ | D-up 7♦ | D-hidden/draw 3♦ | L
Recorded | Peak £2485.00 | Trough £0.00 | MaxDD £15.00 | Exposure £45.00

========== HAND 8 / 30 ==========
Bankroll £2470.00 | Research-equivalent available £70.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player J♦,3♣ = 13 | Dealer 10♦
OBSERVED HAND (suits excluded): 3,J vs 10 | appeared before in project output: 0 time(s)
PREVIOUS OUTCOMES: none yet in the project output for this starting hand.
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 0 | High 2
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN J♦,3♣ = 13 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | J♦,3♣ vs 10♦ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | J♦,3♣ | frozen HIT | actual HIT
MAIN J♦,3♣,8♣ = 21 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | J♦,3♣,8♣ vs 10♦ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | J♦,3♣,8♣ | frozen STAND | actual STAND
Dealer 10♦,7♣ = 17

--- CARD STREAM REVIEW: HAND 8 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#038 | H08 | PLAYER card 1          | JD
#039 | H08 | DEALER hole card       | 7C
#040 | H08 | PLAYER card 2          | 3C
#041 | H08 | DEALER upcard          | 10D
#042 | H08 | PLAYER post-deal card  | 8C
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 21 vs Dealer 17
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2485.00
  HAND_HISTORY | 3,J vs 10 | mode FROZEN | action HIT | result W | bank 2470.00->2485.00 | wager 15.00
HAND 08 | 2470.00->2485.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P J♦,3♣,8♣ | D-up 10♦ | D-hidden/draw 7♣ | W
Recorded | Peak £2485.00 | Trough £0.00 | MaxDD £15.00 | Exposure £60.00

========== HAND 9 / 30 ==========
Bankroll £2485.00 | Research-equivalent available £85.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player K♥,5♥ = 15 | Dealer 8♣
OBSERVED HAND (suits excluded): 5,K vs 8 | appeared before in project output: 0 time(s)
PREVIOUS OUTCOMES: none yet in the project output for this starting hand.
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 1 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN K♥,5♥ = 15 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | K♥,5♥ vs 8♣ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | K♥,5♥ | frozen HIT | actual HIT
MAIN K♥,5♥,5♦ = 20 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | K♥,5♥,5♦ vs 8♣ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | K♥,5♥,5♦ | frozen STAND | actual STAND
Dealer 8♣,10♣ = 18

--- CARD STREAM REVIEW: HAND 9 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#043 | H09 | PLAYER card 1          | KH
#044 | H09 | DEALER hole card       | 10C
#045 | H09 | PLAYER card 2          | 5H
#046 | H09 | DEALER upcard          | 8C
#047 | H09 | PLAYER post-deal card  | 5D
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 20 vs Dealer 18
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2500.00
  HAND_HISTORY | 5,K vs 8 | mode FROZEN | action HIT | result W | bank 2485.00->2500.00 | wager 15.00
HAND 09 | 2485.00->2500.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P K♥,5♥,5♦ | D-up 8♣ | D-hidden/draw 10♣ | W
Recorded | Peak £2500.00 | Trough £0.00 | MaxDD £15.00 | Exposure £75.00

========== HAND 10 / 30 ==========
Bankroll £2500.00 | Research-equivalent available £100.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 3♠,A♦ = soft 14 | Dealer 5♠
OBSERVED HAND (suits excluded): 3,A vs 5 | appeared before in project output: 0 time(s)
PREVIOUS OUTCOMES: none yet in the project output for this starting hand.
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 2 | Neutral 0 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 3♠,A♦ = soft 14 | FROZEN POLICY: DOUBLE [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 3♠,A♦ vs 5♠ | DOUBLE | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 3♠,A♦ | frozen DOUBLE | actual DOUBLE
MAIN after DOUBLE: 3♠,A♦,10♠ = 14
Dealer 5♠,K♦,A♥,K♦ = 26 BUST

--- CARD STREAM REVIEW: HAND 10 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#048 | H10 | PLAYER card 1          | 3S
#049 | H10 | DEALER hole card       | KD
#050 | H10 | PLAYER card 2          | AD
#051 | H10 | DEALER upcard          | 5S
#052 | H10 | PLAYER post-deal card  | 10S
#053 | H10 | DEALER draw 1          | AH
#054 | H10 | DEALER draw 2          | KD
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 14 vs Dealer 26
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2530.00
  HAND_HISTORY | 3,A vs 5 | mode FROZEN | action DOUBLE | result W | bank 2500.00->2530.00 | wager 15.00
HAND 10 | 2500.00->2530.00 | ref 15.00 actual 15.00 | committed 30.00 | NORMAL | P 3♠,A♦,10♠ | D-up 5♠ | D-hidden/draw K♦,A♥,K♦ | W
Recorded | Peak £2530.00 | Trough £0.00 | MaxDD £15.00 | Exposure £105.00

========== HAND 11 / 30 ==========
Bankroll £2530.00 | Research-equivalent available £130.00 | State NORMAL | FROZEN WAGER £20.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 10♠,10♠ = 20 | Dealer 6♥
OBSERVED HAND (suits excluded): 10,10 vs 6 | appeared before in project output: 0 time(s)
PREVIOUS OUTCOMES: none yet in the project output for this starting hand.
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 0 | High 2
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 10♠,10♠ = 20 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 10♠,10♠ vs 6♥ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 10♠,10♠ | frozen STAND | actual STAND
Dealer 6♥,5♠,K♥ = 21 21

--- CARD STREAM REVIEW: HAND 11 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#055 | H11 | PLAYER card 1          | 10S
#056 | H11 | DEALER hole card       | 5S
#057 | H11 | PLAYER card 2          | 10S
#058 | H11 | DEALER upcard          | 6H
#059 | H11 | DEALER draw 1          | KH
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 20 vs Dealer 21
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2510.00
  HAND_HISTORY | 10,10 vs 6 | mode FROZEN | action STAND | result L | bank 2530.00->2510.00 | wager 20.00
HAND 11 | 2530.00->2510.00 | ref 20.00 actual 20.00 | committed 20.00 | NORMAL | P 10♠,10♠ | D-up 6♥ | D-hidden/draw 5♠,K♥ | L
Recorded | Peak £2530.00 | Trough £0.00 | MaxDD £20.00 | Exposure £125.00

========== HAND 12 / 30 ==========
Bankroll £2510.00 | Research-equivalent available £110.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 8♠,4♥ = 12 | Dealer 10♥
OBSERVED HAND (suits excluded): 4,8 vs 10 | appeared before in project output: 0 time(s)
PREVIOUS OUTCOMES: none yet in the project output for this starting hand.
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 1 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 8♠,4♥ = 12 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 8♠,4♥ vs 10♥ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 8♠,4♥ | frozen HIT | actual HIT
MAIN 8♠,4♥,8♣ = 20 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 8♠,4♥,8♣ vs 10♥ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 8♠,4♥,8♣ | frozen STAND | actual STAND
Dealer 10♥,K♥ = 20

--- CARD STREAM REVIEW: HAND 12 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#060 | H12 | PLAYER card 1          | 8S
#061 | H12 | DEALER hole card       | KH
#062 | H12 | PLAYER card 2          | 4H
#063 | H12 | DEALER upcard          | 10H
#064 | H12 | PLAYER post-deal card  | 8C
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PUSH | Player 20 vs Dealer 20
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2510.00
  HAND_HISTORY | 4,8 vs 10 | mode FROZEN | action HIT | result P | bank 2510.00->2510.00 | wager 15.00
HAND 12 | 2510.00->2510.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 8♠,4♥,8♣ | D-up 10♥ | D-hidden/draw K♥ | P
Recorded | Peak £2530.00 | Trough £0.00 | MaxDD £20.00 | Exposure £140.00

========== HAND 13 / 30 ==========
Bankroll £2510.00 | Research-equivalent available £110.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player K♥,9♣ = 19 | Dealer Q♠
OBSERVED HAND (suits excluded): 9,K vs Q | appeared before in project output: 0 time(s)
PREVIOUS OUTCOMES: none yet in the project output for this starting hand.
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 0 | Neutral 1 | High 2
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN K♥,9♣ = 19 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | K♥,9♣ vs Q♠ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | K♥,9♣ | frozen STAND | actual STAND
Dealer Q♠,2♣,6♥ = 18

--- CARD STREAM REVIEW: HAND 13 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#065 | H13 | PLAYER card 1          | KH
#066 | H13 | DEALER hole card       | 2C
#067 | H13 | PLAYER card 2          | 9C
#068 | H13 | DEALER upcard          | QS
#069 | H13 | DEALER draw 1          | 6H
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 19 vs Dealer 18
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2525.00
  HAND_HISTORY | 9,K vs Q | mode FROZEN | action STAND | result W | bank 2510.00->2525.00 | wager 15.00
HAND 13 | 2510.00->2525.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P K♥,9♣ | D-up Q♠ | D-hidden/draw 2♣,6♥ | W
Recorded | Peak £2530.00 | Trough £0.00 | MaxDD £20.00 | Exposure £155.00

========== HAND 14 / 30 ==========
Bankroll £2525.00 | Research-equivalent available £125.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 9♣,J♣ = 19 | Dealer 10♠
OBSERVED HAND (suits excluded): 9,J vs 10 | appeared before in project output: 0 time(s)
PREVIOUS OUTCOMES: none yet in the project output for this starting hand.
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 0 | Neutral 1 | High 2
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 9♣,J♣ = 19 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 9♣,J♣ vs 10♠ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 9♣,J♣ | frozen STAND | actual STAND
Dealer 10♠,8♦ = 18

--- CARD STREAM REVIEW: HAND 14 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#070 | H14 | PLAYER card 1          | 9C
#071 | H14 | DEALER hole card       | 8D
#072 | H14 | PLAYER card 2          | JC
#073 | H14 | DEALER upcard          | 10S
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 19 vs Dealer 18
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2540.00
  HAND_HISTORY | 9,J vs 10 | mode FROZEN | action STAND | result W | bank 2525.00->2540.00 | wager 15.00
HAND 14 | 2525.00->2540.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 9♣,J♣ | D-up 10♠ | D-hidden/draw 8♦ | W
Recorded | Peak £2540.00 | Trough £0.00 | MaxDD £20.00 | Exposure £170.00
CARD-STREAM REVIEW: hand 15 rejected before result/bankroll entry; re-entering the hand.
  CARD-STREAM REVIEW | Hand 15 rejected by operator; replacement entry follows.

========== HAND 15 / 30 ==========
Bankroll £2540.00 | Research-equivalent available £140.00 | State NORMAL | FROZEN WAGER £20.00
CHECK: frozen reference is £20.00 but entered wager is £15.00.
Wager: £5.00 BELOW reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 5♣,5♦ = 10 | Dealer Q♥
OBSERVED HAND (suits excluded): 5,5 vs Q | appeared before in project output: 0 time(s)
PREVIOUS OUTCOMES: none yet in the project output for this starting hand.
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 2 | Neutral 0 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 5♣,5♦ = 10 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 5♣,5♦ vs Q♥ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 5♣,5♦ | frozen HIT | actual HIT
MAIN 5♣,5♦,4♥ = 14 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 5♣,5♦,4♥ vs Q♥ | HIT | TEXTBOOK / FROZEN-ALIGNED
Allowed: HS
  MAIN | 5♣,5♦,4♥ | frozen HIT | actual HIT
MAIN 5♣,5♦,4♥,4♣ = 18 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 5♣,5♦,4♥,4♣ vs Q♥ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 5♣,5♦,4♥,4♣ | frozen STAND | actual STAND
Dealer Q♥,5♥,4♥ = 19

--- CARD STREAM REVIEW: HAND 15 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#074 | H15 | PLAYER card 1          | 5C
#075 | H15 | DEALER hole card       | 5H
#076 | H15 | PLAYER card 2          | 5D
#077 | H15 | DEALER upcard          | QH
#078 | H15 | PLAYER post-deal card  | 4H
#079 | H15 | PLAYER post-deal card  | 4C
#080 | H15 | DEALER draw 1          | 4H
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 18 vs Dealer 19
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2525.00
  HAND_HISTORY | 5,5 vs Q | mode FROZEN | action HIT | result L | bank 2540.00->2525.00 | wager 15.00
HAND 15 | 2540.00->2525.00 | ref 20.00 actual 15.00 | committed 15.00 | NORMAL | P 5♣,5♦,4♥,4♣ | D-up Q♥ | D-hidden/draw 5♥,4♥ | L
Recorded | Peak £2525.00 | Trough £0.00 | MaxDD £0.00 | Exposure £15.00
CARD-STREAM REVIEW: hand 16 rejected before result/bankroll entry; re-entering the hand.
  CARD-STREAM REVIEW | Hand 16 rejected by operator; replacement entry follows.

========== HAND 16 / 30 ==========
Bankroll £2525.00 | Research-equivalent available £125.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 3♠,2♠ = 5 | Dealer 9♣
OBSERVED HAND (suits excluded): 2,3 vs 9 | appeared before in project output: 0 time(s)
PREVIOUS OUTCOMES: none yet in the project output for this starting hand.
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 2 | Neutral 1 | High 0
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 3♠,2♠ = 5 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 3♠,2♠ vs 9♣ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 3♠,2♠ | frozen HIT | actual HIT
MAIN 3♠,2♠,10♣ = 15 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 3♠,2♠,10♣ vs 9♣ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 3♠,2♠,10♣ | frozen HIT | actual HIT
MAIN 3♠,2♠,10♣,2♦ = 17 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 3♠,2♠,10♣,2♦ vs 9♣ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 3♠,2♠,10♣,2♦ | frozen STAND | actual STAND
Dealer 9♣,3♠,2♦,Q♥ = 24 BUST

--- CARD STREAM REVIEW: HAND 16 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#081 | H16 | PLAYER card 1          | 3S
#082 | H16 | DEALER hole card       | 3S
#083 | H16 | PLAYER card 2          | 2S
#084 | H16 | DEALER upcard          | 9C
#085 | H16 | PLAYER post-deal card  | 10C
#086 | H16 | PLAYER post-deal card  | 2D
#087 | H16 | DEALER draw 1          | 2D
#088 | H16 | DEALER draw 2          | QH
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 17 vs Dealer 24
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2540.00
  HAND_HISTORY | 2,3 vs 9 | mode FROZEN | action HIT | result W | bank 2525.00->2540.00 | wager 15.00
HAND 16 | 2525.00->2540.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 3♠,2♠,10♣,2♦ | D-up 9♣ | D-hidden/draw 3♠,2♦,Q♥ | W
Recorded | Peak £2540.00 | Trough £0.00 | MaxDD £0.00 | Exposure £15.00

========== HAND 17 / 30 ==========
Bankroll £2540.00 | Research-equivalent available £140.00 | State NORMAL | FROZEN WAGER £20.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 6♣,6♦ = 12 | Dealer K♠
OBSERVED HAND (suits excluded): 6,6 vs K | appeared before in project output: 0 time(s)
PREVIOUS OUTCOMES: none yet in the project output for this starting hand.
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 2 | Neutral 0 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 6♣,6♦ = 12 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 6♣,6♦ vs K♠ | HIT | TEXTBOOK / FROZEN-ALIGNED
Allowed: HSDP
  MAIN | 6♣,6♦ | frozen HIT | actual HIT
MAIN 6♣,6♦,5♣ = 17 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 6♣,6♦,5♣ vs K♠ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 6♣,6♦,5♣ | frozen STAND | actual STAND
Dealer K♠,8♥ = 18

--- CARD STREAM REVIEW: HAND 17 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#089 | H17 | PLAYER card 1          | 6C
#090 | H17 | DEALER hole card       | 8H
#091 | H17 | PLAYER card 2          | 6D
#092 | H17 | DEALER upcard          | KS
#093 | H17 | PLAYER post-deal card  | 5C
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 17 vs Dealer 18
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2520.00
  HAND_HISTORY | 6,6 vs K | mode FROZEN | action HIT | result L | bank 2540.00->2520.00 | wager 20.00
HAND 17 | 2540.00->2520.00 | ref 20.00 actual 20.00 | committed 20.00 | NORMAL | P 6♣,6♦,5♣ | D-up K♠ | D-hidden/draw 8♥ | L
Recorded | Peak £2540.00 | Trough £0.00 | MaxDD £20.00 | Exposure £35.00

========== HAND 18 / 30 ==========
Bankroll £2520.00 | Research-equivalent available £120.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 2♦,2♥ = 4 | Dealer 5♠
OBSERVED HAND (suits excluded): 2,2 vs 5 | appeared before in project output: 0 time(s)
PREVIOUS OUTCOMES: none yet in the project output for this starting hand.
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 3 | Neutral 0 | High 0
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 2♦,2♥ = 4 | FROZEN POLICY: SPLIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 2♦,2♥ vs 5♠ | SPLIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 2♦,2♥ | frozen SPLIT | actual SPLIT
Split A 2♦,8♠ = 10
Split B 2♥,9♠ = 11
SPLIT A 2♦,8♠ = 10 | FROZEN POLICY: DOUBLE [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | SPLIT A | 2♦,8♠ vs 5♠ | DOUBLE | TEXTBOOK / FROZEN-ALIGNED
  SPLIT A | 2♦,8♠ | frozen DOUBLE | actual DOUBLE
SPLIT A after DOUBLE: 2♦,8♠,6♦ = 16
SPLIT B 2♥,9♠ = 11 | FROZEN POLICY: DOUBLE [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | SPLIT B | 2♥,9♠ vs 5♠ | DOUBLE | TEXTBOOK / FROZEN-ALIGNED
  SPLIT B | 2♥,9♠ | frozen DOUBLE | actual DOUBLE
SPLIT B after DOUBLE: 2♥,9♠,7♣ = 18
Dealer 5♠,A♥,Q♦,8♥ = 24 BUST

--- CARD STREAM REVIEW: HAND 18 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#094 | H18 | PLAYER card 1          | 2D
#095 | H18 | DEALER hole card       | AH
#096 | H18 | PLAYER card 2          | 2H
#097 | H18 | DEALER upcard          | 5S
#098 | H18 | PLAYER post-deal card  | 8S
#099 | H18 | PLAYER post-deal card  | 9S
#100 | H18 | PLAYER post-deal card  | 6D
#101 | H18 | PLAYER post-deal card  | 7C
#102 | H18 | DEALER draw 1          | QD
#103 | H18 | DEALER draw 2          | 8H
SPLIT NOTE: post-deal split cards are shown in operator-entry order; verify this sub-order against the screen.
--- END CARD STREAM REVIEW ---

RESULT CHECK: split hand - automatic single-result validation is not forced because child outcomes may differ.
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
Split hand: automatic exact balance calculation is intentionally not forced because child outcomes may differ.
  HAND_HISTORY | 2,2 vs 5 | mode FROZEN | action SPLIT | result W | bank 2520.00->2580.00 | wager 15.00
HAND 18 | 2520.00->2580.00 | ref 15.00 actual 15.00 | committed 60.00 | NORMAL | P 2♦,2♥ | D-up 5♠ | D-hidden/draw A♥,Q♦,8♥ | W
Recorded | Peak £2580.00 | Trough £0.00 | MaxDD £20.00 | Exposure £95.00
CARD-STREAM REVIEW: hand 19 rejected before result/bankroll entry; re-entering the hand.
  CARD-STREAM REVIEW | Hand 19 rejected by operator; replacement entry follows.

========== HAND 19 / 30 ==========
Bankroll £2580.00 | Research-equivalent available £180.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 3♦,7♥ = 10 | Dealer 3♣
OBSERVED HAND (suits excluded): 3,7 vs 3 | appeared before in project output: 0 time(s)
PREVIOUS OUTCOMES: none yet in the project output for this starting hand.
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 2 | Neutral 1 | High 0
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 3♦,7♥ = 10 | FROZEN POLICY: DOUBLE [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 3♦,7♥ vs 3♣ | DOUBLE | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 3♦,7♥ | frozen DOUBLE | actual DOUBLE
MAIN after DOUBLE: 3♦,7♥,A♣ = soft 21
Dealer 3♣,9♦,A♦,3♦,A♥ = 17

--- CARD STREAM REVIEW: HAND 19 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#104 | H19 | PLAYER card 1          | 3D
#105 | H19 | DEALER hole card       | 9D
#106 | H19 | PLAYER card 2          | 7H
#107 | H19 | DEALER upcard          | 3C
#108 | H19 | PLAYER post-deal card  | AC
#109 | H19 | DEALER draw 1          | AD
#110 | H19 | DEALER draw 2          | 3D
#111 | H19 | DEALER draw 3          | AH
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 21 vs Dealer 17
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2610.00
  HAND_HISTORY | 3,7 vs 3 | mode FROZEN | action DOUBLE | result W | bank 2580.00->2610.00 | wager 15.00
HAND 19 | 2580.00->2610.00 | ref 15.00 actual 15.00 | committed 30.00 | NORMAL | P 3♦,7♥,A♣ | D-up 3♣ | D-hidden/draw 9♦,A♦,3♦,A♥ | W
Recorded | Peak £2610.00 | Trough £0.00 | MaxDD £0.00 | Exposure £30.00

========== HAND 20 / 30 ==========
Bankroll £2610.00 | Research-equivalent available £210.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 8♦,9♥ = 17 | Dealer Q♣
OBSERVED HAND (suits excluded): 8,9 vs Q | appeared before in project output: 0 time(s)
PREVIOUS OUTCOMES: none yet in the project output for this starting hand.
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 0 | Neutral 2 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 8♦,9♥ = 17 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 8♦,9♥ vs Q♣ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 8♦,9♥ | frozen STAND | actual STAND
Dealer Q♣,9♠ = 19

--- CARD STREAM REVIEW: HAND 20 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#112 | H20 | PLAYER card 1          | 8D
#113 | H20 | DEALER hole card       | 9S
#114 | H20 | PLAYER card 2          | 9H
#115 | H20 | DEALER upcard          | QC
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 17 vs Dealer 19
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2595.00
  HAND_HISTORY | 8,9 vs Q | mode FROZEN | action STAND | result L | bank 2610.00->2595.00 | wager 15.00
HAND 20 | 2610.00->2595.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 8♦,9♥ | D-up Q♣ | D-hidden/draw 9♠ | L
Recorded | Peak £2610.00 | Trough £0.00 | MaxDD £15.00 | Exposure £45.00

========== HAND 21 / 30 ==========
Bankroll £2595.00 | Research-equivalent available £195.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 6♥,3♥ = 9 | Dealer J♠
OBSERVED HAND (suits excluded): 3,6 vs J | appeared before in project output: 0 time(s)
PREVIOUS OUTCOMES: none yet in the project output for this starting hand.
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 2 | Neutral 0 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 6♥,3♥ = 9 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 6♥,3♥ vs J♠ | HIT | TEXTBOOK / FROZEN-ALIGNED
Allowed: HSD
  MAIN | 6♥,3♥ | frozen HIT | actual HIT
MAIN 6♥,3♥,Q♠ = 19 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 6♥,3♥,Q♠ vs J♠ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 6♥,3♥,Q♠ | frozen STAND | actual STAND
Dealer J♠,2♠,8♣ = 20

--- CARD STREAM REVIEW: HAND 21 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#116 | H21 | PLAYER card 1          | 6H
#117 | H21 | DEALER hole card       | 2S
#118 | H21 | PLAYER card 2          | 3H
#119 | H21 | DEALER upcard          | JS
#120 | H21 | PLAYER post-deal card  | QS
#121 | H21 | DEALER draw 1          | 8C
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 19 vs Dealer 20
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2580.00
  HAND_HISTORY | 3,6 vs J | mode FROZEN | action HIT | result L | bank 2595.00->2580.00 | wager 15.00
HAND 21 | 2595.00->2580.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 6♥,3♥,Q♠ | D-up J♠ | D-hidden/draw 2♠,8♣ | L
Recorded | Peak £2610.00 | Trough £0.00 | MaxDD £30.00 | Exposure £60.00

========== HAND 22 / 30 ==========
Bankroll £2580.00 | Research-equivalent available £180.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 7♦,7♦ = 14 | Dealer 9♥
OBSERVED HAND (suits excluded): 7,7 vs 9 | appeared before in project output: 0 time(s)
PREVIOUS OUTCOMES: none yet in the project output for this starting hand.
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 0 | Neutral 3 | High 0
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 7♦,7♦ = 14 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 7♦,7♦ vs 9♥ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 7♦,7♦ | frozen HIT | actual HIT
MAIN 7♦,7♦,A♣ = 15 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 7♦,7♦,A♣ vs 9♥ | HIT | TEXTBOOK / FROZEN-ALIGNED
Allowed: HS
  MAIN | 7♦,7♦,A♣ | frozen HIT | actual HIT
MAIN 7♦,7♦,A♣,A♣ = 16 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 7♦,7♦,A♣,A♣ vs 9♥ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 7♦,7♦,A♣,A♣ | frozen HIT | actual HIT
MAIN 7♦,7♦,A♣,A♣,2♥ = 18 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 7♦,7♦,A♣,A♣,2♥ vs 9♥ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 7♦,7♦,A♣,A♣,2♥ | frozen STAND | actual STAND
Dealer 9♥,6♥,A♣,A♥ = 17

--- CARD STREAM REVIEW: HAND 22 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#122 | H22 | PLAYER card 1          | 7D
#123 | H22 | DEALER hole card       | 6H
#124 | H22 | PLAYER card 2          | 7D
#125 | H22 | DEALER upcard          | 9H
#126 | H22 | PLAYER post-deal card  | AC
#127 | H22 | PLAYER post-deal card  | AC
#128 | H22 | PLAYER post-deal card  | 2H
#129 | H22 | DEALER draw 1          | AC
#130 | H22 | DEALER draw 2          | AH
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 18 vs Dealer 17
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2595.00
  HAND_HISTORY | 7,7 vs 9 | mode FROZEN | action HIT | result W | bank 2580.00->2595.00 | wager 15.00
HAND 22 | 2580.00->2595.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 7♦,7♦,A♣,A♣,2♥ | D-up 9♥ | D-hidden/draw 6♥,A♣,A♥ | W
Recorded | Peak £2610.00 | Trough £0.00 | MaxDD £30.00 | Exposure £75.00

========== HAND 23 / 30 ==========
Bankroll £2595.00 | Research-equivalent available £195.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player Q♠,7♣ = 17 | Dealer 8♥
OBSERVED HAND (suits excluded): 7,Q vs 8 | appeared before in project output: 0 time(s)
PREVIOUS OUTCOMES: none yet in the project output for this starting hand.
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 0 | Neutral 2 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN Q♠,7♣ = 17 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | Q♠,7♣ vs 8♥ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | Q♠,7♣ | frozen STAND | actual STAND
Dealer 8♥,K♥ = 18

--- CARD STREAM REVIEW: HAND 23 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#131 | H23 | PLAYER card 1          | QS
#132 | H23 | DEALER hole card       | KH
#133 | H23 | PLAYER card 2          | 7C
#134 | H23 | DEALER upcard          | 8H
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 17 vs Dealer 18
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2580.00
  HAND_HISTORY | 7,Q vs 8 | mode FROZEN | action STAND | result L | bank 2595.00->2580.00 | wager 15.00
HAND 23 | 2595.00->2580.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P Q♠,7♣ | D-up 8♥ | D-hidden/draw K♥ | L
Recorded | Peak £2610.00 | Trough £0.00 | MaxDD £30.00 | Exposure £90.00

========== HAND 24 / 30 ==========
Bankroll £2580.00 | Research-equivalent available £180.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player J♥,7♣ = 17 | Dealer J♣
OBSERVED HAND (suits excluded): 7,J vs J | appeared before in project output: 0 time(s)
PREVIOUS OUTCOMES: none yet in the project output for this starting hand.
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 0 | Neutral 1 | High 2
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN J♥,7♣ = 17 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | J♥,7♣ vs J♣ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | J♥,7♣ | frozen STAND | actual STAND
Dealer J♣,2♦,5♣ = 17

--- CARD STREAM REVIEW: HAND 24 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#135 | H24 | PLAYER card 1          | JH
#136 | H24 | DEALER hole card       | 2D
#137 | H24 | PLAYER card 2          | 7C
#138 | H24 | DEALER upcard          | JC
#139 | H24 | DEALER draw 1          | 5C
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PUSH | Player 17 vs Dealer 17
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2580.00
  HAND_HISTORY | 7,J vs J | mode FROZEN | action STAND | result P | bank 2580.00->2580.00 | wager 15.00
HAND 24 | 2580.00->2580.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P J♥,7♣ | D-up J♣ | D-hidden/draw 2♦,5♣ | P
Recorded | Peak £2610.00 | Trough £0.00 | MaxDD £30.00 | Exposure £105.00

========== HAND 25 / 30 ==========
Bankroll £2580.00 | Research-equivalent available £180.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player J♥,4♦ = 14 | Dealer 8♥
OBSERVED HAND (suits excluded): 4,J vs 8 | appeared before in project output: 0 time(s)
PREVIOUS OUTCOMES: none yet in the project output for this starting hand.
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 1 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN J♥,4♦ = 14 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | J♥,4♦ vs 8♥ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | J♥,4♦ | frozen HIT | actual HIT
MAIN BUST at 23
Dealer 8♥,10♣ = 18

--- CARD STREAM REVIEW: HAND 25 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#140 | H25 | PLAYER card 1          | JH
#141 | H25 | DEALER hole card       | 10C
#142 | H25 | PLAYER card 2          | 4D
#143 | H25 | DEALER upcard          | 8H
#144 | H25 | PLAYER post-deal card  | 9S
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 23 vs Dealer 18
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2565.00
  HAND_HISTORY | 4,J vs 8 | mode FROZEN | action HIT | result L | bank 2580.00->2565.00 | wager 15.00
HAND 25 | 2580.00->2565.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P J♥,4♦,9♠ | D-up 8♥ | D-hidden/draw 10♣ | L
Recorded | Peak £2610.00 | Trough £0.00 | MaxDD £45.00 | Exposure £120.00

========== HAND 26 / 30 ==========
Bankroll £2565.00 | Research-equivalent available £165.00 | State NORMAL | FROZEN WAGER £30.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 7♦,10♦ = 17 | Dealer J♠
OBSERVED HAND (suits excluded): 10,7 vs J | appeared before in project output: 0 time(s)
PREVIOUS OUTCOMES: none yet in the project output for this starting hand.
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 0 | Neutral 1 | High 2
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 7♦,10♦ = 17 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 7♦,10♦ vs J♠ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 7♦,10♦ | frozen STAND | actual STAND
Dealer J♠,J♣ = 20

--- CARD STREAM REVIEW: HAND 26 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#145 | H26 | PLAYER card 1          | 7D
#146 | H26 | DEALER hole card       | JC
#147 | H26 | PLAYER card 2          | 10D
#148 | H26 | DEALER upcard          | JS
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 17 vs Dealer 20
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2535.00
  HAND_HISTORY | 10,7 vs J | mode FROZEN | action STAND | result L | bank 2565.00->2535.00 | wager 30.00
HAND 26 | 2565.00->2535.00 | ref 30.00 actual 30.00 | committed 30.00 | NORMAL | P 7♦,10♦ | D-up J♠ | D-hidden/draw J♣ | L
Recorded | Peak £2610.00 | Trough £0.00 | MaxDD £75.00 | Exposure £150.00

========== HAND 27 / 30 ==========
Bankroll £2535.00 | Research-equivalent available £135.00 | State NORMAL | FROZEN WAGER £20.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player K♥,10♥ = 20 | Dealer K♠
OBSERVED HAND (suits excluded): 10,K vs K | appeared before in project output: 0 time(s)
PREVIOUS OUTCOMES: none yet in the project output for this starting hand.
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 0 | Neutral 0 | High 3
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN K♥,10♥ = 20 | FROZEN POLICY: STAND [FROZEN RESEARCH OVERRIDE: prior SPLIT -> STAND; also TEXTBOOK]
  POLICY SOURCE | MAIN | K♥,10♥ vs K♠ | STAND | FROZEN RESEARCH OVERRIDE: prior SPLIT -> STAND; also TEXTBOOK
  MAIN | K♥,10♥ | frozen STAND | actual STAND
Dealer K♠,10♦ = 20

--- CARD STREAM REVIEW: HAND 27 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#149 | H27 | PLAYER card 1          | KH
#150 | H27 | DEALER hole card       | 10D
#151 | H27 | PLAYER card 2          | 10H
#152 | H27 | DEALER upcard          | KS
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PUSH | Player 20 vs Dealer 20
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2535.00
  HAND_HISTORY | 10,K vs K | mode FROZEN | action STAND | result P | bank 2535.00->2535.00 | wager 20.00
HAND 27 | 2535.00->2535.00 | ref 20.00 actual 20.00 | committed 20.00 | NORMAL | P K♥,10♥ | D-up K♠ | D-hidden/draw 10♦ | P
Recorded | Peak £2610.00 | Trough £0.00 | MaxDD £75.00 | Exposure £170.00

========== HAND 28 / 30 ==========
Bankroll £2535.00 | Research-equivalent available £135.00 | State NORMAL | FROZEN WAGER £20.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 9♠,2♠ = 11 | Dealer 6♣
OBSERVED HAND (suits excluded): 2,9 vs 6 | appeared before in project output: 0 time(s)
PREVIOUS OUTCOMES: none yet in the project output for this starting hand.
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 2 | Neutral 1 | High 0
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 9♠,2♠ = 11 | FROZEN POLICY: DOUBLE [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 9♠,2♠ vs 6♣ | DOUBLE | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 9♠,2♠ | frozen DOUBLE | actual DOUBLE
MAIN after DOUBLE: 9♠,2♠,Q♥ = 21
Dealer 6♣,K♣,2♣ = 18

--- CARD STREAM REVIEW: HAND 28 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#153 | H28 | PLAYER card 1          | 9S
#154 | H28 | DEALER hole card       | KC
#155 | H28 | PLAYER card 2          | 2S
#156 | H28 | DEALER upcard          | 6C
#157 | H28 | PLAYER post-deal card  | QH
#158 | H28 | DEALER draw 1          | 2C
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 21 vs Dealer 18
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2575.00
  HAND_HISTORY | 2,9 vs 6 | mode FROZEN | action DOUBLE | result W | bank 2535.00->2575.00 | wager 20.00
HAND 28 | 2535.00->2575.00 | ref 20.00 actual 20.00 | committed 40.00 | NORMAL | P 9♠,2♠,Q♥ | D-up 6♣ | D-hidden/draw K♣,2♣ | W
Recorded | Peak £2610.00 | Trough £0.00 | MaxDD £75.00 | Exposure £210.00

========== HAND 29 / 30 ==========
SHUFFLE RECORDED before hand 29 | previous segment cards recorded: 55
Bankroll £2575.00 | Research-equivalent available £175.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 9♠,8♠ = 17 | Dealer 3♠
OBSERVED HAND (suits excluded): 8,9 vs 3 | appeared before in project output: 0 time(s)
PREVIOUS OUTCOMES: none yet in the project output for this starting hand.
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 2 | High 0
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 9♠,8♠ = 17 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 9♠,8♠ vs 3♠ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 9♠,8♠ | frozen STAND | actual STAND
Dealer 3♠,3♥,9♥,6♥ = 21 21

--- CARD STREAM REVIEW: HAND 29 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#159 | H29 | PLAYER card 1          | 9S
#160 | H29 | DEALER hole card       | 3H
#161 | H29 | PLAYER card 2          | 8S
#162 | H29 | DEALER upcard          | 3S
#163 | H29 | DEALER draw 1          | 9H
#164 | H29 | DEALER draw 2          | 6H
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 17 vs Dealer 21
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2560.00
  HAND_HISTORY | 8,9 vs 3 | mode FROZEN | action STAND | result L | bank 2575.00->2560.00 | wager 15.00
HAND 29 | 2575.00->2560.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 9♠,8♠ | D-up 3♠ | D-hidden/draw 3♥,9♥,6♥ | L
Recorded | Peak £2610.00 | Trough £0.00 | MaxDD £75.00 | Exposure £225.00

========== HAND 30 / 30 ==========
Bankroll £2560.00 | Research-equivalent available £160.00 | State NORMAL | FROZEN WAGER £30.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player J♥,A♥ = soft 21 | Dealer 8♠
OBSERVED HAND (suits excluded): A,J vs 8 | appeared before in project output: 1 time(s)
PREVIOUS OUTCOMES FOR THIS STARTING HAND (all recorded occurrences):
  #1 | mode FROZEN | action NATURAL | result W | bank 2634.00->2656.00 | wager 15.00
  #2 | mode FROZEN | action NATURAL | result W | bank 2634.00->2656.00 | wager 15.00
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 0 | Neutral 1 | High 2
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
Player 21/natural: no further player decision entered here.
Dealer 8♠,8♠,8♦ = 24 BUST

--- CARD STREAM REVIEW: HAND 30 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#165 | H30 | PLAYER card 1          | JH
#166 | H30 | DEALER hole card       | 8S
#167 | H30 | PLAYER card 2          | AH
#168 | H30 | DEALER upcard          | 8S
#169 | H30 | DEALER draw 1          | 8D
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 21 vs Dealer 24
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2605.00
  HAND_HISTORY | A,J vs 8 | mode FROZEN | action NATURAL | result W | bank 2560.00->2605.00 | wager 30.00
HAND 30 | 2560.00->2605.00 | ref 30.00 actual 30.00 | committed 30.00 | NORMAL | P J♥,A♥ | D-up 8♠ | D-hidden/draw 8♠,8♦ | W
Recorded | Peak £2610.00 | Trough £0.00 | MaxDD £75.00 | Exposure £255.00
LEDGER_ENTRY | session 20260905_174453 | mode FROZEN | hands 30 | start 100.00 | final 205.00 | session_pl 105.00
PROJECT LEDGER SUMMARY
Completed sessions: 4 | Total hands: 106
Cumulative project P/L: £466.00
Cumulative P/L vs £100 per-session starting capital: 116.50%
Project-equivalent running balance (initial £100 + cumulative P/L): £566.00
Ledger basis: each live session independently starts at research-equivalent £100; cumulative P/L sums session profits/losses.
================ END SESSION 20260905_174453 ================


SHUFFLE_ANALYSIS_STATUS | session 20260905_174453 | PENDING

================ AUTOMATIC SHUFFLE ROBUSTNESS | SESSION 20260905_174453 ================
ENGINE VERSION: integrated-post-session-v3 | paired_replays_per_method 5000 | seed_base 202609050001
Captured-card reservoir: 169 cards
Comparable-action definition: same replay hand, branch, decision ordinal, player-rank state and dealer upcard in both independently consumed paths.
A | Observed-card permutation: shuffle only the captured session-card reservoir; no cards added.
  Frozen median 92.50 | Casual median 100.00 | Frozen mean 105.81 | Casual mean 101.91
  £200 reach Frozen 32.42% | Casual 22.08% | Mean exposure Frozen 454.01 | Casual 417.77 | Mean maxDD Frozen 90.65 | Casual 82.50
  30-hand completion Frozen 3420 | Casual 3556 | Both 3235
  Mean paired final-bankroll difference Frozen-Casual (both completed): 8.13
  Comparable action decisions total: 141055 | Different actions total: 5001 | Mean Comparable Action Differences: 1.0002
B | Full six-deck RNG: generate and uniformly shuffle a fresh 312-card six-deck shoe.
  Frozen median 80.00 | Casual median 92.50 | Frozen mean 99.52 | Casual mean 96.91
  £200 reach Frozen 30.12% | Casual 20.12% | Mean exposure Frozen 450.70 | Casual 413.83 | Mean maxDD Frozen 92.90 | Casual 83.79
  30-hand completion Frozen 3348 | Casual 3519 | Both 3150
  Mean paired final-bankroll difference Frozen-Casual (both completed): 7.58
  Comparable action decisions total: 137976 | Different actions total: 5740 | Mean Comparable Action Differences: 1.1480
C1 | Penetration 50%: captured reservoir; reshuffle only remaining cards between hands at 50%.
  Frozen median 92.50 | Casual median 100.00 | Frozen mean 106.51 | Casual mean 104.37
  £200 reach Frozen 32.64% | Casual 23.24% | Mean exposure Frozen 454.96 | Casual 420.25 | Mean maxDD Frozen 90.12 | Casual 81.77
  30-hand completion Frozen 3415 | Casual 3630 | Both 3255
  Mean paired final-bankroll difference Frozen-Casual (both completed): 7.42
  Comparable action decisions total: 139674 | Different actions total: 4900 | Mean Comparable Action Differences: 0.9800
C2 | Penetration 65%: captured reservoir; reshuffle only remaining cards between hands at 65%.
  Frozen median 87.50 | Casual median 100.00 | Frozen mean 104.33 | Casual mean 102.11
  £200 reach Frozen 31.26% | Casual 22.28% | Mean exposure Frozen 454.90 | Casual 418.85 | Mean maxDD Frozen 91.02 | Casual 82.46
  30-hand completion Frozen 3428 | Casual 3594 | Both 3218
  Mean paired final-bankroll difference Frozen-Casual (both completed): 6.71
  Comparable action decisions total: 138492 | Different actions total: 5086 | Mean Comparable Action Differences: 1.0172
C3 | Penetration 75%: captured reservoir; reshuffle only remaining cards between hands at 75%.
  Frozen median 90.00 | Casual median 100.00 | Frozen mean 105.22 | Casual mean 102.56
  £200 reach Frozen 31.02% | Casual 22.24% | Mean exposure Frozen 456.31 | Casual 420.98 | Mean maxDD Frozen 90.46 | Casual 81.89
  30-hand completion Frozen 3428 | Casual 3616 | Both 3233
  Mean paired final-bankroll difference Frozen-Casual (both completed): 7.03
  Comparable action decisions total: 140858 | Different actions total: 5127 | Mean Comparable Action Differences: 1.0254
C4 | Penetration 80%: captured reservoir; reshuffle only remaining cards between hands at 80%.
  Frozen median 85.00 | Casual median 92.50 | Frozen mean 102.16 | Casual mean 99.96
  £200 reach Frozen 30.92% | Casual 21.76% | Mean exposure Frozen 450.34 | Casual 416.81 | Mean maxDD Frozen 91.26 | Casual 83.31
  30-hand completion Frozen 3338 | Casual 3536 | Both 3150
  Mean paired final-bankroll difference Frozen-Casual (both completed): 7.38
  Comparable action decisions total: 137866 | Different actions total: 4978 | Mean Comparable Action Differences: 0.9956
D | Physical-style proxy: captured reservoir with deterministic riffle/strip/cut-style mixing.
  Frozen median 87.50 | Casual median 100.00 | Frozen mean 102.71 | Casual mean 101.15
  £200 reach Frozen 30.78% | Casual 21.70% | Mean exposure Frozen 455.27 | Casual 420.29 | Mean maxDD Frozen 91.36 | Casual 82.60
  30-hand completion Frozen 3411 | Casual 3598 | Both 3238
  Mean paired final-bankroll difference Frozen-Casual (both completed): 6.38
  Comparable action decisions total: 140420 | Different actions total: 5060 | Mean Comparable Action Differences: 1.0120
E | Automatic/continuous proxy: captured reservoir; after each complete hand, used cards return and the full reservoir is remixed.
  Frozen median 92.50 | Casual median 100.00 | Frozen mean 107.78 | Casual mean 104.45
  £200 reach Frozen 33.50% | Casual 23.36% | Mean exposure Frozen 456.88 | Casual 420.93 | Mean maxDD Frozen 90.04 | Casual 81.89
  30-hand completion Frozen 3528 | Casual 3694 | Both 3435
  Mean paired final-bankroll difference Frozen-Casual (both completed): 7.87
  Comparable action decisions total: 162053 | Different actions total: 5773 | Mean Comparable Action Differences: 1.1546
Method E boundary: after each COMPLETE hand, consumed cards return to the captured reservoir and the entire reservoir is remixed; no captured card is added, removed or substituted.
Method D boundary: declared mathematical riffle/strip/cut proxy; not a proprietary casino-shuffler reproduction.
SHUFFLE_ANALYSIS_STATUS | session 20260905_174453 | COMPLETE
================ END AUTOMATIC SHUFFLE ROBUSTNESS | SESSION 20260905_174453 ================

================ RETROSPECTIVE EVIDENCE ADDENDUM | SESSION 20260903_004704 ================
DETERMINISTIC BLACKJACK — SESSION 1 RETROSPECTIVE SHUFFLE ROBUSTNESS AUDIT

SESSION
Session ID: 20260903_004704 (corrected)
Journey: PRIMARY 1646
Observed live result remains historical evidence and is not altered by this retrospective analysis.

WHY THE REPLAY RESERVOIR IS 176 CARDS
The original summary counter reports 174 cards. During the post-session evidence review,
Hand 7 was corrected from an accidentally entered STAND to the actual SPLIT. The retained
contemporaneous evidence identifies both split child cards:
  Split A: 9♥ + Q♣
  Split B: 9♣ + 9♣
Those two physically consumed split cards were not represented in the old 174-card counter.
For retrospective reservoir reconstruction they are therefore included, giving 176 cards.
This matches the existing Session 1 publication plate's Total Cards Recorded = 176.

RANK-LEVEL RECONSTRUCTION BOUNDARIES
Two card suits are not retained, but their ranks are uniquely constrained by the recorded totals:
1. Hand 19: dealer upcard is a ten-value Jack; known dealer cards include 5, 5 plus one
   unrecorded card and the dealer final is BUST 22. The missing card rank is therefore 2.
   Its suit and exact dealer sub-order remain unknown.
2. Hand 28: Split B is 9+4 = 13, then one HIT produces BUST 23. The hit card is therefore
   a ten-value card. Its exact rank among 10/J/Q/K and its suit were not retained.
   For replay mathematics the V3 engine uses blackjack card value/rank state, not suit.

IMPORTANT SCIENTIFIC BOUNDARY
The A/B/C1/C2/C3/C4/D/E population analysis below was NOT performed at the time Session 1
was played. It is a retrospective replay using the later audited integrated-post-session-v3
architecture, 5,000 paired replays per method, seed base 202609050001.
The observed Session 1 result (£343 final bankroll) remains separate historical evidence.

V3 RETROSPECTIVE RESULTS

================ AUTOMATIC SHUFFLE ROBUSTNESS | SESSION 20260903_004704 ================
ENGINE VERSION: integrated-post-session-v3 | paired_replays_per_method 5000 | seed_base 202609050001
Captured-card reservoir: 176 cards
Comparable-action definition: same replay hand, branch, decision ordinal, player-rank state and dealer upcard in both independently consumed paths.
A | Observed-card permutation: shuffle only the captured session-card reservoir; no cards added.
  Frozen median 71.25 | Casual median 85.00 | Frozen mean 92.99 | Casual mean 91.33
  £200 reach Frozen 27.92% | Casual 19.36% | Mean exposure Frozen 445.69 | Casual 410.91 | Mean maxDD Frozen 94.66 | Casual 85.98
  30-hand completion Frozen 3061 | Casual 3327 | Both 2819
  Mean paired final-bankroll difference Frozen-Casual (both completed): 6.58
  Comparable action decisions total: 139088 | Different actions total: 6240 | Mean Comparable Action Differences: 1.2480
B | Full six-deck RNG: generate and uniformly shuffle a fresh 312-card six-deck shoe.
  Frozen median 80.00 | Casual median 92.50 | Frozen mean 99.52 | Casual mean 96.91
  £200 reach Frozen 30.12% | Casual 20.12% | Mean exposure Frozen 450.70 | Casual 413.83 | Mean maxDD Frozen 92.90 | Casual 83.79
  30-hand completion Frozen 3348 | Casual 3519 | Both 3150
  Mean paired final-bankroll difference Frozen-Casual (both completed): 7.58
  Comparable action decisions total: 137976 | Different actions total: 5740 | Mean Comparable Action Differences: 1.1480
C1 | Penetration 50%: captured reservoir; reshuffle only remaining cards between hands at 50%.
  Frozen median 72.50 | Casual median 85.00 | Frozen mean 94.45 | Casual mean 90.87
  £200 reach Frozen 28.88% | Casual 19.12% | Mean exposure Frozen 444.73 | Casual 407.10 | Mean maxDD Frozen 94.15 | Casual 85.78
  30-hand completion Frozen 3050 | Casual 3289 | Both 2795
  Mean paired final-bankroll difference Frozen-Casual (both completed): 9.18
  Comparable action decisions total: 135758 | Different actions total: 5947 | Mean Comparable Action Differences: 1.1894
C2 | Penetration 65%: captured reservoir; reshuffle only remaining cards between hands at 65%.
  Frozen median 70.00 | Casual median 85.00 | Frozen mean 92.15 | Casual mean 93.32
  £200 reach Frozen 28.66% | Casual 19.68% | Mean exposure Frozen 444.92 | Casual 411.80 | Mean maxDD Frozen 95.42 | Casual 85.31
  30-hand completion Frozen 3050 | Casual 3399 | Both 2848
  Mean paired final-bankroll difference Frozen-Casual (both completed): 5.32
  Comparable action decisions total: 137597 | Different actions total: 6140 | Mean Comparable Action Differences: 1.2280
C3 | Penetration 75%: captured reservoir; reshuffle only remaining cards between hands at 75%.
  Frozen median 70.00 | Casual median 85.00 | Frozen mean 93.41 | Casual mean 93.62
  £200 reach Frozen 28.44% | Casual 19.94% | Mean exposure Frozen 445.03 | Casual 412.04 | Mean maxDD Frozen 94.63 | Casual 85.01
  30-hand completion Frozen 3054 | Casual 3348 | Both 2841
  Mean paired final-bankroll difference Frozen-Casual (both completed): 6.46
  Comparable action decisions total: 139486 | Different actions total: 6100 | Mean Comparable Action Differences: 1.2200
C4 | Penetration 80%: captured reservoir; reshuffle only remaining cards between hands at 80%.
  Frozen median 70.00 | Casual median 85.00 | Frozen mean 93.10 | Casual mean 92.49
  £200 reach Frozen 28.28% | Casual 19.32% | Mean exposure Frozen 446.22 | Casual 411.38 | Mean maxDD Frozen 95.13 | Casual 85.59
  30-hand completion Frozen 3057 | Casual 3334 | Both 2838
  Mean paired final-bankroll difference Frozen-Casual (both completed): 6.00
  Comparable action decisions total: 138285 | Different actions total: 6119 | Mean Comparable Action Differences: 1.2238
D | Physical-style proxy: captured reservoir with deterministic riffle/strip/cut-style mixing.
  Frozen median 72.50 | Casual median 85.00 | Frozen mean 94.16 | Casual mean 92.66
  £200 reach Frozen 29.02% | Casual 19.80% | Mean exposure Frozen 446.44 | Casual 413.22 | Mean maxDD Frozen 94.21 | Casual 85.36
  30-hand completion Frozen 3039 | Casual 3355 | Both 2801
  Mean paired final-bankroll difference Frozen-Casual (both completed): 8.56
  Comparable action decisions total: 137989 | Different actions total: 6039 | Mean Comparable Action Differences: 1.2078
E | Automatic/continuous proxy: captured reservoir; after each complete hand, used cards return and the full reservoir is remixed.
  Frozen median 72.50 | Casual median 85.00 | Frozen mean 92.24 | Casual mean 90.72
  £200 reach Frozen 28.14% | Casual 19.12% | Mean exposure Frozen 447.45 | Casual 410.78 | Mean maxDD Frozen 94.99 | Casual 85.95
  30-hand completion Frozen 3175 | Casual 3379 | Both 3030
  Mean paired final-bankroll difference Frozen-Casual (both completed): 6.98
  Comparable action decisions total: 165026 | Different actions total: 7525 | Mean Comparable Action Differences: 1.5050
Method E boundary: after each COMPLETE hand, consumed cards return to the captured reservoir and the entire reservoir is remixed; no captured card is added, removed or substituted.
Method D boundary: declared mathematical riffle/strip/cut proxy; not a proprietary casino-shuffler reproduction.
SHUFFLE_ANALYSIS_STATUS | session 20260903_004704 | COMPLETE
================ END AUTOMATIC SHUFFLE ROBUSTNESS | SESSION 20260903_004704 ================


PUBLICATION NOTE
If these results are added to the Session 1 plate, label the table explicitly as a retrospective
V3 replay so that readers do not mistake it for contemporaneous Session 1 analysis.
================ END RETROSPECTIVE EVIDENCE ADDENDUM | SESSION 20260903_004704 ================
PLATE_STATUS | session 20260905_174453 | COMPLETE | operator_confirmation 2026-09-06 16:11:46

================ SESSION 20260906_163019 ================
DETERMINISTIC BLACKJACK - LIVE SESSION REPORT
SESSION NAME: Amit - follow exact
PLATFORM BALANCE BASIS: Start £2500.00 | £2400.00 = research-equivalent £0/depleted
Platform Final £2410.00 | Platform Peak £2500.00 | Platform Trough £2410.00 | MaxDD £90.00 | Exposure £165.00
OFFSET RESEARCH-EQUIVALENT: Start £100.00 | Final £10.00 | Peak £100.00 | Trough £10.00
OFFSET RULE: research-equivalent bankroll = platform balance - £2400.00
AFFORDABILITY RULE: £2400 platform offset is protected; wager/double/split affordability uses research-equivalent bankroll only.
MODE: FROZEN ARCHITECTURE
W/L/P 1/7/3
Wager match/above/below 11/0/0
Action match/different 14/0
SOURCE: 247blackjack.com
SOURCE TYPE: Online play-money blackjack, configured 6-deck game
CARD GENERATION: computational/RNG implementation; visible six-deck shuffle events recorded from interface
Shuffle events explicitly observed: 1
Total cards recorded: 61
Cards since most recent observed shuffle/start: 61
Exact known rank+suit identities observed: 36
Validation warnings/overrides encountered: 0
Hands re-entered through amendment review: 1
Decision provenance counts:
  TOTAL DECISION EVENTS: 14 (decision events, not hands)
  TEXTBOOK / FROZEN-ALIGNED: 14
  FROZEN RESEARCH OVERRIDE events: 0
  FROZEN PRIMARY HARD11-vs-10 events: 0
Policy note: Pair20-vs-10 STAND is a research override of prior aggressive SPLIT and also agrees with textbook.
Policy note: HARD11-vs-10 primary remains DOUBLE; Cooling->HIT is a capital-protection alternate, not the primary action used here.
Shuffle log: Shuffle observed before hand 1 after 0 recorded cards since previous start/shuffle.
Penetration is not inferred unless a visible shuffle boundary is recorded; card counts are observational.
Boundary: frozen wagers are historical reference wagers, not proven optimal stakes.
Controller note: exact mature BRAKE predicate is not invented; only explicit handover transitions are used.

PERSONAL-MODE HISTORY ACCESS: recent-table-hand history is hidden by default and, if requested, shown BEFORE the wager; matching-hand history is available only after the current starting cards are known and before the player action.
RECENT TABLE-HAND WINDOW: user-selectable 1-3 previously committed hands from the current session only; the request itself is retained as behavioural evidence and occurs before capital is committed.

OBSERVED INITIAL-HAND INDEX + HISTORICAL OUTCOMES (SUITS EXCLUDED)
  HISTORY_MATCHES_SHOWN | 0 | signature 8,A vs 2
HAND_SIGNATURE | 8,A vs 2
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/1/1
HAND_HISTORY | 8,A vs 2 | mode FROZEN | action STAND | result P | bank 2500.00->2500.00 | wager 15.00
  HISTORY_MATCHES_SHOWN | 0 | signature 2,A vs 3
HAND_SIGNATURE | 2,A vs 3
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 2/0/1
HAND_HISTORY | 2,A vs 3 | mode FROZEN | action HIT | result L | bank 2500.00->2485.00 | wager 15.00
  HISTORY_MATCHES_SHOWN | 0 | signature 5,J vs 5
HAND_SIGNATURE | 5,J vs 5
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 2/0/1
HAND_HISTORY | 5,J vs 5 | mode FROZEN | action STAND | result L | bank 2485.00->2470.00 | wager 15.00
  HISTORY_MATCHES_SHOWN | 0 | signature 2,J vs A
HAND_SIGNATURE | 2,J vs A
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/0/2
HAND_HISTORY | 2,J vs A | mode FROZEN | action HIT | result P | bank 2470.00->2470.00 | wager 15.00
  HISTORY_MATCHES_SHOWN | 0 | signature 10,6 vs 6
HAND_SIGNATURE | 10,6 vs 6
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 2/0/1
HAND_HISTORY | 10,6 vs 6 | mode FROZEN | action STAND | result L | bank 2470.00->2455.00 | wager 15.00
  HISTORY_MATCHES_SHOWN | 0 | signature 3,Q vs 4
HAND_SIGNATURE | 3,Q vs 4
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 2/0/1
HAND_HISTORY | 3,Q vs 4 | mode FROZEN | action STAND | result W | bank 2455.00->2470.00 | wager 15.00
  HISTORY_MATCHES_SHOWN | 1 | total eligible 1 | signature 4,K vs K
HAND_SIGNATURE | 4,K vs K
  PRIOR_OCCURRENCES | 1 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/0/2
HAND_HISTORY | 4,K vs K | mode FROZEN | action HIT | result L | bank 2470.00->2455.00 | wager 15.00
  HISTORY_MATCHES_SHOWN | 0 | signature 8,Q vs 2
HAND_SIGNATURE | 8,Q vs 2
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/1/1
HAND_HISTORY | 8,Q vs 2 | mode FROZEN | action STAND | result P | bank 2455.00->2455.00 | wager 15.00
  HISTORY_MATCHES_SHOWN | 0 | signature 6,7 vs 3
HAND_SIGNATURE | 6,7 vs 3
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 2/1/0
HAND_HISTORY | 6,7 vs 3 | mode FROZEN | action STAND | result L | bank 2455.00->2440.00 | wager 15.00
  HISTORY_MATCHES_SHOWN | 0 | signature 10,8 vs A
HAND_SIGNATURE | 10,8 vs A
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 0/1/2
HAND_HISTORY | 10,8 vs A | mode FROZEN | action STAND | result L | bank 2440.00->2425.00 | wager 15.00
  HISTORY_MATCHES_SHOWN | 0 | signature 6,9 vs A
HAND_SIGNATURE | 6,9 vs A
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/1/1
HAND_HISTORY | 6,9 vs A | mode FROZEN | action HIT | result L | bank 2425.00->2410.00 | wager 15.00

CHRONOLOGICAL CARD DATASET (RECONSTRUCTED DEAL ORDER)
Order rule observed on 247 animation: Player1 -> Dealer hole -> Player2 -> Dealer up -> subsequent player cards -> subsequent dealer draws.
Dealer hole cards are entered later when revealed but are retrospectively placed as the dealer's first dealt card, matching the observed 247 animation.
Split/post-deal cards are retained in operator-entry order; if platform split dealing order differs, that sub-order must be reviewed before deterministic replay.
HAND 1 DEAL-ORDER RECONSTRUCTION
#001 | H01 | PLAYER card 1          | 8♠
#002 | H01 | DEALER hole card       | A♦
#003 | H01 | PLAYER card 2          | A♣
#004 | H01 | DEALER upcard          | 2♠
#005 | H01 | DEALER draw 1          | 3♥
#006 | H01 | DEALER draw 2          | 3♦

HAND 2 DEAL-ORDER RECONSTRUCTION
#007 | H02 | PLAYER card 1          | A♠
#008 | H02 | DEALER hole card       | J♣
#009 | H02 | PLAYER card 2          | 2♦
#010 | H02 | DEALER upcard          | 3♥
#011 | H02 | PLAYER post-deal card  | 9♥
#012 | H02 | PLAYER post-deal card  | 3♥
#013 | H02 | DEALER draw 1          | A♠
#014 | H02 | DEALER draw 2          | 7♥

HAND 3 DEAL-ORDER RECONSTRUCTION
#015 | H03 | PLAYER card 1          | J♣
#016 | H03 | DEALER hole card       | Q♣
#017 | H03 | PLAYER card 2          | 5♣
#018 | H03 | DEALER upcard          | 5♠
#019 | H03 | DEALER draw 1          | 5♠

HAND 4 DEAL-ORDER RECONSTRUCTION
#020 | H04 | PLAYER card 1          | 2♣
#021 | H04 | DEALER hole card       | 5♣
#022 | H04 | PLAYER card 2          | J♠
#023 | H04 | DEALER upcard          | A♦
#024 | H04 | PLAYER post-deal card  | 7♦
#025 | H04 | DEALER draw 1          | 3♣

HAND 5 DEAL-ORDER RECONSTRUCTION
#026 | H05 | PLAYER card 1          | 6♦
#027 | H05 | DEALER hole card       | 3♦
#028 | H05 | PLAYER card 2          | 10♣
#029 | H05 | DEALER upcard          | 6♣
#030 | H05 | DEALER draw 1          | A♦

HAND 6 DEAL-ORDER RECONSTRUCTION
#031 | H06 | PLAYER card 1          | 3♦
#032 | H06 | DEALER hole card       | 2♠
#033 | H06 | PLAYER card 2          | Q♥
#034 | H06 | DEALER upcard          | 4♥
#035 | H06 | DEALER draw 1          | 10♦
#036 | H06 | DEALER draw 2          | 6♥

HAND 7 DEAL-ORDER RECONSTRUCTION
#037 | H07 | PLAYER card 1          | 4♥
#038 | H07 | DEALER hole card       | 3♠
#039 | H07 | PLAYER card 2          | K♠
#040 | H07 | DEALER upcard          | K♠
#041 | H07 | PLAYER post-deal card  | Q♥

HAND 8 DEAL-ORDER RECONSTRUCTION
#042 | H08 | PLAYER card 1          | Q♦
#043 | H08 | DEALER hole card       | J♥
#044 | H08 | PLAYER card 2          | 8♥
#045 | H08 | DEALER upcard          | 2♣
#046 | H08 | DEALER draw 1          | 4♥
#047 | H08 | DEALER draw 2          | 2♥

HAND 9 DEAL-ORDER RECONSTRUCTION
#048 | H09 | PLAYER card 1          | 6♠
#049 | H09 | DEALER hole card       | 9♥
#050 | H09 | PLAYER card 2          | 7♦
#051 | H09 | DEALER upcard          | 3♠
#052 | H09 | DEALER draw 1          | 8♥

HAND 10 DEAL-ORDER RECONSTRUCTION
#053 | H10 | PLAYER card 1          | 8♦
#054 | H10 | DEALER hole card       | 10♠
#055 | H10 | PLAYER card 2          | 10♠
#056 | H10 | DEALER upcard          | A♦

HAND 11 DEAL-ORDER RECONSTRUCTION
#057 | H11 | PLAYER card 1          | 6♥
#058 | H11 | DEALER hole card       | 9♥
#059 | H11 | PLAYER card 2          | 9♠
#060 | H11 | DEALER upcard          | A♣
#061 | H11 | PLAYER post-deal card  | 7♣


AUDIT LOG

DETERMINISTIC BLACKJACK - LIVE 30-HAND COMPANION
Manual external-session entry | Platform start £2500 | £2400 = depleted | 30-hand reference
SOURCE: 247blackjack.com | PLAY-MONEY | configured 6-deck game
VALIDATION ON: suit required, wager checked, balance arithmetic checked where determinable.
HAND REVIEW ON: rejected/amended current hands roll back before re-entry.
SESSION NAME: Amit - follow exact
FROZEN MODE: existing Frozen wager/action prompts remain active.
Cumulative project file: C:\Users\amlania1\Downloads\bjack\liveplay\output.txt


========== HAND 1 / 30 ==========
SHUFFLE RECORDED before hand 1 | previous segment cards recorded: 0
Bankroll £2500.00 | Research-equivalent available £100.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 8♠,A♣ = soft 19 | Dealer 2♠
OBSERVED HAND (suits excluded): 8,A vs 2 | appeared before in project output: 0 time(s)
CURRENT STARTING HAND | 8,A vs 2
PREVIOUS MATCHES | none recorded
ALL PREVIOUS OCCURRENCES | TOTAL 0 | W 0 (0.0%) | L 0 (0.0%) | P 0 (0.0%)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 1 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 8♠,A♣ = soft 19 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 8♠,A♣ vs 2♠ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 8♠,A♣ | frozen STAND | actual STAND
Dealer 2♠,A♦,3♥,3♦ = soft 19

--- CARD STREAM REVIEW: HAND 1 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#001 | H01 | PLAYER card 1          | 8S
#002 | H01 | DEALER hole card       | AD
#003 | H01 | PLAYER card 2          | AC
#004 | H01 | DEALER upcard          | 2S
#005 | H01 | DEALER draw 1          | 3H
#006 | H01 | DEALER draw 2          | 3D
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PUSH | Player 19 vs Dealer 19
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2500.00
  HAND_HISTORY | 8,A vs 2 | mode FROZEN | action STAND | result P | bank 2500.00->2500.00 | wager 15.00
HAND 01 | 2500.00->2500.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 8♠,A♣ | D-up 2♠ | D-hidden/draw A♦,3♥,3♦ | P
Recorded | Peak £2500.00 | Trough £2500.00 | MaxDD £0.00 | Exposure £15.00
CARD-STREAM REVIEW: hand 2 rejected before result/bankroll entry; re-entering the hand.
  CARD-STREAM REVIEW | Hand 2 rejected by operator; replacement entry follows.

========== HAND 2 / 30 ==========
Bankroll £2500.00 | Research-equivalent available £100.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player A♠,2♦ = soft 13 | Dealer 3♥
OBSERVED HAND (suits excluded): 2,A vs 3 | appeared before in project output: 0 time(s)
CURRENT STARTING HAND | 2,A vs 3
PREVIOUS MATCHES | none recorded
ALL PREVIOUS OCCURRENCES | TOTAL 0 | W 0 (0.0%) | L 0 (0.0%) | P 0 (0.0%)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 2 | Neutral 0 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN A♠,2♦ = soft 13 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | A♠,2♦ vs 3♥ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | A♠,2♦ | frozen HIT | actual HIT
MAIN A♠,2♦,9♥ = 12 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | A♠,2♦,9♥ vs 3♥ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | A♠,2♦,9♥ | frozen HIT | actual HIT
MAIN A♠,2♦,9♥,3♥ = 15 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | A♠,2♦,9♥,3♥ vs 3♥ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | A♠,2♦,9♥,3♥ | frozen STAND | actual STAND
Dealer 3♥,J♣,A♠,7♥ = 21 21

--- CARD STREAM REVIEW: HAND 2 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#007 | H02 | PLAYER card 1          | AS
#008 | H02 | DEALER hole card       | JC
#009 | H02 | PLAYER card 2          | 2D
#010 | H02 | DEALER upcard          | 3H
#011 | H02 | PLAYER post-deal card  | 9H
#012 | H02 | PLAYER post-deal card  | 3H
#013 | H02 | DEALER draw 1          | AS
#014 | H02 | DEALER draw 2          | 7H
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 15 vs Dealer 21
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2485.00
  HAND_HISTORY | 2,A vs 3 | mode FROZEN | action HIT | result L | bank 2500.00->2485.00 | wager 15.00
HAND 02 | 2500.00->2485.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P A♠,2♦,9♥,3♥ | D-up 3♥ | D-hidden/draw J♣,A♠,7♥ | L
Recorded | Peak £2500.00 | Trough £2485.00 | MaxDD £15.00 | Exposure £30.00

========== HAND 3 / 30 ==========
Bankroll £2485.00 | Research-equivalent available £85.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player J♣,5♣ = 15 | Dealer 5♠
OBSERVED HAND (suits excluded): 5,J vs 5 | appeared before in project output: 0 time(s)
CURRENT STARTING HAND | 5,J vs 5
PREVIOUS MATCHES | none recorded
ALL PREVIOUS OCCURRENCES | TOTAL 0 | W 0 (0.0%) | L 0 (0.0%) | P 0 (0.0%)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 2 | Neutral 0 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN J♣,5♣ = 15 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | J♣,5♣ vs 5♠ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | J♣,5♣ | frozen STAND | actual STAND
Dealer 5♠,Q♣,5♠ = 20

--- CARD STREAM REVIEW: HAND 3 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#015 | H03 | PLAYER card 1          | JC
#016 | H03 | DEALER hole card       | QC
#017 | H03 | PLAYER card 2          | 5C
#018 | H03 | DEALER upcard          | 5S
#019 | H03 | DEALER draw 1          | 5S
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 15 vs Dealer 20
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2470.00
  HAND_HISTORY | 5,J vs 5 | mode FROZEN | action STAND | result L | bank 2485.00->2470.00 | wager 15.00
HAND 03 | 2485.00->2470.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P J♣,5♣ | D-up 5♠ | D-hidden/draw Q♣,5♠ | L
Recorded | Peak £2500.00 | Trough £2470.00 | MaxDD £30.00 | Exposure £45.00

========== HAND 4 / 30 ==========
Bankroll £2470.00 | Research-equivalent available £70.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 2♣,J♠ = 12 | Dealer A♦
OBSERVED HAND (suits excluded): 2,J vs A | appeared before in project output: 0 time(s)
CURRENT STARTING HAND | 2,J vs A
PREVIOUS MATCHES | none recorded
ALL PREVIOUS OCCURRENCES | TOTAL 0 | W 0 (0.0%) | L 0 (0.0%) | P 0 (0.0%)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 0 | High 2
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 2♣,J♠ = 12 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 2♣,J♠ vs A♦ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 2♣,J♠ | frozen HIT | actual HIT
MAIN 2♣,J♠,7♦ = 19 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 2♣,J♠,7♦ vs A♦ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 2♣,J♠,7♦ | frozen STAND | actual STAND
Dealer A♦,5♣,3♣ = soft 19

--- CARD STREAM REVIEW: HAND 4 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#020 | H04 | PLAYER card 1          | 2C
#021 | H04 | DEALER hole card       | 5C
#022 | H04 | PLAYER card 2          | JS
#023 | H04 | DEALER upcard          | AD
#024 | H04 | PLAYER post-deal card  | 7D
#025 | H04 | DEALER draw 1          | 3C
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PUSH | Player 19 vs Dealer 19
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2470.00
  HAND_HISTORY | 2,J vs A | mode FROZEN | action HIT | result P | bank 2470.00->2470.00 | wager 15.00
HAND 04 | 2470.00->2470.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 2♣,J♠,7♦ | D-up A♦ | D-hidden/draw 5♣,3♣ | P
Recorded | Peak £2500.00 | Trough £2470.00 | MaxDD £30.00 | Exposure £60.00

========== HAND 5 / 30 ==========
Bankroll £2470.00 | Research-equivalent available £70.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 6♦,10♣ = 16 | Dealer 6♣
OBSERVED HAND (suits excluded): 10,6 vs 6 | appeared before in project output: 0 time(s)
CURRENT STARTING HAND | 10,6 vs 6
PREVIOUS MATCHES | none recorded
ALL PREVIOUS OCCURRENCES | TOTAL 0 | W 0 (0.0%) | L 0 (0.0%) | P 0 (0.0%)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 2 | Neutral 0 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 6♦,10♣ = 16 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 6♦,10♣ vs 6♣ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 6♦,10♣ | frozen STAND | actual STAND
Dealer 6♣,3♦,A♦ = soft 20

--- CARD STREAM REVIEW: HAND 5 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#026 | H05 | PLAYER card 1          | 6D
#027 | H05 | DEALER hole card       | 3D
#028 | H05 | PLAYER card 2          | 10C
#029 | H05 | DEALER upcard          | 6C
#030 | H05 | DEALER draw 1          | AD
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 16 vs Dealer 20
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2455.00
  HAND_HISTORY | 10,6 vs 6 | mode FROZEN | action STAND | result L | bank 2470.00->2455.00 | wager 15.00
HAND 05 | 2470.00->2455.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 6♦,10♣ | D-up 6♣ | D-hidden/draw 3♦,A♦ | L
Recorded | Peak £2500.00 | Trough £2455.00 | MaxDD £45.00 | Exposure £75.00

========== HAND 6 / 30 ==========
Bankroll £2455.00 | Research-equivalent available £55.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 3♦,Q♥ = 13 | Dealer 4♥
OBSERVED HAND (suits excluded): 3,Q vs 4 | appeared before in project output: 0 time(s)
CURRENT STARTING HAND | 3,Q vs 4
PREVIOUS MATCHES | none recorded
ALL PREVIOUS OCCURRENCES | TOTAL 0 | W 0 (0.0%) | L 0 (0.0%) | P 0 (0.0%)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 2 | Neutral 0 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 3♦,Q♥ = 13 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 3♦,Q♥ vs 4♥ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 3♦,Q♥ | frozen STAND | actual STAND
Dealer 4♥,2♠,10♦,6♥ = 22 BUST

--- CARD STREAM REVIEW: HAND 6 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#031 | H06 | PLAYER card 1          | 3D
#032 | H06 | DEALER hole card       | 2S
#033 | H06 | PLAYER card 2          | QH
#034 | H06 | DEALER upcard          | 4H
#035 | H06 | DEALER draw 1          | 10D
#036 | H06 | DEALER draw 2          | 6H
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 13 vs Dealer 22
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2470.00
  HAND_HISTORY | 3,Q vs 4 | mode FROZEN | action STAND | result W | bank 2455.00->2470.00 | wager 15.00
HAND 06 | 2455.00->2470.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 3♦,Q♥ | D-up 4♥ | D-hidden/draw 2♠,10♦,6♥ | W
Recorded | Peak £2500.00 | Trough £2455.00 | MaxDD £45.00 | Exposure £90.00

========== HAND 7 / 30 ==========
Bankroll £2470.00 | Research-equivalent available £70.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 4♥,K♠ = 14 | Dealer K♠
OBSERVED HAND (suits excluded): 4,K vs K | appeared before in project output: 1 time(s)
CURRENT STARTING HAND | 4,K vs K
PREVIOUS MATCHES | showing most recent 1 of 1
  PREVIOUS 1 | mode FROZEN | action HIT | result L | bank 2515.00->2500.00 | wager 15.00
ALL PREVIOUS OCCURRENCES | TOTAL 1 | W 0 (0.0%) | L 1 (100.0%) | P 0 (0.0%)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 0 | High 2
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 4♥,K♠ = 14 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 4♥,K♠ vs K♠ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 4♥,K♠ | frozen HIT | actual HIT
MAIN BUST at 24
Dealer K♠,3♠ = 13

--- CARD STREAM REVIEW: HAND 7 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#037 | H07 | PLAYER card 1          | 4H
#038 | H07 | DEALER hole card       | 3S
#039 | H07 | PLAYER card 2          | KS
#040 | H07 | DEALER upcard          | KS
#041 | H07 | PLAYER post-deal card  | QH
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 24 vs Dealer 13
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2455.00
  HAND_HISTORY | 4,K vs K | mode FROZEN | action HIT | result L | bank 2470.00->2455.00 | wager 15.00
HAND 07 | 2470.00->2455.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 4♥,K♠,Q♥ | D-up K♠ | D-hidden/draw 3♠ | L
Recorded | Peak £2500.00 | Trough £2455.00 | MaxDD £45.00 | Exposure £105.00

========== HAND 8 / 30 ==========
Bankroll £2455.00 | Research-equivalent available £55.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player Q♦,8♥ = 18 | Dealer 2♣
OBSERVED HAND (suits excluded): 8,Q vs 2 | appeared before in project output: 0 time(s)
CURRENT STARTING HAND | 8,Q vs 2
PREVIOUS MATCHES | none recorded
ALL PREVIOUS OCCURRENCES | TOTAL 0 | W 0 (0.0%) | L 0 (0.0%) | P 0 (0.0%)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 1 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN Q♦,8♥ = 18 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | Q♦,8♥ vs 2♣ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | Q♦,8♥ | frozen STAND | actual STAND
Dealer 2♣,J♥,4♥,2♥ = 18

--- CARD STREAM REVIEW: HAND 8 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#042 | H08 | PLAYER card 1          | QD
#043 | H08 | DEALER hole card       | JH
#044 | H08 | PLAYER card 2          | 8H
#045 | H08 | DEALER upcard          | 2C
#046 | H08 | DEALER draw 1          | 4H
#047 | H08 | DEALER draw 2          | 2H
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PUSH | Player 18 vs Dealer 18
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2455.00
  HAND_HISTORY | 8,Q vs 2 | mode FROZEN | action STAND | result P | bank 2455.00->2455.00 | wager 15.00
HAND 08 | 2455.00->2455.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P Q♦,8♥ | D-up 2♣ | D-hidden/draw J♥,4♥,2♥ | P
Recorded | Peak £2500.00 | Trough £2455.00 | MaxDD £45.00 | Exposure £120.00

========== HAND 9 / 30 ==========
Bankroll £2455.00 | Research-equivalent available £55.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 6♠,7♦ = 13 | Dealer 3♠
OBSERVED HAND (suits excluded): 6,7 vs 3 | appeared before in project output: 0 time(s)
CURRENT STARTING HAND | 6,7 vs 3
PREVIOUS MATCHES | none recorded
ALL PREVIOUS OCCURRENCES | TOTAL 0 | W 0 (0.0%) | L 0 (0.0%) | P 0 (0.0%)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 2 | Neutral 1 | High 0
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 6♠,7♦ = 13 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 6♠,7♦ vs 3♠ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 6♠,7♦ | frozen STAND | actual STAND
Dealer 3♠,9♥,8♥ = 20

--- CARD STREAM REVIEW: HAND 9 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#048 | H09 | PLAYER card 1          | 6S
#049 | H09 | DEALER hole card       | 9H
#050 | H09 | PLAYER card 2          | 7D
#051 | H09 | DEALER upcard          | 3S
#052 | H09 | DEALER draw 1          | 8H
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 13 vs Dealer 20
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2440.00
  HAND_HISTORY | 6,7 vs 3 | mode FROZEN | action STAND | result L | bank 2455.00->2440.00 | wager 15.00
HAND 09 | 2455.00->2440.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 6♠,7♦ | D-up 3♠ | D-hidden/draw 9♥,8♥ | L
Recorded | Peak £2500.00 | Trough £2440.00 | MaxDD £60.00 | Exposure £135.00

========== HAND 10 / 30 ==========
Bankroll £2440.00 | Research-equivalent available £40.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 8♦,10♠ = 18 | Dealer A♦
OBSERVED HAND (suits excluded): 10,8 vs A | appeared before in project output: 0 time(s)
CURRENT STARTING HAND | 10,8 vs A
PREVIOUS MATCHES | none recorded
ALL PREVIOUS OCCURRENCES | TOTAL 0 | W 0 (0.0%) | L 0 (0.0%) | P 0 (0.0%)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 0 | Neutral 1 | High 2
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 8♦,10♠ = 18 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 8♦,10♠ vs A♦ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 8♦,10♠ | frozen STAND | actual STAND
Dealer A♦,10♠ = soft 21 21

--- CARD STREAM REVIEW: HAND 10 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#053 | H10 | PLAYER card 1          | 8D
#054 | H10 | DEALER hole card       | 10S
#055 | H10 | PLAYER card 2          | 10S
#056 | H10 | DEALER upcard          | AD
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 18 vs Dealer 21
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2425.00
  HAND_HISTORY | 10,8 vs A | mode FROZEN | action STAND | result L | bank 2440.00->2425.00 | wager 15.00
HAND 10 | 2440.00->2425.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 8♦,10♠ | D-up A♦ | D-hidden/draw 10♠ | L
Recorded | Peak £2500.00 | Trough £2425.00 | MaxDD £75.00 | Exposure £150.00

========== HAND 11 / 30 ==========
Bankroll £2425.00 | Research-equivalent available £25.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 6♥,9♠ = 15 | Dealer A♣
OBSERVED HAND (suits excluded): 6,9 vs A | appeared before in project output: 0 time(s)
CURRENT STARTING HAND | 6,9 vs A
PREVIOUS MATCHES | none recorded
ALL PREVIOUS OCCURRENCES | TOTAL 0 | W 0 (0.0%) | L 0 (0.0%) | P 0 (0.0%)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 1 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 6♥,9♠ = 15 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 6♥,9♠ vs A♣ | HIT | TEXTBOOK / FROZEN-ALIGNED
DOUBLE unavailable: research-equivalent bankroll £25.00 | already committed £15.00 | additional £15.00 required.
  MAIN | 6♥,9♠ | frozen HIT | actual HIT
MAIN BUST at 22
Dealer A♣,9♥ = soft 20

--- CARD STREAM REVIEW: HAND 11 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#057 | H11 | PLAYER card 1          | 6H
#058 | H11 | DEALER hole card       | 9H
#059 | H11 | PLAYER card 2          | 9S
#060 | H11 | DEALER upcard          | AC
#061 | H11 | PLAYER post-deal card  | 7C
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 22 vs Dealer 20
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2410.00
  HAND_HISTORY | 6,9 vs A | mode FROZEN | action HIT | result L | bank 2425.00->2410.00 | wager 15.00
HAND 11 | 2425.00->2410.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 6♥,9♠,7♣ | D-up A♣ | D-hidden/draw 9♥ | L
Recorded | Peak £2500.00 | Trough £2410.00 | MaxDD £90.00 | Exposure £165.00
LEDGER_ENTRY | session 20260906_163019 | mode FROZEN | hands 11 | start 100.00 | final 10.00 | session_pl -90.00 | total_decision_events 14 | wager_match 11 | wager_above 0 | wager_below 0 | action_match 14 | action_different 0
PROJECT LEDGER SUMMARY
Completed sessions: 5 | Total hands: 117
Cumulative project P/L: £376.00
Cumulative P/L vs £100 per-session starting capital: 75.20%
Project-equivalent running balance (initial £100 + cumulative P/L): £476.00
Ledger basis: each live session independently starts at research-equivalent £100; cumulative P/L sums session profits/losses.

================ OBSERVED-SOURCE FROZEN vs CASUAL RECONSTRUCTION | SESSION 20260906_163019 ================
V9 boundary: exact captured chronology is replayed in recorded order; every visibly observed shuffle boundary resets to the corresponding captured segment. No card is invented.
Frozen replay gate: hands 11 | final £10.00 | W/L/P 1/7/3 | exposure £165.00 | PASS
Frozen observed provenance (authoritative live capture): Total 14 | Textbook/Frozen-Aligned 14 | Research Overrides 0 | Primary H17v10 Overrides 0
Casual decision provenance: N/A
Directly Comparable Action Decisions: N/A | Matched N/A | Different N/A | Alignment N/A
RECONSTRUCTION STATUS: NOT SOURCE-VERIFIED | Frozen gate PASS | Casual completion FAIL | Arithmetic PASS
Publication rule: do not infer or transplant missing Casual/comparison values from another session.
================ END OBSERVED-SOURCE RECONSTRUCTION | SESSION 20260906_163019 ================
================ END SESSION 20260906_163019 ================

SHUFFLE_ANALYSIS_STATUS | session 20260906_163019 | PENDING
PLATE_STATUS | session 20260906_163019 | PENDING

================ AUTOMATIC SHUFFLE ROBUSTNESS | SESSION 20260906_163019 ================
ENGINE VERSION: integrated-post-session-v3 | paired_replays_per_method 5000 | seed_base 202609050001
Captured-card reservoir: 61 cards
Comparable-action definition: same replay hand, branch, decision ordinal, player-rank state and dealer upcard in both independently consumed paths.
A | Observed-card permutation: shuffle only the captured session-card reservoir; no cards added.
  Frozen median 92.50 | Casual median 100.00 | Frozen mean 96.46 | Casual mean 96.67
  £200 reach Frozen 6.36% | Casual 3.00% | Mean exposure Frozen 171.11 | Casual 158.46 | Mean maxDD Frozen 54.30 | Casual 49.67
  30-hand completion Frozen 0 | Casual 0 | Both 0
  Mean paired final-bankroll difference Frozen-Casual (both completed): N/A
  Comparable action decisions total: 64905 | Different actions total: 3337 | Mean Comparable Action Differences: 0.6674
B | Full six-deck RNG: generate and uniformly shuffle a fresh 312-card six-deck shoe.
  Frozen median 80.00 | Casual median 92.50 | Frozen mean 99.52 | Casual mean 96.91
  £200 reach Frozen 30.12% | Casual 20.12% | Mean exposure Frozen 450.70 | Casual 413.83 | Mean maxDD Frozen 92.90 | Casual 83.79
  30-hand completion Frozen 3348 | Casual 3519 | Both 3150
  Mean paired final-bankroll difference Frozen-Casual (both completed): 7.58
  Comparable action decisions total: 137976 | Different actions total: 5740 | Mean Comparable Action Differences: 1.1480
C1 | Penetration 50%: captured reservoir; reshuffle only remaining cards between hands at 50%.
  Frozen median 95.00 | Casual median 100.00 | Frozen mean 96.37 | Casual mean 97.21
  £200 reach Frozen 6.28% | Casual 3.00% | Mean exposure Frozen 171.45 | Casual 158.57 | Mean maxDD Frozen 54.35 | Casual 49.42
  30-hand completion Frozen 0 | Casual 0 | Both 0
  Mean paired final-bankroll difference Frozen-Casual (both completed): N/A
  Comparable action decisions total: 65155 | Different actions total: 3336 | Mean Comparable Action Differences: 0.6672
C2 | Penetration 65%: captured reservoir; reshuffle only remaining cards between hands at 65%.
  Frozen median 92.50 | Casual median 100.00 | Frozen mean 95.10 | Casual mean 96.12
  £200 reach Frozen 5.92% | Casual 3.18% | Mean exposure Frozen 170.79 | Casual 158.30 | Mean maxDD Frozen 54.56 | Casual 49.61
  30-hand completion Frozen 0 | Casual 0 | Both 0
  Mean paired final-bankroll difference Frozen-Casual (both completed): N/A
  Comparable action decisions total: 65510 | Different actions total: 3372 | Mean Comparable Action Differences: 0.6744
C3 | Penetration 75%: captured reservoir; reshuffle only remaining cards between hands at 75%.
  Frozen median 97.50 | Casual median 100.00 | Frozen mean 96.35 | Casual mean 96.40
  £200 reach Frozen 5.78% | Casual 2.76% | Mean exposure Frozen 171.16 | Casual 158.45 | Mean maxDD Frozen 54.07 | Casual 49.39
  30-hand completion Frozen 0 | Casual 0 | Both 0
  Mean paired final-bankroll difference Frozen-Casual (both completed): N/A
  Comparable action decisions total: 65993 | Different actions total: 3296 | Mean Comparable Action Differences: 0.6592
C4 | Penetration 80%: captured reservoir; reshuffle only remaining cards between hands at 80%.
  Frozen median 92.50 | Casual median 100.00 | Frozen mean 95.82 | Casual mean 96.49
  £200 reach Frozen 6.62% | Casual 3.18% | Mean exposure Frozen 170.65 | Casual 158.29 | Mean maxDD Frozen 54.59 | Casual 49.79
  30-hand completion Frozen 0 | Casual 0 | Both 0
  Mean paired final-bankroll difference Frozen-Casual (both completed): N/A
  Comparable action decisions total: 65372 | Different actions total: 3295 | Mean Comparable Action Differences: 0.6590
D | Physical-style proxy: captured reservoir with deterministic riffle/strip/cut-style mixing.
  Frozen median 92.50 | Casual median 92.50 | Frozen mean 94.94 | Casual mean 95.35
  £200 reach Frozen 6.34% | Casual 2.94% | Mean exposure Frozen 170.69 | Casual 158.41 | Mean maxDD Frozen 54.72 | Casual 50.11
  30-hand completion Frozen 0 | Casual 0 | Both 0
  Mean paired final-bankroll difference Frozen-Casual (both completed): N/A
  Comparable action decisions total: 65224 | Different actions total: 3331 | Mean Comparable Action Differences: 0.6662
E | Automatic/continuous proxy: captured reservoir; after each complete hand, used cards return and the full reservoir is remixed.
  Frozen median 70.00 | Casual median 85.00 | Frozen mean 92.67 | Casual mean 92.82
  £200 reach Frozen 28.16% | Casual 19.54% | Mean exposure Frozen 447.35 | Casual 410.04 | Mean maxDD Frozen 96.27 | Casual 85.94
  30-hand completion Frozen 3124 | Casual 3392 | Both 2971
  Mean paired final-bankroll difference Frozen-Casual (both completed): 5.50
  Comparable action decisions total: 174145 | Different actions total: 8781 | Mean Comparable Action Differences: 1.7562
Method E boundary: after each COMPLETE hand, consumed cards return to the captured reservoir and the entire reservoir is remixed; no captured card is added, removed or substituted.
Method D boundary: declared mathematical riffle/strip/cut proxy; not a proprietary casino-shuffler reproduction.
SHUFFLE_ANALYSIS_STATUS | session 20260906_163019 | COMPLETE
================ END AUTOMATIC SHUFFLE ROBUSTNESS | SESSION 20260906_163019 ================

================ SESSION 20260906_195138 ================
DETERMINISTIC BLACKJACK - LIVE SESSION REPORT
SESSION NAME: Recover from poor session4
PLATFORM BALANCE BASIS: Start £2500.00 | £2400.00 = research-equivalent £0/depleted
Platform Final £2612.00 | Platform Peak £2657.00 | Platform Trough £2485.00 | MaxDD £165.00 | Exposure £595.00
OFFSET RESEARCH-EQUIVALENT: Start £100.00 | Final £212.00 | Peak £257.00 | Trough £85.00
OFFSET RULE: research-equivalent bankroll = platform balance - £2400.00
AFFORDABILITY RULE: £2400 platform offset is protected; wager/double/split affordability uses research-equivalent bankroll only.
MODE: FROZEN ARCHITECTURE
W/L/P 16/12/2
Wager match/above/below 30/0/0
Action match/different 38/0
SOURCE: 247blackjack.com
SOURCE TYPE: Online play-money blackjack, configured 6-deck game
CARD GENERATION: computational/RNG implementation; visible six-deck shuffle events recorded from interface
Shuffle events explicitly observed: 2
Total cards recorded: 168
Cards since most recent observed shuffle/start: 11
Exact known rank+suit identities observed: 52
Validation warnings/overrides encountered: 1
Hands re-entered through amendment review: 1
Decision provenance counts:
  TOTAL DECISION EVENTS: 38 (decision events, not hands)
  TEXTBOOK / FROZEN-ALIGNED: 34
  FROZEN RESEARCH OVERRIDE events: 3
  FROZEN PRIMARY HARD11-vs-10 events: 1
Policy note: Pair20-vs-10 STAND is a research override of prior aggressive SPLIT and also agrees with textbook.
Policy note: HARD11-vs-10 primary remains DOUBLE; Cooling->HIT is a capital-protection alternate, not the primary action used here.
Shuffle log: Shuffle observed before hand 1 after 0 recorded cards since previous start/shuffle. | Shuffle observed before hand 29 after 157 recorded cards since previous start/shuffle.
Penetration is not inferred unless a visible shuffle boundary is recorded; card counts are observational.
Boundary: frozen wagers are historical reference wagers, not proven optimal stakes.
Controller note: exact mature BRAKE predicate is not invented; only explicit handover transitions are used.

PERSONAL-MODE HISTORY ACCESS: recent-table-hand history is hidden by default and, if requested, shown BEFORE the wager; matching-hand history is available only after the current starting cards are known and before the player action.
RECENT TABLE-HAND WINDOW: user-selectable 1-5 previously committed hands from the current session only; the request itself is retained as behavioural evidence and occurs before capital is committed.

OBSERVED INITIAL-HAND INDEX + HISTORICAL OUTCOMES (SUITS EXCLUDED)
HAND_SIGNATURE | 2,5 vs 10
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 2/0/1
HAND_HISTORY | 2,5 vs 10 | mode FROZEN | action HIT | result L | bank 2500.00->2485.00 | wager 15.00
HAND_SIGNATURE | 10,Q vs 10
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 0/0/3
HAND_HISTORY | 10,Q vs 10 | mode FROZEN | action STAND | result W | bank 2485.00->2500.00 | wager 15.00
HAND_SIGNATURE | 3,8 vs 2
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 2/1/0
HAND_HISTORY | 3,8 vs 2 | mode FROZEN | action DOUBLE | result W | bank 2500.00->2530.00 | wager 15.00
HAND_SIGNATURE | A,K vs 3
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/0/2
HAND_HISTORY | A,K vs 3 | mode FROZEN | action NATURAL | result W | bank 2530.00->2552.00 | wager 15.00
HAND_SIGNATURE | 4,A vs 4
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 2/0/1
HAND_HISTORY | 4,A vs 4 | mode FROZEN | action DOUBLE | result W | bank 2552.00->2582.00 | wager 15.00
HAND_SIGNATURE | 7,A vs 7
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 0/2/1
HAND_HISTORY | 7,A vs 7 | mode FROZEN | action STAND | result W | bank 2582.00->2597.00 | wager 15.00
HAND_SIGNATURE | 3,8 vs 10
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/1/1
HAND_HISTORY | 3,8 vs 10 | mode FROZEN | action DOUBLE | result W | bank 2597.00->2627.00 | wager 15.00
  HISTORY_MATCHES_SHOWN | 1 | total eligible 1 | signature 8,Q vs 2
HAND_SIGNATURE | 8,Q vs 2
  PRIOR_OCCURRENCES | 1 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/1/1
HAND_HISTORY | 8,Q vs 2 | mode FROZEN | action STAND | result W | bank 2627.00->2642.00 | wager 15.00
HAND_SIGNATURE | 7,9 vs K
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 0/2/1
HAND_HISTORY | 7,9 vs K | mode FROZEN | action HIT | result W | bank 2642.00->2657.00 | wager 15.00
HAND_SIGNATURE | 9,J vs 7
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 0/2/1
HAND_HISTORY | 9,J vs 7 | mode FROZEN | action STAND | result L | bank 2657.00->2642.00 | wager 15.00
HAND_SIGNATURE | 3,7 vs 9
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/2/0
HAND_HISTORY | 3,7 vs 9 | mode FROZEN | action DOUBLE | result L | bank 2642.00->2612.00 | wager 15.00
HAND_SIGNATURE | 5,K vs 9
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/1/1
HAND_HISTORY | 5,K vs 9 | mode FROZEN | action HIT | result L | bank 2612.00->2597.00 | wager 15.00
HAND_SIGNATURE | 4,A vs 2
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 2/0/1
HAND_HISTORY | 4,A vs 2 | mode FROZEN | action HIT | result W | bank 2597.00->2612.00 | wager 15.00
HAND_SIGNATURE | 4,8 vs 6
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 2/1/0
HAND_HISTORY | 4,8 vs 6 | mode FROZEN | action STAND | result L | bank 2612.00->2597.00 | wager 15.00
HAND_SIGNATURE | 3,Q vs A
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/0/2
HAND_HISTORY | 3,Q vs A | mode FROZEN | action HIT | result L | bank 2597.00->2582.00 | wager 15.00
HAND_SIGNATURE | 3,K vs J
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/0/2
HAND_HISTORY | 3,K vs J | mode FROZEN | action HIT | result L | bank 2582.00->2567.00 | wager 15.00
HAND_SIGNATURE | 7,8 vs 5
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/2/0
HAND_HISTORY | 7,8 vs 5 | mode FROZEN | action STAND | result L | bank 2567.00->2537.00 | wager 30.00
HAND_SIGNATURE | 9,K vs 4
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/1/1
HAND_HISTORY | 9,K vs 4 | mode FROZEN | action STAND | result W | bank 2537.00->2557.00 | wager 20.00
HAND_SIGNATURE | 7,A vs A
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 0/1/2
HAND_HISTORY | 7,A vs A | mode FROZEN | action HIT | result L | bank 2557.00->2527.00 | wager 30.00
HAND_SIGNATURE | 8,A vs Q
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 0/1/2
HAND_HISTORY | 8,A vs Q | mode FROZEN | action STAND | result W | bank 2527.00->2542.00 | wager 15.00
HAND_SIGNATURE | 2,J vs Q
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/0/2
HAND_HISTORY | 2,J vs Q | mode FROZEN | action HIT | result L | bank 2542.00->2522.00 | wager 20.00
HAND_SIGNATURE | 10,6 vs 2
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 2/0/1
HAND_HISTORY | 10,6 vs 2 | mode FROZEN | action STAND | result L | bank 2522.00->2507.00 | wager 15.00
HAND_SIGNATURE | 2,5 vs A
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 2/0/1
HAND_HISTORY | 2,5 vs A | mode FROZEN | action HIT | result L | bank 2507.00->2492.00 | wager 15.00
HAND_SIGNATURE | 10,Q vs Q
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 0/0/3
HAND_HISTORY | 10,Q vs Q | mode FROZEN | action STAND | result W | bank 2492.00->2507.00 | wager 15.00
HAND_SIGNATURE | 6,A vs 4
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 2/0/1
HAND_HISTORY | 6,A vs 4 | mode FROZEN | action DOUBLE | result W | bank 2507.00->2537.00 | wager 15.00
HAND_SIGNATURE | J,Q vs K
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 0/0/3
HAND_HISTORY | J,Q vs K | mode FROZEN | action STAND | result P | bank 2537.00->2537.00 | wager 15.00
HAND_SIGNATURE | 5,6 vs 8
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 2/1/0
HAND_HISTORY | 5,6 vs 8 | mode FROZEN | action DOUBLE | result W | bank 2537.00->2567.00 | wager 15.00
HAND_SIGNATURE | 9,K vs 5
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/1/1
HAND_HISTORY | 9,K vs 5 | mode FROZEN | action STAND | result W | bank 2567.00->2597.00 | wager 30.00
HAND_SIGNATURE | 7,J vs K
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 0/1/2
HAND_HISTORY | 7,J vs K | mode FROZEN | action STAND | result P | bank 2597.00->2597.00 | wager 15.00
HAND_SIGNATURE | 10,3 vs J
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/0/2
HAND_HISTORY | 10,3 vs J | mode FROZEN | action HIT | result W | bank 2597.00->2612.00 | wager 15.00

CHRONOLOGICAL CARD DATASET (RECONSTRUCTED DEAL ORDER)
Order rule observed on 247 animation: Player1 -> Dealer hole -> Player2 -> Dealer up -> subsequent player cards -> subsequent dealer draws.
Dealer hole cards are entered later when revealed but are retrospectively placed as the dealer's first dealt card, matching the observed 247 animation.
Split/post-deal cards are retained in operator-entry order; if platform split dealing order differs, that sub-order must be reviewed before deterministic replay.
HAND 1 DEAL-ORDER RECONSTRUCTION
#001 | H01 | PLAYER card 1          | 5♦
#002 | H01 | DEALER hole card       | 5♦
#003 | H01 | PLAYER card 2          | 2♦
#004 | H01 | DEALER upcard          | 10♥
#005 | H01 | PLAYER post-deal card  | A♠
#006 | H01 | PLAYER post-deal card  | 5♥
#007 | H01 | PLAYER post-deal card  | K♣

HAND 2 DEAL-ORDER RECONSTRUCTION
#008 | H02 | PLAYER card 1          | Q♠
#009 | H02 | DEALER hole card       | 2♣
#010 | H02 | PLAYER card 2          | 10♦
#011 | H02 | DEALER upcard          | 10♣
#012 | H02 | DEALER draw 1          | 5♣

HAND 3 DEAL-ORDER RECONSTRUCTION
#013 | H03 | PLAYER card 1          | 8♣
#014 | H03 | DEALER hole card       | 2♣
#015 | H03 | PLAYER card 2          | 3♣
#016 | H03 | DEALER upcard          | 2♥
#017 | H03 | PLAYER post-deal card  | 10♣
#018 | H03 | DEALER draw 1          | J♠
#019 | H03 | DEALER draw 2          | 9♠

HAND 4 DEAL-ORDER RECONSTRUCTION
#020 | H04 | PLAYER card 1          | K♣
#021 | H04 | DEALER hole card       | 7♥
#022 | H04 | PLAYER card 2          | A♥
#023 | H04 | DEALER upcard          | 3♠
#024 | H04 | DEALER draw 1          | 4♠
#025 | H04 | DEALER draw 2          | 10♠

HAND 5 DEAL-ORDER RECONSTRUCTION
#026 | H05 | PLAYER card 1          | 4♠
#027 | H05 | DEALER hole card       | J♦
#028 | H05 | PLAYER card 2          | A♠
#029 | H05 | DEALER upcard          | 4♦
#030 | H05 | PLAYER post-deal card  | 3♥
#031 | H05 | DEALER draw 1          | 10♦

HAND 6 DEAL-ORDER RECONSTRUCTION
#032 | H06 | PLAYER card 1          | 7♠
#033 | H06 | DEALER hole card       | 10♦
#034 | H06 | PLAYER card 2          | A♣
#035 | H06 | DEALER upcard          | 7♣

HAND 7 DEAL-ORDER RECONSTRUCTION
#036 | H07 | PLAYER card 1          | 8♠
#037 | H07 | DEALER hole card       | 6♦
#038 | H07 | PLAYER card 2          | 3♦
#039 | H07 | DEALER upcard          | 10♥
#040 | H07 | PLAYER post-deal card  | 9♣
#041 | H07 | DEALER draw 1          | 9♥

HAND 8 DEAL-ORDER RECONSTRUCTION
#042 | H08 | PLAYER card 1          | Q♠
#043 | H08 | DEALER hole card       | 4♠
#044 | H08 | PLAYER card 2          | 8♥
#045 | H08 | DEALER upcard          | 2♠
#046 | H08 | DEALER draw 1          | J♠
#047 | H08 | DEALER draw 2          | 8♥

HAND 9 DEAL-ORDER RECONSTRUCTION
#048 | H09 | PLAYER card 1          | 9♥
#049 | H09 | DEALER hole card       | 4♣
#050 | H09 | PLAYER card 2          | 7♣
#051 | H09 | DEALER upcard          | K♦
#052 | H09 | PLAYER post-deal card  | 5♥
#053 | H09 | DEALER draw 1          | K♣

HAND 10 DEAL-ORDER RECONSTRUCTION
#054 | H10 | PLAYER card 1          | 9♠
#055 | H10 | DEALER hole card       | 3♠
#056 | H10 | PLAYER card 2          | J♣
#057 | H10 | DEALER upcard          | 7♠
#058 | H10 | DEALER draw 1          | K♠

HAND 11 DEAL-ORDER RECONSTRUCTION
#059 | H11 | PLAYER card 1          | 3♦
#060 | H11 | DEALER hole card       | J♠
#061 | H11 | PLAYER card 2          | 7♠
#062 | H11 | DEALER upcard          | 9♦
#063 | H11 | PLAYER post-deal card  | 6♣

HAND 12 DEAL-ORDER RECONSTRUCTION
#064 | H12 | PLAYER card 1          | 5♠
#065 | H12 | DEALER hole card       | 8♠
#066 | H12 | PLAYER card 2          | K♦
#067 | H12 | DEALER upcard          | 9♣
#068 | H12 | PLAYER post-deal card  | 7♠

HAND 13 DEAL-ORDER RECONSTRUCTION
#069 | H13 | PLAYER card 1          | A♣
#070 | H13 | DEALER hole card       | 4♥
#071 | H13 | PLAYER card 2          | 4♥
#072 | H13 | DEALER upcard          | 2♣
#073 | H13 | PLAYER post-deal card  | 3♦
#074 | H13 | DEALER draw 1          | 8♥
#075 | H13 | DEALER draw 2          | 8♥

HAND 14 DEAL-ORDER RECONSTRUCTION
#076 | H14 | PLAYER card 1          | 4♣
#077 | H14 | DEALER hole card       | 6♥
#078 | H14 | PLAYER card 2          | 8♣
#079 | H14 | DEALER upcard          | 6♦
#080 | H14 | DEALER draw 1          | 7♣

HAND 15 DEAL-ORDER RECONSTRUCTION
#081 | H15 | PLAYER card 1          | Q♣
#082 | H15 | DEALER hole card       | 6♠
#083 | H15 | PLAYER card 2          | 3♦
#084 | H15 | DEALER upcard          | A♦
#085 | H15 | PLAYER post-deal card  | J♥

HAND 16 DEAL-ORDER RECONSTRUCTION
#086 | H16 | PLAYER card 1          | 3♣
#087 | H16 | DEALER hole card       | Q♥
#088 | H16 | PLAYER card 2          | K♥
#089 | H16 | DEALER upcard          | J♥
#090 | H16 | PLAYER post-deal card  | A♥
#091 | H16 | PLAYER post-deal card  | 8♦

HAND 17 DEAL-ORDER RECONSTRUCTION
#092 | H17 | PLAYER card 1          | 8♥
#093 | H17 | DEALER hole card       | 4♣
#094 | H17 | PLAYER card 2          | 7♥
#095 | H17 | DEALER upcard          | 5♥
#096 | H17 | DEALER draw 1          | Q♣

HAND 18 DEAL-ORDER RECONSTRUCTION
#097 | H18 | PLAYER card 1          | 9♥
#098 | H18 | DEALER hole card       | 8♦
#099 | H18 | PLAYER card 2          | K♥
#100 | H18 | DEALER upcard          | 4♣
#101 | H18 | DEALER draw 1          | Q♦

HAND 19 DEAL-ORDER RECONSTRUCTION
#102 | H19 | PLAYER card 1          | A♠
#103 | H19 | DEALER hole card       | 7♣
#104 | H19 | PLAYER card 2          | 7♣
#105 | H19 | DEALER upcard          | A♣
#106 | H19 | PLAYER post-deal card  | 8♦
#107 | H19 | PLAYER post-deal card  | 10♥

HAND 20 DEAL-ORDER RECONSTRUCTION
#108 | H20 | PLAYER card 1          | A♣
#109 | H20 | DEALER hole card       | 4♥
#110 | H20 | PLAYER card 2          | 8♣
#111 | H20 | DEALER upcard          | Q♠
#112 | H20 | DEALER draw 1          | A♣
#113 | H20 | DEALER draw 2          | 2♣

HAND 21 DEAL-ORDER RECONSTRUCTION
#114 | H21 | PLAYER card 1          | J♣
#115 | H21 | DEALER hole card       | 10♠
#116 | H21 | PLAYER card 2          | 2♦
#117 | H21 | DEALER upcard          | Q♣
#118 | H21 | PLAYER post-deal card  | Q♥

HAND 22 DEAL-ORDER RECONSTRUCTION
#119 | H22 | PLAYER card 1          | 6♦
#120 | H22 | DEALER hole card       | 9♦
#121 | H22 | PLAYER card 2          | 10♣
#122 | H22 | DEALER upcard          | 2♥
#123 | H22 | DEALER draw 1          | 3♣
#124 | H22 | DEALER draw 2          | 2♠
#125 | H22 | DEALER draw 3          | 4♥

HAND 23 DEAL-ORDER RECONSTRUCTION
#126 | H23 | PLAYER card 1          | 2♠
#127 | H23 | DEALER hole card       | K♦
#128 | H23 | PLAYER card 2          | 5♥
#129 | H23 | DEALER upcard          | A♠
#130 | H23 | PLAYER post-deal card  | 4♦
#131 | H23 | PLAYER post-deal card  | 6♣

HAND 24 DEAL-ORDER RECONSTRUCTION
#132 | H24 | PLAYER card 1          | 10♠
#133 | H24 | DEALER hole card       | 2♠
#134 | H24 | PLAYER card 2          | Q♠
#135 | H24 | DEALER upcard          | Q♦
#136 | H24 | DEALER draw 1          | 10♦

HAND 25 DEAL-ORDER RECONSTRUCTION
#137 | H25 | PLAYER card 1          | A♦
#138 | H25 | DEALER hole card       | 9♠
#139 | H25 | PLAYER card 2          | 6♣
#140 | H25 | DEALER upcard          | 4♣
#141 | H25 | PLAYER post-deal card  | 2♠
#142 | H25 | DEALER draw 1          | 10♠

HAND 26 DEAL-ORDER RECONSTRUCTION
#143 | H26 | PLAYER card 1          | Q♠
#144 | H26 | DEALER hole card       | Q♥
#145 | H26 | PLAYER card 2          | J♠
#146 | H26 | DEALER upcard          | K♥

HAND 27 DEAL-ORDER RECONSTRUCTION
#147 | H27 | PLAYER card 1          | 6♠
#148 | H27 | DEALER hole card       | 10♠
#149 | H27 | PLAYER card 2          | 5♠
#150 | H27 | DEALER upcard          | 8♣
#151 | H27 | PLAYER post-deal card  | 10♣

HAND 28 DEAL-ORDER RECONSTRUCTION
#152 | H28 | PLAYER card 1          | 9♠
#153 | H28 | DEALER hole card       | 9♣
#154 | H28 | PLAYER card 2          | K♣
#155 | H28 | DEALER upcard          | 5♠
#156 | H28 | DEALER draw 1          | 2♠
#157 | H28 | DEALER draw 2          | K♥

HAND 29 DEAL-ORDER RECONSTRUCTION
#158 | H29 | PLAYER card 1          | 7♦
#159 | H29 | DEALER hole card       | 4♠
#160 | H29 | PLAYER card 2          | J♣
#161 | H29 | DEALER upcard          | K♠
#162 | H29 | DEALER draw 1          | 3♣

HAND 30 DEAL-ORDER RECONSTRUCTION
#163 | H30 | PLAYER card 1          | 3♦
#164 | H30 | DEALER hole card       | 6♥
#165 | H30 | PLAYER card 2          | 10♣
#166 | H30 | DEALER upcard          | J♥
#167 | H30 | PLAYER post-deal card  | 5♠
#168 | H30 | DEALER draw 1          | 8♥


AUDIT LOG

DETERMINISTIC BLACKJACK - LIVE 30-HAND COMPANION
Manual external-session entry | Platform start £2500 | £2400 = depleted | 30-hand reference
SOURCE: 247blackjack.com | PLAY-MONEY | configured 6-deck game
VALIDATION ON: suit required, wager checked, balance arithmetic checked where determinable.
HAND REVIEW ON: rejected/amended current hands roll back before re-entry.
SESSION NAME: Recover from poor session4
FROZEN MODE: existing Frozen wager/action prompts remain active.
Cumulative project file: C:\Users\amlania1\Downloads\bjack\liveplay\output.txt


========== HAND 1 / 30 ==========
SHUFFLE RECORDED before hand 1 | previous segment cards recorded: 0
Bankroll £2500.00 | Research-equivalent available £100.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 5♦,2♦ = 7 | Dealer 10♥
OBSERVED HAND (suits excluded): 2,5 vs 10
CARD MIX current visible hand (P1 + P2 + dealer up): Low 2 | Neutral 0 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 5♦,2♦ = 7 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 5♦,2♦ vs 10♥ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 5♦,2♦ | frozen HIT | actual HIT
MAIN 5♦,2♦,A♠ = soft 18 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 5♦,2♦,A♠ vs 10♥ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 5♦,2♦,A♠ | frozen HIT | actual HIT
MAIN 5♦,2♦,A♠,5♥ = 13 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 5♦,2♦,A♠,5♥ vs 10♥ | HIT | TEXTBOOK / FROZEN-ALIGNED
Allowed: HS
  MAIN | 5♦,2♦,A♠,5♥ | frozen HIT | actual HIT
MAIN BUST at 23
Dealer 10♥,5♦ = 15

--- CARD STREAM REVIEW: HAND 1 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#001 | H01 | PLAYER card 1          | 5D
#002 | H01 | DEALER hole card       | 5D
#003 | H01 | PLAYER card 2          | 2D
#004 | H01 | DEALER upcard          | 10H
#005 | H01 | PLAYER post-deal card  | AS
#006 | H01 | PLAYER post-deal card  | 5H
#007 | H01 | PLAYER post-deal card  | KC
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 23 vs Dealer 15
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2485.00
  HAND_HISTORY | 2,5 vs 10 | mode FROZEN | action HIT | result L | bank 2500.00->2485.00 | wager 15.00
HAND 01 | 2500.00->2485.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 5♦,2♦,A♠,5♥,K♣ | D-up 10♥ | D-hidden/draw 5♦ | L
Recorded | Peak £2500.00 | Trough £2485.00 | MaxDD £15.00 | Exposure £15.00
CARD-STREAM REVIEW: hand 2 rejected before result/bankroll entry; re-entering the hand.
  CARD-STREAM REVIEW | Hand 2 rejected by operator; replacement entry follows.

========== HAND 2 / 30 ==========
Bankroll £2485.00 | Research-equivalent available £85.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player Q♠,10♦ = 20 | Dealer 10♣
OBSERVED HAND (suits excluded): 10,Q vs 10 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 0 | Neutral 0 | High 3
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN Q♠,10♦ = 20 | FROZEN POLICY: STAND [FROZEN RESEARCH OVERRIDE: prior SPLIT -> STAND; also TEXTBOOK]
  POLICY SOURCE | MAIN | Q♠,10♦ vs 10♣ | STAND | FROZEN RESEARCH OVERRIDE: prior SPLIT -> STAND; also TEXTBOOK
  MAIN | Q♠,10♦ | frozen STAND | actual STAND
Dealer 10♣,2♣,5♣ = 17

--- CARD STREAM REVIEW: HAND 2 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#008 | H02 | PLAYER card 1          | QS
#009 | H02 | DEALER hole card       | 2C
#010 | H02 | PLAYER card 2          | 10D
#011 | H02 | DEALER upcard          | 10C
#012 | H02 | DEALER draw 1          | 5C
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 20 vs Dealer 17
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2500.00
  HAND_HISTORY | 10,Q vs 10 | mode FROZEN | action STAND | result W | bank 2485.00->2500.00 | wager 15.00
HAND 02 | 2485.00->2500.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P Q♠,10♦ | D-up 10♣ | D-hidden/draw 2♣,5♣ | W
Recorded | Peak £2500.00 | Trough £2485.00 | MaxDD £15.00 | Exposure £30.00

========== HAND 3 / 30 ==========
Bankroll £2500.00 | Research-equivalent available £100.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 8♣,3♣ = 11 | Dealer 2♥
OBSERVED HAND (suits excluded): 3,8 vs 2 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 2 | Neutral 1 | High 0
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 8♣,3♣ = 11 | FROZEN POLICY: DOUBLE [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 8♣,3♣ vs 2♥ | DOUBLE | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 8♣,3♣ | frozen DOUBLE | actual DOUBLE
MAIN after DOUBLE: 8♣,3♣,10♣ = 21
Dealer 2♥,2♣,J♠,9♠ = 23 BUST

--- CARD STREAM REVIEW: HAND 3 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#013 | H03 | PLAYER card 1          | 8C
#014 | H03 | DEALER hole card       | 2C
#015 | H03 | PLAYER card 2          | 3C
#016 | H03 | DEALER upcard          | 2H
#017 | H03 | PLAYER post-deal card  | 10C
#018 | H03 | DEALER draw 1          | JS
#019 | H03 | DEALER draw 2          | 9S
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 21 vs Dealer 23
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2530.00
  HAND_HISTORY | 3,8 vs 2 | mode FROZEN | action DOUBLE | result W | bank 2500.00->2530.00 | wager 15.00
HAND 03 | 2500.00->2530.00 | ref 15.00 actual 15.00 | committed 30.00 | NORMAL | P 8♣,3♣,10♣ | D-up 2♥ | D-hidden/draw 2♣,J♠,9♠ | W
Recorded | Peak £2530.00 | Trough £2485.00 | MaxDD £15.00 | Exposure £60.00

========== HAND 4 / 30 ==========
Bankroll £2530.00 | Research-equivalent available £130.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player K♣,A♥ = soft 21 | Dealer 3♠
OBSERVED HAND (suits excluded): A,K vs 3 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 0 | High 2
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
Player 21/natural: no further player decision entered here.
Dealer 3♠,7♥,4♠,10♠ = 24 BUST

--- CARD STREAM REVIEW: HAND 4 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#020 | H04 | PLAYER card 1          | KC
#021 | H04 | DEALER hole card       | 7H
#022 | H04 | PLAYER card 2          | AH
#023 | H04 | DEALER upcard          | 3S
#024 | H04 | DEALER draw 1          | 4S
#025 | H04 | DEALER draw 2          | 10S
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 21 vs Dealer 24
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
*** BALANCE VALIDATION WARNING ***
Start £2530.00 | committed stake £15.00 | result W | natural blackjack
Expected £2552.50 | entered £2552.00 | difference £-0.50
  VALIDATION OVERRIDE | expected 2552.50 entered 2552.00 | 2552 on the screen
  HAND_HISTORY | A,K vs 3 | mode FROZEN | action NATURAL | result W | bank 2530.00->2552.00 | wager 15.00
HAND 04 | 2530.00->2552.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P K♣,A♥ | D-up 3♠ | D-hidden/draw 7♥,4♠,10♠ | W
Recorded | Peak £2552.00 | Trough £2485.00 | MaxDD £15.00 | Exposure £75.00

========== HAND 5 / 30 ==========
Bankroll £2552.00 | Research-equivalent available £152.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 4♠,A♠ = soft 15 | Dealer 4♦
OBSERVED HAND (suits excluded): 4,A vs 4 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 2 | Neutral 0 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 4♠,A♠ = soft 15 | FROZEN POLICY: DOUBLE [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 4♠,A♠ vs 4♦ | DOUBLE | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 4♠,A♠ | frozen DOUBLE | actual DOUBLE
MAIN after DOUBLE: 4♠,A♠,3♥ = soft 18
Dealer 4♦,J♦,10♦ = 24 BUST

--- CARD STREAM REVIEW: HAND 5 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#026 | H05 | PLAYER card 1          | 4S
#027 | H05 | DEALER hole card       | JD
#028 | H05 | PLAYER card 2          | AS
#029 | H05 | DEALER upcard          | 4D
#030 | H05 | PLAYER post-deal card  | 3H
#031 | H05 | DEALER draw 1          | 10D
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 18 vs Dealer 24
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2582.00
  HAND_HISTORY | 4,A vs 4 | mode FROZEN | action DOUBLE | result W | bank 2552.00->2582.00 | wager 15.00
HAND 05 | 2552.00->2582.00 | ref 15.00 actual 15.00 | committed 30.00 | NORMAL | P 4♠,A♠,3♥ | D-up 4♦ | D-hidden/draw J♦,10♦ | W
Recorded | Peak £2582.00 | Trough £2485.00 | MaxDD £15.00 | Exposure £105.00

========== HAND 6 / 30 ==========
Bankroll £2582.00 | Research-equivalent available £182.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 7♠,A♣ = soft 18 | Dealer 7♣
OBSERVED HAND (suits excluded): 7,A vs 7 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 0 | Neutral 2 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 7♠,A♣ = soft 18 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 7♠,A♣ vs 7♣ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 7♠,A♣ | frozen STAND | actual STAND
Dealer 7♣,10♦ = 17

--- CARD STREAM REVIEW: HAND 6 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#032 | H06 | PLAYER card 1          | 7S
#033 | H06 | DEALER hole card       | 10D
#034 | H06 | PLAYER card 2          | AC
#035 | H06 | DEALER upcard          | 7C
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 18 vs Dealer 17
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2597.00
  HAND_HISTORY | 7,A vs 7 | mode FROZEN | action STAND | result W | bank 2582.00->2597.00 | wager 15.00
HAND 06 | 2582.00->2597.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 7♠,A♣ | D-up 7♣ | D-hidden/draw 10♦ | W
Recorded | Peak £2597.00 | Trough £2485.00 | MaxDD £15.00 | Exposure £120.00

========== HAND 7 / 30 ==========
Bankroll £2597.00 | Research-equivalent available £197.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 8♠,3♦ = 11 | Dealer 10♥
OBSERVED HAND (suits excluded): 3,8 vs 10 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 1 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 8♠,3♦ = 11 | FROZEN POLICY: DOUBLE [FROZEN PRIMARY: DOUBLE; TEXTBOOK-aligned]
  POLICY SOURCE | MAIN | 8♠,3♦ vs 10♥ | DOUBLE | FROZEN PRIMARY: DOUBLE; TEXTBOOK-aligned
  MAIN | 8♠,3♦ | frozen DOUBLE | actual DOUBLE
MAIN after DOUBLE: 8♠,3♦,9♣ = 20
Dealer 10♥,6♦,9♥ = 25 BUST

--- CARD STREAM REVIEW: HAND 7 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#036 | H07 | PLAYER card 1          | 8S
#037 | H07 | DEALER hole card       | 6D
#038 | H07 | PLAYER card 2          | 3D
#039 | H07 | DEALER upcard          | 10H
#040 | H07 | PLAYER post-deal card  | 9C
#041 | H07 | DEALER draw 1          | 9H
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 20 vs Dealer 25
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2627.00
  HAND_HISTORY | 3,8 vs 10 | mode FROZEN | action DOUBLE | result W | bank 2597.00->2627.00 | wager 15.00
HAND 07 | 2597.00->2627.00 | ref 15.00 actual 15.00 | committed 30.00 | NORMAL | P 8♠,3♦,9♣ | D-up 10♥ | D-hidden/draw 6♦,9♥ | W
Recorded | Peak £2627.00 | Trough £2485.00 | MaxDD £15.00 | Exposure £150.00

========== HAND 8 / 30 ==========
Bankroll £2627.00 | Research-equivalent available £227.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player Q♠,8♥ = 18 | Dealer 2♠
OBSERVED HAND (suits excluded): 8,Q vs 2 | appeared before in project output: 1 time(s)
CURRENT STARTING HAND | 8,Q vs 2
PREVIOUS MATCHES | showing most recent 1 of 1
  PREVIOUS 1 | mode FROZEN | action STAND | result P | bank 2455.00->2455.00 | wager 15.00
ALL PREVIOUS OCCURRENCES | TOTAL 1 | W 0 (0.0%) | L 0 (0.0%) | P 1 (100.0%)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 1 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN Q♠,8♥ = 18 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | Q♠,8♥ vs 2♠ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | Q♠,8♥ | frozen STAND | actual STAND
Dealer 2♠,4♠,J♠,8♥ = 24 BUST

--- CARD STREAM REVIEW: HAND 8 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#042 | H08 | PLAYER card 1          | QS
#043 | H08 | DEALER hole card       | 4S
#044 | H08 | PLAYER card 2          | 8H
#045 | H08 | DEALER upcard          | 2S
#046 | H08 | DEALER draw 1          | JS
#047 | H08 | DEALER draw 2          | 8H
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 18 vs Dealer 24
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2642.00
  HAND_HISTORY | 8,Q vs 2 | mode FROZEN | action STAND | result W | bank 2627.00->2642.00 | wager 15.00
HAND 08 | 2627.00->2642.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P Q♠,8♥ | D-up 2♠ | D-hidden/draw 4♠,J♠,8♥ | W
Recorded | Peak £2642.00 | Trough £2485.00 | MaxDD £15.00 | Exposure £165.00

========== HAND 9 / 30 ==========
Bankroll £2642.00 | Research-equivalent available £242.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 9♥,7♣ = 16 | Dealer K♦
OBSERVED HAND (suits excluded): 7,9 vs K | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 0 | Neutral 2 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 9♥,7♣ = 16 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 9♥,7♣ vs K♦ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 9♥,7♣ | frozen HIT | actual HIT
MAIN 9♥,7♣,5♥ = 21 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 9♥,7♣,5♥ vs K♦ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 9♥,7♣,5♥ | frozen STAND | actual STAND
Dealer K♦,4♣,K♣ = 24 BUST

--- CARD STREAM REVIEW: HAND 9 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#048 | H09 | PLAYER card 1          | 9H
#049 | H09 | DEALER hole card       | 4C
#050 | H09 | PLAYER card 2          | 7C
#051 | H09 | DEALER upcard          | KD
#052 | H09 | PLAYER post-deal card  | 5H
#053 | H09 | DEALER draw 1          | KC
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 21 vs Dealer 24
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2657.00
  HAND_HISTORY | 7,9 vs K | mode FROZEN | action HIT | result W | bank 2642.00->2657.00 | wager 15.00
HAND 09 | 2642.00->2657.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 9♥,7♣,5♥ | D-up K♦ | D-hidden/draw 4♣,K♣ | W
Recorded | Peak £2657.00 | Trough £2485.00 | MaxDD £15.00 | Exposure £180.00

========== HAND 10 / 30 ==========
Bankroll £2657.00 | Research-equivalent available £257.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 9♠,J♣ = 19 | Dealer 7♠
OBSERVED HAND (suits excluded): 9,J vs 7 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 0 | Neutral 2 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 9♠,J♣ = 19 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 9♠,J♣ vs 7♠ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 9♠,J♣ | frozen STAND | actual STAND
Dealer 7♠,3♠,K♠ = 20

--- CARD STREAM REVIEW: HAND 10 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#054 | H10 | PLAYER card 1          | 9S
#055 | H10 | DEALER hole card       | 3S
#056 | H10 | PLAYER card 2          | JC
#057 | H10 | DEALER upcard          | 7S
#058 | H10 | DEALER draw 1          | KS
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 19 vs Dealer 20
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2642.00
  HAND_HISTORY | 9,J vs 7 | mode FROZEN | action STAND | result L | bank 2657.00->2642.00 | wager 15.00
HAND 10 | 2657.00->2642.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 9♠,J♣ | D-up 7♠ | D-hidden/draw 3♠,K♠ | L
Recorded | Peak £2657.00 | Trough £2485.00 | MaxDD £15.00 | Exposure £195.00

========== HAND 11 / 30 ==========
Bankroll £2642.00 | Research-equivalent available £242.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 3♦,7♠ = 10 | Dealer 9♦
OBSERVED HAND (suits excluded): 3,7 vs 9 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 2 | High 0
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 3♦,7♠ = 10 | FROZEN POLICY: DOUBLE [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 3♦,7♠ vs 9♦ | DOUBLE | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 3♦,7♠ | frozen DOUBLE | actual DOUBLE
MAIN after DOUBLE: 3♦,7♠,6♣ = 16
Dealer 9♦,J♠ = 19

--- CARD STREAM REVIEW: HAND 11 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#059 | H11 | PLAYER card 1          | 3D
#060 | H11 | DEALER hole card       | JS
#061 | H11 | PLAYER card 2          | 7S
#062 | H11 | DEALER upcard          | 9D
#063 | H11 | PLAYER post-deal card  | 6C
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 16 vs Dealer 19
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2612.00
  HAND_HISTORY | 3,7 vs 9 | mode FROZEN | action DOUBLE | result L | bank 2642.00->2612.00 | wager 15.00
HAND 11 | 2642.00->2612.00 | ref 15.00 actual 15.00 | committed 30.00 | NORMAL | P 3♦,7♠,6♣ | D-up 9♦ | D-hidden/draw J♠ | L
Recorded | Peak £2657.00 | Trough £2485.00 | MaxDD £45.00 | Exposure £225.00

========== HAND 12 / 30 ==========
Bankroll £2612.00 | Research-equivalent available £212.00 | State NORMAL | FROZEN WAGER £15.00
Enter numeric amount.
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 5♠,K♦ = 15 | Dealer 9♣
OBSERVED HAND (suits excluded): 5,K vs 9 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 1 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 5♠,K♦ = 15 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 5♠,K♦ vs 9♣ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 5♠,K♦ | frozen HIT | actual HIT
MAIN BUST at 22
Dealer 9♣,8♠ = 17

--- CARD STREAM REVIEW: HAND 12 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#064 | H12 | PLAYER card 1          | 5S
#065 | H12 | DEALER hole card       | 8S
#066 | H12 | PLAYER card 2          | KD
#067 | H12 | DEALER upcard          | 9C
#068 | H12 | PLAYER post-deal card  | 7S
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 22 vs Dealer 17
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2597.00
  HAND_HISTORY | 5,K vs 9 | mode FROZEN | action HIT | result L | bank 2612.00->2597.00 | wager 15.00
HAND 12 | 2612.00->2597.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 5♠,K♦,7♠ | D-up 9♣ | D-hidden/draw 8♠ | L
Recorded | Peak £2657.00 | Trough £2485.00 | MaxDD £60.00 | Exposure £240.00

========== HAND 13 / 30 ==========
Bankroll £2597.00 | Research-equivalent available £197.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player A♣,4♥ = soft 15 | Dealer 2♣
OBSERVED HAND (suits excluded): 4,A vs 2 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 2 | Neutral 0 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN A♣,4♥ = soft 15 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | A♣,4♥ vs 2♣ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | A♣,4♥ | frozen HIT | actual HIT
MAIN A♣,4♥,3♦ = soft 18 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | A♣,4♥,3♦ vs 2♣ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | A♣,4♥,3♦ | frozen STAND | actual STAND
Dealer 2♣,4♥,8♥,8♥ = 22 BUST

--- CARD STREAM REVIEW: HAND 13 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#069 | H13 | PLAYER card 1          | AC
#070 | H13 | DEALER hole card       | 4H
#071 | H13 | PLAYER card 2          | 4H
#072 | H13 | DEALER upcard          | 2C
#073 | H13 | PLAYER post-deal card  | 3D
#074 | H13 | DEALER draw 1          | 8H
#075 | H13 | DEALER draw 2          | 8H
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 18 vs Dealer 22
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2612.00
  HAND_HISTORY | 4,A vs 2 | mode FROZEN | action HIT | result W | bank 2597.00->2612.00 | wager 15.00
HAND 13 | 2597.00->2612.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P A♣,4♥,3♦ | D-up 2♣ | D-hidden/draw 4♥,8♥,8♥ | W
Recorded | Peak £2657.00 | Trough £2485.00 | MaxDD £60.00 | Exposure £255.00

========== HAND 14 / 30 ==========
Bankroll £2612.00 | Research-equivalent available £212.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 4♣,8♣ = 12 | Dealer 6♦
OBSERVED HAND (suits excluded): 4,8 vs 6 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 2 | Neutral 1 | High 0
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 4♣,8♣ = 12 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 4♣,8♣ vs 6♦ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 4♣,8♣ | frozen STAND | actual STAND
Dealer 6♦,6♥,7♣ = 19

--- CARD STREAM REVIEW: HAND 14 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#076 | H14 | PLAYER card 1          | 4C
#077 | H14 | DEALER hole card       | 6H
#078 | H14 | PLAYER card 2          | 8C
#079 | H14 | DEALER upcard          | 6D
#080 | H14 | DEALER draw 1          | 7C
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 12 vs Dealer 19
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2597.00
  HAND_HISTORY | 4,8 vs 6 | mode FROZEN | action STAND | result L | bank 2612.00->2597.00 | wager 15.00
HAND 14 | 2612.00->2597.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 4♣,8♣ | D-up 6♦ | D-hidden/draw 6♥,7♣ | L
Recorded | Peak £2657.00 | Trough £2485.00 | MaxDD £60.00 | Exposure £270.00

========== HAND 15 / 30 ==========
Bankroll £2597.00 | Research-equivalent available £197.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player Q♣,3♦ = 13 | Dealer A♦
OBSERVED HAND (suits excluded): 3,Q vs A | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 0 | High 2
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN Q♣,3♦ = 13 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | Q♣,3♦ vs A♦ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | Q♣,3♦ | frozen HIT | actual HIT
MAIN BUST at 23
Dealer A♦,6♠ = soft 17

--- CARD STREAM REVIEW: HAND 15 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#081 | H15 | PLAYER card 1          | QC
#082 | H15 | DEALER hole card       | 6S
#083 | H15 | PLAYER card 2          | 3D
#084 | H15 | DEALER upcard          | AD
#085 | H15 | PLAYER post-deal card  | JH
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 23 vs Dealer 17
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2582.00
  HAND_HISTORY | 3,Q vs A | mode FROZEN | action HIT | result L | bank 2597.00->2582.00 | wager 15.00
HAND 15 | 2597.00->2582.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P Q♣,3♦,J♥ | D-up A♦ | D-hidden/draw 6♠ | L
Recorded | Peak £2657.00 | Trough £2485.00 | MaxDD £75.00 | Exposure £285.00

========== HAND 16 / 30 ==========
Bankroll £2582.00 | Research-equivalent available £182.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 3♣,K♥ = 13 | Dealer J♥
OBSERVED HAND (suits excluded): 3,K vs J | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 0 | High 2
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 3♣,K♥ = 13 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 3♣,K♥ vs J♥ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 3♣,K♥ | frozen HIT | actual HIT
MAIN 3♣,K♥,A♥ = 14 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 3♣,K♥,A♥ vs J♥ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 3♣,K♥,A♥ | frozen HIT | actual HIT
MAIN BUST at 22
Dealer J♥,Q♥ = 20

--- CARD STREAM REVIEW: HAND 16 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#086 | H16 | PLAYER card 1          | 3C
#087 | H16 | DEALER hole card       | QH
#088 | H16 | PLAYER card 2          | KH
#089 | H16 | DEALER upcard          | JH
#090 | H16 | PLAYER post-deal card  | AH
#091 | H16 | PLAYER post-deal card  | 8D
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 22 vs Dealer 20
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2567.00
  HAND_HISTORY | 3,K vs J | mode FROZEN | action HIT | result L | bank 2582.00->2567.00 | wager 15.00
HAND 16 | 2582.00->2567.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 3♣,K♥,A♥,8♦ | D-up J♥ | D-hidden/draw Q♥ | L
Recorded | Peak £2657.00 | Trough £2485.00 | MaxDD £90.00 | Exposure £300.00

========== HAND 17 / 30 ==========
Bankroll £2567.00 | Research-equivalent available £167.00 | State NORMAL | FROZEN WAGER £30.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 8♥,7♥ = 15 | Dealer 5♥
OBSERVED HAND (suits excluded): 7,8 vs 5 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 2 | High 0
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 8♥,7♥ = 15 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 8♥,7♥ vs 5♥ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 8♥,7♥ | frozen STAND | actual STAND
Dealer 5♥,4♣,Q♣ = 19

--- CARD STREAM REVIEW: HAND 17 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#092 | H17 | PLAYER card 1          | 8H
#093 | H17 | DEALER hole card       | 4C
#094 | H17 | PLAYER card 2          | 7H
#095 | H17 | DEALER upcard          | 5H
#096 | H17 | DEALER draw 1          | QC
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 15 vs Dealer 19
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2537.00
  HAND_HISTORY | 7,8 vs 5 | mode FROZEN | action STAND | result L | bank 2567.00->2537.00 | wager 30.00
HAND 17 | 2567.00->2537.00 | ref 30.00 actual 30.00 | committed 30.00 | NORMAL | P 8♥,7♥ | D-up 5♥ | D-hidden/draw 4♣,Q♣ | L
Recorded | Peak £2657.00 | Trough £2485.00 | MaxDD £120.00 | Exposure £330.00

========== HAND 18 / 30 ==========
Bankroll £2537.00 | Research-equivalent available £137.00 | State NORMAL | FROZEN WAGER £20.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 9♥,K♥ = 19 | Dealer 4♣
OBSERVED HAND (suits excluded): 9,K vs 4 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 1 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 9♥,K♥ = 19 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 9♥,K♥ vs 4♣ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 9♥,K♥ | frozen STAND | actual STAND
Dealer 4♣,8♦,Q♦ = 22 BUST

--- CARD STREAM REVIEW: HAND 18 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#097 | H18 | PLAYER card 1          | 9H
#098 | H18 | DEALER hole card       | 8D
#099 | H18 | PLAYER card 2          | KH
#100 | H18 | DEALER upcard          | 4C
#101 | H18 | DEALER draw 1          | QD
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 19 vs Dealer 22
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2557.00
  HAND_HISTORY | 9,K vs 4 | mode FROZEN | action STAND | result W | bank 2537.00->2557.00 | wager 20.00
HAND 18 | 2537.00->2557.00 | ref 20.00 actual 20.00 | committed 20.00 | NORMAL | P 9♥,K♥ | D-up 4♣ | D-hidden/draw 8♦,Q♦ | W
Recorded | Peak £2657.00 | Trough £2485.00 | MaxDD £120.00 | Exposure £350.00

========== HAND 19 / 30 ==========
Bankroll £2557.00 | Research-equivalent available £157.00 | State NORMAL | FROZEN WAGER £30.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player A♠,7♣ = soft 18 | Dealer A♣
OBSERVED HAND (suits excluded): 7,A vs A | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 0 | Neutral 1 | High 2
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN A♠,7♣ = soft 18 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | A♠,7♣ vs A♣ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | A♠,7♣ | frozen HIT | actual HIT
MAIN A♠,7♣,8♦ = 16 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | A♠,7♣,8♦ vs A♣ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | A♠,7♣,8♦ | frozen HIT | actual HIT
MAIN BUST at 26
Dealer A♣,7♣ = soft 18

--- CARD STREAM REVIEW: HAND 19 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#102 | H19 | PLAYER card 1          | AS
#103 | H19 | DEALER hole card       | 7C
#104 | H19 | PLAYER card 2          | 7C
#105 | H19 | DEALER upcard          | AC
#106 | H19 | PLAYER post-deal card  | 8D
#107 | H19 | PLAYER post-deal card  | 10H
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 26 vs Dealer 18
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2527.00
  HAND_HISTORY | 7,A vs A | mode FROZEN | action HIT | result L | bank 2557.00->2527.00 | wager 30.00
HAND 19 | 2557.00->2527.00 | ref 30.00 actual 30.00 | committed 30.00 | NORMAL | P A♠,7♣,8♦,10♥ | D-up A♣ | D-hidden/draw 7♣ | L
Recorded | Peak £2657.00 | Trough £2485.00 | MaxDD £130.00 | Exposure £380.00

========== HAND 20 / 30 ==========
Bankroll £2527.00 | Research-equivalent available £127.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player A♣,8♣ = soft 19 | Dealer Q♠
OBSERVED HAND (suits excluded): 8,A vs Q | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 0 | Neutral 1 | High 2
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN A♣,8♣ = soft 19 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | A♣,8♣ vs Q♠ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | A♣,8♣ | frozen STAND | actual STAND
Dealer Q♠,4♥,A♣,2♣ = 17

--- CARD STREAM REVIEW: HAND 20 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#108 | H20 | PLAYER card 1          | AC
#109 | H20 | DEALER hole card       | 4H
#110 | H20 | PLAYER card 2          | 8C
#111 | H20 | DEALER upcard          | QS
#112 | H20 | DEALER draw 1          | AC
#113 | H20 | DEALER draw 2          | 2C
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 19 vs Dealer 17
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2542.00
  HAND_HISTORY | 8,A vs Q | mode FROZEN | action STAND | result W | bank 2527.00->2542.00 | wager 15.00
HAND 20 | 2527.00->2542.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P A♣,8♣ | D-up Q♠ | D-hidden/draw 4♥,A♣,2♣ | W
Recorded | Peak £2657.00 | Trough £2485.00 | MaxDD £130.00 | Exposure £395.00

========== HAND 21 / 30 ==========
Bankroll £2542.00 | Research-equivalent available £142.00 | State NORMAL | FROZEN WAGER £20.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player J♣,2♦ = 12 | Dealer Q♣
OBSERVED HAND (suits excluded): 2,J vs Q | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 0 | High 2
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN J♣,2♦ = 12 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | J♣,2♦ vs Q♣ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | J♣,2♦ | frozen HIT | actual HIT
MAIN BUST at 22
Dealer Q♣,10♠ = 20

--- CARD STREAM REVIEW: HAND 21 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#114 | H21 | PLAYER card 1          | JC
#115 | H21 | DEALER hole card       | 10S
#116 | H21 | PLAYER card 2          | 2D
#117 | H21 | DEALER upcard          | QC
#118 | H21 | PLAYER post-deal card  | QH
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 22 vs Dealer 20
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2522.00
  HAND_HISTORY | 2,J vs Q | mode FROZEN | action HIT | result L | bank 2542.00->2522.00 | wager 20.00
HAND 21 | 2542.00->2522.00 | ref 20.00 actual 20.00 | committed 20.00 | NORMAL | P J♣,2♦,Q♥ | D-up Q♣ | D-hidden/draw 10♠ | L
Recorded | Peak £2657.00 | Trough £2485.00 | MaxDD £135.00 | Exposure £415.00

========== HAND 22 / 30 ==========
Bankroll £2522.00 | Research-equivalent available £122.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 6♦,10♣ = 16 | Dealer 2♥
OBSERVED HAND (suits excluded): 10,6 vs 2 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 2 | Neutral 0 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 6♦,10♣ = 16 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 6♦,10♣ vs 2♥ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 6♦,10♣ | frozen STAND | actual STAND
Dealer 2♥,9♦,3♣,2♠,4♥ = 20

--- CARD STREAM REVIEW: HAND 22 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#119 | H22 | PLAYER card 1          | 6D
#120 | H22 | DEALER hole card       | 9D
#121 | H22 | PLAYER card 2          | 10C
#122 | H22 | DEALER upcard          | 2H
#123 | H22 | DEALER draw 1          | 3C
#124 | H22 | DEALER draw 2          | 2S
#125 | H22 | DEALER draw 3          | 4H
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 16 vs Dealer 20
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2507.00
  HAND_HISTORY | 10,6 vs 2 | mode FROZEN | action STAND | result L | bank 2522.00->2507.00 | wager 15.00
HAND 22 | 2522.00->2507.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 6♦,10♣ | D-up 2♥ | D-hidden/draw 9♦,3♣,2♠,4♥ | L
Recorded | Peak £2657.00 | Trough £2485.00 | MaxDD £150.00 | Exposure £430.00

========== HAND 23 / 30 ==========
Bankroll £2507.00 | Research-equivalent available £107.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 2♠,5♥ = 7 | Dealer A♠
OBSERVED HAND (suits excluded): 2,5 vs A | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 2 | Neutral 0 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 2♠,5♥ = 7 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 2♠,5♥ vs A♠ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 2♠,5♥ | frozen HIT | actual HIT
MAIN 2♠,5♥,4♦ = 11 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 2♠,5♥,4♦ vs A♠ | HIT | TEXTBOOK / FROZEN-ALIGNED
Allowed: HS
  MAIN | 2♠,5♥,4♦ | frozen HIT | actual HIT
MAIN 2♠,5♥,4♦,6♣ = 17 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 2♠,5♥,4♦,6♣ vs A♠ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 2♠,5♥,4♦,6♣ | frozen STAND | actual STAND
Dealer A♠,K♦ = soft 21 21

--- CARD STREAM REVIEW: HAND 23 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#126 | H23 | PLAYER card 1          | 2S
#127 | H23 | DEALER hole card       | KD
#128 | H23 | PLAYER card 2          | 5H
#129 | H23 | DEALER upcard          | AS
#130 | H23 | PLAYER post-deal card  | 4D
#131 | H23 | PLAYER post-deal card  | 6C
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 17 vs Dealer 21
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2492.00
  HAND_HISTORY | 2,5 vs A | mode FROZEN | action HIT | result L | bank 2507.00->2492.00 | wager 15.00
HAND 23 | 2507.00->2492.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 2♠,5♥,4♦,6♣ | D-up A♠ | D-hidden/draw K♦ | L
Recorded | Peak £2657.00 | Trough £2485.00 | MaxDD £165.00 | Exposure £445.00

========== HAND 24 / 30 ==========
Bankroll £2492.00 | Research-equivalent available £92.00 | State COOLING | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 10♠,Q♠ = 20 | Dealer Q♦
OBSERVED HAND (suits excluded): 10,Q vs Q | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 0 | Neutral 0 | High 3
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 10♠,Q♠ = 20 | FROZEN POLICY: STAND [FROZEN RESEARCH OVERRIDE: prior SPLIT -> STAND; also TEXTBOOK]
  POLICY SOURCE | MAIN | 10♠,Q♠ vs Q♦ | STAND | FROZEN RESEARCH OVERRIDE: prior SPLIT -> STAND; also TEXTBOOK
  MAIN | 10♠,Q♠ | frozen STAND | actual STAND
Dealer Q♦,2♠,10♦ = 22 BUST

--- CARD STREAM REVIEW: HAND 24 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#132 | H24 | PLAYER card 1          | 10S
#133 | H24 | DEALER hole card       | 2S
#134 | H24 | PLAYER card 2          | QS
#135 | H24 | DEALER upcard          | QD
#136 | H24 | DEALER draw 1          | 10D
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 20 vs Dealer 22
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2507.00
  HAND_HISTORY | 10,Q vs Q | mode FROZEN | action STAND | result W | bank 2492.00->2507.00 | wager 15.00
HAND 24 | 2492.00->2507.00 | ref 15.00 actual 15.00 | committed 15.00 | COOLING | P 10♠,Q♠ | D-up Q♦ | D-hidden/draw 2♠,10♦ | W
Recorded | Peak £2657.00 | Trough £2485.00 | MaxDD £165.00 | Exposure £460.00

========== HAND 25 / 30 ==========
Bankroll £2507.00 | Research-equivalent available £107.00 | State COOLING | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player A♦,6♣ = soft 17 | Dealer 4♣
OBSERVED HAND (suits excluded): 6,A vs 4 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 2 | Neutral 0 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN A♦,6♣ = soft 17 | FROZEN POLICY: DOUBLE [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | A♦,6♣ vs 4♣ | DOUBLE | TEXTBOOK / FROZEN-ALIGNED
  MAIN | A♦,6♣ | frozen DOUBLE | actual DOUBLE
MAIN after DOUBLE: A♦,6♣,2♠ = soft 19
Dealer 4♣,9♠,10♠ = 23 BUST

--- CARD STREAM REVIEW: HAND 25 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#137 | H25 | PLAYER card 1          | AD
#138 | H25 | DEALER hole card       | 9S
#139 | H25 | PLAYER card 2          | 6C
#140 | H25 | DEALER upcard          | 4C
#141 | H25 | PLAYER post-deal card  | 2S
#142 | H25 | DEALER draw 1          | 10S
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 19 vs Dealer 23
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2537.00
  HAND_HISTORY | 6,A vs 4 | mode FROZEN | action DOUBLE | result W | bank 2507.00->2537.00 | wager 15.00
HAND 25 | 2507.00->2537.00 | ref 15.00 actual 15.00 | committed 30.00 | COOLING | P A♦,6♣,2♠ | D-up 4♣ | D-hidden/draw 9♠,10♠ | W
Recorded | Peak £2657.00 | Trough £2485.00 | MaxDD £165.00 | Exposure £490.00

========== HAND 26 / 30 ==========
Bankroll £2537.00 | Research-equivalent available £137.00 | State CAUTIOUS | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player Q♠,J♠ = 20 | Dealer K♥
OBSERVED HAND (suits excluded): J,Q vs K | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 0 | Neutral 0 | High 3
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN Q♠,J♠ = 20 | FROZEN POLICY: STAND [FROZEN RESEARCH OVERRIDE: prior SPLIT -> STAND; also TEXTBOOK]
  POLICY SOURCE | MAIN | Q♠,J♠ vs K♥ | STAND | FROZEN RESEARCH OVERRIDE: prior SPLIT -> STAND; also TEXTBOOK
  MAIN | Q♠,J♠ | frozen STAND | actual STAND
Dealer K♥,Q♥ = 20

--- CARD STREAM REVIEW: HAND 26 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#143 | H26 | PLAYER card 1          | QS
#144 | H26 | DEALER hole card       | QH
#145 | H26 | PLAYER card 2          | JS
#146 | H26 | DEALER upcard          | KH
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PUSH | Player 20 vs Dealer 20
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2537.00
  HAND_HISTORY | J,Q vs K | mode FROZEN | action STAND | result P | bank 2537.00->2537.00 | wager 15.00
HAND 26 | 2537.00->2537.00 | ref 15.00 actual 15.00 | committed 15.00 | CAUTIOUS | P Q♠,J♠ | D-up K♥ | D-hidden/draw Q♥ | P
Recorded | Peak £2657.00 | Trough £2485.00 | MaxDD £165.00 | Exposure £505.00

========== HAND 27 / 30 ==========
Bankroll £2537.00 | Research-equivalent available £137.00 | State CAUTIOUS | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 6♠,5♠ = 11 | Dealer 8♣
OBSERVED HAND (suits excluded): 5,6 vs 8 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 2 | Neutral 1 | High 0
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 6♠,5♠ = 11 | FROZEN POLICY: DOUBLE [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 6♠,5♠ vs 8♣ | DOUBLE | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 6♠,5♠ | frozen DOUBLE | actual DOUBLE
MAIN after DOUBLE: 6♠,5♠,10♣ = 21
Dealer 8♣,10♠ = 18

--- CARD STREAM REVIEW: HAND 27 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#147 | H27 | PLAYER card 1          | 6S
#148 | H27 | DEALER hole card       | 10S
#149 | H27 | PLAYER card 2          | 5S
#150 | H27 | DEALER upcard          | 8C
#151 | H27 | PLAYER post-deal card  | 10C
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 21 vs Dealer 18
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2567.00
  HAND_HISTORY | 5,6 vs 8 | mode FROZEN | action DOUBLE | result W | bank 2537.00->2567.00 | wager 15.00
HAND 27 | 2537.00->2567.00 | ref 15.00 actual 15.00 | committed 30.00 | CAUTIOUS | P 6♠,5♠,10♣ | D-up 8♣ | D-hidden/draw 10♠ | W
Recorded | Peak £2657.00 | Trough £2485.00 | MaxDD £165.00 | Exposure £535.00

========== HAND 28 / 30 ==========
Bankroll £2567.00 | Research-equivalent available £167.00 | State NORMAL | FROZEN WAGER £30.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 9♠,K♣ = 19 | Dealer 5♠
OBSERVED HAND (suits excluded): 9,K vs 5 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 1 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 9♠,K♣ = 19 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 9♠,K♣ vs 5♠ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 9♠,K♣ | frozen STAND | actual STAND
Dealer 5♠,9♣,2♠,K♥ = 26 BUST

--- CARD STREAM REVIEW: HAND 28 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#152 | H28 | PLAYER card 1          | 9S
#153 | H28 | DEALER hole card       | 9C
#154 | H28 | PLAYER card 2          | KC
#155 | H28 | DEALER upcard          | 5S
#156 | H28 | DEALER draw 1          | 2S
#157 | H28 | DEALER draw 2          | KH
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 19 vs Dealer 26
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2597.00
  HAND_HISTORY | 9,K vs 5 | mode FROZEN | action STAND | result W | bank 2567.00->2597.00 | wager 30.00
HAND 28 | 2567.00->2597.00 | ref 30.00 actual 30.00 | committed 30.00 | NORMAL | P 9♠,K♣ | D-up 5♠ | D-hidden/draw 9♣,2♠,K♥ | W
Recorded | Peak £2657.00 | Trough £2485.00 | MaxDD £165.00 | Exposure £565.00

========== HAND 29 / 30 ==========
SHUFFLE RECORDED before hand 29 | previous segment cards recorded: 157
Bankroll £2597.00 | Research-equivalent available £197.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 7♦,J♣ = 17 | Dealer K♠
OBSERVED HAND (suits excluded): 7,J vs K | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 0 | Neutral 1 | High 2
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 7♦,J♣ = 17 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 7♦,J♣ vs K♠ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 7♦,J♣ | frozen STAND | actual STAND
Dealer K♠,4♠,3♣ = 17

--- CARD STREAM REVIEW: HAND 29 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#158 | H29 | PLAYER card 1          | 7D
#159 | H29 | DEALER hole card       | 4S
#160 | H29 | PLAYER card 2          | JC
#161 | H29 | DEALER upcard          | KS
#162 | H29 | DEALER draw 1          | 3C
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PUSH | Player 17 vs Dealer 17
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2597.00
  HAND_HISTORY | 7,J vs K | mode FROZEN | action STAND | result P | bank 2597.00->2597.00 | wager 15.00
HAND 29 | 2597.00->2597.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 7♦,J♣ | D-up K♠ | D-hidden/draw 4♠,3♣ | P
Recorded | Peak £2657.00 | Trough £2485.00 | MaxDD £165.00 | Exposure £580.00

========== HAND 30 / 30 ==========
Bankroll £2597.00 | Research-equivalent available £197.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 3♦,10♣ = 13 | Dealer J♥
OBSERVED HAND (suits excluded): 10,3 vs J | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 0 | High 2
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 3♦,10♣ = 13 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 3♦,10♣ vs J♥ | HIT | TEXTBOOK / FROZEN-ALIGNED
Allowed: HSD
  MAIN | 3♦,10♣ | frozen HIT | actual HIT
MAIN 3♦,10♣,5♠ = 18 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 3♦,10♣,5♠ vs J♥ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 3♦,10♣,5♠ | frozen STAND | actual STAND
Dealer J♥,6♥,8♥ = 24 BUST

--- CARD STREAM REVIEW: HAND 30 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#163 | H30 | PLAYER card 1          | 3D
#164 | H30 | DEALER hole card       | 6H
#165 | H30 | PLAYER card 2          | 10C
#166 | H30 | DEALER upcard          | JH
#167 | H30 | PLAYER post-deal card  | 5S
#168 | H30 | DEALER draw 1          | 8H
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 18 vs Dealer 24
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2612.00
  HAND_HISTORY | 10,3 vs J | mode FROZEN | action HIT | result W | bank 2597.00->2612.00 | wager 15.00
HAND 30 | 2597.00->2612.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 3♦,10♣,5♠ | D-up J♥ | D-hidden/draw 6♥,8♥ | W
Recorded | Peak £2657.00 | Trough £2485.00 | MaxDD £165.00 | Exposure £595.00
LEDGER_ENTRY | session 20260906_195138 | mode FROZEN | hands 30 | start 100.00 | final 212.00 | session_pl 112.00 | total_decision_events 38 | wager_match 30 | wager_above 0 | wager_below 0 | action_match 38 | action_different 0
PROJECT LEDGER SUMMARY
Completed sessions: 6 | Total hands: 147
Cumulative project P/L: £488.00
Cumulative P/L vs £100 per-session starting capital: 81.33%
Project-equivalent running balance (initial £100 + cumulative P/L): £588.00
Ledger basis: each live session independently starts at research-equivalent £100; cumulative P/L sums session profits/losses.

================ OBSERVED-SOURCE FROZEN vs CASUAL RECONSTRUCTION | SESSION 20260906_195138 ================
V9 boundary: exact captured chronology is replayed in recorded order; every visibly observed shuffle boundary resets to the corresponding captured segment. No card is invented.
Frozen replay gate: hands 30 | final £107.50 | W/L/P 14/15/1 | exposure £480.00 | FAIL
Frozen observed provenance (authoritative live capture): Total 38 | Textbook/Frozen-Aligned 34 | Research Overrides 3 | Primary H17v10 Overrides 1
Casual decision provenance: N/A
Directly Comparable Action Decisions: N/A | Matched N/A | Different N/A | Alignment N/A
RECONSTRUCTION STATUS: NOT SOURCE-VERIFIED | Frozen gate FAIL | Casual completion PASS | Arithmetic PASS
Publication rule: do not infer or transplant missing Casual/comparison values from another session.
================ END OBSERVED-SOURCE RECONSTRUCTION | SESSION 20260906_195138 ================
================ END SESSION 20260906_195138 ================

SHUFFLE_ANALYSIS_STATUS | session 20260906_195138 | PENDING
PLATE_STATUS | session 20260906_195138 | PENDING

================ AUTOMATIC SHUFFLE ROBUSTNESS | SESSION 20260906_195138 ================
ENGINE VERSION: integrated-post-session-v3 | paired_replays_per_method 5000 | seed_base 202609050001
Captured-card reservoir: 168 cards
Comparable-action definition: same replay hand, branch, decision ordinal, player-rank state and dealer upcard in both independently consumed paths.
A | Observed-card permutation: shuffle only the captured session-card reservoir; no cards added.
  Frozen median 85.00 | Casual median 92.50 | Frozen mean 100.85 | Casual mean 98.30
  £200 reach Frozen 30.00% | Casual 20.78% | Mean exposure Frozen 447.72 | Casual 413.21 | Mean maxDD Frozen 91.74 | Casual 83.53
  30-hand completion Frozen 2924 | Casual 3178 | Both 2715
  Mean paired final-bankroll difference Frozen-Casual (both completed): 7.10
  Comparable action decisions total: 142155 | Different actions total: 5290 | Mean Comparable Action Differences: 1.0580
B | Full six-deck RNG: generate and uniformly shuffle a fresh 312-card six-deck shoe.
  Frozen median 80.00 | Casual median 92.50 | Frozen mean 99.52 | Casual mean 96.91
  £200 reach Frozen 30.12% | Casual 20.12% | Mean exposure Frozen 450.70 | Casual 413.83 | Mean maxDD Frozen 92.90 | Casual 83.79
  30-hand completion Frozen 3348 | Casual 3519 | Both 3150
  Mean paired final-bankroll difference Frozen-Casual (both completed): 7.58
  Comparable action decisions total: 137976 | Different actions total: 5740 | Mean Comparable Action Differences: 1.1480
C1 | Penetration 50%: captured reservoir; reshuffle only remaining cards between hands at 50%.
  Frozen median 85.00 | Casual median 92.50 | Frozen mean 102.57 | Casual mean 99.28
  £200 reach Frozen 31.24% | Casual 21.10% | Mean exposure Frozen 451.32 | Casual 415.97 | Mean maxDD Frozen 92.01 | Casual 83.81
  30-hand completion Frozen 2941 | Casual 3209 | Both 2724
  Mean paired final-bankroll difference Frozen-Casual (both completed): 8.95
  Comparable action decisions total: 140693 | Different actions total: 5267 | Mean Comparable Action Differences: 1.0534
C2 | Penetration 65%: captured reservoir; reshuffle only remaining cards between hands at 65%.
  Frozen median 82.50 | Casual median 92.50 | Frozen mean 100.66 | Casual mean 99.10
  £200 reach Frozen 29.66% | Casual 21.74% | Mean exposure Frozen 448.78 | Casual 413.48 | Mean maxDD Frozen 91.69 | Casual 83.00
  30-hand completion Frozen 2884 | Casual 3169 | Both 2684
  Mean paired final-bankroll difference Frozen-Casual (both completed): 6.39
  Comparable action decisions total: 142117 | Different actions total: 5209 | Mean Comparable Action Differences: 1.0418
C3 | Penetration 75%: captured reservoir; reshuffle only remaining cards between hands at 75%.
  Frozen median 82.50 | Casual median 92.50 | Frozen mean 99.99 | Casual mean 98.65
  £200 reach Frozen 29.92% | Casual 20.44% | Mean exposure Frozen 447.38 | Casual 413.57 | Mean maxDD Frozen 92.37 | Casual 83.58
  30-hand completion Frozen 2888 | Casual 3228 | Both 2707
  Mean paired final-bankroll difference Frozen-Casual (both completed): 5.54
  Comparable action decisions total: 140635 | Different actions total: 5300 | Mean Comparable Action Differences: 1.0600
C4 | Penetration 80%: captured reservoir; reshuffle only remaining cards between hands at 80%.
  Frozen median 85.00 | Casual median 92.50 | Frozen mean 101.22 | Casual mean 98.27
  £200 reach Frozen 30.26% | Casual 21.28% | Mean exposure Frozen 444.67 | Casual 410.25 | Mean maxDD Frozen 90.55 | Casual 82.69
  30-hand completion Frozen 2882 | Casual 3147 | Both 2693
  Mean paired final-bankroll difference Frozen-Casual (both completed): 7.04
  Comparable action decisions total: 141248 | Different actions total: 5161 | Mean Comparable Action Differences: 1.0322
D | Physical-style proxy: captured reservoir with deterministic riffle/strip/cut-style mixing.
  Frozen median 85.00 | Casual median 92.50 | Frozen mean 102.39 | Casual mean 99.31
  £200 reach Frozen 31.46% | Casual 20.86% | Mean exposure Frozen 448.43 | Casual 413.93 | Mean maxDD Frozen 91.22 | Casual 83.14
  30-hand completion Frozen 2954 | Casual 3226 | Both 2766
  Mean paired final-bankroll difference Frozen-Casual (both completed): 6.99
  Comparable action decisions total: 142859 | Different actions total: 5338 | Mean Comparable Action Differences: 1.0676
E | Automatic/continuous proxy: captured reservoir; after each complete hand, used cards return and the full reservoir is remixed.
  Frozen median 85.00 | Casual median 92.50 | Frozen mean 100.73 | Casual mean 99.24
  £200 reach Frozen 30.78% | Casual 20.90% | Mean exposure Frozen 449.54 | Casual 414.73 | Mean maxDD Frozen 92.16 | Casual 83.42
  30-hand completion Frozen 3378 | Casual 3553 | Both 3273
  Mean paired final-bankroll difference Frozen-Casual (both completed): 6.24
  Comparable action decisions total: 164698 | Different actions total: 6062 | Mean Comparable Action Differences: 1.2124
Method E boundary: after each COMPLETE hand, consumed cards return to the captured reservoir and the entire reservoir is remixed; no captured card is added, removed or substituted.
Method D boundary: declared mathematical riffle/strip/cut proxy; not a proprietary casino-shuffler reproduction.
SHUFFLE_ANALYSIS_STATUS | session 20260906_195138 | COMPLETE
================ END AUTOMATIC SHUFFLE ROBUSTNESS | SESSION 20260906_195138 ================

================ OBSERVED_RECONSTRUCTION_CORRECTION | SESSION 20260906_195138 ================
Correction provenance: V9.1.3 supersedes the prior observed-source reconstruction block only; original live capture, ledger, A-E shuffle results and prior text remain unchanged.
Reason: observed 247 no-peek timing/card consumption and explicit captured settlement overrides are now honoured; legitimate Casual bankroll/table exit counts as a completed counterfactual journey.

================ OBSERVED-SOURCE FROZEN vs CASUAL RECONSTRUCTION | SESSION 20260906_195138 ================
V9.1.3 observed-source boundary: exact captured chronology is replayed in recorded order with observed 247 no-peek timing; every visibly observed shuffle boundary resets to the corresponding captured segment. No card is invented. A-E synthetic shuffle methodology is unchanged.
Frozen replay gate: hands 30 | final £212.00 | W/L/P 16/12/2 | exposure £595.00 | PASS
Frozen observed provenance (authoritative live capture): Total 38 | Textbook/Frozen-Aligned 34 | Research Overrides 3 | Primary H11v10 Overrides 1
Casual reconstructed: hands 23 | final £2.50 | W/L/P 8/15/0 | exposure £375.00 | termination BANKROLL
Casual decision provenance: Total 32 | Textbook/Frozen-Aligned 32 | Research Overrides 0 | Primary H11v10 Overrides 0
Directly Comparable Action Decisions: 28 | Matched 27 | Different 1 | Alignment 96.4%
RECONSTRUCTION STATUS: SOURCE-VERIFIED
================ END OBSERVED-SOURCE RECONSTRUCTION | SESSION 20260906_195138 ================
OBSERVED_RECONSTRUCTION_CORRECTION_STATUS | session 20260906_195138 | COMPLETE
================ END OBSERVED_RECONSTRUCTION_CORRECTION | SESSION 20260906_195138 ================
PLATE_STATUS | session 20260906_195138 | COMPLETE | operator_confirmation 2026-09-06 23:51:11

================ SESSION 20260907_003015 ================
DETERMINISTIC BLACKJACK - LIVE SESSION REPORT
SESSION NAME: Stay in profit again
PLATFORM BALANCE BASIS: Start £2500.00 | £2400.00 = research-equivalent £0/depleted
Platform Final £2650.00 | Platform Peak £2680.00 | Platform Trough £2500.00 | MaxDD £30.00 | Exposure £495.00
OFFSET RESEARCH-EQUIVALENT: Start £100.00 | Final £250.00 | Peak £280.00 | Trough £100.00
OFFSET RULE: research-equivalent bankroll = platform balance - £2400.00
AFFORDABILITY RULE: £2400 platform offset is protected; wager/double/split affordability uses research-equivalent bankroll only.
MODE: FROZEN ARCHITECTURE
W/L/P 16/9/5
Wager match/above/below 30/0/0
Action match/different 44/0
SOURCE: 247blackjack.com
SOURCE TYPE: Online play-money blackjack, configured 6-deck game
CARD GENERATION: computational/RNG implementation; visible six-deck shuffle events recorded from interface
Shuffle events explicitly observed: 2
Total cards recorded: 163
Cards since most recent observed shuffle/start: 5
Exact known rank+suit identities observed: 51
Validation warnings/overrides encountered: 1
Hands re-entered through amendment review: 2
Decision provenance counts:
  TOTAL DECISION EVENTS: 44 (decision events, not hands)
  TEXTBOOK / FROZEN-ALIGNED: 42
  FROZEN RESEARCH OVERRIDE events: 1
  FROZEN PRIMARY HARD11-vs-10 events: 1
Policy note: Pair20-vs-10 STAND is the current Frozen action; provenance records that it replaced the earlier research SPLIT rule, and it also agrees with textbook.
Policy note: HARD11-vs-10 primary remains DOUBLE; Cooling->HIT is a capital-protection alternate, not the primary action used here.
Shuffle log: Shuffle observed before hand 1 after 0 recorded cards since previous start/shuffle. | Shuffle observed before hand 30 after 158 recorded cards since previous start/shuffle.
Penetration is not inferred unless a visible shuffle boundary is recorded; card counts are observational.
Boundary: frozen wagers are historical reference wagers, not proven optimal stakes.
Controller note: exact mature BRAKE predicate is not invented; only explicit handover transitions are used.

PERSONAL-MODE HISTORY ACCESS: recent-table-hand history is hidden by default and, if requested, shown BEFORE the wager; matching-hand history is available only after the current starting cards are known and before the player action.
RECENT TABLE-HAND WINDOW: user-selectable 1-5 previously committed hands from the current session only; the request itself is retained as behavioural evidence and occurs before capital is committed.

OBSERVED INITIAL-HAND INDEX + HISTORICAL OUTCOMES (SUITS EXCLUDED)
HAND_SIGNATURE | 2,6 vs Q
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 2/0/1
HAND_HISTORY | 2,6 vs Q | mode FROZEN | action HIT | result W | bank 2500.00->2515.00 | wager 15.00
HAND_SIGNATURE | J,Q vs 6
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/0/2
HAND_HISTORY | J,Q vs 6 | mode FROZEN | action STAND | result W | bank 2515.00->2530.00 | wager 15.00
HAND_SIGNATURE | 6,8 vs K
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/1/1
HAND_HISTORY | 6,8 vs K | mode FROZEN | action HIT | result L | bank 2530.00->2515.00 | wager 15.00
HAND_SIGNATURE | 5,5 vs 8
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 2/1/0
HAND_HISTORY | 5,5 vs 8 | mode FROZEN | action DOUBLE | result W | bank 2515.00->2545.00 | wager 15.00
HAND_SIGNATURE | 9,9 vs 7
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 0/3/0
HAND_HISTORY | 9,9 vs 7 | mode FROZEN | action STAND | result W | bank 2545.00->2560.00 | wager 15.00
HAND_SIGNATURE | 6,J vs 3
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 2/0/1
HAND_HISTORY | 6,J vs 3 | mode FROZEN | action STAND | result W | bank 2560.00->2575.00 | wager 15.00
HAND_SIGNATURE | 3,5 vs K
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 2/0/1
HAND_HISTORY | 3,5 vs K | mode FROZEN | action HIT | result P | bank 2575.00->2575.00 | wager 15.00
HAND_SIGNATURE | 10,4 vs 3
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 2/0/1
HAND_HISTORY | 10,4 vs 3 | mode FROZEN | action STAND | result W | bank 2575.00->2590.00 | wager 15.00
HAND_SIGNATURE | A,Q vs 10
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 0/0/3
HAND_HISTORY | A,Q vs 10 | mode FROZEN | action NATURAL | result P | bank 2590.00->2590.00 | wager 15.00
HAND_SIGNATURE | 5,J vs J
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/0/2
HAND_HISTORY | 5,J vs J | mode FROZEN | action HIT | result W | bank 2590.00->2605.00 | wager 15.00
HAND_SIGNATURE | 4,J vs J
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/0/2
HAND_HISTORY | 4,J vs J | mode FROZEN | action HIT | result L | bank 2605.00->2590.00 | wager 15.00
  HISTORY_MATCHES_SHOWN | 1 | total eligible 1 | signature 4,7 vs J
HAND_SIGNATURE | 4,7 vs J
  PRIOR_OCCURRENCES | 1 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/1/1
HAND_HISTORY | 4,7 vs J | mode FROZEN | action DOUBLE | result W | bank 2590.00->2620.00 | wager 15.00
HAND_SIGNATURE | 3,5 vs 6
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 3/0/0
HAND_HISTORY | 3,5 vs 6 | mode FROZEN | action HIT | result W | bank 2620.00->2635.00 | wager 15.00
HAND_SIGNATURE | 10,9 vs 10
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 0/1/2
HAND_HISTORY | 10,9 vs 10 | mode FROZEN | action STAND | result P | bank 2635.00->2635.00 | wager 15.00
HAND_SIGNATURE | 2,A vs 2
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 2/0/1
HAND_HISTORY | 2,A vs 2 | mode FROZEN | action HIT | result L | bank 2635.00->2620.00 | wager 15.00
HAND_SIGNATURE | 3,K vs A
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/0/2
HAND_HISTORY | 3,K vs A | mode FROZEN | action HIT | result P | bank 2620.00->2620.00 | wager 15.00
HAND_SIGNATURE | 4,Q vs 10
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/0/2
HAND_HISTORY | 4,Q vs 10 | mode FROZEN | action HIT | result L | bank 2620.00->2605.00 | wager 15.00
  HISTORY_MATCHES_SHOWN | 1 | total eligible 1 | signature 7,J vs K
HAND_SIGNATURE | 7,J vs K
  PRIOR_OCCURRENCES | 1 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 0/1/2
HAND_HISTORY | 7,J vs K | mode FROZEN | action STAND | result P | bank 2605.00->2605.00 | wager 15.00
HAND_SIGNATURE | 10,9 vs 10
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 0/1/2
HAND_HISTORY | 10,9 vs 10 | mode FROZEN | action STAND | result W | bank 2605.00->2620.00 | wager 15.00
HAND_SIGNATURE | 10,10 vs J
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 0/0/3
HAND_HISTORY | 10,10 vs J | mode FROZEN | action STAND | result W | bank 2620.00->2635.00 | wager 15.00
HAND_SIGNATURE | 4,J vs 4
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 2/0/1
HAND_HISTORY | 4,J vs 4 | mode FROZEN | action STAND | result W | bank 2635.00->2650.00 | wager 15.00
HAND_SIGNATURE | K,Q vs 3
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/0/2
HAND_HISTORY | K,Q vs 3 | mode FROZEN | action STAND | result W | bank 2650.00->2665.00 | wager 15.00
HAND_SIGNATURE | 6,7 vs Q
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/1/1
HAND_HISTORY | 6,7 vs Q | mode FROZEN | action HIT | result W | bank 2665.00->2680.00 | wager 15.00
HAND_SIGNATURE | 5,K vs 2
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 2/0/1
HAND_HISTORY | 5,K vs 2 | mode FROZEN | action STAND | result L | bank 2680.00->2665.00 | wager 15.00
HAND_SIGNATURE | 6,Q vs A
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/0/2
HAND_HISTORY | 6,Q vs A | mode FROZEN | action HIT | result L | bank 2665.00->2650.00 | wager 15.00
HAND_SIGNATURE | 8,A vs 7
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 0/2/1
HAND_HISTORY | 8,A vs 7 | mode FROZEN | action STAND | result W | bank 2650.00->2665.00 | wager 15.00
HAND_SIGNATURE | 3,A vs A
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/0/2
HAND_HISTORY | 3,A vs A | mode FROZEN | action HIT | result L | bank 2665.00->2650.00 | wager 15.00
HAND_SIGNATURE | 3,8 vs 7
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/2/0
HAND_HISTORY | 3,8 vs 7 | mode FROZEN | action DOUBLE | result W | bank 2650.00->2680.00 | wager 15.00
HAND_SIGNATURE | 4,7 vs A
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/1/1
HAND_HISTORY | 4,7 vs A | mode FROZEN | action HIT | result L | bank 2680.00->2665.00 | wager 15.00
HAND_SIGNATURE | 3,K vs 2
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 2/0/1
HAND_HISTORY | 3,K vs 2 | mode FROZEN | action STAND | result L | bank 2665.00->2650.00 | wager 15.00

CHRONOLOGICAL CARD DATASET (RECONSTRUCTED DEAL ORDER)
Order rule observed on 247 animation: Player1 -> Dealer hole -> Player2 -> Dealer up -> subsequent player cards -> subsequent dealer draws.
Dealer hole cards are entered later when revealed but are retrospectively placed as the dealer's first dealt card, matching the observed 247 animation.
Split/post-deal cards are retained in operator-entry order; if platform split dealing order differs, that sub-order must be reviewed before deterministic replay.
HAND 1 DEAL-ORDER RECONSTRUCTION
#001 | H01 | PLAYER card 1          | 2♣
#002 | H01 | DEALER hole card       | 3♣
#003 | H01 | PLAYER card 2          | 6♦
#004 | H01 | DEALER upcard          | Q♦
#005 | H01 | PLAYER post-deal card  | A♠
#006 | H01 | DEALER draw 1          | 10♥

HAND 2 DEAL-ORDER RECONSTRUCTION
#007 | H02 | PLAYER card 1          | Q♦
#008 | H02 | DEALER hole card       | 7♥
#009 | H02 | PLAYER card 2          | J♦
#010 | H02 | DEALER upcard          | 6♦
#011 | H02 | DEALER draw 1          | 4♥

HAND 3 DEAL-ORDER RECONSTRUCTION
#012 | H03 | PLAYER card 1          | 8♦
#013 | H03 | DEALER hole card       | J♣
#014 | H03 | PLAYER card 2          | 6♥
#015 | H03 | DEALER upcard          | K♥
#016 | H03 | PLAYER post-deal card  | 3♥

HAND 4 DEAL-ORDER RECONSTRUCTION
#017 | H04 | PLAYER card 1          | 5♦
#018 | H04 | DEALER hole card       | 9♠
#019 | H04 | PLAYER card 2          | 5♣
#020 | H04 | DEALER upcard          | 8♠
#021 | H04 | PLAYER post-deal card  | 10♠

HAND 5 DEAL-ORDER RECONSTRUCTION
#022 | H05 | PLAYER card 1          | 9♠
#023 | H05 | DEALER hole card       | 9♥
#024 | H05 | PLAYER card 2          | 9♥
#025 | H05 | DEALER upcard          | 7♥
#026 | H05 | DEALER draw 1          | 10♥

HAND 6 DEAL-ORDER RECONSTRUCTION
#027 | H06 | PLAYER card 1          | J♦
#028 | H06 | DEALER hole card       | K♥
#029 | H06 | PLAYER card 2          | 6♣
#030 | H06 | DEALER upcard          | 3♠
#031 | H06 | DEALER draw 1          | 9♣

HAND 7 DEAL-ORDER RECONSTRUCTION
#032 | H07 | PLAYER card 1          | 3♣
#033 | H07 | DEALER hole card       | 8♣
#034 | H07 | PLAYER card 2          | 5♣
#035 | H07 | DEALER upcard          | K♣
#036 | H07 | PLAYER post-deal card  | 8♠
#037 | H07 | PLAYER post-deal card  | 2♦

HAND 8 DEAL-ORDER RECONSTRUCTION
#038 | H08 | PLAYER card 1          | 10♣
#039 | H08 | DEALER hole card       | A♦
#040 | H08 | PLAYER card 2          | 4♠
#041 | H08 | DEALER upcard          | 3♠
#042 | H08 | DEALER draw 1          | 10♣
#043 | H08 | DEALER draw 2          | J♠

HAND 9 DEAL-ORDER RECONSTRUCTION
#044 | H09 | PLAYER card 1          | Q♥
#045 | H09 | DEALER hole card       | A♠
#046 | H09 | PLAYER card 2          | A♠
#047 | H09 | DEALER upcard          | 10♦

HAND 10 DEAL-ORDER RECONSTRUCTION
#048 | H10 | PLAYER card 1          | 5♠
#049 | H10 | DEALER hole card       | 8♠
#050 | H10 | PLAYER card 2          | J♥
#051 | H10 | DEALER upcard          | J♣
#052 | H10 | PLAYER post-deal card  | 6♥

HAND 11 DEAL-ORDER RECONSTRUCTION
#053 | H11 | PLAYER card 1          | J♠
#054 | H11 | DEALER hole card       | 8♠
#055 | H11 | PLAYER card 2          | 4♦
#056 | H11 | DEALER upcard          | J♠
#057 | H11 | PLAYER post-deal card  | 2♥
#058 | H11 | PLAYER post-deal card  | Q♠

HAND 12 DEAL-ORDER RECONSTRUCTION
#059 | H12 | PLAYER card 1          | 7♥
#060 | H12 | DEALER hole card       | 9♣
#061 | H12 | PLAYER card 2          | 4♦
#062 | H12 | DEALER upcard          | J♦
#063 | H12 | PLAYER post-deal card  | K♦

HAND 13 DEAL-ORDER RECONSTRUCTION
#064 | H13 | PLAYER card 1          | 5♣
#065 | H13 | DEALER hole card       | 2♠
#066 | H13 | PLAYER card 2          | 3♣
#067 | H13 | DEALER upcard          | 6♠
#068 | H13 | PLAYER post-deal card  | 3♦
#069 | H13 | PLAYER post-deal card  | 4♥
#070 | H13 | DEALER draw 1          | 3♦
#071 | H13 | DEALER draw 2          | 4♣
#072 | H13 | DEALER draw 3          | J♥

HAND 14 DEAL-ORDER RECONSTRUCTION
#073 | H14 | PLAYER card 1          | 9♠
#074 | H14 | DEALER hole card       | 9♣
#075 | H14 | PLAYER card 2          | 10♥
#076 | H14 | DEALER upcard          | 10♣

HAND 15 DEAL-ORDER RECONSTRUCTION
#077 | H15 | PLAYER card 1          | A♥
#078 | H15 | DEALER hole card       | 4♣
#079 | H15 | PLAYER card 2          | 2♣
#080 | H15 | DEALER upcard          | 2♥
#081 | H15 | PLAYER post-deal card  | A♦
#082 | H15 | PLAYER post-deal card  | 5♥
#083 | H15 | DEALER draw 1          | 5♠
#084 | H15 | DEALER draw 2          | K♠

HAND 16 DEAL-ORDER RECONSTRUCTION
#085 | H16 | PLAYER card 1          | K♥
#086 | H16 | DEALER hole card       | A♠
#087 | H16 | PLAYER card 2          | 3♦
#088 | H16 | DEALER upcard          | A♦
#089 | H16 | PLAYER post-deal card  | 8♠
#090 | H16 | DEALER draw 1          | 2♠
#091 | H16 | DEALER draw 2          | 9♦
#092 | H16 | DEALER draw 3          | 8♥

HAND 17 DEAL-ORDER RECONSTRUCTION
#093 | H17 | PLAYER card 1          | 4♣
#094 | H17 | DEALER hole card       | K♣
#095 | H17 | PLAYER card 2          | Q♠
#096 | H17 | DEALER upcard          | 10♦
#097 | H17 | PLAYER post-deal card  | J♦

HAND 18 DEAL-ORDER RECONSTRUCTION
#098 | H18 | PLAYER card 1          | 7♦
#099 | H18 | DEALER hole card       | 6♣
#100 | H18 | PLAYER card 2          | J♠
#101 | H18 | DEALER upcard          | K♣
#102 | H18 | DEALER draw 1          | A♣

HAND 19 DEAL-ORDER RECONSTRUCTION
#103 | H19 | PLAYER card 1          | 10♥
#104 | H19 | DEALER hole card       | 7♦
#105 | H19 | PLAYER card 2          | 9♥
#106 | H19 | DEALER upcard          | 10♦

HAND 20 DEAL-ORDER RECONSTRUCTION
#107 | H20 | PLAYER card 1          | 10♣
#108 | H20 | DEALER hole card       | 3♦
#109 | H20 | PLAYER card 2          | 10♠
#110 | H20 | DEALER upcard          | J♥
#111 | H20 | DEALER draw 1          | 9♦

HAND 21 DEAL-ORDER RECONSTRUCTION
#112 | H21 | PLAYER card 1          | J♣
#113 | H21 | DEALER hole card       | 10♠
#114 | H21 | PLAYER card 2          | 4♠
#115 | H21 | DEALER upcard          | 4♦
#116 | H21 | DEALER draw 1          | 8♣

HAND 22 DEAL-ORDER RECONSTRUCTION
#117 | H22 | PLAYER card 1          | Q♠
#118 | H22 | DEALER hole card       | Q♥
#119 | H22 | PLAYER card 2          | K♥
#120 | H22 | DEALER upcard          | 3♥
#121 | H22 | DEALER draw 1          | 9♥

HAND 23 DEAL-ORDER RECONSTRUCTION
#122 | H23 | PLAYER card 1          | 6♠
#123 | H23 | DEALER hole card       | 7♣
#124 | H23 | PLAYER card 2          | 7♦
#125 | H23 | DEALER upcard          | Q♥
#126 | H23 | PLAYER post-deal card  | 6♦

HAND 24 DEAL-ORDER RECONSTRUCTION
#127 | H24 | PLAYER card 1          | K♠
#128 | H24 | DEALER hole card       | 9♣
#129 | H24 | PLAYER card 2          | 5♣
#130 | H24 | DEALER upcard          | 2♣
#131 | H24 | DEALER draw 1          | 7♥

HAND 25 DEAL-ORDER RECONSTRUCTION
#132 | H25 | PLAYER card 1          | Q♦
#133 | H25 | DEALER hole card       | 2♥
#134 | H25 | PLAYER card 2          | 6♥
#135 | H25 | DEALER upcard          | A♣
#136 | H25 | PLAYER post-deal card  | K♥

HAND 26 DEAL-ORDER RECONSTRUCTION
#137 | H26 | PLAYER card 1          | A♣
#138 | H26 | DEALER hole card       | 8♦
#139 | H26 | PLAYER card 2          | 8♣
#140 | H26 | DEALER upcard          | 7♣

HAND 27 DEAL-ORDER RECONSTRUCTION
#141 | H27 | PLAYER card 1          | 3♥
#142 | H27 | DEALER hole card       | 9♠
#143 | H27 | PLAYER card 2          | A♥
#144 | H27 | DEALER upcard          | A♠
#145 | H27 | PLAYER post-deal card  | 4♦
#146 | H27 | PLAYER post-deal card  | 9♦

HAND 28 DEAL-ORDER RECONSTRUCTION
#147 | H28 | PLAYER card 1          | 3♠
#148 | H28 | DEALER hole card       | 9♠
#149 | H28 | PLAYER card 2          | 8♣
#150 | H28 | DEALER upcard          | 7♠
#151 | H28 | PLAYER post-deal card  | 3♦
#152 | H28 | DEALER draw 1          | 9♠

HAND 29 DEAL-ORDER RECONSTRUCTION
#153 | H29 | PLAYER card 1          | 7♠
#154 | H29 | DEALER hole card       | 4♠
#155 | H29 | PLAYER card 2          | 4♥
#156 | H29 | DEALER upcard          | A♣
#157 | H29 | PLAYER post-deal card  | 2♠
#158 | H29 | PLAYER post-deal card  | 10♠

HAND 30 DEAL-ORDER RECONSTRUCTION
#159 | H30 | PLAYER card 1          | 3♣
#160 | H30 | DEALER hole card       | 10♣
#161 | H30 | PLAYER card 2          | K♣
#162 | H30 | DEALER upcard          | 2♣
#163 | H30 | DEALER draw 1          | 5♥


AUDIT LOG

DETERMINISTIC BLACKJACK - LIVE 30-HAND COMPANION
Manual external-session entry | Platform start £2500 | £2400 = depleted | 30-hand reference
SOURCE: 247blackjack.com | PLAY-MONEY | configured 6-deck game
VALIDATION ON: suit required, wager checked, balance arithmetic checked where determinable.
HAND REVIEW ON: rejected/amended current hands roll back before re-entry.
SESSION NAME: Stay in profit again
FROZEN MODE: existing Frozen wager/action prompts remain active.
Cumulative project file: C:\Users\amlania1\Downloads\bjack\liveplay\output.txt

CARD-STREAM REVIEW: hand 1 rejected before result/bankroll entry; re-entering the hand.
  CARD-STREAM REVIEW | Hand 1 rejected by operator; replacement entry follows.

========== HAND 1 / 30 ==========
SHUFFLE RECORDED before hand 1 | previous segment cards recorded: 0
Bankroll £2500.00 | Research-equivalent available £100.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 2♣,6♦ = 8 | Dealer Q♦
OBSERVED HAND (suits excluded): 2,6 vs Q
CARD MIX current visible hand (P1 + P2 + dealer up): Low 2 | Neutral 0 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 2♣,6♦ = 8 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 2♣,6♦ vs Q♦ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 2♣,6♦ | frozen HIT | actual HIT
MAIN 2♣,6♦,A♠ = soft 19 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 2♣,6♦,A♠ vs Q♦ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 2♣,6♦,A♠ | frozen STAND | actual STAND
Dealer Q♦,3♣,10♥ = 23 BUST

--- CARD STREAM REVIEW: HAND 1 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#001 | H01 | PLAYER card 1          | 2C
#002 | H01 | DEALER hole card       | 3C
#003 | H01 | PLAYER card 2          | 6D
#004 | H01 | DEALER upcard          | QD
#005 | H01 | PLAYER post-deal card  | AS
#006 | H01 | DEALER draw 1          | 10H
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 19 vs Dealer 23
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2515.00
  HAND_HISTORY | 2,6 vs Q | mode FROZEN | action HIT | result W | bank 2500.00->2515.00 | wager 15.00
HAND 01 | 2500.00->2515.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 2♣,6♦,A♠ | D-up Q♦ | D-hidden/draw 3♣,10♥ | W
Recorded | Peak £2515.00 | Trough £2500.00 | MaxDD £0.00 | Exposure £15.00

========== HAND 2 / 30 ==========
Bankroll £2515.00 | Research-equivalent available £115.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player Q♦,J♦ = 20 | Dealer 6♦
OBSERVED HAND (suits excluded): J,Q vs 6 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 0 | High 2
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN Q♦,J♦ = 20 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | Q♦,J♦ vs 6♦ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | Q♦,J♦ | frozen STAND | actual STAND
Dealer 6♦,7♥,4♥ = 17

--- CARD STREAM REVIEW: HAND 2 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#007 | H02 | PLAYER card 1          | QD
#008 | H02 | DEALER hole card       | 7H
#009 | H02 | PLAYER card 2          | JD
#010 | H02 | DEALER upcard          | 6D
#011 | H02 | DEALER draw 1          | 4H
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 20 vs Dealer 17
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2530.00
  HAND_HISTORY | J,Q vs 6 | mode FROZEN | action STAND | result W | bank 2515.00->2530.00 | wager 15.00
HAND 02 | 2515.00->2530.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P Q♦,J♦ | D-up 6♦ | D-hidden/draw 7♥,4♥ | W
Recorded | Peak £2530.00 | Trough £2500.00 | MaxDD £0.00 | Exposure £30.00

========== HAND 3 / 30 ==========
Bankroll £2530.00 | Research-equivalent available £130.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 8♦,6♥ = 14 | Dealer K♥
OBSERVED HAND (suits excluded): 6,8 vs K | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 1 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 8♦,6♥ = 14 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 8♦,6♥ vs K♥ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 8♦,6♥ | frozen HIT | actual HIT
MAIN 8♦,6♥,3♥ = 17 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 8♦,6♥,3♥ vs K♥ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 8♦,6♥,3♥ | frozen STAND | actual STAND
Dealer K♥,J♣ = 20

--- CARD STREAM REVIEW: HAND 3 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#012 | H03 | PLAYER card 1          | 8D
#013 | H03 | DEALER hole card       | JC
#014 | H03 | PLAYER card 2          | 6H
#015 | H03 | DEALER upcard          | KH
#016 | H03 | PLAYER post-deal card  | 3H
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 17 vs Dealer 20
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2515.00
  HAND_HISTORY | 6,8 vs K | mode FROZEN | action HIT | result L | bank 2530.00->2515.00 | wager 15.00
HAND 03 | 2530.00->2515.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 8♦,6♥,3♥ | D-up K♥ | D-hidden/draw J♣ | L
Recorded | Peak £2530.00 | Trough £2500.00 | MaxDD £15.00 | Exposure £45.00

========== HAND 4 / 30 ==========
Bankroll £2515.00 | Research-equivalent available £115.00 | State NORMAL | FROZEN WAGER £15.00
CHECK: frozen reference is £15.00 but entered wager is £5.00.
Allowed: YN
Allowed: YN
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 5♦,5♣ = 10 | Dealer 8♠
OBSERVED HAND (suits excluded): 5,5 vs 8 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 2 | Neutral 1 | High 0
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 5♦,5♣ = 10 | FROZEN POLICY: DOUBLE [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 5♦,5♣ vs 8♠ | DOUBLE | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 5♦,5♣ | frozen DOUBLE | actual DOUBLE
MAIN after DOUBLE: 5♦,5♣,10♠ = 20
Dealer 8♠,9♠ = 17

--- CARD STREAM REVIEW: HAND 4 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#017 | H04 | PLAYER card 1          | 5D
#018 | H04 | DEALER hole card       | 9S
#019 | H04 | PLAYER card 2          | 5C
#020 | H04 | DEALER upcard          | 8S
#021 | H04 | PLAYER post-deal card  | 10S
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 20 vs Dealer 17
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2545.00
  HAND_HISTORY | 5,5 vs 8 | mode FROZEN | action DOUBLE | result W | bank 2515.00->2545.00 | wager 15.00
HAND 04 | 2515.00->2545.00 | ref 15.00 actual 15.00 | committed 30.00 | NORMAL | P 5♦,5♣,10♠ | D-up 8♠ | D-hidden/draw 9♠ | W
Recorded | Peak £2545.00 | Trough £2500.00 | MaxDD £15.00 | Exposure £75.00

========== HAND 5 / 30 ==========
Bankroll £2545.00 | Research-equivalent available £145.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 9♠,9♥ = 18 | Dealer 7♥
OBSERVED HAND (suits excluded): 9,9 vs 7 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 0 | Neutral 3 | High 0
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 9♠,9♥ = 18 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 9♠,9♥ vs 7♥ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 9♠,9♥ | frozen STAND | actual STAND
Dealer 7♥,9♥,10♥ = 26 BUST

--- CARD STREAM REVIEW: HAND 5 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#022 | H05 | PLAYER card 1          | 9S
#023 | H05 | DEALER hole card       | 9H
#024 | H05 | PLAYER card 2          | 9H
#025 | H05 | DEALER upcard          | 7H
#026 | H05 | DEALER draw 1          | 10H
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 18 vs Dealer 26
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2560.00
  HAND_HISTORY | 9,9 vs 7 | mode FROZEN | action STAND | result W | bank 2545.00->2560.00 | wager 15.00
HAND 05 | 2545.00->2560.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 9♠,9♥ | D-up 7♥ | D-hidden/draw 9♥,10♥ | W
Recorded | Peak £2560.00 | Trough £2500.00 | MaxDD £15.00 | Exposure £90.00

========== HAND 6 / 30 ==========
Bankroll £2560.00 | Research-equivalent available £160.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player J♦,6♣ = 16 | Dealer 3♠
OBSERVED HAND (suits excluded): 6,J vs 3 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 2 | Neutral 0 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN J♦,6♣ = 16 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | J♦,6♣ vs 3♠ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | J♦,6♣ | frozen STAND | actual STAND
Dealer 3♠,K♥,9♣ = 22 BUST

--- CARD STREAM REVIEW: HAND 6 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#027 | H06 | PLAYER card 1          | JD
#028 | H06 | DEALER hole card       | KH
#029 | H06 | PLAYER card 2          | 6C
#030 | H06 | DEALER upcard          | 3S
#031 | H06 | DEALER draw 1          | 9C
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 16 vs Dealer 22
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2575.00
  HAND_HISTORY | 6,J vs 3 | mode FROZEN | action STAND | result W | bank 2560.00->2575.00 | wager 15.00
HAND 06 | 2560.00->2575.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P J♦,6♣ | D-up 3♠ | D-hidden/draw K♥,9♣ | W
Recorded | Peak £2575.00 | Trough £2500.00 | MaxDD £15.00 | Exposure £105.00

========== HAND 7 / 30 ==========
Bankroll £2575.00 | Research-equivalent available £175.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 3♣,5♣ = 8 | Dealer K♣
OBSERVED HAND (suits excluded): 3,5 vs K | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 2 | Neutral 0 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 3♣,5♣ = 8 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 3♣,5♣ vs K♣ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 3♣,5♣ | frozen HIT | actual HIT
MAIN 3♣,5♣,8♠ = 16 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 3♣,5♣,8♠ vs K♣ | HIT | TEXTBOOK / FROZEN-ALIGNED
Allowed: HS
  MAIN | 3♣,5♣,8♠ | frozen HIT | actual HIT
MAIN 3♣,5♣,8♠,2♦ = 18 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 3♣,5♣,8♠,2♦ vs K♣ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 3♣,5♣,8♠,2♦ | frozen STAND | actual STAND
Dealer K♣,8♣ = 18

--- CARD STREAM REVIEW: HAND 7 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#032 | H07 | PLAYER card 1          | 3C
#033 | H07 | DEALER hole card       | 8C
#034 | H07 | PLAYER card 2          | 5C
#035 | H07 | DEALER upcard          | KC
#036 | H07 | PLAYER post-deal card  | 8S
#037 | H07 | PLAYER post-deal card  | 2D
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PUSH | Player 18 vs Dealer 18
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2575.00
  HAND_HISTORY | 3,5 vs K | mode FROZEN | action HIT | result P | bank 2575.00->2575.00 | wager 15.00
HAND 07 | 2575.00->2575.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 3♣,5♣,8♠,2♦ | D-up K♣ | D-hidden/draw 8♣ | P
Recorded | Peak £2575.00 | Trough £2500.00 | MaxDD £15.00 | Exposure £120.00
CARD-STREAM REVIEW: hand 8 rejected before result/bankroll entry; re-entering the hand.
  CARD-STREAM REVIEW | Hand 8 rejected by operator; replacement entry follows.

========== HAND 8 / 30 ==========
Bankroll £2575.00 | Research-equivalent available £175.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 10♣,4♠ = 14 | Dealer 3♠
OBSERVED HAND (suits excluded): 10,4 vs 3 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 2 | Neutral 0 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 10♣,4♠ = 14 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 10♣,4♠ vs 3♠ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 10♣,4♠ | frozen STAND | actual STAND
Dealer 3♠,A♦,10♣,J♠ = 24 BUST

--- CARD STREAM REVIEW: HAND 8 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#038 | H08 | PLAYER card 1          | 10C
#039 | H08 | DEALER hole card       | AD
#040 | H08 | PLAYER card 2          | 4S
#041 | H08 | DEALER upcard          | 3S
#042 | H08 | DEALER draw 1          | 10C
#043 | H08 | DEALER draw 2          | JS
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 14 vs Dealer 24
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2590.00
  HAND_HISTORY | 10,4 vs 3 | mode FROZEN | action STAND | result W | bank 2575.00->2590.00 | wager 15.00
HAND 08 | 2575.00->2590.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 10♣,4♠ | D-up 3♠ | D-hidden/draw A♦,10♣,J♠ | W
Recorded | Peak £2590.00 | Trough £2500.00 | MaxDD £15.00 | Exposure £135.00

========== HAND 9 / 30 ==========
Bankroll £2590.00 | Research-equivalent available £190.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player Q♥,A♠ = soft 21 | Dealer 10♦
OBSERVED HAND (suits excluded): A,Q vs 10 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 0 | Neutral 0 | High 3
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
Player 21/natural: no further player decision entered here.
Dealer 10♦,A♠ = soft 21 21

--- CARD STREAM REVIEW: HAND 9 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#044 | H09 | PLAYER card 1          | QH
#045 | H09 | DEALER hole card       | AS
#046 | H09 | PLAYER card 2          | AS
#047 | H09 | DEALER upcard          | 10D
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PUSH | Player 21 vs Dealer 21
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2590.00
  HAND_HISTORY | A,Q vs 10 | mode FROZEN | action NATURAL | result P | bank 2590.00->2590.00 | wager 15.00
HAND 09 | 2590.00->2590.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P Q♥,A♠ | D-up 10♦ | D-hidden/draw A♠ | P
Recorded | Peak £2590.00 | Trough £2500.00 | MaxDD £15.00 | Exposure £150.00

========== HAND 10 / 30 ==========
Bankroll £2590.00 | Research-equivalent available £190.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 5♠,J♥ = 15 | Dealer J♣
OBSERVED HAND (suits excluded): 5,J vs J | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 0 | High 2
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 5♠,J♥ = 15 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 5♠,J♥ vs J♣ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 5♠,J♥ | frozen HIT | actual HIT
MAIN 5♠,J♥,6♥ = 21 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 5♠,J♥,6♥ vs J♣ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 5♠,J♥,6♥ | frozen STAND | actual STAND
Dealer J♣,8♠ = 18

--- CARD STREAM REVIEW: HAND 10 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#048 | H10 | PLAYER card 1          | 5S
#049 | H10 | DEALER hole card       | 8S
#050 | H10 | PLAYER card 2          | JH
#051 | H10 | DEALER upcard          | JC
#052 | H10 | PLAYER post-deal card  | 6H
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 21 vs Dealer 18
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2605.00
  HAND_HISTORY | 5,J vs J | mode FROZEN | action HIT | result W | bank 2590.00->2605.00 | wager 15.00
HAND 10 | 2590.00->2605.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 5♠,J♥,6♥ | D-up J♣ | D-hidden/draw 8♠ | W
Recorded | Peak £2605.00 | Trough £2500.00 | MaxDD £15.00 | Exposure £165.00

========== HAND 11 / 30 ==========
Bankroll £2605.00 | Research-equivalent available £205.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player J♠,4♦ = 14 | Dealer J♠
OBSERVED HAND (suits excluded): 4,J vs J | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 0 | High 2
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN J♠,4♦ = 14 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | J♠,4♦ vs J♠ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | J♠,4♦ | frozen HIT | actual HIT
MAIN J♠,4♦,2♥ = 16 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | J♠,4♦,2♥ vs J♠ | HIT | TEXTBOOK / FROZEN-ALIGNED
Allowed: HS
  MAIN | J♠,4♦,2♥ | frozen HIT | actual HIT
MAIN BUST at 26
Dealer J♠,8♠ = 18

--- CARD STREAM REVIEW: HAND 11 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#053 | H11 | PLAYER card 1          | JS
#054 | H11 | DEALER hole card       | 8S
#055 | H11 | PLAYER card 2          | 4D
#056 | H11 | DEALER upcard          | JS
#057 | H11 | PLAYER post-deal card  | 2H
#058 | H11 | PLAYER post-deal card  | QS
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 26 vs Dealer 18
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2590.00
  HAND_HISTORY | 4,J vs J | mode FROZEN | action HIT | result L | bank 2605.00->2590.00 | wager 15.00
HAND 11 | 2605.00->2590.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P J♠,4♦,2♥,Q♠ | D-up J♠ | D-hidden/draw 8♠ | L
Recorded | Peak £2605.00 | Trough £2500.00 | MaxDD £15.00 | Exposure £180.00

========== HAND 12 / 30 ==========
Bankroll £2590.00 | Research-equivalent available £190.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 7♥,4♦ = 11 | Dealer J♦
OBSERVED HAND (suits excluded): 4,7 vs J | appeared before in project output: 1 time(s)
CURRENT STARTING HAND | 4,7 vs J
PREVIOUS MATCHES | showing most recent 1 of 1
  PREVIOUS 1 | mode FROZEN | action DOUBLE | result L | bank 2679.00->2649.00 | wager 15.00
ALL PREVIOUS OCCURRENCES | TOTAL 1 | W 0 (0.0%) | L 1 (100.0%) | P 0 (0.0%)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 1 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 7♥,4♦ = 11 | FROZEN POLICY: DOUBLE [FROZEN PRIMARY: DOUBLE; TEXTBOOK-aligned]
  POLICY SOURCE | MAIN | 7♥,4♦ vs J♦ | DOUBLE | FROZEN PRIMARY: DOUBLE; TEXTBOOK-aligned
  MAIN | 7♥,4♦ | frozen DOUBLE | actual DOUBLE
MAIN after DOUBLE: 7♥,4♦,K♦ = 21
Dealer J♦,9♣ = 19

--- CARD STREAM REVIEW: HAND 12 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#059 | H12 | PLAYER card 1          | 7H
#060 | H12 | DEALER hole card       | 9C
#061 | H12 | PLAYER card 2          | 4D
#062 | H12 | DEALER upcard          | JD
#063 | H12 | PLAYER post-deal card  | KD
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 21 vs Dealer 19
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2620.00
  HAND_HISTORY | 4,7 vs J | mode FROZEN | action DOUBLE | result W | bank 2590.00->2620.00 | wager 15.00
HAND 12 | 2590.00->2620.00 | ref 15.00 actual 15.00 | committed 30.00 | NORMAL | P 7♥,4♦,K♦ | D-up J♦ | D-hidden/draw 9♣ | W
Recorded | Peak £2620.00 | Trough £2500.00 | MaxDD £15.00 | Exposure £210.00

========== HAND 13 / 30 ==========
Bankroll £2620.00 | Research-equivalent available £220.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 5♣,3♣ = 8 | Dealer 6♠
OBSERVED HAND (suits excluded): 3,5 vs 6 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 3 | Neutral 0 | High 0
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 5♣,3♣ = 8 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 5♣,3♣ vs 6♠ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 5♣,3♣ | frozen HIT | actual HIT
MAIN 5♣,3♣,3♦ = 11 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 5♣,3♣,3♦ vs 6♠ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 5♣,3♣,3♦ | frozen HIT | actual HIT
MAIN 5♣,3♣,3♦,4♥ = 15 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 5♣,3♣,3♦,4♥ vs 6♠ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 5♣,3♣,3♦,4♥ | frozen STAND | actual STAND
Dealer 6♠,2♠,3♦,4♣,J♥ = 25 BUST

--- CARD STREAM REVIEW: HAND 13 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#064 | H13 | PLAYER card 1          | 5C
#065 | H13 | DEALER hole card       | 2S
#066 | H13 | PLAYER card 2          | 3C
#067 | H13 | DEALER upcard          | 6S
#068 | H13 | PLAYER post-deal card  | 3D
#069 | H13 | PLAYER post-deal card  | 4H
#070 | H13 | DEALER draw 1          | 3D
#071 | H13 | DEALER draw 2          | 4C
#072 | H13 | DEALER draw 3          | JH
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 15 vs Dealer 25
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2635.00
  HAND_HISTORY | 3,5 vs 6 | mode FROZEN | action HIT | result W | bank 2620.00->2635.00 | wager 15.00
HAND 13 | 2620.00->2635.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 5♣,3♣,3♦,4♥ | D-up 6♠ | D-hidden/draw 2♠,3♦,4♣,J♥ | W
Recorded | Peak £2635.00 | Trough £2500.00 | MaxDD £15.00 | Exposure £225.00

========== HAND 14 / 30 ==========
Bankroll £2635.00 | Research-equivalent available £235.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 9♠,10♥ = 19 | Dealer 10♣
OBSERVED HAND (suits excluded): 10,9 vs 10 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 0 | Neutral 1 | High 2
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 9♠,10♥ = 19 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 9♠,10♥ vs 10♣ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 9♠,10♥ | frozen STAND | actual STAND
Dealer 10♣,9♣ = 19

--- CARD STREAM REVIEW: HAND 14 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#073 | H14 | PLAYER card 1          | 9S
#074 | H14 | DEALER hole card       | 9C
#075 | H14 | PLAYER card 2          | 10H
#076 | H14 | DEALER upcard          | 10C
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PUSH | Player 19 vs Dealer 19
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2635.00
  HAND_HISTORY | 10,9 vs 10 | mode FROZEN | action STAND | result P | bank 2635.00->2635.00 | wager 15.00
HAND 14 | 2635.00->2635.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 9♠,10♥ | D-up 10♣ | D-hidden/draw 9♣ | P
Recorded | Peak £2635.00 | Trough £2500.00 | MaxDD £15.00 | Exposure £240.00

========== HAND 15 / 30 ==========
Bankroll £2635.00 | Research-equivalent available £235.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player A♥,2♣ = soft 13 | Dealer 2♥
OBSERVED HAND (suits excluded): 2,A vs 2 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 2 | Neutral 0 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN A♥,2♣ = soft 13 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | A♥,2♣ vs 2♥ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | A♥,2♣ | frozen HIT | actual HIT
MAIN A♥,2♣,A♦ = soft 14 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | A♥,2♣,A♦ vs 2♥ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | A♥,2♣,A♦ | frozen HIT | actual HIT
MAIN A♥,2♣,A♦,5♥ = soft 19 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | A♥,2♣,A♦,5♥ vs 2♥ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | A♥,2♣,A♦,5♥ | frozen STAND | actual STAND
Dealer 2♥,4♣,5♠,K♠ = 21 21

--- CARD STREAM REVIEW: HAND 15 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#077 | H15 | PLAYER card 1          | AH
#078 | H15 | DEALER hole card       | 4C
#079 | H15 | PLAYER card 2          | 2C
#080 | H15 | DEALER upcard          | 2H
#081 | H15 | PLAYER post-deal card  | AD
#082 | H15 | PLAYER post-deal card  | 5H
#083 | H15 | DEALER draw 1          | 5S
#084 | H15 | DEALER draw 2          | KS
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 19 vs Dealer 21
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2620.00
  HAND_HISTORY | 2,A vs 2 | mode FROZEN | action HIT | result L | bank 2635.00->2620.00 | wager 15.00
HAND 15 | 2635.00->2620.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P A♥,2♣,A♦,5♥ | D-up 2♥ | D-hidden/draw 4♣,5♠,K♠ | L
Recorded | Peak £2635.00 | Trough £2500.00 | MaxDD £15.00 | Exposure £255.00

========== HAND 16 / 30 ==========
Bankroll £2620.00 | Research-equivalent available £220.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player K♥,3♦ = 13 | Dealer A♦
OBSERVED HAND (suits excluded): 3,K vs A | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 0 | High 2
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN K♥,3♦ = 13 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | K♥,3♦ vs A♦ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | K♥,3♦ | frozen HIT | actual HIT
MAIN K♥,3♦,8♠ = 21 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | K♥,3♦,8♠ vs A♦ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | K♥,3♦,8♠ | frozen STAND | actual STAND
Dealer A♦,A♠,2♠,9♦,8♥ = 21 21

--- CARD STREAM REVIEW: HAND 16 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#085 | H16 | PLAYER card 1          | KH
#086 | H16 | DEALER hole card       | AS
#087 | H16 | PLAYER card 2          | 3D
#088 | H16 | DEALER upcard          | AD
#089 | H16 | PLAYER post-deal card  | 8S
#090 | H16 | DEALER draw 1          | 2S
#091 | H16 | DEALER draw 2          | 9D
#092 | H16 | DEALER draw 3          | 8H
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PUSH | Player 21 vs Dealer 21
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2620.00
  HAND_HISTORY | 3,K vs A | mode FROZEN | action HIT | result P | bank 2620.00->2620.00 | wager 15.00
HAND 16 | 2620.00->2620.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P K♥,3♦,8♠ | D-up A♦ | D-hidden/draw A♠,2♠,9♦,8♥ | P
Recorded | Peak £2635.00 | Trough £2500.00 | MaxDD £15.00 | Exposure £270.00

========== HAND 17 / 30 ==========
Bankroll £2620.00 | Research-equivalent available £220.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 4♣,Q♠ = 14 | Dealer 10♦
OBSERVED HAND (suits excluded): 4,Q vs 10 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 0 | High 2
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 4♣,Q♠ = 14 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 4♣,Q♠ vs 10♦ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 4♣,Q♠ | frozen HIT | actual HIT
MAIN BUST at 24
Dealer 10♦,K♣ = 20

--- CARD STREAM REVIEW: HAND 17 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#093 | H17 | PLAYER card 1          | 4C
#094 | H17 | DEALER hole card       | KC
#095 | H17 | PLAYER card 2          | QS
#096 | H17 | DEALER upcard          | 10D
#097 | H17 | PLAYER post-deal card  | JD
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 24 vs Dealer 20
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2605.00
  HAND_HISTORY | 4,Q vs 10 | mode FROZEN | action HIT | result L | bank 2620.00->2605.00 | wager 15.00
HAND 17 | 2620.00->2605.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 4♣,Q♠,J♦ | D-up 10♦ | D-hidden/draw K♣ | L
Recorded | Peak £2635.00 | Trough £2500.00 | MaxDD £30.00 | Exposure £285.00

========== HAND 18 / 30 ==========
Bankroll £2605.00 | Research-equivalent available £205.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 7♦,J♠ = 17 | Dealer K♣
OBSERVED HAND (suits excluded): 7,J vs K | appeared before in project output: 1 time(s)
CURRENT STARTING HAND | 7,J vs K
PREVIOUS MATCHES | showing most recent 1 of 1
  PREVIOUS 1 | mode FROZEN | action STAND | result P | bank 2597.00->2597.00 | wager 15.00
ALL PREVIOUS OCCURRENCES | TOTAL 1 | W 0 (0.0%) | L 0 (0.0%) | P 1 (100.0%)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 0 | Neutral 1 | High 2
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 7♦,J♠ = 17 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 7♦,J♠ vs K♣ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 7♦,J♠ | frozen STAND | actual STAND
Dealer K♣,6♣,A♣ = 17

--- CARD STREAM REVIEW: HAND 18 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#098 | H18 | PLAYER card 1          | 7D
#099 | H18 | DEALER hole card       | 6C
#100 | H18 | PLAYER card 2          | JS
#101 | H18 | DEALER upcard          | KC
#102 | H18 | DEALER draw 1          | AC
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PUSH | Player 17 vs Dealer 17
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2605.00
  HAND_HISTORY | 7,J vs K | mode FROZEN | action STAND | result P | bank 2605.00->2605.00 | wager 15.00
HAND 18 | 2605.00->2605.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 7♦,J♠ | D-up K♣ | D-hidden/draw 6♣,A♣ | P
Recorded | Peak £2635.00 | Trough £2500.00 | MaxDD £30.00 | Exposure £300.00

========== HAND 19 / 30 ==========
Bankroll £2605.00 | Research-equivalent available £205.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 10♥,9♥ = 19 | Dealer 10♦
OBSERVED HAND (suits excluded): 10,9 vs 10 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 0 | Neutral 1 | High 2
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 10♥,9♥ = 19 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 10♥,9♥ vs 10♦ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 10♥,9♥ | frozen STAND | actual STAND
Dealer 10♦,7♦ = 17

--- CARD STREAM REVIEW: HAND 19 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#103 | H19 | PLAYER card 1          | 10H
#104 | H19 | DEALER hole card       | 7D
#105 | H19 | PLAYER card 2          | 9H
#106 | H19 | DEALER upcard          | 10D
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 19 vs Dealer 17
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2620.00
  HAND_HISTORY | 10,9 vs 10 | mode FROZEN | action STAND | result W | bank 2605.00->2620.00 | wager 15.00
HAND 19 | 2605.00->2620.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 10♥,9♥ | D-up 10♦ | D-hidden/draw 7♦ | W
Recorded | Peak £2635.00 | Trough £2500.00 | MaxDD £30.00 | Exposure £315.00

========== HAND 20 / 30 ==========
Bankroll £2620.00 | Research-equivalent available £220.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 10♣,10♠ = 20 | Dealer J♥
OBSERVED HAND (suits excluded): 10,10 vs J | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 0 | Neutral 0 | High 3
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 10♣,10♠ = 20 | FROZEN POLICY: STAND [FROZEN RESEARCH OVERRIDE: prior SPLIT -> STAND; also TEXTBOOK]
  POLICY SOURCE | MAIN | 10♣,10♠ vs J♥ | STAND | FROZEN RESEARCH OVERRIDE: prior SPLIT -> STAND; also TEXTBOOK
  MAIN | 10♣,10♠ | frozen STAND | actual STAND
Dealer J♥,3♦,9♦ = 22 BUST

--- CARD STREAM REVIEW: HAND 20 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#107 | H20 | PLAYER card 1          | 10C
#108 | H20 | DEALER hole card       | 3D
#109 | H20 | PLAYER card 2          | 10S
#110 | H20 | DEALER upcard          | JH
#111 | H20 | DEALER draw 1          | 9D
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 20 vs Dealer 22
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2635.00
  HAND_HISTORY | 10,10 vs J | mode FROZEN | action STAND | result W | bank 2620.00->2635.00 | wager 15.00
HAND 20 | 2620.00->2635.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 10♣,10♠ | D-up J♥ | D-hidden/draw 3♦,9♦ | W
Recorded | Peak £2635.00 | Trough £2500.00 | MaxDD £30.00 | Exposure £330.00

========== HAND 21 / 30 ==========
Bankroll £2635.00 | Research-equivalent available £235.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player J♣,4♠ = 14 | Dealer 4♦
OBSERVED HAND (suits excluded): 4,J vs 4 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 2 | Neutral 0 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN J♣,4♠ = 14 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | J♣,4♠ vs 4♦ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | J♣,4♠ | frozen STAND | actual STAND
Dealer 4♦,10♠,8♣ = 22 BUST

--- CARD STREAM REVIEW: HAND 21 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#112 | H21 | PLAYER card 1          | JC
#113 | H21 | DEALER hole card       | 10S
#114 | H21 | PLAYER card 2          | 4S
#115 | H21 | DEALER upcard          | 4D
#116 | H21 | DEALER draw 1          | 8C
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 14 vs Dealer 22
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2650.00
  HAND_HISTORY | 4,J vs 4 | mode FROZEN | action STAND | result W | bank 2635.00->2650.00 | wager 15.00
HAND 21 | 2635.00->2650.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P J♣,4♠ | D-up 4♦ | D-hidden/draw 10♠,8♣ | W
Recorded | Peak £2650.00 | Trough £2500.00 | MaxDD £30.00 | Exposure £345.00

========== HAND 22 / 30 ==========
Bankroll £2650.00 | Research-equivalent available £250.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player Q♠,K♥ = 20 | Dealer 3♥
OBSERVED HAND (suits excluded): K,Q vs 3 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 0 | High 2
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN Q♠,K♥ = 20 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | Q♠,K♥ vs 3♥ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | Q♠,K♥ | frozen STAND | actual STAND
Dealer 3♥,Q♥,9♥ = 22 BUST

--- CARD STREAM REVIEW: HAND 22 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#117 | H22 | PLAYER card 1          | QS
#118 | H22 | DEALER hole card       | QH
#119 | H22 | PLAYER card 2          | KH
#120 | H22 | DEALER upcard          | 3H
#121 | H22 | DEALER draw 1          | 9H
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 20 vs Dealer 22
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2665.00
  HAND_HISTORY | K,Q vs 3 | mode FROZEN | action STAND | result W | bank 2650.00->2665.00 | wager 15.00
HAND 22 | 2650.00->2665.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P Q♠,K♥ | D-up 3♥ | D-hidden/draw Q♥,9♥ | W
Recorded | Peak £2665.00 | Trough £2500.00 | MaxDD £30.00 | Exposure £360.00

========== HAND 23 / 30 ==========
Bankroll £2665.00 | Research-equivalent available £265.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 6♠,7♦ = 13 | Dealer Q♥
OBSERVED HAND (suits excluded): 6,7 vs Q | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 1 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 6♠,7♦ = 13 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 6♠,7♦ vs Q♥ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 6♠,7♦ | frozen HIT | actual HIT
MAIN 6♠,7♦,6♦ = 19 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 6♠,7♦,6♦ vs Q♥ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 6♠,7♦,6♦ | frozen STAND | actual STAND
Dealer Q♥,7♣ = 17

--- CARD STREAM REVIEW: HAND 23 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#122 | H23 | PLAYER card 1          | 6S
#123 | H23 | DEALER hole card       | 7C
#124 | H23 | PLAYER card 2          | 7D
#125 | H23 | DEALER upcard          | QH
#126 | H23 | PLAYER post-deal card  | 6D
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 19 vs Dealer 17
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2680.00
  HAND_HISTORY | 6,7 vs Q | mode FROZEN | action HIT | result W | bank 2665.00->2680.00 | wager 15.00
HAND 23 | 2665.00->2680.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 6♠,7♦,6♦ | D-up Q♥ | D-hidden/draw 7♣ | W
Recorded | Peak £2680.00 | Trough £2500.00 | MaxDD £30.00 | Exposure £375.00

========== HAND 24 / 30 ==========
Bankroll £2680.00 | Research-equivalent available £280.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player K♠,5♣ = 15 | Dealer 2♣
OBSERVED HAND (suits excluded): 5,K vs 2 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 2 | Neutral 0 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN K♠,5♣ = 15 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | K♠,5♣ vs 2♣ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | K♠,5♣ | frozen STAND | actual STAND
Dealer 2♣,9♣,7♥ = 18

--- CARD STREAM REVIEW: HAND 24 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#127 | H24 | PLAYER card 1          | KS
#128 | H24 | DEALER hole card       | 9C
#129 | H24 | PLAYER card 2          | 5C
#130 | H24 | DEALER upcard          | 2C
#131 | H24 | DEALER draw 1          | 7H
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 15 vs Dealer 18
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2665.00
  HAND_HISTORY | 5,K vs 2 | mode FROZEN | action STAND | result L | bank 2680.00->2665.00 | wager 15.00
HAND 24 | 2680.00->2665.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P K♠,5♣ | D-up 2♣ | D-hidden/draw 9♣,7♥ | L
Recorded | Peak £2680.00 | Trough £2500.00 | MaxDD £30.00 | Exposure £390.00

========== HAND 25 / 30 ==========
Bankroll £2665.00 | Research-equivalent available £265.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player Q♦,6♥ = 16 | Dealer A♣
OBSERVED HAND (suits excluded): 6,Q vs A | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 0 | High 2
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN Q♦,6♥ = 16 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | Q♦,6♥ vs A♣ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | Q♦,6♥ | frozen HIT | actual HIT
MAIN BUST at 26
Dealer A♣,2♥ = soft 13

--- CARD STREAM REVIEW: HAND 25 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#132 | H25 | PLAYER card 1          | QD
#133 | H25 | DEALER hole card       | 2H
#134 | H25 | PLAYER card 2          | 6H
#135 | H25 | DEALER upcard          | AC
#136 | H25 | PLAYER post-deal card  | KH
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 26 vs Dealer 13
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2650.00
  HAND_HISTORY | 6,Q vs A | mode FROZEN | action HIT | result L | bank 2665.00->2650.00 | wager 15.00
HAND 25 | 2665.00->2650.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P Q♦,6♥,K♥ | D-up A♣ | D-hidden/draw 2♥ | L
Recorded | Peak £2680.00 | Trough £2500.00 | MaxDD £30.00 | Exposure £405.00

========== HAND 26 / 30 ==========
Bankroll £2650.00 | Research-equivalent available £250.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player A♣,8♣ = soft 19 | Dealer 7♣
OBSERVED HAND (suits excluded): 8,A vs 7 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 0 | Neutral 2 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN A♣,8♣ = soft 19 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | A♣,8♣ vs 7♣ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | A♣,8♣ | frozen STAND | actual STAND
Dealer 7♣,8♦ = 15

--- CARD STREAM REVIEW: HAND 26 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#137 | H26 | PLAYER card 1          | AC
#138 | H26 | DEALER hole card       | 8D
#139 | H26 | PLAYER card 2          | 8C
#140 | H26 | DEALER upcard          | 7C
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 19 vs Dealer 15
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2665.00
  HAND_HISTORY | 8,A vs 7 | mode FROZEN | action STAND | result W | bank 2650.00->2665.00 | wager 15.00
HAND 26 | 2650.00->2665.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P A♣,8♣ | D-up 7♣ | D-hidden/draw 8♦ | W
Recorded | Peak £2680.00 | Trough £2500.00 | MaxDD £30.00 | Exposure £420.00

========== HAND 27 / 30 ==========
Bankroll £2665.00 | Research-equivalent available £265.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 3♥,A♥ = soft 14 | Dealer A♠
OBSERVED HAND (suits excluded): 3,A vs A | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 0 | High 2
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 3♥,A♥ = soft 14 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 3♥,A♥ vs A♠ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 3♥,A♥ | frozen HIT | actual HIT
MAIN 3♥,A♥,4♦ = soft 18 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 3♥,A♥,4♦ vs A♠ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 3♥,A♥,4♦ | frozen HIT | actual HIT
MAIN 3♥,A♥,4♦,9♦ = 17 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 3♥,A♥,4♦,9♦ vs A♠ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 3♥,A♥,4♦,9♦ | frozen STAND | actual STAND
Dealer A♠,9♠ = soft 20

--- CARD STREAM REVIEW: HAND 27 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#141 | H27 | PLAYER card 1          | 3H
#142 | H27 | DEALER hole card       | 9S
#143 | H27 | PLAYER card 2          | AH
#144 | H27 | DEALER upcard          | AS
#145 | H27 | PLAYER post-deal card  | 4D
#146 | H27 | PLAYER post-deal card  | 9D
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 17 vs Dealer 20
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2650.00
  HAND_HISTORY | 3,A vs A | mode FROZEN | action HIT | result L | bank 2665.00->2650.00 | wager 15.00
HAND 27 | 2665.00->2650.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 3♥,A♥,4♦,9♦ | D-up A♠ | D-hidden/draw 9♠ | L
Recorded | Peak £2680.00 | Trough £2500.00 | MaxDD £30.00 | Exposure £435.00

========== HAND 28 / 30 ==========
Bankroll £2650.00 | Research-equivalent available £250.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 3♠,8♣ = 11 | Dealer 7♠
OBSERVED HAND (suits excluded): 3,8 vs 7 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 2 | High 0
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 3♠,8♣ = 11 | FROZEN POLICY: DOUBLE [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 3♠,8♣ vs 7♠ | DOUBLE | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 3♠,8♣ | frozen DOUBLE | actual DOUBLE
MAIN after DOUBLE: 3♠,8♣,3♦ = 14
Dealer 7♠,9♠,9♠ = 25 BUST

--- CARD STREAM REVIEW: HAND 28 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#147 | H28 | PLAYER card 1          | 3S
#148 | H28 | DEALER hole card       | 9S
#149 | H28 | PLAYER card 2          | 8C
#150 | H28 | DEALER upcard          | 7S
#151 | H28 | PLAYER post-deal card  | 3D
#152 | H28 | DEALER draw 1          | 9S
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 14 vs Dealer 25
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2680.00
  HAND_HISTORY | 3,8 vs 7 | mode FROZEN | action DOUBLE | result W | bank 2650.00->2680.00 | wager 15.00
HAND 28 | 2650.00->2680.00 | ref 15.00 actual 15.00 | committed 30.00 | NORMAL | P 3♠,8♣,3♦ | D-up 7♠ | D-hidden/draw 9♠,9♠ | W
Recorded | Peak £2680.00 | Trough £2500.00 | MaxDD £30.00 | Exposure £465.00

========== HAND 29 / 30 ==========
Bankroll £2680.00 | Research-equivalent available £280.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 7♠,4♥ = 11 | Dealer A♣
OBSERVED HAND (suits excluded): 4,7 vs A | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 1 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 7♠,4♥ = 11 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 7♠,4♥ vs A♣ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 7♠,4♥ | frozen HIT | actual HIT
MAIN 7♠,4♥,2♠ = 13 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 7♠,4♥,2♠ vs A♣ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 7♠,4♥,2♠ | frozen HIT | actual HIT
MAIN BUST at 23
Dealer A♣,4♠ = soft 15

--- CARD STREAM REVIEW: HAND 29 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#153 | H29 | PLAYER card 1          | 7S
#154 | H29 | DEALER hole card       | 4S
#155 | H29 | PLAYER card 2          | 4H
#156 | H29 | DEALER upcard          | AC
#157 | H29 | PLAYER post-deal card  | 2S
#158 | H29 | PLAYER post-deal card  | 10S
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 23 vs Dealer 15
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2665.00
  HAND_HISTORY | 4,7 vs A | mode FROZEN | action HIT | result L | bank 2680.00->2665.00 | wager 15.00
HAND 29 | 2680.00->2665.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 7♠,4♥,2♠,10♠ | D-up A♣ | D-hidden/draw 4♠ | L
Recorded | Peak £2680.00 | Trough £2500.00 | MaxDD £30.00 | Exposure £480.00

========== HAND 30 / 30 ==========
SHUFFLE RECORDED before hand 30 | previous segment cards recorded: 158
Bankroll £2665.00 | Research-equivalent available £265.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 3♣,K♣ = 13 | Dealer 2♣
OBSERVED HAND (suits excluded): 3,K vs 2 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 2 | Neutral 0 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 3♣,K♣ = 13 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 3♣,K♣ vs 2♣ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 3♣,K♣ | frozen STAND | actual STAND
Dealer 2♣,10♣,5♥ = 17

--- CARD STREAM REVIEW: HAND 30 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#159 | H30 | PLAYER card 1          | 3C
#160 | H30 | DEALER hole card       | 10C
#161 | H30 | PLAYER card 2          | KC
#162 | H30 | DEALER upcard          | 2C
#163 | H30 | DEALER draw 1          | 5H
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 13 vs Dealer 17
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2650.00
  HAND_HISTORY | 3,K vs 2 | mode FROZEN | action STAND | result L | bank 2665.00->2650.00 | wager 15.00
HAND 30 | 2665.00->2650.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 3♣,K♣ | D-up 2♣ | D-hidden/draw 10♣,5♥ | L
Recorded | Peak £2680.00 | Trough £2500.00 | MaxDD £30.00 | Exposure £495.00
LEDGER_ENTRY | session 20260907_003015 | mode FROZEN | hands 30 | start 100.00 | final 250.00 | session_pl 150.00 | total_decision_events 44 | wager_match 30 | wager_above 0 | wager_below 0 | action_match 44 | action_different 0
PROJECT LEDGER SUMMARY
Completed sessions: 7 | Total hands: 177
Cumulative project P/L: £638.00
Cumulative P/L vs £100 per-session starting capital: 91.14%
Project-equivalent running balance (initial £100 + cumulative P/L): £738.00
Ledger basis: each live session independently starts at research-equivalent £100; cumulative P/L sums session profits/losses.

================ OBSERVED-SOURCE FROZEN vs CASUAL RECONSTRUCTION | SESSION 20260907_003015 ================
V9.1.5 observed-source boundary: exact captured chronology is replayed in recorded order with observed 247 no-peek timing; every visibly observed shuffle boundary resets to the corresponding captured segment. No card is invented. A-E synthetic shuffle methodology is unchanged.
Frozen replay gate: hands 28 | final £265.00 | W/L/P 16/7/5 | exposure £450.00 | peak £280.00 (hand 23) | trough £100.00 (hand 0) | maxDD £30.00 (hand 17) | FAIL
Frozen observed provenance (authoritative live capture): Total 44 | Textbook/Frozen-Aligned 42 | Research Overrides 1 | Primary H11v10 Overrides 1
Casual decision provenance: N/A
Directly Comparable Action Decisions: N/A | Matched N/A | Different N/A | Alignment N/A
RECONSTRUCTION STATUS: NOT SOURCE-VERIFIED | Frozen gate FAIL | Casual completion PASS | Arithmetic PASS
Publication rule: do not infer or transplant missing Casual/comparison values from another session.
================ END OBSERVED-SOURCE RECONSTRUCTION | SESSION 20260907_003015 ================
================ END SESSION 20260907_003015 ================

SHUFFLE_ANALYSIS_STATUS | session 20260907_003015 | PENDING
PLATE_STATUS | session 20260907_003015 | PENDING

================ AUTOMATIC SHUFFLE ROBUSTNESS | SESSION 20260907_003015 ================
ENGINE VERSION: integrated-post-session-v3 | paired_replays_per_method 5000 | seed_base 202609050001
Captured-card reservoir: 163 cards
Comparable-action definition: same replay hand, branch, decision ordinal, player-rank state and dealer upcard in both independently consumed paths.
A | Observed-card permutation: shuffle only the captured session-card reservoir; no cards added.
  Frozen median 90.00 | Casual median 100.00 | Frozen mean 105.87 | Casual mean 101.97
  £200 reach Frozen 32.02% | Casual 21.62% | Mean exposure Frozen 449.68 | Casual 413.19 | Mean maxDD Frozen 90.51 | Casual 81.89
  30-hand completion Frozen 2060 | Casual 2435 | Both 1882
  Mean paired final-bankroll difference Frozen-Casual (both completed): 6.00
  Comparable action decisions total: 137910 | Different actions total: 5390 | Mean Comparable Action Differences: 1.0780
B | Full six-deck RNG: generate and uniformly shuffle a fresh 312-card six-deck shoe.
  Frozen median 80.00 | Casual median 92.50 | Frozen mean 99.52 | Casual mean 96.91
  £200 reach Frozen 30.12% | Casual 20.12% | Mean exposure Frozen 450.70 | Casual 413.83 | Mean maxDD Frozen 92.90 | Casual 83.79
  30-hand completion Frozen 3348 | Casual 3519 | Both 3150
  Mean paired final-bankroll difference Frozen-Casual (both completed): 7.58
  Comparable action decisions total: 137976 | Different actions total: 5740 | Mean Comparable Action Differences: 1.1480
C1 | Penetration 50%: captured reservoir; reshuffle only remaining cards between hands at 50%.
  Frozen median 90.00 | Casual median 100.00 | Frozen mean 105.55 | Casual mean 102.02
  £200 reach Frozen 31.46% | Casual 21.78% | Mean exposure Frozen 447.90 | Casual 412.46 | Mean maxDD Frozen 90.19 | Casual 81.90
  30-hand completion Frozen 2076 | Casual 2435 | Both 1898
  Mean paired final-bankroll difference Frozen-Casual (both completed): 5.33
  Comparable action decisions total: 136588 | Different actions total: 5228 | Mean Comparable Action Differences: 1.0456
C2 | Penetration 65%: captured reservoir; reshuffle only remaining cards between hands at 65%.
  Frozen median 92.50 | Casual median 100.00 | Frozen mean 105.67 | Casual mean 102.07
  £200 reach Frozen 31.44% | Casual 22.16% | Mean exposure Frozen 449.01 | Casual 411.31 | Mean maxDD Frozen 90.12 | Casual 82.03
  30-hand completion Frozen 2105 | Casual 2445 | Both 1912
  Mean paired final-bankroll difference Frozen-Casual (both completed): 4.77
  Comparable action decisions total: 135930 | Different actions total: 5369 | Mean Comparable Action Differences: 1.0738
C3 | Penetration 75%: captured reservoir; reshuffle only remaining cards between hands at 75%.
  Frozen median 87.50 | Casual median 100.00 | Frozen mean 102.74 | Casual mean 101.71
  £200 reach Frozen 31.20% | Casual 22.30% | Mean exposure Frozen 447.61 | Casual 412.45 | Mean maxDD Frozen 90.92 | Casual 81.89
  30-hand completion Frozen 2066 | Casual 2416 | Both 1885
  Mean paired final-bankroll difference Frozen-Casual (both completed): 4.08
  Comparable action decisions total: 137666 | Different actions total: 5266 | Mean Comparable Action Differences: 1.0532
C4 | Penetration 80%: captured reservoir; reshuffle only remaining cards between hands at 80%.
  Frozen median 92.50 | Casual median 100.00 | Frozen mean 106.49 | Casual mean 103.42
  £200 reach Frozen 31.42% | Casual 22.66% | Mean exposure Frozen 448.18 | Casual 413.51 | Mean maxDD Frozen 89.85 | Casual 81.73
  30-hand completion Frozen 2071 | Casual 2446 | Both 1899
  Mean paired final-bankroll difference Frozen-Casual (both completed): 6.09
  Comparable action decisions total: 138424 | Different actions total: 5379 | Mean Comparable Action Differences: 1.0758
D | Physical-style proxy: captured reservoir with deterministic riffle/strip/cut-style mixing.
  Frozen median 92.50 | Casual median 100.00 | Frozen mean 106.79 | Casual mean 103.33
  £200 reach Frozen 31.94% | Casual 22.42% | Mean exposure Frozen 448.19 | Casual 413.20 | Mean maxDD Frozen 89.24 | Casual 81.07
  30-hand completion Frozen 2054 | Casual 2445 | Both 1885
  Mean paired final-bankroll difference Frozen-Casual (both completed): 4.79
  Comparable action decisions total: 137067 | Different actions total: 5327 | Mean Comparable Action Differences: 1.0654
E | Automatic/continuous proxy: captured reservoir; after each complete hand, used cards return and the full reservoir is remixed.
  Frozen median 90.00 | Casual median 100.00 | Frozen mean 104.26 | Casual mean 101.58
  £200 reach Frozen 31.52% | Casual 22.98% | Mean exposure Frozen 452.67 | Casual 415.79 | Mean maxDD Frozen 90.80 | Casual 82.34
  30-hand completion Frozen 3460 | Casual 3585 | Both 3336
  Mean paired final-bankroll difference Frozen-Casual (both completed): 6.40
  Comparable action decisions total: 163097 | Different actions total: 6242 | Mean Comparable Action Differences: 1.2484
Method E boundary: after each COMPLETE hand, consumed cards return to the captured reservoir and the entire reservoir is remixed; no captured card is added, removed or substituted.
Method D boundary: declared mathematical riffle/strip/cut proxy; not a proprietary casino-shuffler reproduction.
SHUFFLE_ANALYSIS_STATUS | session 20260907_003015 | COMPLETE
================ END AUTOMATIC SHUFFLE ROBUSTNESS | SESSION 20260907_003015 ================
PLATE_STATUS | session 20260907_003015 | COMPLETE | operator_confirmation 2026-09-07 01:34:35

================ SESSION 20260907_020601 ================
DETERMINISTIC BLACKJACK - LIVE SESSION REPORT
SESSION NAME: 2 frozen hands (session 6) +    11 personal hands (START FURTHER INTO DECK - SHU
PLATFORM BALANCE BASIS: Start £2500.00 | £2400.00 = research-equivalent £0/depleted
Platform Final £2455.00 | Platform Peak £2560.00 | Platform Trough £2455.00 | MaxDD £105.00 | Exposure £180.00
OFFSET RESEARCH-EQUIVALENT: Start £100.00 | Final £55.00 | Peak £160.00 | Trough £55.00
OFFSET RULE: research-equivalent bankroll = platform balance - £2400.00
AFFORDABILITY RULE: £2400 platform offset is protected; wager/double/split affordability uses research-equivalent bankroll only.
MODE: FROZEN ARCHITECTURE
W/L/P 2/6/1
Wager match/above/below 9/0/0
Action match/different 11/0
SOURCE: 247blackjack.com
SOURCE TYPE: Online play-money blackjack, configured 6-deck game
CARD GENERATION: computational/RNG implementation; visible six-deck shuffle events recorded from interface
Shuffle events explicitly observed: 0
Total cards recorded: 52
Cards since most recent observed shuffle/start: 52
Exact known rank+suit identities observed: 32
Validation warnings/overrides encountered: 1
Hands re-entered through amendment review: 0
Decision provenance counts:
  TOTAL DECISION EVENTS: 11 (decision events, not hands)
  TEXTBOOK / FROZEN-ALIGNED: 11
  FROZEN RESEARCH OVERRIDE events: 0
  FROZEN PRIMARY HARD11-vs-10 events: 0
Policy note: Pair20-vs-10 STAND is the current Frozen action; provenance records that it replaced the earlier research SPLIT rule, and it also agrees with textbook.
Policy note: HARD11-vs-10 primary remains DOUBLE; Cooling->HIT is a capital-protection alternate, not the primary action used here.
Shuffle log: none
Penetration is not inferred unless a visible shuffle boundary is recorded; card counts are observational.
Boundary: frozen wagers are historical reference wagers, not proven optimal stakes.
Controller note: exact mature BRAKE predicate is not invented; only explicit handover transitions are used.

PERSONAL-MODE HISTORY ACCESS: recent-table-hand history is hidden by default and, if requested, shown BEFORE the wager; matching-hand history is available only after the current starting cards are known and before the player action.
RECENT TABLE-HAND WINDOW: user-selectable 1-5 previously committed hands from the current session only; the request itself is retained as behavioural evidence and occurs before capital is committed.

OBSERVED INITIAL-HAND INDEX + HISTORICAL OUTCOMES (SUITS EXCLUDED)
HAND_SIGNATURE | 9,K vs 7
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 0/2/1
HAND_HISTORY | 9,K vs 7 | mode FROZEN | action STAND | result W | bank 2530.00->2560.00 | wager 15.00
HAND_SIGNATURE | 4,A vs 7
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/1/1
HAND_HISTORY | 4,A vs 7 | mode FROZEN | action HIT | result L | bank 2560.00->2545.00 | wager 15.00
HAND_SIGNATURE | 4,J vs 6
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 2/0/1
HAND_HISTORY | 4,J vs 6 | mode FROZEN | action STAND | result W | bank 2545.00->2560.00 | wager 15.00
  HISTORY_MATCHES_SHOWN | 1 | total eligible 1 | signature 3,K vs J
HAND_SIGNATURE | 3,K vs J
  PRIOR_OCCURRENCES | 1 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/0/2
HAND_HISTORY | 3,K vs J | mode FROZEN | action HIT | result L | bank 2560.00->2545.00 | wager 15.00
HAND_SIGNATURE | 4,5 vs 3
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 3/0/0
HAND_HISTORY | 4,5 vs 3 | mode FROZEN | action DOUBLE | result L | bank 2545.00->2515.00 | wager 15.00
HAND_SIGNATURE | 7,A vs 5
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/1/1
HAND_HISTORY | 7,A vs 5 | mode FROZEN | action DOUBLE | result L | bank 2515.00->2485.00 | wager 15.00
HAND_SIGNATURE | 3,6 vs 4
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 3/0/0
HAND_HISTORY | 3,6 vs 4 | mode FROZEN | action DOUBLE | result P | bank 2485.00->2485.00 | wager 15.00
HAND_SIGNATURE | 10,8 vs 9
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 0/2/1
HAND_HISTORY | 10,8 vs 9 | mode FROZEN | action STAND | result L | bank 2485.00->2470.00 | wager 15.00
  HISTORY_MATCHES_SHOWN | 1 | total eligible 1 | signature 4,J vs J
HAND_SIGNATURE | 4,J vs J
  PRIOR_OCCURRENCES | 1 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/0/2
HAND_HISTORY | 4,J vs J | mode FROZEN | action HIT | result L | bank 2470.00->2455.00 | wager 15.00

CHRONOLOGICAL CARD DATASET (RECONSTRUCTED DEAL ORDER)
Order rule observed on 247 animation: Player1 -> Dealer hole -> Player2 -> Dealer up -> subsequent player cards -> subsequent dealer draws.
Dealer hole cards are entered later when revealed but are retrospectively placed as the dealer's first dealt card, matching the observed 247 animation.
Split/post-deal cards are retained in operator-entry order; if platform split dealing order differs, that sub-order must be reviewed before deterministic replay.
HAND 1 DEAL-ORDER RECONSTRUCTION
#001 | H01 | PLAYER card 1          | 9♥
#002 | H01 | DEALER hole card       | K♥
#003 | H01 | PLAYER card 2          | K♦
#004 | H01 | DEALER upcard          | 7♥

HAND 2 DEAL-ORDER RECONSTRUCTION
#005 | H02 | PLAYER card 1          | A♠
#006 | H02 | DEALER hole card       | Q♠
#007 | H02 | PLAYER card 2          | 4♣
#008 | H02 | DEALER upcard          | 7♣
#009 | H02 | PLAYER post-deal card  | 9♣
#010 | H02 | PLAYER post-deal card  | A♠
#011 | H02 | PLAYER post-deal card  | 10♣

HAND 3 DEAL-ORDER RECONSTRUCTION
#012 | H03 | PLAYER card 1          | J♠
#013 | H03 | DEALER hole card       | 6♥
#014 | H03 | PLAYER card 2          | 4♣
#015 | H03 | DEALER upcard          | 6♦
#016 | H03 | DEALER draw 1          | K♦

HAND 4 DEAL-ORDER RECONSTRUCTION
#017 | H04 | PLAYER card 1          | K♣
#018 | H04 | DEALER hole card       | 3♣
#019 | H04 | PLAYER card 2          | 3♥
#020 | H04 | DEALER upcard          | J♥
#021 | H04 | PLAYER post-deal card  | Q♠

HAND 5 DEAL-ORDER RECONSTRUCTION
#022 | H05 | PLAYER card 1          | 4♥
#023 | H05 | DEALER hole card       | 5♦
#024 | H05 | PLAYER card 2          | 5♣
#025 | H05 | DEALER upcard          | 3♣
#026 | H05 | PLAYER post-deal card  | 5♦
#027 | H05 | DEALER draw 1          | 10♥

HAND 6 DEAL-ORDER RECONSTRUCTION
#028 | H06 | PLAYER card 1          | A♦
#029 | H06 | DEALER hole card       | K♦
#030 | H06 | PLAYER card 2          | 7♥
#031 | H06 | DEALER upcard          | 5♠
#032 | H06 | PLAYER post-deal card  | 5♣
#033 | H06 | DEALER draw 1          | 3♣

HAND 7 DEAL-ORDER RECONSTRUCTION
#034 | H07 | PLAYER card 1          | 3♠
#035 | H07 | DEALER hole card       | A♠
#036 | H07 | PLAYER card 2          | 6♦
#037 | H07 | DEALER upcard          | 4♥
#038 | H07 | PLAYER post-deal card  | 10♠
#039 | H07 | DEALER draw 1          | 9♠
#040 | H07 | DEALER draw 2          | 5♠

HAND 8 DEAL-ORDER RECONSTRUCTION
#041 | H08 | PLAYER card 1          | 8♠
#042 | H08 | DEALER hole card       | 2♥
#043 | H08 | PLAYER card 2          | 10♣
#044 | H08 | DEALER upcard          | 9♦
#045 | H08 | DEALER draw 1          | 3♣
#046 | H08 | DEALER draw 2          | 2♠
#047 | H08 | DEALER draw 3          | 5♠

HAND 9 DEAL-ORDER RECONSTRUCTION
#048 | H09 | PLAYER card 1          | J♥
#049 | H09 | DEALER hole card       | 2♣
#050 | H09 | PLAYER card 2          | 4♥
#051 | H09 | DEALER upcard          | J♦
#052 | H09 | PLAYER post-deal card  | J♥


AUDIT LOG

DETERMINISTIC BLACKJACK - LIVE 30-HAND COMPANION
Manual external-session entry | actual platform balance captured before Hand 1 | £2400 = depleted | 30-hand reference
SOURCE: 247blackjack.com | PLAY-MONEY | configured 6-deck game
VALIDATION ON: suit required, wager checked, balance arithmetic checked where determinable.
HAND REVIEW ON: rejected/amended current hands roll back before re-entry.
SESSION NAME: 2 frozen hands (session 6) +    11 personal hands (START FURTHER INTO DECK - SHU
FROZEN MODE: existing Frozen wager/action prompts remain active.
SESSION START BALANCE CONFIRMED: Platform £2530.00 | research-equivalent £130.00
SESSION START BALANCE | Platform £2530.00 | Research-equivalent £130.00
Cumulative project file: C:\Users\amlania1\Downloads\bjack\liveplay\output.txt


========== HAND 1 / 30 ==========
Bankroll £2530.00 | Research-equivalent available £130.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 9♥,K♦ = 19 | Dealer 7♥
OBSERVED HAND (suits excluded): 9,K vs 7
CARD MIX current visible hand (P1 + P2 + dealer up): Low 0 | Neutral 2 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 9♥,K♦ = 19 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 9♥,K♦ vs 7♥ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 9♥,K♦ | frozen STAND | actual STAND
Dealer 7♥,K♥ = 17

--- CARD STREAM REVIEW: HAND 1 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#001 | H01 | PLAYER card 1          | 9H
#002 | H01 | DEALER hole card       | KH
#003 | H01 | PLAYER card 2          | KD
#004 | H01 | DEALER upcard          | 7H
LAST 4 CARDS: 9H | KH | KD | 7H
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 19 vs Dealer 17
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
*** BALANCE VALIDATION WARNING ***
Start £2530.00 | committed stake £15.00 | result W
Expected £2545.00 | entered £2560.00 | difference £15.00
Allowed: RA
  VALIDATION OVERRIDE | expected 2545.00 entered 2560.00 | Starting balance entered incorrectly; actual pre-Hand-1 platform balance was �2545, confirmed by �15 win producing �2560.
  HAND_HISTORY | 9,K vs 7 | mode FROZEN | action STAND | result W | bank 2530.00->2560.00 | wager 15.00
HAND 01 | 2530.00->2560.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 9♥,K♦ | D-up 7♥ | D-hidden/draw K♥ | W
Recorded | Peak £2560.00 | Trough £2530.00 | MaxDD £0.00 | Exposure £15.00

========== HAND 2 / 30 ==========
Bankroll £2560.00 | Research-equivalent available £160.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player A♠,4♣ = soft 15 | Dealer 7♣
OBSERVED HAND (suits excluded): 4,A vs 7 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 1 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN A♠,4♣ = soft 15 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | A♠,4♣ vs 7♣ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | A♠,4♣ | frozen HIT | actual HIT
MAIN A♠,4♣,9♣ = 14 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | A♠,4♣,9♣ vs 7♣ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | A♠,4♣,9♣ | frozen HIT | actual HIT
MAIN A♠,4♣,9♣,A♠ = 15 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | A♠,4♣,9♣,A♠ vs 7♣ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | A♠,4♣,9♣,A♠ | frozen HIT | actual HIT
MAIN BUST at 25
Dealer 7♣,Q♠ = 17

--- CARD STREAM REVIEW: HAND 2 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#005 | H02 | PLAYER card 1          | AS
#006 | H02 | DEALER hole card       | QS
#007 | H02 | PLAYER card 2          | 4C
#008 | H02 | DEALER upcard          | 7C
#009 | H02 | PLAYER post-deal card  | 9C
#010 | H02 | PLAYER post-deal card  | AS
#011 | H02 | PLAYER post-deal card  | 10C
LAST 5 CARDS: 4C | 7C | 9C | AS | 10C
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 25 vs Dealer 17
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2545.00
  HAND_HISTORY | 4,A vs 7 | mode FROZEN | action HIT | result L | bank 2560.00->2545.00 | wager 15.00
HAND 02 | 2560.00->2545.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P A♠,4♣,9♣,A♠,10♣ | D-up 7♣ | D-hidden/draw Q♠ | L
Recorded | Peak £2560.00 | Trough £2530.00 | MaxDD £15.00 | Exposure £30.00

========== HAND 3 / 30 ==========
Bankroll £2545.00 | Research-equivalent available £145.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player J♠,4♣ = 14 | Dealer 6♦
OBSERVED HAND (suits excluded): 4,J vs 6 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 2 | Neutral 0 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN J♠,4♣ = 14 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | J♠,4♣ vs 6♦ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | J♠,4♣ | frozen STAND | actual STAND
Dealer 6♦,6♥,K♦ = 22 BUST

--- CARD STREAM REVIEW: HAND 3 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#012 | H03 | PLAYER card 1          | JS
#013 | H03 | DEALER hole card       | 6H
#014 | H03 | PLAYER card 2          | 4C
#015 | H03 | DEALER upcard          | 6D
#016 | H03 | DEALER draw 1          | KD
LAST 5 CARDS: JS | 6H | 4C | 6D | KD
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 14 vs Dealer 22
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2560.00
  HAND_HISTORY | 4,J vs 6 | mode FROZEN | action STAND | result W | bank 2545.00->2560.00 | wager 15.00
HAND 03 | 2545.00->2560.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P J♠,4♣ | D-up 6♦ | D-hidden/draw 6♥,K♦ | W
Recorded | Peak £2560.00 | Trough £2530.00 | MaxDD £15.00 | Exposure £45.00

========== HAND 4 / 30 ==========
Bankroll £2560.00 | Research-equivalent available £160.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player K♣,3♥ = 13 | Dealer J♥
OBSERVED HAND (suits excluded): 3,K vs J | appeared before in project output: 1 time(s)
CURRENT STARTING HAND | 3,K vs J
PREVIOUS MATCHES | showing most recent 1 of 1
  PREVIOUS 1 | mode FROZEN | action HIT | result L | bank 2582.00->2567.00 | wager 15.00
ALL PREVIOUS OCCURRENCES | TOTAL 1 | W 0 (0.0%) | L 1 (100.0%) | P 0 (0.0%)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 0 | High 2
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN K♣,3♥ = 13 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | K♣,3♥ vs J♥ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | K♣,3♥ | frozen HIT | actual HIT
MAIN BUST at 23
Dealer J♥,3♣ = 13

--- CARD STREAM REVIEW: HAND 4 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#017 | H04 | PLAYER card 1          | KC
#018 | H04 | DEALER hole card       | 3C
#019 | H04 | PLAYER card 2          | 3H
#020 | H04 | DEALER upcard          | JH
#021 | H04 | PLAYER post-deal card  | QS
LAST 5 CARDS: KC | 3C | 3H | JH | QS
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 23 vs Dealer 13
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2545.00
  HAND_HISTORY | 3,K vs J | mode FROZEN | action HIT | result L | bank 2560.00->2545.00 | wager 15.00
HAND 04 | 2560.00->2545.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P K♣,3♥,Q♠ | D-up J♥ | D-hidden/draw 3♣ | L
Recorded | Peak £2560.00 | Trough £2530.00 | MaxDD £15.00 | Exposure £60.00

========== HAND 5 / 30 ==========
Bankroll £2545.00 | Research-equivalent available £145.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 4♥,5♣ = 9 | Dealer 3♣
OBSERVED HAND (suits excluded): 4,5 vs 3 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 3 | Neutral 0 | High 0
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 4♥,5♣ = 9 | FROZEN POLICY: DOUBLE [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 4♥,5♣ vs 3♣ | DOUBLE | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 4♥,5♣ | frozen DOUBLE | actual DOUBLE
MAIN after DOUBLE: 4♥,5♣,5♦ = 14
Dealer 3♣,5♦,10♥ = 18

--- CARD STREAM REVIEW: HAND 5 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#022 | H05 | PLAYER card 1          | 4H
#023 | H05 | DEALER hole card       | 5D
#024 | H05 | PLAYER card 2          | 5C
#025 | H05 | DEALER upcard          | 3C
#026 | H05 | PLAYER post-deal card  | 5D
#027 | H05 | DEALER draw 1          | 10H
LAST 5 CARDS: 5D | 5C | 3C | 5D | 10H
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 14 vs Dealer 18
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2515.00
  HAND_HISTORY | 4,5 vs 3 | mode FROZEN | action DOUBLE | result L | bank 2545.00->2515.00 | wager 15.00
HAND 05 | 2545.00->2515.00 | ref 15.00 actual 15.00 | committed 30.00 | NORMAL | P 4♥,5♣,5♦ | D-up 3♣ | D-hidden/draw 5♦,10♥ | L
Recorded | Peak £2560.00 | Trough £2515.00 | MaxDD £45.00 | Exposure £90.00

========== HAND 6 / 30 ==========
Bankroll £2515.00 | Research-equivalent available £115.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player A♦,7♥ = soft 18 | Dealer 5♠
OBSERVED HAND (suits excluded): 7,A vs 5 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 1 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN A♦,7♥ = soft 18 | FROZEN POLICY: DOUBLE [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | A♦,7♥ vs 5♠ | DOUBLE | TEXTBOOK / FROZEN-ALIGNED
  MAIN | A♦,7♥ | frozen DOUBLE | actual DOUBLE
MAIN after DOUBLE: A♦,7♥,5♣ = 13
Dealer 5♠,K♦,3♣ = 18

--- CARD STREAM REVIEW: HAND 6 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#028 | H06 | PLAYER card 1          | AD
#029 | H06 | DEALER hole card       | KD
#030 | H06 | PLAYER card 2          | 7H
#031 | H06 | DEALER upcard          | 5S
#032 | H06 | PLAYER post-deal card  | 5C
#033 | H06 | DEALER draw 1          | 3C
LAST 5 CARDS: KD | 7H | 5S | 5C | 3C
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 13 vs Dealer 18
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2485.00
  HAND_HISTORY | 7,A vs 5 | mode FROZEN | action DOUBLE | result L | bank 2515.00->2485.00 | wager 15.00
HAND 06 | 2515.00->2485.00 | ref 15.00 actual 15.00 | committed 30.00 | NORMAL | P A♦,7♥,5♣ | D-up 5♠ | D-hidden/draw K♦,3♣ | L
Recorded | Peak £2560.00 | Trough £2485.00 | MaxDD £75.00 | Exposure £120.00

========== HAND 7 / 30 ==========
Bankroll £2485.00 | Research-equivalent available £85.00 | State COOLING | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 3♠,6♦ = 9 | Dealer 4♥
OBSERVED HAND (suits excluded): 3,6 vs 4 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 3 | Neutral 0 | High 0
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 3♠,6♦ = 9 | FROZEN POLICY: DOUBLE [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 3♠,6♦ vs 4♥ | DOUBLE | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 3♠,6♦ | frozen DOUBLE | actual DOUBLE
MAIN after DOUBLE: 3♠,6♦,10♠ = 19
Dealer 4♥,A♠,9♠,5♠ = 19

--- CARD STREAM REVIEW: HAND 7 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#034 | H07 | PLAYER card 1          | 3S
#035 | H07 | DEALER hole card       | AS
#036 | H07 | PLAYER card 2          | 6D
#037 | H07 | DEALER upcard          | 4H
#038 | H07 | PLAYER post-deal card  | 10S
#039 | H07 | DEALER draw 1          | 9S
#040 | H07 | DEALER draw 2          | 5S
LAST 5 CARDS: 6D | 4H | 10S | 9S | 5S
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PUSH | Player 19 vs Dealer 19
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2485.00
  HAND_HISTORY | 3,6 vs 4 | mode FROZEN | action DOUBLE | result P | bank 2485.00->2485.00 | wager 15.00
HAND 07 | 2485.00->2485.00 | ref 15.00 actual 15.00 | committed 30.00 | COOLING | P 3♠,6♦,10♠ | D-up 4♥ | D-hidden/draw A♠,9♠,5♠ | P
Recorded | Peak £2560.00 | Trough £2485.00 | MaxDD £75.00 | Exposure £150.00

========== HAND 8 / 30 ==========
Bankroll £2485.00 | Research-equivalent available £85.00 | State COOLING | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 8♠,10♣ = 18 | Dealer 9♦
OBSERVED HAND (suits excluded): 10,8 vs 9 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 0 | Neutral 2 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 8♠,10♣ = 18 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 8♠,10♣ vs 9♦ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 8♠,10♣ | frozen STAND | actual STAND
Dealer 9♦,2♥,3♣,2♠,5♠ = 21 21

--- CARD STREAM REVIEW: HAND 8 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#041 | H08 | PLAYER card 1          | 8S
#042 | H08 | DEALER hole card       | 2H
#043 | H08 | PLAYER card 2          | 10C
#044 | H08 | DEALER upcard          | 9D
#045 | H08 | DEALER draw 1          | 3C
#046 | H08 | DEALER draw 2          | 2S
#047 | H08 | DEALER draw 3          | 5S
LAST 5 CARDS: 10C | 9D | 3C | 2S | 5S
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 18 vs Dealer 21
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2470.00
  HAND_HISTORY | 10,8 vs 9 | mode FROZEN | action STAND | result L | bank 2485.00->2470.00 | wager 15.00
HAND 08 | 2485.00->2470.00 | ref 15.00 actual 15.00 | committed 15.00 | COOLING | P 8♠,10♣ | D-up 9♦ | D-hidden/draw 2♥,3♣,2♠,5♠ | L
Recorded | Peak £2560.00 | Trough £2470.00 | MaxDD £90.00 | Exposure £165.00

========== HAND 9 / 30 ==========
Bankroll £2470.00 | Research-equivalent available £70.00 | State COOLING | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player J♥,4♥ = 14 | Dealer J♦
OBSERVED HAND (suits excluded): 4,J vs J | appeared before in project output: 1 time(s)
CURRENT STARTING HAND | 4,J vs J
PREVIOUS MATCHES | showing most recent 1 of 1
  PREVIOUS 1 | mode FROZEN | action HIT | result L | bank 2605.00->2590.00 | wager 15.00
ALL PREVIOUS OCCURRENCES | TOTAL 1 | W 0 (0.0%) | L 1 (100.0%) | P 0 (0.0%)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 0 | High 2
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN J♥,4♥ = 14 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | J♥,4♥ vs J♦ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | J♥,4♥ | frozen HIT | actual HIT
MAIN BUST at 24
Dealer J♦,2♣ = 12

--- CARD STREAM REVIEW: HAND 9 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#048 | H09 | PLAYER card 1          | JH
#049 | H09 | DEALER hole card       | 2C
#050 | H09 | PLAYER card 2          | 4H
#051 | H09 | DEALER upcard          | JD
#052 | H09 | PLAYER post-deal card  | JH
LAST 5 CARDS: JH | 2C | 4H | JD | JH
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 24 vs Dealer 12
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2455.00
  HAND_HISTORY | 4,J vs J | mode FROZEN | action HIT | result L | bank 2470.00->2455.00 | wager 15.00
HAND 09 | 2470.00->2455.00 | ref 15.00 actual 15.00 | committed 15.00 | COOLING | P J♥,4♥,J♥ | D-up J♦ | D-hidden/draw 2♣ | L
Recorded | Peak £2560.00 | Trough £2455.00 | MaxDD £105.00 | Exposure £180.00
LEDGER_ENTRY | session 20260907_020601 | mode FROZEN | hands 9 | start 100.00 | final 55.00 | session_pl -45.00 | total_decision_events 11 | wager_match 9 | wager_above 0 | wager_below 0 | action_match 11 | action_different 0
PROJECT LEDGER SUMMARY
Completed sessions: 8 | Total hands: 186
Cumulative project P/L: £593.00
Cumulative P/L vs £100 per-session starting capital: 74.13%
Project-equivalent running balance (initial £100 + cumulative P/L): £693.00
Ledger basis: each live session independently starts at research-equivalent £100; cumulative P/L sums session profits/losses.

================ OBSERVED-SOURCE FROZEN vs CASUAL RECONSTRUCTION | SESSION 20260907_020601 ================
V9.1.5 observed-source boundary: exact captured chronology is replayed in recorded order with observed 247 no-peek timing; every visibly observed shuffle boundary resets to the corresponding captured segment. No card is invented. A-E synthetic shuffle methodology is unchanged.
Frozen replay gate: hands 9 | final £25.00 | W/L/P 2/6/1 | exposure £180.00 | peak £130.00 (hand 1) | trough £25.00 (hand 9) | maxDD £105.00 (hand 9) | FAIL
Frozen observed provenance (authoritative live capture): Total 11 | Textbook/Frozen-Aligned 11 | Research Overrides 0 | Primary H11v10 Overrides 0
Casual decision provenance: N/A
Directly Comparable Action Decisions: N/A | Matched N/A | Different N/A | Alignment N/A
RECONSTRUCTION STATUS: NOT SOURCE-VERIFIED | Frozen gate FAIL | Casual completion FAIL | Arithmetic PASS
Publication rule: do not infer or transplant missing Casual/comparison values from another session.
================ END OBSERVED-SOURCE RECONSTRUCTION | SESSION 20260907_020601 ================
================ END SESSION 20260907_020601 ================

SHUFFLE_ANALYSIS_STATUS | session 20260907_020601 | PENDING
PLATE_STATUS | session 20260907_020601 | PENDING

================ AUTOMATIC SHUFFLE ROBUSTNESS | SESSION 20260907_020601 ================
ENGINE VERSION: integrated-post-session-v3 | paired_replays_per_method 5000 | seed_base 202609050001
Captured-card reservoir: 52 cards
Comparable-action definition: same replay hand, branch, decision ordinal, player-rank state and dealer upcard in both independently consumed paths.
A | Observed-card permutation: shuffle only the captured session-card reservoir; no cards added.
  Frozen median 92.50 | Casual median 92.50 | Frozen mean 93.31 | Casual mean 93.40
  £200 reach Frozen 3.36% | Casual 1.86% | Mean exposure Frozen 147.15 | Casual 138.13 | Mean maxDD Frozen 50.15 | Casual 46.70
  30-hand completion Frozen 0 | Casual 0 | Both 0
  Mean paired final-bankroll difference Frozen-Casual (both completed): N/A
  Comparable action decisions total: 56562 | Different actions total: 2789 | Mean Comparable Action Differences: 0.5578
B | Full six-deck RNG: generate and uniformly shuffle a fresh 312-card six-deck shoe.
  Frozen median 80.00 | Casual median 92.50 | Frozen mean 99.52 | Casual mean 96.91
  £200 reach Frozen 30.12% | Casual 20.12% | Mean exposure Frozen 450.70 | Casual 413.83 | Mean maxDD Frozen 92.90 | Casual 83.79
  30-hand completion Frozen 3348 | Casual 3519 | Both 3150
  Mean paired final-bankroll difference Frozen-Casual (both completed): 7.58
  Comparable action decisions total: 137976 | Different actions total: 5740 | Mean Comparable Action Differences: 1.1480
C1 | Penetration 50%: captured reservoir; reshuffle only remaining cards between hands at 50%.
  Frozen median 92.50 | Casual median 100.00 | Frozen mean 95.13 | Casual mean 95.03
  £200 reach Frozen 3.10% | Casual 1.48% | Mean exposure Frozen 148.02 | Casual 138.82 | Mean maxDD Frozen 49.53 | Casual 46.07
  30-hand completion Frozen 0 | Casual 0 | Both 0
  Mean paired final-bankroll difference Frozen-Casual (both completed): N/A
  Comparable action decisions total: 56319 | Different actions total: 2824 | Mean Comparable Action Differences: 0.5648
C2 | Penetration 65%: captured reservoir; reshuffle only remaining cards between hands at 65%.
  Frozen median 92.50 | Casual median 92.50 | Frozen mean 95.28 | Casual mean 94.39
  £200 reach Frozen 3.26% | Casual 1.40% | Mean exposure Frozen 147.72 | Casual 138.65 | Mean maxDD Frozen 49.18 | Casual 46.19
  30-hand completion Frozen 0 | Casual 0 | Both 0
  Mean paired final-bankroll difference Frozen-Casual (both completed): N/A
  Comparable action decisions total: 56695 | Different actions total: 2734 | Mean Comparable Action Differences: 0.5468
C3 | Penetration 75%: captured reservoir; reshuffle only remaining cards between hands at 75%.
  Frozen median 92.50 | Casual median 92.50 | Frozen mean 95.69 | Casual mean 95.36
  £200 reach Frozen 3.68% | Casual 1.88% | Mean exposure Frozen 148.00 | Casual 138.48 | Mean maxDD Frozen 49.51 | Casual 46.25
  30-hand completion Frozen 0 | Casual 0 | Both 0
  Mean paired final-bankroll difference Frozen-Casual (both completed): N/A
  Comparable action decisions total: 56408 | Different actions total: 2808 | Mean Comparable Action Differences: 0.5616
C4 | Penetration 80%: captured reservoir; reshuffle only remaining cards between hands at 80%.
  Frozen median 92.50 | Casual median 92.50 | Frozen mean 95.12 | Casual mean 94.93
  £200 reach Frozen 3.36% | Casual 1.80% | Mean exposure Frozen 147.30 | Casual 138.41 | Mean maxDD Frozen 49.21 | Casual 45.80
  30-hand completion Frozen 0 | Casual 0 | Both 0
  Mean paired final-bankroll difference Frozen-Casual (both completed): N/A
  Comparable action decisions total: 56898 | Different actions total: 2793 | Mean Comparable Action Differences: 0.5586
D | Physical-style proxy: captured reservoir with deterministic riffle/strip/cut-style mixing.
  Frozen median 92.50 | Casual median 92.50 | Frozen mean 94.82 | Casual mean 94.59
  £200 reach Frozen 3.02% | Casual 1.64% | Mean exposure Frozen 147.83 | Casual 138.91 | Mean maxDD Frozen 49.62 | Casual 46.19
  30-hand completion Frozen 0 | Casual 0 | Both 0
  Mean paired final-bankroll difference Frozen-Casual (both completed): N/A
  Comparable action decisions total: 56637 | Different actions total: 2744 | Mean Comparable Action Differences: 0.5488
E | Automatic/continuous proxy: captured reservoir; after each complete hand, used cards return and the full reservoir is remixed.
  Frozen median 70.00 | Casual median 77.50 | Frozen mean 91.32 | Casual mean 90.16
  £200 reach Frozen 26.66% | Casual 18.04% | Mean exposure Frozen 435.61 | Casual 402.22 | Mean maxDD Frozen 94.07 | Casual 84.85
  30-hand completion Frozen 3128 | Casual 3360 | Both 2988
  Mean paired final-bankroll difference Frozen-Casual (both completed): 6.98
  Comparable action decisions total: 164687 | Different actions total: 7968 | Mean Comparable Action Differences: 1.5936
Method E boundary: after each COMPLETE hand, consumed cards return to the captured reservoir and the entire reservoir is remixed; no captured card is added, removed or substituted.
Method D boundary: declared mathematical riffle/strip/cut proxy; not a proprietary casino-shuffler reproduction.
SHUFFLE_ANALYSIS_STATUS | session 20260907_020601 | COMPLETE
================ END AUTOMATIC SHUFFLE ROBUSTNESS | SESSION 20260907_020601 ================
PLATE_STATUS | session 20260907_020601 | COMPLETE | operator_confirmation 2026-09-08 01:44:17

================ SESSION 20260908_021956 ================
DETERMINISTIC BLACKJACK - LIVE SESSION REPORT
SESSION NAME: Preamble hands: 13 / cards: 80 / cards since latest observed shuffle/start: 80
PREAMBLE: YES
PREAMBLE_ID: 20260908_020157
PREAMBLE_SOURCE: session_evidence\blackjack_preamble_20260908_020157.txt
PREAMBLE_HANDS: 13
PREAMBLE_MODE: FROZEN
PREAMBLE_CARDS_RECORDED: 80
PREAMBLE_SHUFFLES_OBSERVED: 1
CARDS SINCE MOST RECENT OBSERVED SHUFFLE/PREAMBLE START AT FORMAL HAND 1: 80
BOUNDARY: preamble evidence is linked for chronology/visual context but excluded from this formal session's W/L/P, exposure, bankroll metrics, ledger and plate statistics.
PLATFORM BALANCE BASIS: Start £2417.00 | Session depletion floor £2317.00 = research-equivalent £0/depleted
Platform Final £2327.00 | Platform Peak £2447.00 | Platform Trough £2327.00 | MaxDD £120.00 | Exposure £270.00
OFFSET RESEARCH-EQUIVALENT: Start £100.00 | Final £10.00 | Peak £130.00 | Trough £10.00
OFFSET RULE: research-equivalent bankroll = platform balance - session depletion floor £2317.00
AFFORDABILITY RULE: session-specific platform floor £2317.00 is protected; wager/double/split affordability uses research-equivalent bankroll only.
MODE: FROZEN ARCHITECTURE
W/L/P 4/9/0
Wager match/above/below 13/0/0
Action match/different 22/0
SOURCE: 247blackjack.com
SOURCE TYPE: Online play-money blackjack, configured 6-deck game
CARD GENERATION: computational/RNG implementation; visible six-deck shuffle events recorded from interface
Shuffle events explicitly observed: 0
Total cards recorded: 72
Cards since most recent observed shuffle/start: 152
Exact known rank+suit identities observed: 52
Validation warnings/overrides encountered: 0
Hands re-entered through amendment review: 0
Decision provenance counts:
  TOTAL DECISION EVENTS: 22 (decision events, not hands)
  TEXTBOOK / FROZEN-ALIGNED: 22
  FROZEN RESEARCH OVERRIDE events: 0
  FROZEN PRIMARY HARD11-vs-10 events: 0
Policy note: Pair20-vs-10 STAND is the current Frozen action; provenance records that it replaced the earlier research SPLIT rule, and it also agrees with textbook.
Policy note: HARD11-vs-10 primary remains DOUBLE; Cooling->HIT is a capital-protection alternate, not the primary action used here.
Shuffle log: none
Penetration is not inferred unless a visible shuffle boundary is recorded; card counts are observational.
Boundary: frozen wagers are historical reference wagers, not proven optimal stakes.
Controller note: exact mature BRAKE predicate is not invented; only explicit handover transitions are used.

PERSONAL-MODE HISTORY ACCESS: recent-table-hand history is hidden by default and, if requested, shown BEFORE the wager; matching-hand history is available only after the current starting cards are known and before the player action.
RECENT TABLE-HAND WINDOW: user-selectable 1-5 previously committed hands from the current session only; the request itself is retained as behavioural evidence and occurs before capital is committed.

OBSERVED INITIAL-HAND INDEX + HISTORICAL OUTCOMES (SUITS EXCLUDED)
HAND_SIGNATURE | 5,6 vs 5
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 3/0/0
HAND_HISTORY | 5,6 vs 5 | mode FROZEN | action DOUBLE | result L | bank 2417.00->2387.00 | wager 15.00
HAND_SIGNATURE | K,Q vs 9
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 0/1/2
HAND_HISTORY | K,Q vs 9 | mode FROZEN | action STAND | result W | bank 2387.00->2402.00 | wager 15.00
  HISTORY_MATCHES_SHOWN | 1 | total eligible 1 | signature 3,3 vs A
HAND_SIGNATURE | 3,3 vs A
  PRIOR_OCCURRENCES | 1 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 2/0/1
HAND_HISTORY | 3,3 vs A | mode FROZEN | action HIT | result L | bank 2402.00->2387.00 | wager 15.00
HAND_SIGNATURE | 2,8 vs 7
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/2/0
HAND_HISTORY | 2,8 vs 7 | mode FROZEN | action DOUBLE | result W | bank 2387.00->2417.00 | wager 15.00
HAND_SIGNATURE | 8,8 vs 10
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 0/2/1
HAND_HISTORY | 8,8 vs 10 | mode FROZEN | action SPLIT | result W | bank 2417.00->2447.00 | wager 15.00
HAND_SIGNATURE | 5,K vs Q
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/0/2
HAND_HISTORY | 5,K vs Q | mode FROZEN | action HIT | result L | bank 2447.00->2432.00 | wager 15.00
HAND_SIGNATURE | 8,8 vs 10
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 0/2/1
HAND_HISTORY | 8,8 vs 10 | mode FROZEN | action SPLIT | result L | bank 2432.00->2402.00 | wager 15.00
HAND_SIGNATURE | 2,3 vs 7
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 2/1/0
HAND_HISTORY | 2,3 vs 7 | mode FROZEN | action HIT | result L | bank 2402.00->2387.00 | wager 15.00
HAND_SIGNATURE | 3,4 vs 4
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 3/0/0
HAND_HISTORY | 3,4 vs 4 | mode FROZEN | action HIT | result L | bank 2387.00->2372.00 | wager 15.00
HAND_SIGNATURE | 4,5 vs 5
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 3/0/0
HAND_HISTORY | 4,5 vs 5 | mode FROZEN | action DOUBLE | result L | bank 2372.00->2342.00 | wager 15.00
  HISTORY_MATCHES_SHOWN | 1 | total eligible 1 | signature 7,9 vs 2
HAND_SIGNATURE | 7,9 vs 2
  PRIOR_OCCURRENCES | 1 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/2/0
HAND_HISTORY | 7,9 vs 2 | mode FROZEN | action STAND | result W | bank 2342.00->2357.00 | wager 15.00
HAND_SIGNATURE | 6,9 vs 7
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/2/0
HAND_HISTORY | 6,9 vs 7 | mode FROZEN | action HIT | result L | bank 2357.00->2342.00 | wager 15.00
HAND_SIGNATURE | 3,4 vs J
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 2/0/1
HAND_HISTORY | 3,4 vs J | mode FROZEN | action HIT | result L | bank 2342.00->2327.00 | wager 15.00

CHRONOLOGICAL CARD DATASET (RECONSTRUCTED DEAL ORDER)
Order rule observed on 247 animation: Player1 -> Dealer hole -> Player2 -> Dealer up -> subsequent player cards -> subsequent dealer draws.
Dealer hole cards are entered later when revealed but are retrospectively placed as the dealer's first dealt card, matching the observed 247 animation.
Split/post-deal cards are retained in operator-entry order; if platform split dealing order differs, that sub-order must be reviewed before deterministic replay.
HAND 1 DEAL-ORDER RECONSTRUCTION
#001 | H01 | PLAYER card 1          | 5♣
#002 | H01 | DEALER hole card       | A♦
#003 | H01 | PLAYER card 2          | 6♥
#004 | H01 | DEALER upcard          | 5♥
#005 | H01 | PLAYER post-deal card  | 2♦
#006 | H01 | DEALER draw 1          | 5♥

HAND 2 DEAL-ORDER RECONSTRUCTION
#007 | H02 | PLAYER card 1          | Q♥
#008 | H02 | DEALER hole card       | 10♠
#009 | H02 | PLAYER card 2          | K♣
#010 | H02 | DEALER upcard          | 9♣

HAND 3 DEAL-ORDER RECONSTRUCTION
#011 | H03 | PLAYER card 1          | 3♥
#012 | H03 | DEALER hole card       | 5♥
#013 | H03 | PLAYER card 2          | 3♦
#014 | H03 | DEALER upcard          | A♥
#015 | H03 | PLAYER post-deal card  | 7♣
#016 | H03 | PLAYER post-deal card  | Q♥

HAND 4 DEAL-ORDER RECONSTRUCTION
#017 | H04 | PLAYER card 1          | 8♣
#018 | H04 | DEALER hole card       | 10♥
#019 | H04 | PLAYER card 2          | 2♠
#020 | H04 | DEALER upcard          | 7♣
#021 | H04 | PLAYER post-deal card  | J♦

HAND 5 DEAL-ORDER RECONSTRUCTION
#022 | H05 | PLAYER card 1          | 8♦
#023 | H05 | DEALER hole card       | 7♥
#024 | H05 | PLAYER card 2          | 8♥
#025 | H05 | DEALER upcard          | 10♣
#026 | H05 | PLAYER post-deal card  | Q♣
#027 | H05 | PLAYER post-deal card  | K♠

HAND 6 DEAL-ORDER RECONSTRUCTION
#028 | H06 | PLAYER card 1          | 5♦
#029 | H06 | DEALER hole card       | 8♦
#030 | H06 | PLAYER card 2          | K♠
#031 | H06 | DEALER upcard          | Q♦
#032 | H06 | PLAYER post-deal card  | A♠
#033 | H06 | PLAYER post-deal card  | 6♠

HAND 7 DEAL-ORDER RECONSTRUCTION
#034 | H07 | PLAYER card 1          | 8♥
#035 | H07 | DEALER hole card       | J♠
#036 | H07 | PLAYER card 2          | 8♣
#037 | H07 | DEALER upcard          | 10♣
#038 | H07 | PLAYER post-deal card  | A♦
#039 | H07 | PLAYER post-deal card  | A♣

HAND 8 DEAL-ORDER RECONSTRUCTION
#040 | H08 | PLAYER card 1          | 3♦
#041 | H08 | DEALER hole card       | 4♠
#042 | H08 | PLAYER card 2          | 2♥
#043 | H08 | DEALER upcard          | 7♣
#044 | H08 | PLAYER post-deal card  | J♠
#045 | H08 | PLAYER post-deal card  | K♣

HAND 9 DEAL-ORDER RECONSTRUCTION
#046 | H09 | PLAYER card 1          | 3♠
#047 | H09 | DEALER hole card       | 6♦
#048 | H09 | PLAYER card 2          | 4♠
#049 | H09 | DEALER upcard          | 4♥
#050 | H09 | PLAYER post-deal card  | J♥
#051 | H09 | DEALER draw 1          | 8♠

HAND 10 DEAL-ORDER RECONSTRUCTION
#052 | H10 | PLAYER card 1          | 4♦
#053 | H10 | DEALER hole card       | K♣
#054 | H10 | PLAYER card 2          | 5♣
#055 | H10 | DEALER upcard          | 5♣
#056 | H10 | PLAYER post-deal card  | 3♥
#057 | H10 | DEALER draw 1          | 2♣

HAND 11 DEAL-ORDER RECONSTRUCTION
#058 | H11 | PLAYER card 1          | 9♠
#059 | H11 | DEALER hole card       | 10♦
#060 | H11 | PLAYER card 2          | 7♦
#061 | H11 | DEALER upcard          | 2♠
#062 | H11 | DEALER draw 1          | 10♠

HAND 12 DEAL-ORDER RECONSTRUCTION
#063 | H12 | PLAYER card 1          | 6♠
#064 | H12 | DEALER hole card       | 10♠
#065 | H12 | PLAYER card 2          | 9♠
#066 | H12 | DEALER upcard          | 7♠
#067 | H12 | PLAYER post-deal card  | 9♥

HAND 13 DEAL-ORDER RECONSTRUCTION
#068 | H13 | PLAYER card 1          | 3♠
#069 | H13 | DEALER hole card       | Q♣
#070 | H13 | PLAYER card 2          | 4♣
#071 | H13 | DEALER upcard          | J♥
#072 | H13 | PLAYER post-deal card  | 10♥


AUDIT LOG

DETERMINISTIC BLACKJACK - LIVE 30-HAND COMPANION
Manual external-session entry | actual platform balance captured before Hand 1 | dynamic £100 research frame | 30-hand reference
SOURCE: 247blackjack.com | PLAY-MONEY | configured 6-deck game
VALIDATION ON: suit required, wager checked, balance arithmetic checked where determinable.
HAND REVIEW ON: rejected/amended current hands roll back before re-entry.
SESSION NAME: Preamble hands: 13 / cards: 80 / cards since latest observed shuffle/start: 80
FROZEN MODE: existing Frozen wager/action prompts remain active.
STARTING BALANCE CHECK: remove/clear ALL wagers or chips from the table before reading the balance.
SESSION START BALANCE CONFIRMED: Platform £2417.00 | research-equivalent £100.00 | session depletion floor £2317.00
SESSION START BALANCE | Platform £2417.00 | Research-equivalent £100.00 | Session depletion floor £2317.00
Cumulative project file: C:\Users\amlania1\Downloads\bjack\liveplay\CLI\output.txt


========== HAND 1 / 30 ==========
Bankroll £2417.00 | Research-equivalent available £100.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 5♣,6♥ = 11 | Dealer 5♥
OBSERVED HAND (suits excluded): 5,6 vs 5
CARD MIX current visible hand (P1 + P2 + dealer up): Low 3 | Neutral 0 | High 0
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 5♣,6♥ = 11 | FROZEN POLICY: DOUBLE [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 5♣,6♥ vs 5♥ | DOUBLE | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 5♣,6♥ | frozen DOUBLE | actual DOUBLE
MAIN after DOUBLE: 5♣,6♥,2♦ = 13
Dealer 5♥,A♦,5♥ = soft 21 21

--- CARD STREAM REVIEW: HAND 1 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#001 | H01 | PLAYER card 1          | 5C
#002 | H01 | DEALER hole card       | AD
#003 | H01 | PLAYER card 2          | 6H
#004 | H01 | DEALER upcard          | 5H
#005 | H01 | PLAYER post-deal card  | 2D
#006 | H01 | DEALER draw 1          | 5H
TOTAL CARDS RECORDED THIS HAND: 6
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 13 vs Dealer 21
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2387.00
  HAND_HISTORY | 5,6 vs 5 | mode FROZEN | action DOUBLE | result L | bank 2417.00->2387.00 | wager 15.00
HAND 01 | 2417.00->2387.00 | ref 15.00 actual 15.00 | committed 30.00 | NORMAL | P 5♣,6♥,2♦ | D-up 5♥ | D-hidden/draw A♦,5♥ | L
Recorded | Peak £2417.00 | Trough £2387.00 | MaxDD £30.00 | Exposure £30.00

========== HAND 2 / 30 ==========
Bankroll £2387.00 | Research-equivalent available £70.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player Q♥,K♣ = 20 | Dealer 9♣
OBSERVED HAND (suits excluded): K,Q vs 9 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 0 | Neutral 1 | High 2
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN Q♥,K♣ = 20 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | Q♥,K♣ vs 9♣ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | Q♥,K♣ | frozen STAND | actual STAND
Dealer 9♣,10♠ = 19

--- CARD STREAM REVIEW: HAND 2 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#007 | H02 | PLAYER card 1          | QH
#008 | H02 | DEALER hole card       | 10S
#009 | H02 | PLAYER card 2          | KC
#010 | H02 | DEALER upcard          | 9C
TOTAL CARDS RECORDED THIS HAND: 4
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 20 vs Dealer 19
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2402.00
  HAND_HISTORY | K,Q vs 9 | mode FROZEN | action STAND | result W | bank 2387.00->2402.00 | wager 15.00
HAND 02 | 2387.00->2402.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P Q♥,K♣ | D-up 9♣ | D-hidden/draw 10♠ | W
Recorded | Peak £2417.00 | Trough £2387.00 | MaxDD £30.00 | Exposure £45.00

========== HAND 3 / 30 ==========
Bankroll £2402.00 | Research-equivalent available £85.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 3♥,3♦ = 6 | Dealer A♥
OBSERVED HAND (suits excluded): 3,3 vs A | appeared before in project output: 1 time(s)
CURRENT STARTING HAND | 3,3 vs A
PREVIOUS MATCHES | showing most recent 1 of 1
  PREVIOUS 1 | mode FROZEN | action HIT | result P | bank 2679.00->2679.00 | wager 15.00
ALL PREVIOUS OCCURRENCES | TOTAL 1 | W 0 (0.0%) | L 0 (0.0%) | P 1 (100.0%)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 2 | Neutral 0 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 3♥,3♦ = 6 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 3♥,3♦ vs A♥ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 3♥,3♦ | frozen HIT | actual HIT
MAIN 3♥,3♦,7♣ = 13 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 3♥,3♦,7♣ vs A♥ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 3♥,3♦,7♣ | frozen HIT | actual HIT
MAIN BUST at 23
Dealer A♥,5♥ = soft 16

--- CARD STREAM REVIEW: HAND 3 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#011 | H03 | PLAYER card 1          | 3H
#012 | H03 | DEALER hole card       | 5H
#013 | H03 | PLAYER card 2          | 3D
#014 | H03 | DEALER upcard          | AH
#015 | H03 | PLAYER post-deal card  | 7C
#016 | H03 | PLAYER post-deal card  | QH
TOTAL CARDS RECORDED THIS HAND: 6
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 23 vs Dealer 16
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2387.00
  HAND_HISTORY | 3,3 vs A | mode FROZEN | action HIT | result L | bank 2402.00->2387.00 | wager 15.00
HAND 03 | 2402.00->2387.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 3♥,3♦,7♣,Q♥ | D-up A♥ | D-hidden/draw 5♥ | L
Recorded | Peak £2417.00 | Trough £2387.00 | MaxDD £30.00 | Exposure £60.00

========== HAND 4 / 30 ==========
Bankroll £2387.00 | Research-equivalent available £70.00 | State NORMAL | FROZEN WAGER £15.00
Enter numeric amount.
Enter numeric amount.
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 8♣,2♠ = 10 | Dealer 7♣
OBSERVED HAND (suits excluded): 2,8 vs 7 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 2 | High 0
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 8♣,2♠ = 10 | FROZEN POLICY: DOUBLE [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 8♣,2♠ vs 7♣ | DOUBLE | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 8♣,2♠ | frozen DOUBLE | actual DOUBLE
MAIN after DOUBLE: 8♣,2♠,J♦ = 20
Dealer 7♣,10♥ = 17

--- CARD STREAM REVIEW: HAND 4 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#017 | H04 | PLAYER card 1          | 8C
#018 | H04 | DEALER hole card       | 10H
#019 | H04 | PLAYER card 2          | 2S
#020 | H04 | DEALER upcard          | 7C
#021 | H04 | PLAYER post-deal card  | JD
TOTAL CARDS RECORDED THIS HAND: 5
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 20 vs Dealer 17
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2417.00
  HAND_HISTORY | 2,8 vs 7 | mode FROZEN | action DOUBLE | result W | bank 2387.00->2417.00 | wager 15.00
HAND 04 | 2387.00->2417.00 | ref 15.00 actual 15.00 | committed 30.00 | NORMAL | P 8♣,2♠,J♦ | D-up 7♣ | D-hidden/draw 10♥ | W
Recorded | Peak £2417.00 | Trough £2387.00 | MaxDD £30.00 | Exposure £90.00

========== HAND 5 / 30 ==========
Bankroll £2417.00 | Research-equivalent available £100.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 8♦,8♥ = 16 | Dealer 10♣
OBSERVED HAND (suits excluded): 8,8 vs 10 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 0 | Neutral 2 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 8♦,8♥ = 16 | FROZEN POLICY: SPLIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 8♦,8♥ vs 10♣ | SPLIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 8♦,8♥ | frozen SPLIT | actual SPLIT
Split A 8♦,Q♣ = 18
Split B 8♥,K♠ = 18
SPLIT A 8♦,Q♣ = 18 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | SPLIT A | 8♦,Q♣ vs 10♣ | STAND | TEXTBOOK / FROZEN-ALIGNED
  SPLIT A | 8♦,Q♣ | frozen STAND | actual STAND
SPLIT B 8♥,K♠ = 18 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | SPLIT B | 8♥,K♠ vs 10♣ | STAND | TEXTBOOK / FROZEN-ALIGNED
  SPLIT B | 8♥,K♠ | frozen STAND | actual STAND
Dealer 10♣,7♥ = 17

--- CARD STREAM REVIEW: HAND 5 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#022 | H05 | PLAYER card 1          | 8D
#023 | H05 | DEALER hole card       | 7H
#024 | H05 | PLAYER card 2          | 8H
#025 | H05 | DEALER upcard          | 10C
#026 | H05 | PLAYER post-deal card  | QC
#027 | H05 | PLAYER post-deal card  | KS
SPLIT NOTE: post-deal split cards are shown in operator-entry order; verify this sub-order against the screen.
TOTAL CARDS RECORDED THIS HAND: 6
--- END CARD STREAM REVIEW ---

SPLIT CHILD CHECK | A 18 vs Dealer 17 = PLAYER WIN | B 18 vs Dealer 17 = PLAYER WIN
  SPLIT_CHILD_RESULT | A total 18 stake 15.00 result W | B total 18 stake 15.00 result W | dealer 17
RESULT VALIDATED ✓ both split children imply PLAYER WIN
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
SPLIT BALANCE CHECK | A W £15.00 | B W £15.00 | expected £2447.00
BALANCE VALIDATED ✓ expected £2447.00
  HAND_HISTORY | 8,8 vs 10 | mode FROZEN | action SPLIT | result W | bank 2417.00->2447.00 | wager 15.00
HAND 05 | 2417.00->2447.00 | ref 15.00 actual 15.00 | committed 30.00 | NORMAL | P 8♦,8♥ | D-up 10♣ | D-hidden/draw 7♥ | W
Recorded | Peak £2447.00 | Trough £2387.00 | MaxDD £30.00 | Exposure £120.00

========== HAND 6 / 30 ==========
Bankroll £2447.00 | Research-equivalent available £130.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 5♦,K♠ = 15 | Dealer Q♦
OBSERVED HAND (suits excluded): 5,K vs Q | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 0 | High 2
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 5♦,K♠ = 15 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 5♦,K♠ vs Q♦ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 5♦,K♠ | frozen HIT | actual HIT
MAIN 5♦,K♠,A♠ = 16 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 5♦,K♠,A♠ vs Q♦ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 5♦,K♠,A♠ | frozen HIT | actual HIT
MAIN BUST at 22
Dealer Q♦,8♦ = 18

--- CARD STREAM REVIEW: HAND 6 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#028 | H06 | PLAYER card 1          | 5D
#029 | H06 | DEALER hole card       | 8D
#030 | H06 | PLAYER card 2          | KS
#031 | H06 | DEALER upcard          | QD
#032 | H06 | PLAYER post-deal card  | AS
#033 | H06 | PLAYER post-deal card  | 6S
TOTAL CARDS RECORDED THIS HAND: 6
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 22 vs Dealer 18
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2432.00
  HAND_HISTORY | 5,K vs Q | mode FROZEN | action HIT | result L | bank 2447.00->2432.00 | wager 15.00
HAND 06 | 2447.00->2432.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 5♦,K♠,A♠,6♠ | D-up Q♦ | D-hidden/draw 8♦ | L
Recorded | Peak £2447.00 | Trough £2387.00 | MaxDD £30.00 | Exposure £135.00

========== HAND 7 / 30 ==========
Bankroll £2432.00 | Research-equivalent available £115.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 8♥,8♣ = 16 | Dealer 10♣
OBSERVED HAND (suits excluded): 8,8 vs 10 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 0 | Neutral 2 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 8♥,8♣ = 16 | FROZEN POLICY: SPLIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 8♥,8♣ vs 10♣ | SPLIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 8♥,8♣ | frozen SPLIT | actual SPLIT
Split A 8♥,A♦ = soft 19
Split B 8♣,A♣ = soft 19
SPLIT A 8♥,A♦ = soft 19 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | SPLIT A | 8♥,A♦ vs 10♣ | STAND | TEXTBOOK / FROZEN-ALIGNED
  SPLIT A | 8♥,A♦ | frozen STAND | actual STAND
SPLIT B 8♣,A♣ = soft 19 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | SPLIT B | 8♣,A♣ vs 10♣ | STAND | TEXTBOOK / FROZEN-ALIGNED
  SPLIT B | 8♣,A♣ | frozen STAND | actual STAND
Dealer 10♣,J♠ = 20

--- CARD STREAM REVIEW: HAND 7 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#034 | H07 | PLAYER card 1          | 8H
#035 | H07 | DEALER hole card       | JS
#036 | H07 | PLAYER card 2          | 8C
#037 | H07 | DEALER upcard          | 10C
#038 | H07 | PLAYER post-deal card  | AD
#039 | H07 | PLAYER post-deal card  | AC
SPLIT NOTE: post-deal split cards are shown in operator-entry order; verify this sub-order against the screen.
TOTAL CARDS RECORDED THIS HAND: 6
--- END CARD STREAM REVIEW ---

SPLIT CHILD CHECK | A 19 vs Dealer 20 = PLAYER LOSS | B 19 vs Dealer 20 = PLAYER LOSS
  SPLIT_CHILD_RESULT | A total 19 stake 15.00 result L | B total 19 stake 15.00 result L | dealer 20
RESULT VALIDATED ✓ both split children imply PLAYER LOSS
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
SPLIT BALANCE CHECK | A L £15.00 | B L £15.00 | expected £2402.00
BALANCE VALIDATED ✓ expected £2402.00
  HAND_HISTORY | 8,8 vs 10 | mode FROZEN | action SPLIT | result L | bank 2432.00->2402.00 | wager 15.00
HAND 07 | 2432.00->2402.00 | ref 15.00 actual 15.00 | committed 30.00 | NORMAL | P 8♥,8♣ | D-up 10♣ | D-hidden/draw J♠ | L
Recorded | Peak £2447.00 | Trough £2387.00 | MaxDD £45.00 | Exposure £165.00

========== HAND 8 / 30 ==========
Bankroll £2402.00 | Research-equivalent available £85.00 | State COOLING | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 3♦,2♥ = 5 | Dealer 7♣
OBSERVED HAND (suits excluded): 2,3 vs 7 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 2 | Neutral 1 | High 0
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 3♦,2♥ = 5 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 3♦,2♥ vs 7♣ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 3♦,2♥ | frozen HIT | actual HIT
MAIN 3♦,2♥,J♠ = 15 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 3♦,2♥,J♠ vs 7♣ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 3♦,2♥,J♠ | frozen HIT | actual HIT
MAIN BUST at 25
Dealer 7♣,4♠ = 11

--- CARD STREAM REVIEW: HAND 8 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#040 | H08 | PLAYER card 1          | 3D
#041 | H08 | DEALER hole card       | 4S
#042 | H08 | PLAYER card 2          | 2H
#043 | H08 | DEALER upcard          | 7C
#044 | H08 | PLAYER post-deal card  | JS
#045 | H08 | PLAYER post-deal card  | KC
TOTAL CARDS RECORDED THIS HAND: 6
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 25 vs Dealer 11
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2387.00
  HAND_HISTORY | 2,3 vs 7 | mode FROZEN | action HIT | result L | bank 2402.00->2387.00 | wager 15.00
HAND 08 | 2402.00->2387.00 | ref 15.00 actual 15.00 | committed 15.00 | COOLING | P 3♦,2♥,J♠,K♣ | D-up 7♣ | D-hidden/draw 4♠ | L
Recorded | Peak £2447.00 | Trough £2387.00 | MaxDD £60.00 | Exposure £180.00

========== HAND 9 / 30 ==========
Bankroll £2387.00 | Research-equivalent available £70.00 | State COOLING | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 3♠,4♠ = 7 | Dealer 4♥
OBSERVED HAND (suits excluded): 3,4 vs 4 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 3 | Neutral 0 | High 0
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 3♠,4♠ = 7 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 3♠,4♠ vs 4♥ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 3♠,4♠ | frozen HIT | actual HIT
MAIN 3♠,4♠,J♥ = 17 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 3♠,4♠,J♥ vs 4♥ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 3♠,4♠,J♥ | frozen STAND | actual STAND
Dealer 4♥,6♦,8♠ = 18

--- CARD STREAM REVIEW: HAND 9 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#046 | H09 | PLAYER card 1          | 3S
#047 | H09 | DEALER hole card       | 6D
#048 | H09 | PLAYER card 2          | 4S
#049 | H09 | DEALER upcard          | 4H
#050 | H09 | PLAYER post-deal card  | JH
#051 | H09 | DEALER draw 1          | 8S
TOTAL CARDS RECORDED THIS HAND: 6
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 17 vs Dealer 18
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2372.00
  HAND_HISTORY | 3,4 vs 4 | mode FROZEN | action HIT | result L | bank 2387.00->2372.00 | wager 15.00
HAND 09 | 2387.00->2372.00 | ref 15.00 actual 15.00 | committed 15.00 | COOLING | P 3♠,4♠,J♥ | D-up 4♥ | D-hidden/draw 6♦,8♠ | L
Recorded | Peak £2447.00 | Trough £2372.00 | MaxDD £75.00 | Exposure £195.00

========== HAND 10 / 30 ==========
Bankroll £2372.00 | Research-equivalent available £55.00 | State COOLING | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 4♦,5♣ = 9 | Dealer 5♣
OBSERVED HAND (suits excluded): 4,5 vs 5 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 3 | Neutral 0 | High 0
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 4♦,5♣ = 9 | FROZEN POLICY: DOUBLE [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 4♦,5♣ vs 5♣ | DOUBLE | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 4♦,5♣ | frozen DOUBLE | actual DOUBLE
MAIN after DOUBLE: 4♦,5♣,3♥ = 12
Dealer 5♣,K♣,2♣ = 17

--- CARD STREAM REVIEW: HAND 10 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#052 | H10 | PLAYER card 1          | 4D
#053 | H10 | DEALER hole card       | KC
#054 | H10 | PLAYER card 2          | 5C
#055 | H10 | DEALER upcard          | 5C
#056 | H10 | PLAYER post-deal card  | 3H
#057 | H10 | DEALER draw 1          | 2C
TOTAL CARDS RECORDED THIS HAND: 6
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 12 vs Dealer 17
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2342.00
  HAND_HISTORY | 4,5 vs 5 | mode FROZEN | action DOUBLE | result L | bank 2372.00->2342.00 | wager 15.00
HAND 10 | 2372.00->2342.00 | ref 15.00 actual 15.00 | committed 30.00 | COOLING | P 4♦,5♣,3♥ | D-up 5♣ | D-hidden/draw K♣,2♣ | L
Recorded | Peak £2447.00 | Trough £2342.00 | MaxDD £105.00 | Exposure £225.00

========== HAND 11 / 30 ==========
Bankroll £2342.00 | Research-equivalent available £25.00 | State COOLING | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 9♠,7♦ = 16 | Dealer 2♠
OBSERVED HAND (suits excluded): 7,9 vs 2 | appeared before in project output: 1 time(s)
CURRENT STARTING HAND | 7,9 vs 2
PREVIOUS MATCHES | showing most recent 1 of 1
  PREVIOUS 1 | mode FROZEN | action STAND | result L | bank 2589.00->2574.00 | wager 15.00
ALL PREVIOUS OCCURRENCES | TOTAL 1 | W 0 (0.0%) | L 1 (100.0%) | P 0 (0.0%)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 2 | High 0
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 9♠,7♦ = 16 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 9♠,7♦ vs 2♠ | STAND | TEXTBOOK / FROZEN-ALIGNED
DOUBLE unavailable: research-equivalent bankroll £25.00 | already committed £15.00 | additional £15.00 required.
  MAIN | 9♠,7♦ | frozen STAND | actual STAND
Dealer 2♠,10♦,10♠ = 22 BUST

--- CARD STREAM REVIEW: HAND 11 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#058 | H11 | PLAYER card 1          | 9S
#059 | H11 | DEALER hole card       | 10D
#060 | H11 | PLAYER card 2          | 7D
#061 | H11 | DEALER upcard          | 2S
#062 | H11 | DEALER draw 1          | 10S
TOTAL CARDS RECORDED THIS HAND: 5
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 16 vs Dealer 22
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2357.00
  HAND_HISTORY | 7,9 vs 2 | mode FROZEN | action STAND | result W | bank 2342.00->2357.00 | wager 15.00
HAND 11 | 2342.00->2357.00 | ref 15.00 actual 15.00 | committed 15.00 | COOLING | P 9♠,7♦ | D-up 2♠ | D-hidden/draw 10♦,10♠ | W
Recorded | Peak £2447.00 | Trough £2342.00 | MaxDD £105.00 | Exposure £240.00

========== HAND 12 / 30 ==========
Bankroll £2357.00 | Research-equivalent available £40.00 | State COOLING | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 6♠,9♠ = 15 | Dealer 7♠
OBSERVED HAND (suits excluded): 6,9 vs 7 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 2 | High 0
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 6♠,9♠ = 15 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 6♠,9♠ vs 7♠ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 6♠,9♠ | frozen HIT | actual HIT
MAIN BUST at 24
Dealer 7♠,10♠ = 17

--- CARD STREAM REVIEW: HAND 12 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#063 | H12 | PLAYER card 1          | 6S
#064 | H12 | DEALER hole card       | 10S
#065 | H12 | PLAYER card 2          | 9S
#066 | H12 | DEALER upcard          | 7S
#067 | H12 | PLAYER post-deal card  | 9H
TOTAL CARDS RECORDED THIS HAND: 5
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 24 vs Dealer 17
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2342.00
  HAND_HISTORY | 6,9 vs 7 | mode FROZEN | action HIT | result L | bank 2357.00->2342.00 | wager 15.00
HAND 12 | 2357.00->2342.00 | ref 15.00 actual 15.00 | committed 15.00 | COOLING | P 6♠,9♠,9♥ | D-up 7♠ | D-hidden/draw 10♠ | L
Recorded | Peak £2447.00 | Trough £2342.00 | MaxDD £105.00 | Exposure £255.00

========== HAND 13 / 30 ==========
Bankroll £2342.00 | Research-equivalent available £25.00 | State COOLING | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 3♠,4♣ = 7 | Dealer J♥
OBSERVED HAND (suits excluded): 3,4 vs J | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 2 | Neutral 0 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 3♠,4♣ = 7 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 3♠,4♣ vs J♥ | HIT | TEXTBOOK / FROZEN-ALIGNED
DOUBLE unavailable: research-equivalent bankroll £25.00 | already committed £15.00 | additional £15.00 required.
  MAIN | 3♠,4♣ | frozen HIT | actual HIT
MAIN 3♠,4♣,10♥ = 17 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 3♠,4♣,10♥ vs J♥ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 3♠,4♣,10♥ | frozen STAND | actual STAND
Dealer J♥,Q♣ = 20

--- CARD STREAM REVIEW: HAND 13 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#068 | H13 | PLAYER card 1          | 3S
#069 | H13 | DEALER hole card       | QC
#070 | H13 | PLAYER card 2          | 4C
#071 | H13 | DEALER upcard          | JH
#072 | H13 | PLAYER post-deal card  | 10H
TOTAL CARDS RECORDED THIS HAND: 5
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 17 vs Dealer 20
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2327.00
  HAND_HISTORY | 3,4 vs J | mode FROZEN | action HIT | result L | bank 2342.00->2327.00 | wager 15.00
HAND 13 | 2342.00->2327.00 | ref 15.00 actual 15.00 | committed 15.00 | COOLING | P 3♠,4♣,10♥ | D-up J♥ | D-hidden/draw Q♣ | L
Recorded | Peak £2447.00 | Trough £2327.00 | MaxDD £120.00 | Exposure £270.00
TABLE EXIT: research-equivalent bankroll £10.00 is below £15.00 table minimum.
No further valid wager can be placed.
LIVE SESSION ENDED AUTOMATICALLY after Hand 13.
LEDGER_ENTRY | session 20260908_021956 | mode FROZEN | hands 13 | start 100.00 | final 10.00 | session_pl -90.00 | total_decision_events 22 | wager_match 13 | wager_above 0 | wager_below 0 | action_match 22 | action_different 0
PROJECT LEDGER SUMMARY
Completed sessions: 9 | Total hands: 199
Cumulative project P/L: £503.00
Cumulative P/L vs £100 per-session starting capital: 55.89%
Project-equivalent running balance (initial £100 + cumulative P/L): £603.00
Ledger basis: each live session independently starts at research-equivalent £100; cumulative P/L sums session profits/losses.

================ OBSERVED-SOURCE FROZEN vs CASUAL RECONSTRUCTION | SESSION 20260908_021956 ================
V9.1.5 observed-source boundary: exact captured chronology is replayed in recorded order with observed 247 no-peek timing; every visibly observed shuffle boundary resets to the corresponding captured segment. No card is invented. A-E synthetic shuffle methodology is unchanged.
Frozen replay gate: hands 13 | final £10.00 | W/L/P 4/9/0 | exposure £270.00 | peak £130.00 (hand 5) | trough £10.00 (hand 13) | maxDD £120.00 (hand 13) | PASS
Frozen observed provenance (authoritative live capture): Total 22 | Textbook/Frozen-Aligned 22 | Research Overrides 0 | Primary H11v10 Overrides 0
Casual decision provenance: N/A
Directly Comparable Action Decisions: N/A | Matched N/A | Different N/A | Alignment N/A
RECONSTRUCTION STATUS: NOT SOURCE-VERIFIED | Frozen gate PASS | Casual completion FAIL | Arithmetic PASS
Publication rule: do not infer or transplant missing Casual/comparison values from another session.
================ END OBSERVED-SOURCE RECONSTRUCTION | SESSION 20260908_021956 ================
================ END SESSION 20260908_021956 ================

SHUFFLE_ANALYSIS_STATUS | session 20260908_021956 | PENDING
PLATE_STATUS | session 20260908_021956 | PENDING

================ AUTOMATIC SHUFFLE ROBUSTNESS | SESSION 20260908_021956 ================
ENGINE VERSION: integrated-post-session-v3 | paired_replays_per_method 5000 | seed_base 202609050001
Captured-card reservoir: 72 cards
Comparable-action definition: same replay hand, branch, decision ordinal, player-rank state and dealer upcard in both independently consumed paths.
A | Observed-card permutation: shuffle only the captured session-card reservoir; no cards added.
  Frozen median 95.00 | Casual median 100.00 | Frozen mean 100.06 | Casual mean 98.88
  £200 reach Frozen 12.36% | Casual 6.18% | Mean exposure Frozen 214.91 | Casual 199.74 | Mean maxDD Frozen 59.97 | Casual 55.26
  30-hand completion Frozen 0 | Casual 0 | Both 0
  Mean paired final-bankroll difference Frozen-Casual (both completed): N/A
  Comparable action decisions total: 76605 | Different actions total: 2880 | Mean Comparable Action Differences: 0.5760
B | Full six-deck RNG: generate and uniformly shuffle a fresh 312-card six-deck shoe.
  Frozen median 80.00 | Casual median 92.50 | Frozen mean 99.52 | Casual mean 96.91
  £200 reach Frozen 30.12% | Casual 20.12% | Mean exposure Frozen 450.70 | Casual 413.83 | Mean maxDD Frozen 92.90 | Casual 83.79
  30-hand completion Frozen 3348 | Casual 3519 | Both 3150
  Mean paired final-bankroll difference Frozen-Casual (both completed): 7.58
  Comparable action decisions total: 137976 | Different actions total: 5740 | Mean Comparable Action Differences: 1.1480
C1 | Penetration 50%: captured reservoir; reshuffle only remaining cards between hands at 50%.
  Frozen median 95.00 | Casual median 100.00 | Frozen mean 99.52 | Casual mean 97.71
  £200 reach Frozen 11.92% | Casual 5.58% | Mean exposure Frozen 213.80 | Casual 199.01 | Mean maxDD Frozen 59.86 | Casual 55.58
  30-hand completion Frozen 0 | Casual 0 | Both 0
  Mean paired final-bankroll difference Frozen-Casual (both completed): N/A
  Comparable action decisions total: 76144 | Different actions total: 2862 | Mean Comparable Action Differences: 0.5724
C2 | Penetration 65%: captured reservoir; reshuffle only remaining cards between hands at 65%.
  Frozen median 95.00 | Casual median 100.00 | Frozen mean 98.69 | Casual mean 97.57
  £200 reach Frozen 11.70% | Casual 5.70% | Mean exposure Frozen 214.36 | Casual 199.33 | Mean maxDD Frozen 60.57 | Casual 55.99
  30-hand completion Frozen 0 | Casual 0 | Both 0
  Mean paired final-bankroll difference Frozen-Casual (both completed): N/A
  Comparable action decisions total: 76203 | Different actions total: 2947 | Mean Comparable Action Differences: 0.5894
C3 | Penetration 75%: captured reservoir; reshuffle only remaining cards between hands at 75%.
  Frozen median 95.00 | Casual median 100.00 | Frozen mean 98.36 | Casual mean 97.70
  £200 reach Frozen 11.70% | Casual 5.68% | Mean exposure Frozen 214.37 | Casual 199.31 | Mean maxDD Frozen 60.56 | Casual 55.69
  30-hand completion Frozen 0 | Casual 0 | Both 0
  Mean paired final-bankroll difference Frozen-Casual (both completed): N/A
  Comparable action decisions total: 76211 | Different actions total: 2874 | Mean Comparable Action Differences: 0.5748
C4 | Penetration 80%: captured reservoir; reshuffle only remaining cards between hands at 80%.
  Frozen median 95.00 | Casual median 100.00 | Frozen mean 99.41 | Casual mean 98.68
  £200 reach Frozen 11.74% | Casual 5.78% | Mean exposure Frozen 213.42 | Casual 198.89 | Mean maxDD Frozen 60.07 | Casual 55.25
  30-hand completion Frozen 0 | Casual 0 | Both 0
  Mean paired final-bankroll difference Frozen-Casual (both completed): N/A
  Comparable action decisions total: 76344 | Different actions total: 2857 | Mean Comparable Action Differences: 0.5714
D | Physical-style proxy: captured reservoir with deterministic riffle/strip/cut-style mixing.
  Frozen median 92.50 | Casual median 100.00 | Frozen mean 95.16 | Casual mean 95.44
  £200 reach Frozen 9.98% | Casual 5.16% | Mean exposure Frozen 212.20 | Casual 197.93 | Mean maxDD Frozen 61.77 | Casual 56.43
  30-hand completion Frozen 0 | Casual 0 | Both 0
  Mean paired final-bankroll difference Frozen-Casual (both completed): N/A
  Comparable action decisions total: 75786 | Different actions total: 2879 | Mean Comparable Action Differences: 0.5758
E | Automatic/continuous proxy: captured reservoir; after each complete hand, used cards return and the full reservoir is remixed.
  Frozen median 77.50 | Casual median 85.00 | Frozen mean 96.31 | Casual mean 94.84
  £200 reach Frozen 29.20% | Casual 20.98% | Mean exposure Frozen 444.70 | Casual 411.74 | Mean maxDD Frozen 93.03 | Casual 84.63
  30-hand completion Frozen 3285 | Casual 3435 | Both 3168
  Mean paired final-bankroll difference Frozen-Casual (both completed): 6.14
  Comparable action decisions total: 162908 | Different actions total: 6030 | Mean Comparable Action Differences: 1.2060
Method E boundary: after each COMPLETE hand, consumed cards return to the captured reservoir and the entire reservoir is remixed; no captured card is added, removed or substituted.
Method D boundary: declared mathematical riffle/strip/cut proxy; not a proprietary casino-shuffler reproduction.

================ PREAMBLE-START COUNTERFACTUAL | SESSION 20260908_021956 ================
PURPOSE: bounded context check only - replay the two established profiles from the first recorded preamble card before formal Hand 1. This is not a new formal session and does not alter Session 20260908_021956 metrics.
Preamble source: session_evidence\blackjack_preamble_20260908_020157.txt | preamble hands 13 | preamble cards 80 | observed preamble shuffles 1
FORMAL ENTRY CONTEXT: 80 recorded cards since the most recent observed shuffle/preamble start at formal Hand 1.
Captured chronology available to this check: 148 exact rank+suit cards across preamble + formal evidence.
Boundary: both replays start at research £100.00 on the first recorded preamble card, consume independently, preserve observed shuffle boundaries at their recorded source-hand positions, and never invent a card or inherit the observed player's settlement outcome.
Frozen from preamble start: hands 14 | final £2.50 | W/L/P 3/9/2 | cards consumed 82 | termination BANKROLL | SOURCE-COMPLETE
Casual from preamble start: hands 26 | final £25.00 | W/L/P 10/16/0 | cards consumed 148 | termination SOURCE_EXHAUSTED | NOT SOURCE-COMPLETE
Publication boundary: use these two values only as the declared preamble-start context check; do not infer +/- card-start alternatives or treat the preamble as part of formal Session 20260908_021956 W/L/P, exposure, bankroll score or ledger.
================ END PREAMBLE-START COUNTERFACTUAL | SESSION 20260908_021956 ================
SHUFFLE_ANALYSIS_STATUS | session 20260908_021956 | COMPLETE
================ END AUTOMATIC SHUFFLE ROBUSTNESS | SESSION 20260908_021956 ================

================ STAT-WATCHING CASUAL | SESSION 20260903_004704_CORRECTED ================
EXPERIMENT STATUS: HISTORICAL BACKFILL NOT AVAILABLE
REPLAY BASIS: UNAVAILABLE
BACKFILL BOUNDARY: exact source-supported chronology could not be replayed safely: No exact observed card stream found for session 20260903_004704_CORRECTED
Publication boundary: do not infer an exploratory bankroll or walk-away result for this session.
================ END STAT-WATCHING CASUAL | SESSION 20260903_004704_CORRECTED ================

================ STAT-WATCHING CASUAL | SESSION 20260903_135610_CORRECTED_247_DEAL_ORDER ================
EXPERIMENT STATUS: HISTORICAL BACKFILL NOT AVAILABLE
REPLAY BASIS: UNAVAILABLE
BACKFILL BOUNDARY: exact source-supported chronology could not be replayed safely: dedicated chronological live-session report is not available
Publication boundary: do not infer an exploratory bankroll or walk-away result for this session.
================ END STAT-WATCHING CASUAL | SESSION 20260903_135610_CORRECTED_247_DEAL_ORDER ================

================ STAT-WATCHING CASUAL | SESSION 20260903_221223 ================
EXPERIMENT STATUS: EXPLORATORY COUNTERFACTUAL / DETERMINISTIC / QUARANTINED FROM FROZEN-vs-CASUAL SCORECARD
REPLAY BASIS: FORMAL_START
VISIBLE-EVIDENCE RULE: wager and exit decisions use only completed prior-hand evidence visible to the player; no future cards, shoe composition, or unrevealed dealer hole card is consulted. A hole-card hunch may affect a current play decision only after the dealer up-card is visible and only from previously revealed hole-card history.
POLICY: ordinary wager £15; rare evidence-triggered 2x/3x/4x presses; rolling last-five-hand table impression; deterministic walk-away rule from Hand 8 onward. Existing Casual and Frozen policies are unchanged.
STAY POLICY: the stay-at-table counterfactual keeps the SAME Stat-Watching Casual personality, wager logic, hunch logic and play policy; only the behavioural walk-away trigger is disabled. It never switches to Frozen style.
Chosen behavioural path: hands 10 | bankroll £130.00 | W/L/P 5/5/0 | exposure £180.00 | termination BEHAVIOURAL_EXIT | chosen exit Hand 10 at £130.00
Stay-at-table counterfactual: hands 30 | bankroll £122.50 | W/L/P 14/14/2 | exposure £525.00 | termination COMPLETED | SOURCE-COMPLETE
Exit value versus staying: +£7.50
PATH_CHOSEN: H0=100.00;H1=115.00;H2=145.00;H3=130.00;H4=160.00;H5=175.00;H6=160.00;H7=175.00;H8=160.00;H9=145.00;H10=130.00
PATH_STAY: H0=100.00;H1=115.00;H2=145.00;H3=130.00;H4=160.00;H5=175.00;H6=160.00;H7=175.00;H8=160.00;H9=145.00;H10=130.00;H11=115.00;H12=115.00;H13=115.00;H14=130.00;H15=145.00;H16=130.00;H17=145.00;H18=130.00;H19=145.00;H20=160.00;H21=145.00;H22=160.00;H23=175.00;H24=197.50;H25=182.50;H26=167.50;H27=137.50;H28=167.50;H29=152.50;H30=122.50
INFLUENCE | H10 | EXIT | walked away at £130.00 • last 5 hands: low cards 45%, 10-value cards 29%, W/L 1/4 • drawdown from peak £45.00
Publication boundary: exploratory side experiment only. Do not award established Frozen/Casual scorecard percentiles or alter the main comparison from this block without a later declared research phase.
================ END STAT-WATCHING CASUAL | SESSION 20260903_221223 ================

================ STAT-WATCHING CASUAL | SESSION 20260905_174453 ================
EXPERIMENT STATUS: EXPLORATORY COUNTERFACTUAL / DETERMINISTIC / QUARANTINED FROM FROZEN-vs-CASUAL SCORECARD
REPLAY BASIS: FORMAL_START
VISIBLE-EVIDENCE RULE: wager and exit decisions use only completed prior-hand evidence visible to the player; no future cards, shoe composition, or unrevealed dealer hole card is consulted. A hole-card hunch may affect a current play decision only after the dealer up-card is visible and only from previously revealed hole-card history.
POLICY: ordinary wager £15; rare evidence-triggered 2x/3x/4x presses; rolling last-five-hand table impression; deterministic walk-away rule from Hand 8 onward. Existing Casual and Frozen policies are unchanged.
STAY POLICY: the stay-at-table counterfactual keeps the SAME Stat-Watching Casual personality, wager logic, hunch logic and play policy; only the behavioural walk-away trigger is disabled. It never switches to Frozen style.
Chosen behavioural path: hands 8 | bankroll £167.50 | W/L/P 6/2/0 | exposure £120.00 | termination BEHAVIOURAL_EXIT | chosen exit Hand 8 at £167.50
Stay-at-table counterfactual: hands 30 | bankroll £265.00 | W/L/P 18/9/3 | exposure £465.00 | termination COMPLETED | SOURCE-COMPLETE
Exit value versus staying: £-97.50
PATH_CHOSEN: H0=100.00;H1=115.00;H2=100.00;H3=115.00;H4=100.00;H5=115.00;H6=130.00;H7=152.50;H8=167.50
PATH_STAY: H0=100.00;H1=115.00;H2=100.00;H3=115.00;H4=100.00;H5=115.00;H6=130.00;H7=152.50;H8=167.50;H9=182.50;H10=197.50;H11=182.50;H12=182.50;H13=197.50;H14=212.50;H15=197.50;H16=212.50;H17=197.50;H18=182.50;H19=197.50;H20=212.50;H21=242.50;H22=227.50;H23=242.50;H24=242.50;H25=257.50;H26=242.50;H27=242.50;H28=257.50;H29=242.50;H30=265.00
INFLUENCE | H8 | EXIT | walked away at £167.50 • last 5 hands: low cards 42%, 10-value cards 42%, W/L 4/1 • drawdown from peak £0.00
Publication boundary: exploratory side experiment only. Do not award established Frozen/Casual scorecard percentiles or alter the main comparison from this block without a later declared research phase.
================ END STAT-WATCHING CASUAL | SESSION 20260905_174453 ================

================ STAT-WATCHING CASUAL | SESSION 20260906_163019 ================
EXPERIMENT STATUS: EXPLORATORY COUNTERFACTUAL / DETERMINISTIC / QUARANTINED FROM FROZEN-vs-CASUAL SCORECARD
REPLAY BASIS: FORMAL_START
VISIBLE-EVIDENCE RULE: wager and exit decisions use only completed prior-hand evidence visible to the player; no future cards, shoe composition, or unrevealed dealer hole card is consulted. A hole-card hunch may affect a current play decision only after the dealer up-card is visible and only from previously revealed hole-card history.
POLICY: ordinary wager £15; rare evidence-triggered 2x/3x/4x presses; rolling last-five-hand table impression; deterministic walk-away rule from Hand 8 onward. Existing Casual and Frozen policies are unchanged.
STAY POLICY: the stay-at-table counterfactual keeps the SAME Stat-Watching Casual personality, wager logic, hunch logic and play policy; only the behavioural walk-away trigger is disabled. It never switches to Frozen style.
Chosen behavioural path: hands 10 | bankroll £10.00 | W/L/P 1/6/3 | exposure £165.00 | termination BEHAVIOURAL_EXIT | chosen exit Hand 10 at £10.00
Stay-at-table counterfactual: hands 10 | bankroll £10.00 | W/L/P 1/6/3 | exposure £165.00 | termination BANKROLL | SOURCE-COMPLETE
Exit value versus staying: +£0.00
PATH_CHOSEN: H0=100.00;H1=100.00;H2=85.00;H3=70.00;H4=70.00;H5=40.00;H6=55.00;H7=40.00;H8=40.00;H9=25.00;H10=10.00
PATH_STAY: H0=100.00;H1=100.00;H2=85.00;H3=70.00;H4=70.00;H5=40.00;H6=55.00;H7=40.00;H8=40.00;H9=25.00;H10=10.00
INFLUENCE | H5 | WAGER | 2x wager (£30.00) • last 4 hands: low cards 48%, 10-value cards 16%, W/L 0/2
INFLUENCE | H10 | EXIT | walked away at £10.00 • last 5 hands: low cards 40%, 10-value cards 36%, W/L 1/3 • drawdown from peak £90.00
Publication boundary: exploratory side experiment only. Do not award established Frozen/Casual scorecard percentiles or alter the main comparison from this block without a later declared research phase.
================ END STAT-WATCHING CASUAL | SESSION 20260906_163019 ================

================ STAT-WATCHING CASUAL | SESSION 20260906_195138 ================
EXPERIMENT STATUS: EXPLORATORY COUNTERFACTUAL / DETERMINISTIC / QUARANTINED FROM FROZEN-vs-CASUAL SCORECARD
REPLAY BASIS: FORMAL_START
VISIBLE-EVIDENCE RULE: wager and exit decisions use only completed prior-hand evidence visible to the player; no future cards, shoe composition, or unrevealed dealer hole card is consulted. A hole-card hunch may affect a current play decision only after the dealer up-card is visible and only from previously revealed hole-card history.
POLICY: ordinary wager £15; rare evidence-triggered 2x/3x/4x presses; rolling last-five-hand table impression; deterministic walk-away rule from Hand 8 onward. Existing Casual and Frozen policies are unchanged.
STAY POLICY: the stay-at-table counterfactual keeps the SAME Stat-Watching Casual personality, wager logic, hunch logic and play policy; only the behavioural walk-away trigger is disabled. It never switches to Frozen style.
Chosen behavioural path: hands 11 | bankroll £92.50 | W/L/P 5/6/0 | exposure £195.00 | termination BEHAVIOURAL_EXIT | chosen exit Hand 11 at £92.50
Stay-at-table counterfactual: hands 30 | bankroll £62.50 | W/L/P 12/16/2 | exposure £480.00 | termination COMPLETED | SOURCE-COMPLETE
Exit value versus staying: +£30.00
PATH_CHOSEN: H0=100.00;H1=85.00;H2=100.00;H3=130.00;H4=152.50;H5=137.50;H6=122.50;H7=107.50;H8=122.50;H9=137.50;H10=122.50;H11=92.50
PATH_STAY: H0=100.00;H1=85.00;H2=100.00;H3=130.00;H4=152.50;H5=137.50;H6=122.50;H7=107.50;H8=122.50;H9=137.50;H10=122.50;H11=92.50;H12=77.50;H13=92.50;H14=77.50;H15=62.50;H16=47.50;H17=47.50;H18=32.50;H19=47.50;H20=32.50;H21=55.00;H22=70.00;H23=55.00;H24=40.00;H25=62.50;H26=77.50;H27=62.50;H28=47.50;H29=47.50;H30=62.50
INFLUENCE | H11 | EXIT | walked away at £92.50 • last 5 hands: low cards 31%, 10-value cards 31%, W/L 2/3 • drawdown from peak £60.00
Publication boundary: exploratory side experiment only. Do not award established Frozen/Casual scorecard percentiles or alter the main comparison from this block without a later declared research phase.
================ END STAT-WATCHING CASUAL | SESSION 20260906_195138 ================

================ STAT-WATCHING CASUAL | SESSION 20260907_003015 ================
EXPERIMENT STATUS: HISTORICAL BACKFILL NOT AVAILABLE
REPLAY BASIS: UNAVAILABLE
BACKFILL BOUNDARY: exact source-supported chronology could not be replayed safely: latest observed-source Frozen replay gate is FAIL; exploratory historical continuation is withheld rather than crossing an unverified chronology
Publication boundary: do not infer an exploratory bankroll or walk-away result for this session.
================ END STAT-WATCHING CASUAL | SESSION 20260907_003015 ================

================ STAT-WATCHING CASUAL | SESSION 20260907_020601 ================
EXPERIMENT STATUS: HISTORICAL BACKFILL NOT AVAILABLE
REPLAY BASIS: UNAVAILABLE
BACKFILL BOUNDARY: exact source-supported chronology could not be replayed safely: latest observed-source Frozen replay gate is FAIL; exploratory historical continuation is withheld rather than crossing an unverified chronology
Publication boundary: do not infer an exploratory bankroll or walk-away result for this session.
================ END STAT-WATCHING CASUAL | SESSION 20260907_020601 ================

================ STAT-WATCHING CASUAL | SESSION 20260908_021956 ================
EXPERIMENT STATUS: EXPLORATORY COUNTERFACTUAL / DETERMINISTIC / QUARANTINED FROM FROZEN-vs-CASUAL SCORECARD
REPLAY BASIS: PREAMBLE_START
PREAMBLE CONTEXT: source session_evidence\blackjack_preamble_20260908_020157.txt | preamble hands 13 | preamble cards 80 | observed preamble shuffles 1 | starts from first recorded preamble card, matching the established preamble-start comparison basis.
VISIBLE-EVIDENCE RULE: wager and exit decisions use only completed prior-hand evidence visible to the player; no future cards, shoe composition, or unrevealed dealer hole card is consulted. A hole-card hunch may affect a current play decision only after the dealer up-card is visible and only from previously revealed hole-card history.
POLICY: ordinary wager £15; rare evidence-triggered 2x/3x/4x presses; rolling last-five-hand table impression; deterministic walk-away rule from Hand 8 onward. Existing Casual and Frozen policies are unchanged.
STAY POLICY: the stay-at-table counterfactual keeps the SAME Stat-Watching Casual personality, wager logic, hunch logic and play policy; only the behavioural walk-away trigger is disabled. It never switches to Frozen style.
Chosen behavioural path: hands 15 | bankroll £40.00 | W/L/P 7/8/0 | exposure £285.00 | termination BEHAVIOURAL_EXIT | chosen exit Hand 15 at £40.00
Stay-at-table counterfactual: hands 17 | bankroll £10.00 | W/L/P 7/10/0 | exposure £315.00 | termination BANKROLL | SOURCE-COMPLETE
Exit value versus staying: +£30.00
PATH_CHOSEN: H0=100.00;H1=122.50;H2=107.50;H3=122.50;H4=107.50;H5=92.50;H6=107.50;H7=92.50;H8=77.50;H9=92.50;H10=107.50;H11=122.50;H12=62.50;H13=47.50;H14=70.00;H15=40.00
PATH_STAY: H0=100.00;H1=122.50;H2=107.50;H3=122.50;H4=107.50;H5=92.50;H6=107.50;H7=92.50;H8=77.50;H9=92.50;H10=107.50;H11=122.50;H12=62.50;H13=47.50;H14=70.00;H15=40.00;H16=25.00;H17=10.00
INFLUENCE | H8 | HUNCH | stood on hard 12 vs 3 after prior revealed hole cards behind this up-card averaged 3.5
INFLUENCE | H12 | WAGER | 2x wager (£30.00) • last 5 hands: low cards 48%, 10-value cards 19%, W/L 3/2
INFLUENCE | H15 | WAGER | 2x wager (£30.00) • last 5 hands: low cards 43%, 10-value cards 14%, W/L 3/2
INFLUENCE | H15 | HUNCH | stood on hard 15 vs 10 after prior revealed hole cards behind this up-card averaged 3.7
INFLUENCE | H15 | EXIT | walked away at £40.00 • last 5 hands: low cards 42%, 10-value cards 27%, W/L 2/3 • drawdown from peak £82.50
Publication boundary: exploratory side experiment only. Do not award established Frozen/Casual scorecard percentiles or alter the main comparison from this block without a later declared research phase.
================ END STAT-WATCHING CASUAL | SESSION 20260908_021956 ================
PLATE_STATUS | session 20260908_021956 | COMPLETE | operator_confirmation 2026-09-09 01:04:42

================ SESSION 20260910_204102 ================
DETERMINISTIC BLACKJACK - LIVE SESSION REPORT
SESSION NAME: First attempt liveplay in GUI version
PREAMBLE: NO
PLATFORM BALANCE BASIS: Start £2500.00 | Session depletion floor £2400.00 = research-equivalent £0/depleted
Platform Final £2622.00 | Platform Peak £2652.00 | Platform Trough £2470.00 | MaxDD £70.00 | Exposure £730.00
OFFSET RESEARCH-EQUIVALENT: Start £100.00 | Final £222.00 | Peak £252.00 | Trough £70.00
OFFSET RULE: research-equivalent bankroll = platform balance - session depletion floor £2400.00
AFFORDABILITY RULE: session-specific platform floor £2400.00 is protected; wager/double/split affordability uses research-equivalent bankroll only.
MODE: HYBRID - Frozen reference visible; operator choices observed
W/L/P 14/14/2
Wager match/above/below 15/10/5
Action match/different 27/7
SOURCE: 247blackjack.com
SOURCE TYPE: Online play-money blackjack, configured 6-deck game
CARD GENERATION: computational/RNG implementation; visible six-deck shuffle events recorded from interface
Shuffle events explicitly observed: 2
Total cards recorded: 167
Cards since most recent observed shuffle/start: 5
Exact known rank+suit identities observed: 51
Validation warnings/overrides encountered: 20
Hands re-entered through amendment review: 3
Decision provenance counts:
  TOTAL DECISION EVENTS: 34 (decision events, not hands)
  TEXTBOOK / FROZEN-ALIGNED: 33
  FROZEN RESEARCH OVERRIDE events: 1
  FROZEN PRIMARY HARD11-vs-10 events: 0
Policy note: Pair20-vs-10 STAND is the current Frozen action; provenance records that it replaced the earlier research SPLIT rule, and it also agrees with textbook.
Policy note: HARD11-vs-10 primary remains DOUBLE; Cooling->HIT is a capital-protection alternate, not the primary action used here.
Shuffle log: Shuffle observed before hand 1 after 0 recorded cards since previous start/shuffle. | Shuffle observed before hand 30 after 162 recorded cards since previous start/shuffle.
Penetration is not inferred unless a visible shuffle boundary is recorded; card counts are observational.
Boundary: frozen wagers are historical reference wagers, not proven optimal stakes.
Controller note: exact mature BRAKE predicate is not invented; only explicit handover transitions are used.


CORRECTION RECORD - POST-SESSION UAT EVIDENCE REVIEW
- Session classification: observed journey relabelled HYBRID because Frozen reference was visible but confirmed wager/action deviations were actually played. Frozen policy itself is unchanged.
- Hand 13: actual website wager corrected from software-entered £20.00 to £15.00, supported by the contemporaneous validation note in the raw capture. Ending bankroll remains observed £2582.00.
- Exposure recalculated from Hand 13 onward by -£5.00; corrected final exposure £730.00. W/L/P, final bankroll, peak, trough and wager above/below classification are otherwise unchanged.
- Hand 29: dealer card ranks/order 4 then 10 retained; dealer suits downgraded to UNKNOWN because the operator explicitly reported the suits were not confidently observed.
- Raw source capture remains preserved separately; these are the smallest evidence-supported corrections. No other card rank/order or observed bankroll value intentionally changed.

PERSONAL-MODE HISTORY ACCESS: recent-table-hand history is hidden by default and, if requested, shown BEFORE the wager; matching-hand history is available only after the current starting cards are known and before the player action.
RECENT TABLE-HAND WINDOW: user-selectable 1-5 previously committed hands from the current session only; the request itself is retained as behavioural evidence and occurs before capital is committed.

OBSERVED INITIAL-HAND INDEX + HISTORICAL OUTCOMES (SUITS EXCLUDED)
HAND_SIGNATURE | 4,K vs 7
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/1/1
HAND_HISTORY | 4,K vs 7 | mode FROZEN | action HIT | result L | bank 2500.00->2485.00 | wager 15.00
HAND_SIGNATURE | 6,8 vs J
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/1/1
HAND_HISTORY | 6,8 vs J | mode FROZEN | action HIT | result L | bank 2485.00->2470.00 | wager 15.00
  HISTORY_MATCHES_SHOWN | 1 | total eligible 1 | signature 2,9 vs 6
HAND_SIGNATURE | 2,9 vs 6
  PRIOR_OCCURRENCES | 1 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 2/1/0
HAND_HISTORY | 2,9 vs 6 | mode HYBRID | action DOUBLE | result W | bank 2470.00->2530.00 | wager 30.00
HAND_SIGNATURE | A,K vs 5
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/0/2
HAND_HISTORY | A,K vs 5 | mode HYBRID | action NATURAL | result W | bank 2530.00->2567.00 | wager 25.00
HAND_SIGNATURE | 7,K vs 10
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 0/1/2
HAND_HISTORY | 7,K vs 10 | mode HYBRID | action STAND | result L | bank 2567.00->2552.00 | wager 15.00
  HISTORY_MATCHES_SHOWN | 1 | total eligible 1 | signature 10,10 vs 6
HAND_SIGNATURE | 10,10 vs 6
  PRIOR_OCCURRENCES | 1 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/0/2
HAND_HISTORY | 10,10 vs 6 | mode HYBRID | action STAND | result W | bank 2552.00->2577.00 | wager 25.00
HAND_SIGNATURE | 3,5 vs 7
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 2/1/0
HAND_HISTORY | 3,5 vs 7 | mode HYBRID | action HIT | result L | bank 2577.00->2562.00 | wager 15.00
HAND_SIGNATURE | 6,9 vs J
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/1/1
HAND_HISTORY | 6,9 vs J | mode HYBRID | action STAND | result W | bank 2562.00->2597.00 | wager 35.00
  HISTORY_MATCHES_SHOWN | 1 | total eligible 1 | signature 9,K vs Q
HAND_SIGNATURE | 9,K vs Q
  PRIOR_OCCURRENCES | 1 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 0/1/2
HAND_HISTORY | 9,K vs Q | mode HYBRID | action STAND | result P | bank 2597.00->2597.00 | wager 15.00
HAND_SIGNATURE | 5,J vs 3
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 2/0/1
HAND_HISTORY | 5,J vs 3 | mode HYBRID | action HIT | result L | bank 2597.00->2567.00 | wager 30.00
  HISTORY_MATCHES_SHOWN | 1 | total eligible 1 | signature 6,J vs 3
HAND_SIGNATURE | 6,J vs 3
  PRIOR_OCCURRENCES | 1 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 2/0/1
HAND_HISTORY | 6,J vs 3 | mode HYBRID | action STAND | result W | bank 2567.00->2582.00 | wager 15.00
  HISTORY_MATCHES_SHOWN | 1 | total eligible 1 | signature 10,6 vs 2
HAND_SIGNATURE | 10,6 vs 2
  PRIOR_OCCURRENCES | 1 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 2/0/1
HAND_HISTORY | 10,6 vs 2 | mode HYBRID | action STAND | result L | bank 2582.00->2567.00 | wager 15.00
HAND_SIGNATURE | 6,9 vs 2
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 2/1/0
HAND_HISTORY | 6,9 vs 2 | mode HYBRID | action STAND | result W | bank 2567.00->2582.00 | wager 15.00
HAND_SIGNATURE | 7,J vs Q
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 0/1/2
HAND_HISTORY | 7,J vs Q | mode HYBRID | action STAND | result L | bank 2582.00->2547.00 | wager 35.00
HAND_SIGNATURE | 6,A vs J
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/0/2
HAND_HISTORY | 6,A vs J | mode HYBRID | action HIT | result W | bank 2547.00->2577.00 | wager 30.00
  HISTORY_MATCHES_SHOWN | 1 | total eligible 1 | signature 10,10 vs J
HAND_SIGNATURE | 10,10 vs J
  PRIOR_OCCURRENCES | 1 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 0/0/3
HAND_HISTORY | 10,10 vs J | mode HYBRID | action STAND | result W | bank 2577.00->2592.00 | wager 15.00
HAND_SIGNATURE | 5,7 vs 9
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/2/0
HAND_HISTORY | 5,7 vs 9 | mode HYBRID | action HIT | result L | bank 2592.00->2577.00 | wager 15.00
HAND_SIGNATURE | 5,J vs A
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/0/2
HAND_HISTORY | 5,J vs A | mode HYBRID | action HIT | result L | bank 2577.00->2562.00 | wager 15.00
  HISTORY_MATCHES_SHOWN | 2 | total eligible 2 | signature 7,9 vs 2
HAND_SIGNATURE | 7,9 vs 2
  PRIOR_OCCURRENCES | 2 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/2/0
HAND_HISTORY | 7,9 vs 2 | mode HYBRID | action STAND | result L | bank 2562.00->2532.00 | wager 30.00
HAND_SIGNATURE | 2,9 vs 4
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 2/1/0
HAND_HISTORY | 2,9 vs 4 | mode HYBRID | action DOUBLE | result W | bank 2532.00->2562.00 | wager 15.00
HAND_SIGNATURE | 10,8 vs K
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 0/1/2
HAND_HISTORY | 10,8 vs K | mode HYBRID | action STAND | result W | bank 2562.00->2582.00 | wager 20.00
HAND_SIGNATURE | 8,Q vs 3
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/1/1
HAND_HISTORY | 8,Q vs 3 | mode HYBRID | action STAND | result L | bank 2582.00->2567.00 | wager 15.00
HAND_SIGNATURE | 7,J vs 6
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/1/1
HAND_HISTORY | 7,J vs 6 | mode HYBRID | action STAND | result P | bank 2567.00->2567.00 | wager 50.00
HAND_SIGNATURE | 2,6 vs 2
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 3/0/0
HAND_HISTORY | 2,6 vs 2 | mode HYBRID | action DOUBLE | result L | bank 2567.00->2527.00 | wager 20.00
HAND_SIGNATURE | 8,A vs 6
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/1/1
HAND_HISTORY | 8,A vs 6 | mode HYBRID | action STAND | result W | bank 2527.00->2577.00 | wager 50.00
HAND_SIGNATURE | 4,6 vs 8
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 2/1/0
HAND_HISTORY | 4,6 vs 8 | mode HYBRID | action HIT | result W | bank 2577.00->2592.00 | wager 15.00
  HISTORY_MATCHES_SHOWN | 1 | total eligible 1 | signature 3,7 vs 3
HAND_SIGNATURE | 3,7 vs 3
  PRIOR_OCCURRENCES | 1 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 2/1/0
HAND_HISTORY | 3,7 vs 3 | mode HYBRID | action HIT | result W | bank 2592.00->2607.00 | wager 15.00
HAND_SIGNATURE | A,J vs 2
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/0/2
HAND_HISTORY | A,J vs 2 | mode HYBRID | action NATURAL | result W | bank 2607.00->2652.00 | wager 30.00
HAND_SIGNATURE | 2,8 vs 6
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 2/1/0
HAND_HISTORY | 2,8 vs 6 | mode HYBRID | action STAND | result L | bank 2652.00->2637.00 | wager 15.00
  HISTORY_MATCHES_SHOWN | 1 | total eligible 1 | signature 3,K vs 2
HAND_SIGNATURE | 3,K vs 2
  PRIOR_OCCURRENCES | 1 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 2/0/1
HAND_HISTORY | 3,K vs 2 | mode HYBRID | action STAND | result L | bank 2637.00->2622.00 | wager 15.00

CHRONOLOGICAL CARD DATASET (RECONSTRUCTED DEAL ORDER)
Order rule observed on 247 animation: Player1 -> Dealer hole -> Player2 -> Dealer up -> subsequent player cards -> subsequent dealer draws.
Dealer hole cards are entered later when revealed but are retrospectively placed as the dealer's first dealt card, matching the observed 247 animation.
Split/post-deal cards are retained in operator-entry order; if platform split dealing order differs, that sub-order must be reviewed before deterministic replay.
HAND 1 DEAL-ORDER RECONSTRUCTION
#001 | H01 | PLAYER card 1          | K♣
#002 | H01 | DEALER hole card       | A♣
#003 | H01 | PLAYER card 2          | 4♥
#004 | H01 | DEALER upcard          | 7♥
#005 | H01 | PLAYER post-deal card  | 8♠

HAND 2 DEAL-ORDER RECONSTRUCTION
#006 | H02 | PLAYER card 1          | 6♠
#007 | H02 | DEALER hole card       | 10♦
#008 | H02 | PLAYER card 2          | 8♥
#009 | H02 | DEALER upcard          | J♥
#010 | H02 | PLAYER post-deal card  | Q♥

HAND 3 DEAL-ORDER RECONSTRUCTION
#011 | H03 | PLAYER card 1          | 9♥
#012 | H03 | DEALER hole card       | 10♣
#013 | H03 | PLAYER card 2          | 2♦
#014 | H03 | DEALER upcard          | 6♠
#015 | H03 | PLAYER post-deal card  | 10♦
#016 | H03 | DEALER draw 1          | A♠

HAND 4 DEAL-ORDER RECONSTRUCTION
#017 | H04 | PLAYER card 1          | A♦
#018 | H04 | DEALER hole card       | 3♦
#019 | H04 | PLAYER card 2          | K♦
#020 | H04 | DEALER upcard          | 5♥
#021 | H04 | DEALER draw 1          | 5♣
#022 | H04 | DEALER draw 2          | 9♥

HAND 5 DEAL-ORDER RECONSTRUCTION
#023 | H05 | PLAYER card 1          | 7♦
#024 | H05 | DEALER hole card       | K♦
#025 | H05 | PLAYER card 2          | K♠
#026 | H05 | DEALER upcard          | 10♠

HAND 6 DEAL-ORDER RECONSTRUCTION
#027 | H06 | PLAYER card 1          | 10♦
#028 | H06 | DEALER hole card       | A♣
#029 | H06 | PLAYER card 2          | 10♥
#030 | H06 | DEALER upcard          | 6♦
#031 | H06 | DEALER draw 1          | 8♦
#032 | H06 | DEALER draw 2          | 10♥

HAND 7 DEAL-ORDER RECONSTRUCTION
#033 | H07 | PLAYER card 1          | 3♣
#034 | H07 | DEALER hole card       | 3♥
#035 | H07 | PLAYER card 2          | 5♠
#036 | H07 | DEALER upcard          | 7♣
#037 | H07 | PLAYER post-deal card  | 2♦
#038 | H07 | PLAYER post-deal card  | 3♥
#039 | H07 | DEALER draw 1          | 4♣
#040 | H07 | DEALER draw 2          | 4♥

HAND 8 DEAL-ORDER RECONSTRUCTION
#041 | H08 | PLAYER card 1          | 9♠
#042 | H08 | DEALER hole card       | 3♣
#043 | H08 | PLAYER card 2          | 6♦
#044 | H08 | DEALER upcard          | J♦
#045 | H08 | DEALER draw 1          | 3♦
#046 | H08 | DEALER draw 2          | 7♠

HAND 9 DEAL-ORDER RECONSTRUCTION
#047 | H09 | PLAYER card 1          | K♥
#048 | H09 | DEALER hole card       | 9♥
#049 | H09 | PLAYER card 2          | 9♣
#050 | H09 | DEALER upcard          | Q♥

HAND 10 DEAL-ORDER RECONSTRUCTION
#051 | H10 | PLAYER card 1          | 5♥
#052 | H10 | DEALER hole card       | 3♠
#053 | H10 | PLAYER card 2          | J♦
#054 | H10 | DEALER upcard          | 3♠
#055 | H10 | PLAYER post-deal card  | 7♥

HAND 11 DEAL-ORDER RECONSTRUCTION
#056 | H11 | PLAYER card 1          | J♣
#057 | H11 | DEALER hole card       | 6♥
#058 | H11 | PLAYER card 2          | 6♠
#059 | H11 | DEALER upcard          | 3♦
#060 | H11 | DEALER draw 1          | 5♠
#061 | H11 | DEALER draw 2          | 8♦

HAND 12 DEAL-ORDER RECONSTRUCTION
#062 | H12 | PLAYER card 1          | 6♥
#063 | H12 | DEALER hole card       | 5♠
#064 | H12 | PLAYER card 2          | 10♣
#065 | H12 | DEALER upcard          | 2♣
#066 | H12 | DEALER draw 1          | K♠

HAND 13 DEAL-ORDER RECONSTRUCTION
#067 | H13 | PLAYER card 1          | 9♣
#068 | H13 | DEALER hole card       | 8♥
#069 | H13 | PLAYER card 2          | 6♦
#070 | H13 | DEALER upcard          | 2♠
#071 | H13 | DEALER draw 1          | 4♥
#072 | H13 | DEALER draw 2          | 9♦

HAND 14 DEAL-ORDER RECONSTRUCTION
#073 | H14 | PLAYER card 1          | J♣
#074 | H14 | DEALER hole card       | Q♥
#075 | H14 | PLAYER card 2          | 7♠
#076 | H14 | DEALER upcard          | Q♦

HAND 15 DEAL-ORDER RECONSTRUCTION
#077 | H15 | PLAYER card 1          | 6♦
#078 | H15 | DEALER hole card       | 8♣
#079 | H15 | PLAYER card 2          | A♠
#080 | H15 | DEALER upcard          | J♣
#081 | H15 | PLAYER post-deal card  | 2♣

HAND 16 DEAL-ORDER RECONSTRUCTION
#082 | H16 | PLAYER card 1          | 10♥
#083 | H16 | DEALER hole card       | 8♠
#084 | H16 | PLAYER card 2          | 10♠
#085 | H16 | DEALER upcard          | J♦

HAND 17 DEAL-ORDER RECONSTRUCTION
#086 | H17 | PLAYER card 1          | 7♥
#087 | H17 | DEALER hole card       | J♠
#088 | H17 | PLAYER card 2          | 5♣
#089 | H17 | DEALER upcard          | 9♥
#090 | H17 | PLAYER post-deal card  | A♦
#091 | H17 | PLAYER post-deal card  | J♣

HAND 18 DEAL-ORDER RECONSTRUCTION
#092 | H18 | PLAYER card 1          | J♥
#093 | H18 | DEALER hole card       | 3♠
#094 | H18 | PLAYER card 2          | 5♦
#095 | H18 | DEALER upcard          | A♣
#096 | H18 | PLAYER post-deal card  | Q♠

HAND 19 DEAL-ORDER RECONSTRUCTION
#097 | H19 | PLAYER card 1          | 9♦
#098 | H19 | DEALER hole card       | 5♦
#099 | H19 | PLAYER card 2          | 7♣
#100 | H19 | DEALER upcard          | 2♠
#101 | H19 | DEALER draw 1          | A♣

HAND 20 DEAL-ORDER RECONSTRUCTION
#102 | H20 | PLAYER card 1          | 2♥
#103 | H20 | DEALER hole card       | 3♣
#104 | H20 | PLAYER card 2          | 9♦
#105 | H20 | DEALER upcard          | 4♠
#106 | H20 | PLAYER post-deal card  | K♠
#107 | H20 | DEALER draw 1          | 4♣
#108 | H20 | DEALER draw 2          | 2♦
#109 | H20 | DEALER draw 3          | 7♦

HAND 21 DEAL-ORDER RECONSTRUCTION
#110 | H21 | PLAYER card 1          | 10♠
#111 | H21 | DEALER hole card       | 4♣
#112 | H21 | PLAYER card 2          | 8♥
#113 | H21 | DEALER upcard          | K♣
#114 | H21 | DEALER draw 1          | J♦

HAND 22 DEAL-ORDER RECONSTRUCTION
#115 | H22 | PLAYER card 1          | 8♦
#116 | H22 | DEALER hole card       | A♠
#117 | H22 | PLAYER card 2          | Q♠
#118 | H22 | DEALER upcard          | 3♠
#119 | H22 | DEALER draw 1          | 8♠
#120 | H22 | DEALER draw 2          | 3♥
#121 | H22 | DEALER draw 3          | 4♠

HAND 23 DEAL-ORDER RECONSTRUCTION
#122 | H23 | PLAYER card 1          | 7♣
#123 | H23 | DEALER hole card       | 3♠
#124 | H23 | PLAYER card 2          | J♣
#125 | H23 | DEALER upcard          | 6♠
#126 | H23 | DEALER draw 1          | 8♣

HAND 24 DEAL-ORDER RECONSTRUCTION
#127 | H24 | PLAYER card 1          | 2♠
#128 | H24 | DEALER hole card       | 8♣
#129 | H24 | PLAYER card 2          | 6♠
#130 | H24 | DEALER upcard          | 2♠
#131 | H24 | PLAYER post-deal card  | A♣
#132 | H24 | DEALER draw 1          | Q♠

HAND 25 DEAL-ORDER RECONSTRUCTION
#133 | H25 | PLAYER card 1          | 8♠
#134 | H25 | DEALER hole card       | 10♦
#135 | H25 | PLAYER card 2          | A♣
#136 | H25 | DEALER upcard          | 6♣
#137 | H25 | DEALER draw 1          | 10♥

HAND 26 DEAL-ORDER RECONSTRUCTION
#138 | H26 | PLAYER card 1          | 6♥
#139 | H26 | DEALER hole card       | 3♥
#140 | H26 | PLAYER card 2          | 4♦
#141 | H26 | DEALER upcard          | 8♣
#142 | H26 | PLAYER post-deal card  | J♥
#143 | H26 | DEALER draw 1          | 7♠

HAND 27 DEAL-ORDER RECONSTRUCTION
#144 | H27 | PLAYER card 1          | 3♦
#145 | H27 | DEALER hole card       | 9♣
#146 | H27 | PLAYER card 2          | 7♦
#147 | H27 | DEALER upcard          | 3♦
#148 | H27 | PLAYER post-deal card  | 7♣
#149 | H27 | DEALER draw 1          | 10♠

HAND 28 DEAL-ORDER RECONSTRUCTION
#150 | H28 | PLAYER card 1          | J♠
#151 | H28 | DEALER hole card       | 4♥
#152 | H28 | PLAYER card 2          | A♥
#153 | H28 | DEALER upcard          | 2♠
#154 | H28 | DEALER draw 1          | 7♣
#155 | H28 | DEALER draw 2          | 9♣

HAND 29 DEAL-ORDER RECONSTRUCTION
#156 | H29 | PLAYER card 1          | 2♥
#157 | H29 | DEALER hole card       | 4U
#158 | H29 | PLAYER card 2          | 8♣
#159 | H29 | DEALER upcard          | 6♥
#160 | H29 | DEALER draw 1          | 10U

HAND 30 DEAL-ORDER RECONSTRUCTION
#161 | H30 | PLAYER card 1          | K♠
#162 | H30 | DEALER hole card       | 9♠
#163 | H30 | PLAYER card 2          | 3♠
#164 | H30 | DEALER upcard          | 2♠
#165 | H30 | DEALER draw 1          | K♠


AUDIT LOG

DETERMINISTIC BLACKJACK - LIVE 30-HAND COMPANION
Manual external-session entry | actual platform balance captured before Hand 1 | dynamic £100 research frame | 30-hand reference
SOURCE: 247blackjack.com | PLAY-MONEY | configured 6-deck game
VALIDATION ON: suit required, wager checked, balance arithmetic checked where determinable.
HAND REVIEW ON: rejected/amended current hands roll back before re-entry.
SESSION NAME: First attempt liveplay in GUI version
FROZEN MODE: existing Frozen wager/action prompts remain active.
STARTING BALANCE CHECK: remove/clear ALL wagers or chips from the table before reading the balance.
SESSION START BALANCE CONFIRMED: Platform £2500.00 | research-equivalent £100.00 | session depletion floor £2400.00
SESSION START BALANCE | Platform £2500.00 | Research-equivalent £100.00 | Session depletion floor £2400.00
Cumulative project file: C:\Users\amlania1\Downloads\bjack\liveplay\CLI\output.txt


========== HAND 1 / 30 ==========
SHUFFLE RECORDED before hand 1 | previous segment cards recorded: 0
Bankroll £2500.00 | Research-equivalent available £100.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player K♣,4♥ = 14 | Dealer 7♥
OBSERVED HAND (suits excluded): 4,K vs 7
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 1 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN K♣,4♥ = 14 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | K♣,4♥ vs 7♥ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | K♣,4♥ | frozen HIT | actual HIT
MAIN BUST at 22
Dealer 7♥,A♣ = soft 18

--- CARD STREAM REVIEW: HAND 1 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#001 | H01 | PLAYER card 1          | KC
#002 | H01 | DEALER hole card       | AC
#003 | H01 | PLAYER card 2          | 4H
#004 | H01 | DEALER upcard          | 7H
#005 | H01 | PLAYER post-deal card  | 8S
TOTAL CARDS RECORDED THIS HAND: 5
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 22 vs Dealer 18
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2485.00
  HAND_HISTORY | 4,K vs 7 | mode FROZEN | action HIT | result L | bank 2500.00->2485.00 | wager 15.00
HAND 01 | 2500.00->2485.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P K♣,4♥,8♠ | D-up 7♥ | D-hidden/draw A♣ | L
Recorded | Peak £2500.00 | Trough £2485.00 | MaxDD £15.00 | Exposure £15.00

========== HAND 2 / 30 ==========
Bankroll £2485.00 | Research-equivalent available £85.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 6♠,8♥ = 14 | Dealer J♥
OBSERVED HAND (suits excluded): 6,8 vs J | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 1 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 6♠,8♥ = 14 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 6♠,8♥ vs J♥ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 6♠,8♥ | frozen HIT | actual HIT
MAIN BUST at 24
Dealer J♥,10♦ = 20

--- CARD STREAM REVIEW: HAND 2 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#006 | H02 | PLAYER card 1          | 6S
#007 | H02 | DEALER hole card       | 10D
#008 | H02 | PLAYER card 2          | 8H
#009 | H02 | DEALER upcard          | JH
#010 | H02 | PLAYER post-deal card  | QH
TOTAL CARDS RECORDED THIS HAND: 5
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 24 vs Dealer 20
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2470.00
  HAND_HISTORY | 6,8 vs J | mode FROZEN | action HIT | result L | bank 2485.00->2470.00 | wager 15.00
HAND 02 | 2485.00->2470.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 6♠,8♥,Q♥ | D-up J♥ | D-hidden/draw 10♦ | L
Recorded | Peak £2500.00 | Trough £2470.00 | MaxDD £30.00 | Exposure £30.00

========== HAND 3 / 30 ==========
Bankroll £2470.00 | Research-equivalent available £70.00 | State NORMAL | FROZEN WAGER £15.00
CHECK: frozen reference is £15.00 but entered wager is £30.00.
  WAGER DEVIATION | frozen_reference 15.00 | actual 30.00 | difference 15.00 | reason OTHER | note several high cards previous 5 cards appearing and dealer had rare 10,10... likely to be a good gamble with low cards across the table...
Wager: £15.00 ABOVE reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 9♥,2♦ = 11 | Dealer 6♠
OBSERVED HAND (suits excluded): 2,9 vs 6 | appeared before in project output: 1 time(s)
CURRENT STARTING HAND | 2,9 vs 6
PREVIOUS MATCHES | showing most recent 1 of 1
  PREVIOUS 1 | mode FROZEN | action DOUBLE | result W | bank 2535.00->2575.00 | wager 20.00
ALL PREVIOUS OCCURRENCES | TOTAL 1 | W 1 (100.0%) | L 0 (0.0%) | P 0 (0.0%)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 2 | Neutral 1 | High 0
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 9♥,2♦ = 11 | FROZEN POLICY: DOUBLE [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 9♥,2♦ vs 6♠ | DOUBLE | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 9♥,2♦ | frozen DOUBLE | actual DOUBLE
MAIN after DOUBLE: 9♥,2♦,10♦ = 21
Dealer 6♠,10♣,A♠ = 17

--- CARD STREAM REVIEW: HAND 3 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#011 | H03 | PLAYER card 1          | 9H
#012 | H03 | DEALER hole card       | 10C
#013 | H03 | PLAYER card 2          | 2D
#014 | H03 | DEALER upcard          | 6S
#015 | H03 | PLAYER post-deal card  | 10D
#016 | H03 | DEALER draw 1          | AS
TOTAL CARDS RECORDED THIS HAND: 6
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 21 vs Dealer 17
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2530.00
  HAND_HISTORY | 2,9 vs 6 | mode HYBRID | action DOUBLE | result W | bank 2470.00->2530.00 | wager 30.00
HAND 03 | 2470.00->2530.00 | ref 15.00 actual 30.00 | committed 60.00 | NORMAL | P 9♥,2♦,10♦ | D-up 6♠ | D-hidden/draw 10♣,A♠ | W
Recorded | Peak £2530.00 | Trough £2470.00 | MaxDD £30.00 | Exposure £90.00

========== HAND 4 / 30 ==========
Bankroll £2530.00 | Research-equivalent available £130.00 | State NORMAL | FROZEN WAGER £15.00
CHECK: frozen reference is £15.00 but entered wager is £25.00.
  WAGER DEVIATION | frozen_reference 15.00 | actual 25.00 | difference 10.00 | reason OTHER | note this is taken to be higher frozen and its not 15,20 or 30. But it seems dealer will get a neutral card, low card and high card and will bust.. Its likely dealer will get around 13-16 in first two cards and then bust.
Wager: £10.00 ABOVE reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player A♦,K♦ = soft 21 | Dealer 5♥
OBSERVED HAND (suits excluded): A,K vs 5 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 0 | High 2
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
Player 21/natural: no further player decision entered here.
Dealer 5♥,3♦,5♣,9♥ = 22 BUST

--- CARD STREAM REVIEW: HAND 4 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#017 | H04 | PLAYER card 1          | AD
#018 | H04 | DEALER hole card       | 3D
#019 | H04 | PLAYER card 2          | KD
#020 | H04 | DEALER upcard          | 5H
#021 | H04 | DEALER draw 1          | 5C
#022 | H04 | DEALER draw 2          | 9H
TOTAL CARDS RECORDED THIS HAND: 6
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 21 vs Dealer 22
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
*** BALANCE VALIDATION WARNING ***
Start £2530.00 | committed stake £25.00 | result W | natural blackjack
Expected £2567.50 | entered £2567.00 | difference £-0.50
  VALIDATION OVERRIDE | expected 2567.50 entered 2567.00 | 2567 on the screen
  HAND_HISTORY | A,K vs 5 | mode HYBRID | action NATURAL | result W | bank 2530.00->2567.00 | wager 25.00
HAND 04 | 2530.00->2567.00 | ref 15.00 actual 25.00 | committed 25.00 | NORMAL | P A♦,K♦ | D-up 5♥ | D-hidden/draw 3♦,5♣,9♥ | W
Recorded | Peak £2567.00 | Trough £2470.00 | MaxDD £30.00 | Exposure £115.00

========== HAND 5 / 30 ==========
Bankroll £2567.00 | Research-equivalent available £167.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 7♦,K♠ = 17 | Dealer 10♠
OBSERVED HAND (suits excluded): 7,K vs 10 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 0 | Neutral 1 | High 2
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 7♦,K♠ = 17 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 7♦,K♠ vs 10♠ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 7♦,K♠ | frozen STAND | actual STAND
Dealer 10♠,K♦ = 20

--- CARD STREAM REVIEW: HAND 5 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#023 | H05 | PLAYER card 1          | 7D
#024 | H05 | DEALER hole card       | KD
#025 | H05 | PLAYER card 2          | KS
#026 | H05 | DEALER upcard          | 10S
TOTAL CARDS RECORDED THIS HAND: 4
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 17 vs Dealer 20
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2552.00
  HAND_HISTORY | 7,K vs 10 | mode HYBRID | action STAND | result L | bank 2567.00->2552.00 | wager 15.00
HAND 05 | 2567.00->2552.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 7♦,K♠ | D-up 10♠ | D-hidden/draw K♦ | L
Recorded | Peak £2567.00 | Trough £2470.00 | MaxDD £30.00 | Exposure £130.00

========== HAND 6 / 30 ==========
Bankroll £2552.00 | Research-equivalent available £152.00 | State NORMAL | FROZEN WAGER £15.00
CHECK: frozen reference is £15.00 but entered wager is £25.00.
  WAGER DEVIATION | frozen_reference 15.00 | actual 25.00 | difference 10.00 | reason OTHER | note expecting dealer to get no 10 cards since its been common trend. It might arrive on his third card only and bust.. expecting player to get 10 on his second card and first also low.. and it will be another hit on this to get a neutral or low card and close to 21....
Wager: £10.00 ABOVE reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 10♦,10♥ = 20 | Dealer 6♦
OBSERVED HAND (suits excluded): 10,10 vs 6 | appeared before in project output: 1 time(s)
CURRENT STARTING HAND | 10,10 vs 6
PREVIOUS MATCHES | showing most recent 1 of 1
  PREVIOUS 1 | mode FROZEN | action STAND | result L | bank 2530.00->2510.00 | wager 20.00
ALL PREVIOUS OCCURRENCES | TOTAL 1 | W 0 (0.0%) | L 1 (100.0%) | P 0 (0.0%)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 0 | High 2
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 10♦,10♥ = 20 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 10♦,10♥ vs 6♦ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 10♦,10♥ | frozen STAND | actual STAND
Dealer 6♦,A♣,8♦,10♥ = 25 BUST

--- CARD STREAM REVIEW: HAND 6 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#027 | H06 | PLAYER card 1          | 10D
#028 | H06 | DEALER hole card       | AC
#029 | H06 | PLAYER card 2          | 10H
#030 | H06 | DEALER upcard          | 6D
#031 | H06 | DEALER draw 1          | 8D
#032 | H06 | DEALER draw 2          | 10H
TOTAL CARDS RECORDED THIS HAND: 6
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 20 vs Dealer 25
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2577.00
  HAND_HISTORY | 10,10 vs 6 | mode HYBRID | action STAND | result W | bank 2552.00->2577.00 | wager 25.00
HAND 06 | 2552.00->2577.00 | ref 15.00 actual 25.00 | committed 25.00 | NORMAL | P 10♦,10♥ | D-up 6♦ | D-hidden/draw A♣,8♦,10♥ | W
Recorded | Peak £2577.00 | Trough £2470.00 | MaxDD £30.00 | Exposure £155.00

========== HAND 7 / 30 ==========
Bankroll £2577.00 | Research-equivalent available £177.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 3♣,5♠ = 8 | Dealer 7♣
OBSERVED HAND (suits excluded): 3,5 vs 7 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 2 | Neutral 1 | High 0
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 3♣,5♠ = 8 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 3♣,5♠ vs 7♣ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 3♣,5♠ | frozen HIT | actual HIT
MAIN 3♣,5♠,2♦ = 10 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 3♣,5♠,2♦ vs 7♣ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 3♣,5♠,2♦ | frozen HIT | actual HIT
MAIN 3♣,5♠,2♦,3♥ = 13 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 3♣,5♠,2♦,3♥ vs 7♣ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 3♣,5♠,2♦,3♥ | frozen HIT | actual STAND
  ACTION DEVIATION RECONCILED NOTE | H7 final decision STAND rather than Frozen HIT | user-confirmed reassignment from earlier H6 label | "I thought it is going to be a 10 bust card... and I expect dealer not to have a 10 as the hole card... and potentially receive it in their third card..."
Dealer 7♣,3♥,4♣,4♥ = 18

--- CARD STREAM REVIEW: HAND 7 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#033 | H07 | PLAYER card 1          | 3C
#034 | H07 | DEALER hole card       | 3H
#035 | H07 | PLAYER card 2          | 5S
#036 | H07 | DEALER upcard          | 7C
#037 | H07 | PLAYER post-deal card  | 2D
#038 | H07 | PLAYER post-deal card  | 3H
#039 | H07 | DEALER draw 1          | 4C
#040 | H07 | DEALER draw 2          | 4H
TOTAL CARDS RECORDED THIS HAND: 8
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 13 vs Dealer 18
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
*** BALANCE VALIDATION WARNING ***
Start £2577.00 | committed stake £15.00 | result L
Expected £2562.00 | entered £2547.00 | difference £-15.00
BALANCE VALIDATED ✓ expected £2562.00
  HAND_HISTORY | 3,5 vs 7 | mode HYBRID | action HIT | result L | bank 2577.00->2562.00 | wager 15.00
HAND 07 | 2577.00->2562.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 3♣,5♠,2♦,3♥ | D-up 7♣ | D-hidden/draw 3♥,4♣,4♥ | L
Recorded | Peak £2577.00 | Trough £2470.00 | MaxDD £30.00 | Exposure £170.00

========== HAND 8 / 30 ==========
Bankroll £2562.00 | Research-equivalent available £162.00 | State NORMAL | FROZEN WAGER £15.00
CHECK: frozen reference is £15.00 but entered wager is £35.00.
  WAGER DEVIATION | frozen_reference 15.00 | actual 35.00 | difference 20.00 | reason OTHER | note no 10 cards to be seen whatsoever... and lacking neutral cards... expecting favourable hand of potentially two tens.
Wager: £20.00 ABOVE reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 9♠,6♦ = 15 | Dealer J♦
OBSERVED HAND (suits excluded): 6,9 vs J | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 1 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 9♠,6♦ = 15 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 9♠,6♦ vs J♦ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 9♠,6♦ | frozen HIT | actual STAND
Dealer J♦,3♣,3♦,7♠ = 23 BUST

--- CARD STREAM REVIEW: HAND 8 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#041 | H08 | PLAYER card 1          | 9S
#042 | H08 | DEALER hole card       | 3C
#043 | H08 | PLAYER card 2          | 6D
#044 | H08 | DEALER upcard          | JD
#045 | H08 | DEALER draw 1          | 3D
#046 | H08 | DEALER draw 2          | 7S
TOTAL CARDS RECORDED THIS HAND: 6
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 15 vs Dealer 23
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2597.00
  HAND_HISTORY | 6,9 vs J | mode HYBRID | action STAND | result W | bank 2562.00->2597.00 | wager 35.00
HAND 08 | 2562.00->2597.00 | ref 15.00 actual 35.00 | committed 35.00 | NORMAL | P 9♠,6♦ | D-up J♦ | D-hidden/draw 3♣,3♦,7♠ | W
Recorded | Peak £2597.00 | Trough £2470.00 | MaxDD £30.00 | Exposure £205.00

========== HAND 9 / 30 ==========
Bankroll £2597.00 | Research-equivalent available £197.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player K♥,9♣ = 19 | Dealer Q♥
OBSERVED HAND (suits excluded): 9,K vs Q | appeared before in project output: 1 time(s)
CURRENT STARTING HAND | 9,K vs Q
PREVIOUS MATCHES | showing most recent 1 of 1
  PREVIOUS 1 | mode FROZEN | action STAND | result W | bank 2510.00->2525.00 | wager 15.00
ALL PREVIOUS OCCURRENCES | TOTAL 1 | W 1 (100.0%) | L 0 (0.0%) | P 0 (0.0%)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 0 | Neutral 1 | High 2
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN K♥,9♣ = 19 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | K♥,9♣ vs Q♥ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | K♥,9♣ | frozen STAND | actual STAND
Dealer Q♥,9♥ = 19

--- CARD STREAM REVIEW: HAND 9 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#047 | H09 | PLAYER card 1          | KH
#048 | H09 | DEALER hole card       | 9H
#049 | H09 | PLAYER card 2          | 9C
#050 | H09 | DEALER upcard          | QH
TOTAL CARDS RECORDED THIS HAND: 4
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PUSH | Player 19 vs Dealer 19
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2597.00
  HAND_HISTORY | 9,K vs Q | mode HYBRID | action STAND | result P | bank 2597.00->2597.00 | wager 15.00
HAND 09 | 2597.00->2597.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P K♥,9♣ | D-up Q♥ | D-hidden/draw 9♥ | P
Recorded | Peak £2597.00 | Trough £2470.00 | MaxDD £30.00 | Exposure £220.00

========== HAND 10 / 30 ==========
Bankroll £2597.00 | Research-equivalent available £197.00 | State NORMAL | FROZEN WAGER £15.00
CHECK: frozen reference is £15.00 but entered wager is £30.00.
  WAGER DEVIATION | frozen_reference 15.00 | actual 30.00 | difference 15.00 | reason OTHER | note expecting lots low cards and then expecting frozen to make best decision which will be taken after..
Wager: £15.00 ABOVE reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 5♥,J♦ = 15 | Dealer 3♠
OBSERVED HAND (suits excluded): 5,J vs 3 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 2 | Neutral 0 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 5♥,J♦ = 15 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 5♥,J♦ vs 3♠ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 5♥,J♦ | frozen STAND | actual HIT
MAIN BUST at 22
Dealer 3♠,3♠ = 6

--- CARD STREAM REVIEW: HAND 10 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#051 | H10 | PLAYER card 1          | 5H
#052 | H10 | DEALER hole card       | 3S
#053 | H10 | PLAYER card 2          | JD
#054 | H10 | DEALER upcard          | 3S
#055 | H10 | PLAYER post-deal card  | 7H
TOTAL CARDS RECORDED THIS HAND: 5
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 22 vs Dealer 6
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2567.00
  HAND_HISTORY | 5,J vs 3 | mode HYBRID | action HIT | result L | bank 2597.00->2567.00 | wager 30.00
HAND 10 | 2597.00->2567.00 | ref 15.00 actual 30.00 | committed 30.00 | NORMAL | P 5♥,J♦,7♥ | D-up 3♠ | D-hidden/draw 3♠ | L
Recorded | Peak £2597.00 | Trough £2470.00 | MaxDD £30.00 | Exposure £250.00

========== HAND 11 / 30 ==========
Bankroll £2567.00 | Research-equivalent available £167.00 | State NORMAL | FROZEN WAGER £30.00
CHECK: frozen reference is £30.00 but entered wager is £15.00.
  WAGER DEVIATION | frozen_reference 30.00 | actual 15.00 | difference -15.00 | reason OTHER | note feeling is not positive due to recent decline bankroll. feel £30 is too high
Wager: £15.00 BELOW reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player J♣,6♠ = 16 | Dealer 3♦
OBSERVED HAND (suits excluded): 6,J vs 3 | appeared before in project output: 1 time(s)
CURRENT STARTING HAND | 6,J vs 3
PREVIOUS MATCHES | showing most recent 1 of 1
  PREVIOUS 1 | mode FROZEN | action STAND | result W | bank 2560.00->2575.00 | wager 15.00
ALL PREVIOUS OCCURRENCES | TOTAL 1 | W 1 (100.0%) | L 0 (0.0%) | P 0 (0.0%)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 2 | Neutral 0 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN J♣,6♠ = 16 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | J♣,6♠ vs 3♦ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | J♣,6♠ | frozen STAND | actual STAND
Dealer 3♦,6♥,5♠,8♦ = 22 BUST

--- CARD STREAM REVIEW: HAND 11 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#056 | H11 | PLAYER card 1          | JC
#057 | H11 | DEALER hole card       | 6H
#058 | H11 | PLAYER card 2          | 6S
#059 | H11 | DEALER upcard          | 3D
#060 | H11 | DEALER draw 1          | 5S
#061 | H11 | DEALER draw 2          | 8D
TOTAL CARDS RECORDED THIS HAND: 6
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 16 vs Dealer 22
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2582.00
  HAND_HISTORY | 6,J vs 3 | mode HYBRID | action STAND | result W | bank 2567.00->2582.00 | wager 15.00
HAND 11 | 2567.00->2582.00 | ref 30.00 actual 15.00 | committed 15.00 | NORMAL | P J♣,6♠ | D-up 3♦ | D-hidden/draw 6♥,5♠,8♦ | W
Recorded | Peak £2597.00 | Trough £2470.00 | MaxDD £30.00 | Exposure £265.00

========== HAND 12 / 30 ==========
Bankroll £2582.00 | Research-equivalent available £182.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 6♥,10♣ = 16 | Dealer 2♣
OBSERVED HAND (suits excluded): 10,6 vs 2 | appeared before in project output: 1 time(s)
CURRENT STARTING HAND | 10,6 vs 2
PREVIOUS MATCHES | showing most recent 1 of 1
  PREVIOUS 1 | mode FROZEN | action STAND | result L | bank 2522.00->2507.00 | wager 15.00
ALL PREVIOUS OCCURRENCES | TOTAL 1 | W 0 (0.0%) | L 1 (100.0%) | P 0 (0.0%)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 2 | Neutral 0 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 6♥,10♣ = 16 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 6♥,10♣ vs 2♣ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 6♥,10♣ | frozen STAND | actual STAND
Dealer 2♣,5♠,6♠ = 13
*** DEALER CARD-SEQUENCE INCOMPLETE ***
Dealer is currently 13. A live player hand requires another dealer card before settlement.
  DEALER_SEQUENCE_GUARD | dealer total 13 below 17 before settlement | re-entry required
Please re-check the game screen and enter the COMPLETE dealer hidden/draw sequence.
Dealer 2♣,5♠,K♠ = 17

--- CARD STREAM REVIEW: HAND 12 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#062 | H12 | PLAYER card 1          | 6H
#063 | H12 | DEALER hole card       | 5S
#064 | H12 | PLAYER card 2          | 10C
#065 | H12 | DEALER upcard          | 2C
#066 | H12 | DEALER draw 1          | KS
TOTAL CARDS RECORDED THIS HAND: 5
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 16 vs Dealer 17
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2567.00
  HAND_HISTORY | 10,6 vs 2 | mode HYBRID | action STAND | result L | bank 2582.00->2567.00 | wager 15.00
HAND 12 | 2582.00->2567.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 6♥,10♣ | D-up 2♣ | D-hidden/draw 5♠,K♠ | L
Recorded | Peak £2597.00 | Trough £2470.00 | MaxDD £30.00 | Exposure £280.00

========== HAND 13 / 30 ==========
Bankroll £2567.00 | Research-equivalent available £167.00 | State NORMAL | FROZEN WAGER £30.00
CHECK: frozen reference is £30.00 but entered wager is £20.00.
  WAGER DEVIATION | frozen_reference 30.00 | actual 15.00 | difference -15.00 | reason OTHER | note hands too volatile, £30 is too high
Wager: £15.00 BELOW reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 9♣,6♦ = 15 | Dealer 2♠
OBSERVED HAND (suits excluded): 6,9 vs 2 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 2 | Neutral 1 | High 0
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 9♣,6♦ = 15 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 9♣,6♦ vs 2♠ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 9♣,6♦ | frozen STAND | actual STAND
Dealer 2♠,8♥,4♥,9♦ = 23 BUST

--- CARD STREAM REVIEW: HAND 13 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#067 | H13 | PLAYER card 1          | 9C
#068 | H13 | DEALER hole card       | 8H
#069 | H13 | PLAYER card 2          | 6D
#070 | H13 | DEALER upcard          | 2S
#071 | H13 | DEALER draw 1          | 4H
#072 | H13 | DEALER draw 2          | 9D
TOTAL CARDS RECORDED THIS HAND: 6
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 15 vs Dealer 23
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
*** BALANCE VALIDATION WARNING ***
Start £2567.00 | committed stake £15.00 | result W
Expected £2582.00 | entered £2582.00 | difference £0.00
  VALIDATION OVERRIDE | expected 2587.00 entered 2582.00 | it appears £15 was wagered in previous hand... and not £20.. so ensure the wager is changed..
  HAND_HISTORY | 6,9 vs 2 | mode HYBRID | action STAND | result W | bank 2567.00->2582.00 | wager 15.00
HAND 13 | 2567.00->2582.00 | ref 30.00 actual 15.00 | committed 15.00 | NORMAL | P 9♣,6♦ | D-up 2♠ | D-hidden/draw 8♥,4♥,9♦ | W
Recorded | Peak £2597.00 | Trough £2470.00 | MaxDD £30.00 | Exposure £295.00

========== HAND 14 / 30 ==========
Bankroll £2582.00 | Research-equivalent available £182.00 | State NORMAL | FROZEN WAGER £15.00
CHECK: frozen reference is £15.00 but entered wager is £35.00.
  WAGER DEVIATION | frozen_reference 15.00 | actual 35.00 | difference 20.00 | reason OTHER | note expecting two potential 10 cards... and opportunity to split..
Wager: £20.00 ABOVE reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player J♣,7♠ = 17 | Dealer Q♦
OBSERVED HAND (suits excluded): 7,J vs Q | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 0 | Neutral 1 | High 2
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN J♣,7♠ = 17 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | J♣,7♠ vs Q♦ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | J♣,7♠ | frozen STAND | actual STAND
Dealer Q♦,Q♥ = 20

--- CARD STREAM REVIEW: HAND 14 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#073 | H14 | PLAYER card 1          | JC
#074 | H14 | DEALER hole card       | QH
#075 | H14 | PLAYER card 2          | 7S
#076 | H14 | DEALER upcard          | QD
TOTAL CARDS RECORDED THIS HAND: 4
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 17 vs Dealer 20
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2547.00
  HAND_HISTORY | 7,J vs Q | mode HYBRID | action STAND | result L | bank 2582.00->2547.00 | wager 35.00
HAND 14 | 2582.00->2547.00 | ref 15.00 actual 35.00 | committed 35.00 | NORMAL | P J♣,7♠ | D-up Q♦ | D-hidden/draw Q♥ | L
Recorded | Peak £2597.00 | Trough £2470.00 | MaxDD £50.00 | Exposure £330.00
CARD-STREAM REVIEW: hand 15 rejected before result/bankroll entry; re-entering the hand.
  CARD-STREAM REVIEW | Hand 15 rejected by operator; replacement entry follows.

========== HAND 15 / 30 ==========
Bankroll £2547.00 | Research-equivalent available £147.00 | State NORMAL | FROZEN WAGER £20.00
CHECK: frozen reference is £20.00 but entered wager is £30.00.
  WAGER DEVIATION | frozen_reference 20.00 | actual 30.00 | difference 10.00 | reason OTHER | note no recent wins with three cards for player. expecting three card finish
Wager: £10.00 ABOVE reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 6♦,A♠ = soft 17 | Dealer J♣
OBSERVED HAND (suits excluded): 6,A vs J | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 0 | High 2
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 6♦,A♠ = soft 17 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 6♦,A♠ vs J♣ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 6♦,A♠ | frozen HIT | actual HIT
MAIN 6♦,A♠,2♣ = soft 19 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 6♦,A♠,2♣ vs J♣ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 6♦,A♠,2♣ | frozen STAND | actual STAND
Dealer J♣,8♣ = 18

--- CARD STREAM REVIEW: HAND 15 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#077 | H15 | PLAYER card 1          | 6D
#078 | H15 | DEALER hole card       | 8C
#079 | H15 | PLAYER card 2          | AS
#080 | H15 | DEALER upcard          | JC
#081 | H15 | PLAYER post-deal card  | 2C
TOTAL CARDS RECORDED THIS HAND: 5
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 19 vs Dealer 18
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2577.00
  HAND_HISTORY | 6,A vs J | mode HYBRID | action HIT | result W | bank 2547.00->2577.00 | wager 30.00
HAND 15 | 2547.00->2577.00 | ref 20.00 actual 30.00 | committed 30.00 | NORMAL | P 6♦,A♠,2♣ | D-up J♣ | D-hidden/draw 8♣ | W
Recorded | Peak £2597.00 | Trough £2470.00 | MaxDD £50.00 | Exposure £360.00

========== HAND 16 / 30 ==========
Bankroll £2577.00 | Research-equivalent available £177.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 10♥,10♠ = 20 | Dealer J♦
OBSERVED HAND (suits excluded): 10,10 vs J | appeared before in project output: 1 time(s)
CURRENT STARTING HAND | 10,10 vs J
PREVIOUS MATCHES | showing most recent 1 of 1
  PREVIOUS 1 | mode FROZEN | action STAND | result W | bank 2620.00->2635.00 | wager 15.00
ALL PREVIOUS OCCURRENCES | TOTAL 1 | W 1 (100.0%) | L 0 (0.0%) | P 0 (0.0%)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 0 | Neutral 0 | High 3
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 10♥,10♠ = 20 | FROZEN POLICY: STAND [FROZEN RESEARCH OVERRIDE: prior SPLIT -> STAND; also TEXTBOOK]
  POLICY SOURCE | MAIN | 10♥,10♠ vs J♦ | STAND | FROZEN RESEARCH OVERRIDE: prior SPLIT -> STAND; also TEXTBOOK
  MAIN | 10♥,10♠ | frozen STAND | actual STAND
Dealer J♦,8♠ = 18

--- CARD STREAM REVIEW: HAND 16 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#082 | H16 | PLAYER card 1          | 10H
#083 | H16 | DEALER hole card       | 8S
#084 | H16 | PLAYER card 2          | 10S
#085 | H16 | DEALER upcard          | JD
TOTAL CARDS RECORDED THIS HAND: 4
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 20 vs Dealer 18
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2592.00
  HAND_HISTORY | 10,10 vs J | mode HYBRID | action STAND | result W | bank 2577.00->2592.00 | wager 15.00
HAND 16 | 2577.00->2592.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 10♥,10♠ | D-up J♦ | D-hidden/draw 8♠ | W
Recorded | Peak £2597.00 | Trough £2470.00 | MaxDD £50.00 | Exposure £375.00

========== HAND 17 / 30 ==========
Bankroll £2592.00 | Research-equivalent available £192.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 7♥,5♣ = 12 | Dealer 9♥
OBSERVED HAND (suits excluded): 5,7 vs 9 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 2 | High 0
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 7♥,5♣ = 12 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 7♥,5♣ vs 9♥ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 7♥,5♣ | frozen HIT | actual HIT
MAIN 7♥,5♣,A♦ = 13 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 7♥,5♣,A♦ vs 9♥ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 7♥,5♣,A♦ | frozen HIT | actual HIT
MAIN BUST at 23
Dealer 9♥,J♠ = 19

--- CARD STREAM REVIEW: HAND 17 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#086 | H17 | PLAYER card 1          | 7H
#087 | H17 | DEALER hole card       | JS
#088 | H17 | PLAYER card 2          | 5C
#089 | H17 | DEALER upcard          | 9H
#090 | H17 | PLAYER post-deal card  | AD
#091 | H17 | PLAYER post-deal card  | JC
TOTAL CARDS RECORDED THIS HAND: 6
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 23 vs Dealer 19
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2577.00
  HAND_HISTORY | 5,7 vs 9 | mode HYBRID | action HIT | result L | bank 2592.00->2577.00 | wager 15.00
HAND 17 | 2592.00->2577.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 7♥,5♣,A♦,J♣ | D-up 9♥ | D-hidden/draw J♠ | L
Recorded | Peak £2597.00 | Trough £2470.00 | MaxDD £50.00 | Exposure £390.00

========== HAND 18 / 30 ==========
Bankroll £2577.00 | Research-equivalent available £177.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player J♥,5♦ = 15 | Dealer A♣
OBSERVED HAND (suits excluded): 5,J vs A | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 0 | High 2
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN J♥,5♦ = 15 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | J♥,5♦ vs A♣ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | J♥,5♦ | frozen HIT | actual HIT
MAIN BUST at 25
Dealer A♣,3♠ = soft 14

--- CARD STREAM REVIEW: HAND 18 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#092 | H18 | PLAYER card 1          | JH
#093 | H18 | DEALER hole card       | 3S
#094 | H18 | PLAYER card 2          | 5D
#095 | H18 | DEALER upcard          | AC
#096 | H18 | PLAYER post-deal card  | QS
TOTAL CARDS RECORDED THIS HAND: 5
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 25 vs Dealer 14
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2562.00
  HAND_HISTORY | 5,J vs A | mode HYBRID | action HIT | result L | bank 2577.00->2562.00 | wager 15.00
HAND 18 | 2577.00->2562.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P J♥,5♦,Q♠ | D-up A♣ | D-hidden/draw 3♠ | L
Recorded | Peak £2597.00 | Trough £2470.00 | MaxDD £50.00 | Exposure £405.00

========== HAND 19 / 30 ==========
Bankroll £2562.00 | Research-equivalent available £162.00 | State NORMAL | FROZEN WAGER £30.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 9♦,7♣ = 16 | Dealer 2♠
OBSERVED HAND (suits excluded): 7,9 vs 2 | appeared before in project output: 2 time(s)
CURRENT STARTING HAND | 7,9 vs 2
PREVIOUS MATCHES | showing most recent 2 of 2
  PREVIOUS 1 | mode FROZEN | action STAND | result L | bank 2589.00->2574.00 | wager 15.00
  PREVIOUS 2 | mode FROZEN | action STAND | result W | bank 2342.00->2357.00 | wager 15.00
ALL PREVIOUS OCCURRENCES | TOTAL 2 | W 1 (50.0%) | L 1 (50.0%) | P 0 (0.0%)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 2 | High 0
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 9♦,7♣ = 16 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 9♦,7♣ vs 2♠ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 9♦,7♣ | frozen STAND | actual STAND
Dealer 2♠,5♦,A♣ = soft 18

--- CARD STREAM REVIEW: HAND 19 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#097 | H19 | PLAYER card 1          | 9D
#098 | H19 | DEALER hole card       | 5D
#099 | H19 | PLAYER card 2          | 7C
#100 | H19 | DEALER upcard          | 2S
#101 | H19 | DEALER draw 1          | AC
TOTAL CARDS RECORDED THIS HAND: 5
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 16 vs Dealer 18
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2532.00
  HAND_HISTORY | 7,9 vs 2 | mode HYBRID | action STAND | result L | bank 2562.00->2532.00 | wager 30.00
HAND 19 | 2562.00->2532.00 | ref 30.00 actual 30.00 | committed 30.00 | NORMAL | P 9♦,7♣ | D-up 2♠ | D-hidden/draw 5♦,A♣ | L
Recorded | Peak £2597.00 | Trough £2470.00 | MaxDD £65.00 | Exposure £435.00

========== HAND 20 / 30 ==========
Bankroll £2532.00 | Research-equivalent available £132.00 | State NORMAL | FROZEN WAGER £20.00
CHECK: frozen reference is £20.00 but entered wager is £15.00.
  WAGER DEVIATION | frozen_reference 20.00 | actual 15.00 | difference -5.00 | reason OTHER | note want to keep above the low profit.. will try to use decisions as oppose to wager to elevate bankrolls
Wager: £5.00 BELOW reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 2♥,9♦ = 11 | Dealer 4♠
OBSERVED HAND (suits excluded): 2,9 vs 4 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 2 | Neutral 1 | High 0
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 2♥,9♦ = 11 | FROZEN POLICY: DOUBLE [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 2♥,9♦ vs 4♠ | DOUBLE | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 2♥,9♦ | frozen DOUBLE | actual DOUBLE
MAIN after DOUBLE: 2♥,9♦,K♠ = 21
Dealer 4♠,3♣,4♣,2♦,7♦ = 20

--- CARD STREAM REVIEW: HAND 20 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#102 | H20 | PLAYER card 1          | 2H
#103 | H20 | DEALER hole card       | 3C
#104 | H20 | PLAYER card 2          | 9D
#105 | H20 | DEALER upcard          | 4S
#106 | H20 | PLAYER post-deal card  | KS
#107 | H20 | DEALER draw 1          | 4C
#108 | H20 | DEALER draw 2          | 2D
#109 | H20 | DEALER draw 3          | 7D
TOTAL CARDS RECORDED THIS HAND: 8
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 21 vs Dealer 20
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2562.00
  HAND_HISTORY | 2,9 vs 4 | mode HYBRID | action DOUBLE | result W | bank 2532.00->2562.00 | wager 15.00
HAND 20 | 2532.00->2562.00 | ref 20.00 actual 15.00 | committed 30.00 | NORMAL | P 2♥,9♦,K♠ | D-up 4♠ | D-hidden/draw 3♣,4♣,2♦,7♦ | W
Recorded | Peak £2597.00 | Trough £2470.00 | MaxDD £65.00 | Exposure £465.00

========== HAND 21 / 30 ==========
Bankroll £2562.00 | Research-equivalent available £162.00 | State NORMAL | FROZEN WAGER £30.00
CHECK: frozen reference is £30.00 but entered wager is £20.00.
  WAGER DEVIATION | frozen_reference 30.00 | actual 20.00 | difference -10.00 | reason OTHER | note £30 seems too high, unsure how the 10 cards will scatter. there is only 1 in last 8 cards...
Wager: £10.00 BELOW reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 10♠,8♥ = 18 | Dealer K♣
OBSERVED HAND (suits excluded): 10,8 vs K | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 0 | Neutral 1 | High 2
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 10♠,8♥ = 18 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 10♠,8♥ vs K♣ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 10♠,8♥ | frozen STAND | actual STAND
Dealer K♣,4♣,J♦ = 24 BUST

--- CARD STREAM REVIEW: HAND 21 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#110 | H21 | PLAYER card 1          | 10S
#111 | H21 | DEALER hole card       | 4C
#112 | H21 | PLAYER card 2          | 8H
#113 | H21 | DEALER upcard          | KC
#114 | H21 | DEALER draw 1          | JD
TOTAL CARDS RECORDED THIS HAND: 5
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 18 vs Dealer 24
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2582.00
  HAND_HISTORY | 10,8 vs K | mode HYBRID | action STAND | result W | bank 2562.00->2582.00 | wager 20.00
HAND 21 | 2562.00->2582.00 | ref 30.00 actual 20.00 | committed 20.00 | NORMAL | P 10♠,8♥ | D-up K♣ | D-hidden/draw 4♣,J♦ | W
Recorded | Peak £2597.00 | Trough £2470.00 | MaxDD £65.00 | Exposure £485.00

========== HAND 22 / 30 ==========
Bankroll £2582.00 | Research-equivalent available £182.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 8♦,Q♠ = 18 | Dealer 3♠
OBSERVED HAND (suits excluded): 8,Q vs 3 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 1 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 8♦,Q♠ = 18 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 8♦,Q♠ vs 3♠ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 8♦,Q♠ | frozen STAND | actual STAND
Dealer 3♠,A♠,8♠,3♥,4♠ = 19

--- CARD STREAM REVIEW: HAND 22 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#115 | H22 | PLAYER card 1          | 8D
#116 | H22 | DEALER hole card       | AS
#117 | H22 | PLAYER card 2          | QS
#118 | H22 | DEALER upcard          | 3S
#119 | H22 | DEALER draw 1          | 8S
#120 | H22 | DEALER draw 2          | 3H
#121 | H22 | DEALER draw 3          | 4S
TOTAL CARDS RECORDED THIS HAND: 7
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 18 vs Dealer 19
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2567.00
  HAND_HISTORY | 8,Q vs 3 | mode HYBRID | action STAND | result L | bank 2582.00->2567.00 | wager 15.00
HAND 22 | 2582.00->2567.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 8♦,Q♠ | D-up 3♠ | D-hidden/draw A♠,8♠,3♥,4♠ | L
Recorded | Peak £2597.00 | Trough £2470.00 | MaxDD £65.00 | Exposure £500.00

========== HAND 23 / 30 ==========
Bankroll £2567.00 | Research-equivalent available £167.00 | State NORMAL | FROZEN WAGER £30.00
CHECK: frozen reference is £30.00 but entered wager is £50.00.
  WAGER DEVIATION | frozen_reference 30.00 | actual 50.00 | difference 20.00 | reason OTHER | note will try to force a result and climb bankroll massively to previous peak
Wager: £20.00 ABOVE reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 7♣,J♣ = 17 | Dealer 6♠
OBSERVED HAND (suits excluded): 7,J vs 6 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 1 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 7♣,J♣ = 17 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 7♣,J♣ vs 6♠ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 7♣,J♣ | frozen STAND | actual STAND
Dealer 6♠,3♠,8♣ = 17

--- CARD STREAM REVIEW: HAND 23 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#122 | H23 | PLAYER card 1          | 7C
#123 | H23 | DEALER hole card       | 3S
#124 | H23 | PLAYER card 2          | JC
#125 | H23 | DEALER upcard          | 6S
#126 | H23 | DEALER draw 1          | 8C
TOTAL CARDS RECORDED THIS HAND: 5
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PUSH | Player 17 vs Dealer 17
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2567.00
  HAND_HISTORY | 7,J vs 6 | mode HYBRID | action STAND | result P | bank 2567.00->2567.00 | wager 50.00
HAND 23 | 2567.00->2567.00 | ref 30.00 actual 50.00 | committed 50.00 | NORMAL | P 7♣,J♣ | D-up 6♠ | D-hidden/draw 3♠,8♣ | P
Recorded | Peak £2597.00 | Trough £2470.00 | MaxDD £65.00 | Exposure £550.00

========== HAND 24 / 30 ==========
Bankroll £2567.00 | Research-equivalent available £167.00 | State NORMAL | FROZEN WAGER £30.00
CHECK: frozen reference is £30.00 but entered wager is £20.00.
  WAGER DEVIATION | frozen_reference 30.00 | actual 20.00 | difference -10.00 | reason OTHER | note will take opportunity to double down unorthodox if possible since rare 10 occurences.
Wager: £10.00 BELOW reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 2♠,6♠ = 8 | Dealer 2♠
OBSERVED HAND (suits excluded): 2,6 vs 2 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 3 | Neutral 0 | High 0
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 2♠,6♠ = 8 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 2♠,6♠ vs 2♠ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 2♠,6♠ | frozen HIT | actual DOUBLE
MAIN after DOUBLE: 2♠,6♠,A♣ = soft 19
Dealer 2♠,8♣,Q♠ = 20

--- CARD STREAM REVIEW: HAND 24 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#127 | H24 | PLAYER card 1          | 2S
#128 | H24 | DEALER hole card       | 8C
#129 | H24 | PLAYER card 2          | 6S
#130 | H24 | DEALER upcard          | 2S
#131 | H24 | PLAYER post-deal card  | AC
#132 | H24 | DEALER draw 1          | QS
TOTAL CARDS RECORDED THIS HAND: 6
--- END CARD STREAM REVIEW ---

Allowed: YN
RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 19 vs Dealer 20
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2527.00
  HAND_HISTORY | 2,6 vs 2 | mode HYBRID | action DOUBLE | result L | bank 2567.00->2527.00 | wager 20.00
HAND 24 | 2567.00->2527.00 | ref 30.00 actual 20.00 | committed 40.00 | NORMAL | P 2♠,6♠,A♣ | D-up 2♠ | D-hidden/draw 8♣,Q♠ | L
Recorded | Peak £2597.00 | Trough £2470.00 | MaxDD £70.00 | Exposure £590.00

========== HAND 25 / 30 ==========
Bankroll £2527.00 | Research-equivalent available £127.00 | State NORMAL | FROZEN WAGER £15.00
CHECK: frozen reference is £15.00 but entered wager is £50.00.
  WAGER DEVIATION | frozen_reference 15.00 | actual 50.00 | difference 35.00 | reason OTHER | note to climb above the £100 initial bankroll significantly
Wager: £35.00 ABOVE reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 8♠,A♣ = soft 19 | Dealer 6♣
OBSERVED HAND (suits excluded): 8,A vs 6 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 1 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 8♠,A♣ = soft 19 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 8♠,A♣ vs 6♣ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 8♠,A♣ | frozen STAND | actual STAND
Dealer 6♣,10♦,10♥ = 26 BUST

--- CARD STREAM REVIEW: HAND 25 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#133 | H25 | PLAYER card 1          | 8S
#134 | H25 | DEALER hole card       | 10D
#135 | H25 | PLAYER card 2          | AC
#136 | H25 | DEALER upcard          | 6C
#137 | H25 | DEALER draw 1          | 10H
TOTAL CARDS RECORDED THIS HAND: 5
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 19 vs Dealer 26
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2577.00
  HAND_HISTORY | 8,A vs 6 | mode HYBRID | action STAND | result W | bank 2527.00->2577.00 | wager 50.00
HAND 25 | 2527.00->2577.00 | ref 15.00 actual 50.00 | committed 50.00 | NORMAL | P 8♠,A♣ | D-up 6♣ | D-hidden/draw 10♦,10♥ | W
Recorded | Peak £2597.00 | Trough £2470.00 | MaxDD £70.00 | Exposure £640.00

========== HAND 26 / 30 ==========
Bankroll £2577.00 | Research-equivalent available £177.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 6♥,4♦ = 10 | Dealer 8♣
OBSERVED HAND (suits excluded): 4,6 vs 8 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 2 | Neutral 1 | High 0
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 6♥,4♦ = 10 | FROZEN POLICY: DOUBLE [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 6♥,4♦ vs 8♣ | DOUBLE | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 6♥,4♦ | frozen DOUBLE | actual HIT
MAIN 6♥,4♦,J♥ = 20 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 6♥,4♦,J♥ vs 8♣ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 6♥,4♦,J♥ | frozen STAND | actual STAND
Dealer 8♣,3♥,7♠ = 18

--- CARD STREAM REVIEW: HAND 26 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#138 | H26 | PLAYER card 1          | 6H
#139 | H26 | DEALER hole card       | 3H
#140 | H26 | PLAYER card 2          | 4D
#141 | H26 | DEALER upcard          | 8C
#142 | H26 | PLAYER post-deal card  | JH
#143 | H26 | DEALER draw 1          | 7S
TOTAL CARDS RECORDED THIS HAND: 6
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 20 vs Dealer 18
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2592.00
  HAND_HISTORY | 4,6 vs 8 | mode HYBRID | action HIT | result W | bank 2577.00->2592.00 | wager 15.00
HAND 26 | 2577.00->2592.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 6♥,4♦,J♥ | D-up 8♣ | D-hidden/draw 3♥,7♠ | W
Recorded | Peak £2597.00 | Trough £2470.00 | MaxDD £70.00 | Exposure £655.00
CARD-STREAM REVIEW: hand 27 rejected before result/bankroll entry; re-entering the hand.
  CARD-STREAM REVIEW | Hand 27 rejected by operator; replacement entry follows.
CARD-STREAM REVIEW: hand 27 rejected before result/bankroll entry; re-entering the hand.
  CARD-STREAM REVIEW | Hand 27 rejected by operator; replacement entry follows.

========== HAND 27 / 30 ==========
Bankroll £2592.00 | Research-equivalent available £192.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 3♦,7♦ = 10 | Dealer 3♦
OBSERVED HAND (suits excluded): 3,7 vs 3 | appeared before in project output: 1 time(s)
CURRENT STARTING HAND | 3,7 vs 3
PREVIOUS MATCHES | showing most recent 1 of 1
  PREVIOUS 1 | mode FROZEN | action DOUBLE | result W | bank 2580.00->2610.00 | wager 15.00
ALL PREVIOUS OCCURRENCES | TOTAL 1 | W 1 (100.0%) | L 0 (0.0%) | P 0 (0.0%)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 2 | Neutral 1 | High 0
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 3♦,7♦ = 10 | FROZEN POLICY: DOUBLE [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 3♦,7♦ vs 3♦ | DOUBLE | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 3♦,7♦ | frozen DOUBLE | actual HIT
MAIN 3♦,7♦,7♣ = 17 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 3♦,7♦,7♣ vs 3♦ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 3♦,7♦,7♣ | frozen STAND | actual STAND
Dealer 3♦,9♣,10♠ = 22 BUST

--- CARD STREAM REVIEW: HAND 27 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#144 | H27 | PLAYER card 1          | 3D
#145 | H27 | DEALER hole card       | 9C
#146 | H27 | PLAYER card 2          | 7D
#147 | H27 | DEALER upcard          | 3D
#148 | H27 | PLAYER post-deal card  | 7C
#149 | H27 | DEALER draw 1          | 10S
TOTAL CARDS RECORDED THIS HAND: 6
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 17 vs Dealer 22
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2607.00
  HAND_HISTORY | 3,7 vs 3 | mode HYBRID | action HIT | result W | bank 2592.00->2607.00 | wager 15.00
HAND 27 | 2592.00->2607.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 3♦,7♦,7♣ | D-up 3♦ | D-hidden/draw 9♣,10♠ | W
Recorded | Peak £2607.00 | Trough £2470.00 | MaxDD £70.00 | Exposure £670.00

========== HAND 28 / 30 ==========
Bankroll £2607.00 | Research-equivalent available £207.00 | State NORMAL | FROZEN WAGER £15.00
CHECK: frozen reference is £15.00 but entered wager is £30.00.
  WAGER DEVIATION | frozen_reference 15.00 | actual 30.00 | difference 15.00 | reason OTHER | note expecting two card finish by player or dealer.. hoping player
Wager: £15.00 ABOVE reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player J♠,A♥ = soft 21 | Dealer 2♠
OBSERVED HAND (suits excluded): A,J vs 2 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 0 | High 2
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
Player 21/natural: no further player decision entered here.
Dealer 2♠,4♥,7♣,9♣ = 22 BUST

--- CARD STREAM REVIEW: HAND 28 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#150 | H28 | PLAYER card 1          | JS
#151 | H28 | DEALER hole card       | 4H
#152 | H28 | PLAYER card 2          | AH
#153 | H28 | DEALER upcard          | 2S
#154 | H28 | DEALER draw 1          | 7C
#155 | H28 | DEALER draw 2          | 9C
TOTAL CARDS RECORDED THIS HAND: 6
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 21 vs Dealer 22
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2652.00
  HAND_HISTORY | A,J vs 2 | mode HYBRID | action NATURAL | result W | bank 2607.00->2652.00 | wager 30.00
HAND 28 | 2607.00->2652.00 | ref 15.00 actual 30.00 | committed 30.00 | NORMAL | P J♠,A♥ | D-up 2♠ | D-hidden/draw 4♥,7♣,9♣ | W
Recorded | Peak £2652.00 | Trough £2470.00 | MaxDD £70.00 | Exposure £700.00

========== HAND 29 / 30 ==========
Bankroll £2652.00 | Research-equivalent available £252.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 2♥,8♣ = 10 | Dealer 6♥
OBSERVED HAND (suits excluded): 2,8 vs 6 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 2 | Neutral 1 | High 0
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 2♥,8♣ = 10 | FROZEN POLICY: DOUBLE [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 2♥,8♣ vs 6♥ | DOUBLE | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 2♥,8♣ | frozen DOUBLE | actual STAND
Dealer 6♥,4U,10U = 20  [dealer suits uncertain; ranks/order retained]

--- CARD STREAM REVIEW: HAND 29 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#156 | H29 | PLAYER card 1          | 2H
#157 | H29 | DEALER hole card       | 4U
#158 | H29 | PLAYER card 2          | 8C
#159 | H29 | DEALER upcard          | 6H
#160 | H29 | DEALER draw 1          | 10U
TOTAL CARDS RECORDED THIS HAND: 5
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 10 vs Dealer 20
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
*** BALANCE VALIDATION WARNING ***
Start £2652.00 | committed stake £15.00 | result L
Expected £2637.00 | entered £2622.00 | difference £-15.00
BALANCE VALIDATED ✓ expected £2637.00
  HAND_HISTORY | 2,8 vs 6 | mode HYBRID | action STAND | result L | bank 2652.00->2637.00 | wager 15.00
HAND 29 | 2652.00->2637.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 2♥,8♣ | D-up 6♥ | D-hidden/draw 4U,10U | L
Recorded | Peak £2652.00 | Trough £2470.00 | MaxDD £70.00 | Exposure £715.00

========== HAND 30 / 30 ==========
SHUFFLE RECORDED before hand 30 | previous segment cards recorded: 162
Bankroll £2637.00 | Research-equivalent available £237.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player K♠,3♠ = 13 | Dealer 2♠
OBSERVED HAND (suits excluded): 3,K vs 2 | appeared before in project output: 1 time(s)
CURRENT STARTING HAND | 3,K vs 2
PREVIOUS MATCHES | showing most recent 1 of 1
  PREVIOUS 1 | mode FROZEN | action STAND | result L | bank 2665.00->2650.00 | wager 15.00
ALL PREVIOUS OCCURRENCES | TOTAL 1 | W 0 (0.0%) | L 1 (100.0%) | P 0 (0.0%)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 2 | Neutral 0 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN K♠,3♠ = 13 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | K♠,3♠ vs 2♠ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | K♠,3♠ | frozen STAND | actual STAND
Dealer 2♠,9♠,K♠ = 21 21

--- CARD STREAM REVIEW: HAND 30 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#161 | H30 | PLAYER card 1          | KS
#162 | H30 | DEALER hole card       | 9S
#163 | H30 | PLAYER card 2          | 3S
#164 | H30 | DEALER upcard          | 2S
#165 | H30 | DEALER draw 1          | KS
TOTAL CARDS RECORDED THIS HAND: 5
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 13 vs Dealer 21
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2622.00
  HAND_HISTORY | 3,K vs 2 | mode HYBRID | action STAND | result L | bank 2637.00->2622.00 | wager 15.00
HAND 30 | 2637.00->2622.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P K♠,3♠ | D-up 2♠ | D-hidden/draw 9♠,K♠ | L
Recorded | Peak £2652.00 | Trough £2470.00 | MaxDD £70.00 | Exposure £730.00


================ SESSION 9 HUMAN-MINDSET / UAT RECONCILIATION ADDENDUM ================
Boundary: notes below are operator-supplied contemporaneous/post-hand reflections from the live UAT conversation. They are narrative evidence, not claims of predictive card knowledge. Card/action/wager statements were checked against the authoritative hand trace before inclusion.

HAND 7 ACTION-DEVIATION NOTE — USER-CONFIRMED H6→H7 REASSIGNMENT: Authoritative H7 reached 3+5+2+3=13 vs dealer 7; Frozen HIT and actual STAND. The player stated: “I thought it is going to be a 10 bust card... and I expect dealer not to have a 10 as the hole card... and potentially receive it in their third card...” This note was originally labelled H6 during live play because the hand number was not continuously visible; after post-session trace review the player explicitly reassigned it to H7. H6 itself was 10+10=20 vs dealer 6, Frozen STAND / actual STAND, so the note is not attached to H6.
HAND 8 ACTION-DEVIATION NOTE: Dealer had been receiving many high hole cards; player expected a lower dealer hole card and possible later bust/low-card continuation, so chose STAND on 15 vs dealer J instead of Frozen HIT.
HAND 10 ACTION-DEVIATION NOTE: Player expected a low dealer hole card and expected the next player card to be neutral rather than 10-value, so chose HIT on 15 vs dealer 3 instead of Frozen STAND.
HAND 11 PROSPECTIVE NOTE: Player intended to play the next few hands as close to Frozen as possible.
HAND 16 POST-HAND REFLECTION: In hindsight it felt like a missed opportunity to climb the bankroll because the hand felt likely to be strong, but the wager was small. Player would not force the issue on upcoming hands to recover that missed opportunity and intended to remain aligned with Frozen.
HAND 19 POST-HAND REFLECTION: The £30 wager did not feel comfortable and a rebound did not seem likely, but the player followed Frozen and lost. Player stated an intention not to chase with massive wagers, to rebuild more gradually through wager sizing, while still changing individual play decisions where considered appropriate.
HAND 22 POST-HAND REFLECTION / PROSPECTIVE INTENTION: The hand felt unusually long and the dealer received a long stream of cards before winning. Player then stated an intention to increase the next wager substantially and try to force a result.
HAND 24 POST-HAND REFLECTION: Player felt aggrieved that a 19 lost to dealer 20. Actual £20 base wager was doubled to £40 total exposure; Frozen base was £30 and Frozen action was HIT. On the observed card sequence Frozen HIT would also reach 19 and lose £30, so the played result lost £10 more than the Frozen wager. A £30 double would have exposed £60, £20 more than actually lost. Player considered the outcome acceptable and intended another high-risk wager to climb the bankroll.
HAND 25 POST-HAND REFLECTION / PROSPECTIVE INTENTION: Big win. Player noted a perceived recent lack of low cards and recent two-card wins, and did not want to risk several low cards producing risky three-/four-card finishes.
HAND 26 ACTION-DEVIATION NOTE: On 6+4=10 vs dealer 8, Frozen DOUBLE; actual HIT. Player cited the severe recent number of 10-value cards, uncertainty whether the dealer would receive a low hole card before busting, and the possibility of receiving a 10 immediately. HIT without doubling was chosen to limit exposure.
HAND 26 POST-HAND REFLECTION: Player regretted not doubling after the win but still considered the lower exposure sensible at the decision point. The session felt like a total battle between Frozen and Hybrid choices. The stated target was to finish above £100 profit without pushing risk much further.
HAND 27 POST-HAND REFLECTION: Player had even considered STAND on 3+7=10 vs dealer 3, recognised that as highly unconventional, but chose HIT rather than the Frozen DOUBLE to protect the bankroll/profit target.
HAND 27 VERIFIED POINTER COUNTERFACTUAL: If the player had STOOD, the dealer would have held 3+9=12 and the next same-segment card was 7, producing dealer 19 while player remained 10. The earlier mental arithmetic “17” is corrected to 19. This counterfactual is source-supported within the same pre-shuffle segment.
HAND 27 POINTER-AWARENESS NOTE: Player stated this was the first time in the session they consciously considered the shoe/card-stream pointer and how a decision could change subsequent card allocation.
HAND 27 PROSPECTIVE NOTE: Player perceived a recent lack of 10-value cards and several recent three-card player wins, expected an upcoming hand might resolve in two cards for either player or dealer, and was prepared to take a slightly increased wager risk.
HAND 28 POST-HAND REFLECTION: The prior two-card expectation felt correct to the player and the £30 wager produced a player natural J+A with a 3:2 payout. The player contemporaneously remembered this as the “first blackjack in session” and expressed no regret about not wagering more because of the enhanced 3:2 payout. AUDIT CONTEXT: the recollection was factually mistaken—Hand 4 was already A+K natural. The mistaken recollection is deliberately retained as human-mindset evidence because it shows the player had forgotten an earlier event during live play; it is not treated as a factual claim that H28 was the first blackjack.
HAND 29 ACTION-DEVIATION NOTE: On 2+8=10 vs dealer 6, Frozen DOUBLE; actual STAND. Player expected high cards, hoped the dealer would bust, and felt the next card might be more beneficial to the dealer than the player, so deliberately risked standing.
HAND 29 POST-HAND REFLECTION: The decision backfired; dealer ranks were 6 + 4 + 10 = 20 while player remained 10. If player had HIT/DOUBLED, the recorded 10 would have gone to the player for 20 and dealer would have been 6+4=10, but the next required dealer card is unavailable within the pre-shuffle source segment.
HAND 29 EVIDENCE-QUALITY NOTE: Dealer card suits were not confidently caught on screen; recorded H29 dealer suits are therefore treated as unknown/recollection rather than exact observed suit evidence.
HAND 30 POST-HAND REFLECTION: Player finished above the £100-profit target and was disappointed by the final two losses, but was glad not to take additional risk simply to force a higher final bankroll.
HAND 29→30 COUNTERFACTUAL BOUNDARY: Hand 30 begins after an explicitly observed shuffle. Its first captured card is K♠, but that post-shuffle K♠ cannot be transplanted backwards as the missing next dealer card of the Hand 29 counterfactual. Therefore the player’s retrospective belief that H29 would have become a push is retained only as a human reflection, NOT as a verified deterministic result. Likewise, an alternative H30 opening produced by shifting the pre-shuffle H29 pointer is not source-verifiable across the observed shuffle reset.

RECONCILIATION STATUS: all mapped notes above are hand-state consistent. The earlier note labelled H6 has been explicitly reassigned by the player to H7 after trace review; H6 remains unchanged. H28 “first blackjack” is retained as a mistaken contemporaneous recollection while H4 remains the factual first natural. H29/H30 counterfactual is stopped at the observed shuffle boundary.
================ END SESSION 9 HUMAN-MINDSET / UAT RECONCILIATION ADDENDUM ================

================ STRUCTURED HUMAN-MINDSET EVENT STREAM | SCHEMA V1 ================
Purpose: machine-readable chronology for a future GUI mindset replay. The event stream supplements, and never replaces, authoritative wager/action/card/outcome evidence.
Replay placement rule: STAGE WAGER appears with the wager decision before the deal; STAGE ACTION appears at the exact player decision before outcome; STAGE POST_HAND appears only after settlement and before the next hand/session end; STAGE AUDIT is never shown as if it had been known live.
Fields: MINDSET_EVENT | Hxx | STAGE <WAGER/ACTION/POST_HAND/AUDIT> | TYPE <semantic category> | TIMING <evidence-time boundary> | SOURCE <capture provenance> | TEXT <escaped text>.
Escaping: a literal field separator inside TEXT is written as \|. Future parsers should unescape it only after splitting fields.
Temporal integrity: factual inputs may later be corrected through an audit record; contemporaneous mental reasoning is immutable once captured. Post-session AUDIT events may qualify or correct factual interpretation but must not rewrite the original live thought.
================ END STRUCTURED HUMAN-MINDSET EVENT STREAM | SCHEMA V1 ================
MINDSET_EVENT | H03 | STAGE WAGER | TYPE DEVIATION_REASON | TIMING PRE_DEAL | SOURCE LIVE_CAPTURE | TEXT Frozen £15.00 -> actual £30.00; several high cards previous 5 cards appearing and dealer had rare 10,10... likely to be a good gamble with low cards across the table...
MINDSET_EVENT | H04 | STAGE WAGER | TYPE DEVIATION_REASON | TIMING PRE_DEAL | SOURCE LIVE_CAPTURE | TEXT Frozen £15.00 -> actual £25.00; this is taken to be higher frozen and its not 15,20 or 30. But it seems dealer will get a neutral card, low card and high card and will bust.. Its likely dealer will get around 13-16 in first two cards and then bust.
MINDSET_EVENT | H06 | STAGE WAGER | TYPE DEVIATION_REASON | TIMING PRE_DEAL | SOURCE LIVE_CAPTURE | TEXT Frozen £15.00 -> actual £25.00; expecting dealer to get no 10 cards since its been common trend. It might arrive on his third card only and bust.. expecting player to get 10 on his second card and first also low.. and it will be another hit on this to get a neutral or low card and close to 21....
MINDSET_EVENT | H08 | STAGE WAGER | TYPE DEVIATION_REASON | TIMING PRE_DEAL | SOURCE LIVE_CAPTURE | TEXT Frozen £15.00 -> actual £35.00; no 10 cards to be seen whatsoever... and lacking neutral cards... expecting favourable hand of potentially two tens.
MINDSET_EVENT | H10 | STAGE WAGER | TYPE DEVIATION_REASON | TIMING PRE_DEAL | SOURCE LIVE_CAPTURE | TEXT Frozen £15.00 -> actual £30.00; expecting lots low cards and then expecting frozen to make best decision which will be taken after..
MINDSET_EVENT | H11 | STAGE WAGER | TYPE DEVIATION_REASON | TIMING PRE_DEAL | SOURCE LIVE_CAPTURE | TEXT Frozen £30.00 -> actual £15.00; feeling is not positive due to recent decline bankroll. feel £30 is too high
MINDSET_EVENT | H13 | STAGE WAGER | TYPE DEVIATION_REASON | TIMING PRE_DEAL | SOURCE LIVE_CAPTURE | TEXT Frozen £30.00 -> actual £15.00; hands too volatile, £30 is too high
MINDSET_EVENT | H14 | STAGE WAGER | TYPE DEVIATION_REASON | TIMING PRE_DEAL | SOURCE LIVE_CAPTURE | TEXT Frozen £15.00 -> actual £35.00; expecting two potential 10 cards... and opportunity to split..
MINDSET_EVENT | H15 | STAGE WAGER | TYPE DEVIATION_REASON | TIMING PRE_DEAL | SOURCE LIVE_CAPTURE | TEXT Frozen £20.00 -> actual £30.00; no recent wins with three cards for player. expecting three card finish
MINDSET_EVENT | H20 | STAGE WAGER | TYPE DEVIATION_REASON | TIMING PRE_DEAL | SOURCE LIVE_CAPTURE | TEXT Frozen £20.00 -> actual £15.00; want to keep above the low profit.. will try to use decisions as oppose to wager to elevate bankrolls
MINDSET_EVENT | H21 | STAGE WAGER | TYPE DEVIATION_REASON | TIMING PRE_DEAL | SOURCE LIVE_CAPTURE | TEXT Frozen £30.00 -> actual £20.00; £30 seems too high, unsure how the 10 cards will scatter. there is only 1 in last 8 cards...
MINDSET_EVENT | H23 | STAGE WAGER | TYPE DEVIATION_REASON | TIMING PRE_DEAL | SOURCE LIVE_CAPTURE | TEXT Frozen £30.00 -> actual £50.00; will try to force a result and climb bankroll massively to previous peak
MINDSET_EVENT | H24 | STAGE WAGER | TYPE DEVIATION_REASON | TIMING PRE_DEAL | SOURCE LIVE_CAPTURE | TEXT Frozen £30.00 -> actual £20.00; will take opportunity to double down unorthodox if possible since rare 10 occurences.
MINDSET_EVENT | H25 | STAGE WAGER | TYPE DEVIATION_REASON | TIMING PRE_DEAL | SOURCE LIVE_CAPTURE | TEXT Frozen £15.00 -> actual £50.00; to climb above the £100 initial bankroll significantly
MINDSET_EVENT | H28 | STAGE WAGER | TYPE DEVIATION_REASON | TIMING PRE_DEAL | SOURCE LIVE_CAPTURE | TEXT Frozen £15.00 -> actual £30.00; expecting two card finish by player or dealer.. hoping player
MINDSET_EVENT | H07 | STAGE ACTION | TYPE DEVIATION_REASON | TIMING PRE_OUTCOME | SOURCE CHAT_LIVE_UAT_RECONCILIATION | TEXT Frozen HIT -> actual STAND on 3+5+2+3=13 vs dealer 7. I thought it is going to be a 10 bust card... and I expect dealer not to have a 10 as the hole card... and potentially receive it in their third card...
MINDSET_EVENT | H08 | STAGE ACTION | TYPE DEVIATION_REASON | TIMING PRE_OUTCOME | SOURCE CHAT_LIVE_UAT_RECONCILIATION | TEXT Frozen HIT -> actual STAND on 15 vs dealer J. Dealer had been getting lots of high hole cards; expected dealer to get a low hole card and potentially bust / receive a low card.
MINDSET_EVENT | H10 | STAGE ACTION | TYPE DEVIATION_REASON | TIMING PRE_OUTCOME | SOURCE CHAT_LIVE_UAT_RECONCILIATION | TEXT Frozen STAND -> actual HIT on 15 vs dealer 3. Expected dealer to have a low hole card and expected the next player card to be neutral and not 10.
MINDSET_EVENT | H11 | STAGE POST_HAND | TYPE PROSPECTIVE_INTENTION | TIMING POST_SETTLEMENT_PRE_NEXT_HAND | SOURCE CHAT_LIVE_UAT_RECONCILIATION | TEXT play next few hands as close to frozen as possible.
MINDSET_EVENT | H16 | STAGE POST_HAND | TYPE MIXED_FINAL_NOTE | TIMING POST_SETTLEMENT_PRE_NEXT_HAND | SOURCE CHAT_LIVE_UAT_RECONCILIATION | TEXT In hindsight, it felt like a missed opportunity to climb the bankroll since it felt like Hand 16 would be a strong hand but I betted too little. I am not going to force the issue in the upcoming hand to try to gain extra; I will stay aligned to Frozen.
MINDSET_EVENT | H19 | STAGE POST_HAND | TYPE MIXED_FINAL_NOTE | TIMING POST_SETTLEMENT_PRE_NEXT_HAND | SOURCE CHAT_LIVE_UAT_RECONCILIATION | TEXT It did not feel comfortable at £30 and it did not seem rebound was possible, but I decided to follow Frozen and unfortunately lost. I am not going to chase massive wagers to recover; I will try to build up slowly wager-wise but change decisions where considered appropriate.
MINDSET_EVENT | H22 | STAGE POST_HAND | TYPE MIXED_FINAL_NOTE | TIMING POST_SETTLEMENT_PRE_NEXT_HAND | SOURCE CHAT_LIVE_UAT_RECONCILIATION | TEXT A massively long hand and it stands out from other sessions. Dealer received a massive stream of cards and it seemed a lucky outcome. I will increase wager massively and force a result.
MINDSET_EVENT | H24 | STAGE POST_HAND | TYPE MIXED_FINAL_NOTE | TIMING POST_SETTLEMENT_PRE_NEXT_HAND | SOURCE CHAT_LIVE_UAT_RECONCILIATION | TEXT I feel aggrieved that with 19 dealer managed to get 20 with two additional cards. In practice it is extra £10 lost than Frozen £30 wager. Doubling on £30 would have created £20 loss, so acceptable outcome. Will try another high risk wager to climb bankroll.
MINDSET_EVENT | H25 | STAGE POST_HAND | TYPE MIXED_FINAL_NOTE | TIMING POST_SETTLEMENT_PRE_NEXT_HAND | SOURCE CHAT_LIVE_UAT_RECONCILIATION | TEXT Big win, not many low cards recently, and recently been winning with two cards, so not going to risk several low cards which might create 3/4-card risky finishes.
MINDSET_EVENT | H26 | STAGE ACTION | TYPE DEVIATION_REASON | TIMING PRE_OUTCOME | SOURCE CHAT_LIVE_UAT_RECONCILIATION | TEXT Frozen DOUBLE -> actual HIT on 6+4=10 vs dealer 8 due to severe amount of 10 cards and uncertainty if dealer will get low hole card before bust, or player will get 10 straight away; minimising loss and not doubling.
MINDSET_EVENT | H26 | STAGE POST_HAND | TYPE MIXED_FINAL_NOTE | TIMING POST_SETTLEMENT_PRE_NEXT_HAND | SOURCE CHAT_LIVE_UAT_RECONCILIATION | TEXT In hindsight I regret not doubling, but it still felt sensible to limit risk as the extra exposure did not seem proportional. It has been a total battle and I have felt torn between Frozen and Hybrid choices. My ultimate target now is to finish above £100 profit, without pushing the risk much further to achieve it.
MINDSET_EVENT | H27 | STAGE POST_HAND | TYPE POST_HAND_REFLECTION | TIMING POST_SETTLEMENT_PRE_NEXT_HAND | SOURCE CHAT_LIVE_UAT_RECONCILIATION | TEXT Was thinking of even standing on 3+7 against dealer 3 which is totally anti-blackjack, but chose to hit to keep bankroll close to £100 profit target.
MINDSET_EVENT | H27 | STAGE POST_HAND | TYPE POINTER_AWARENESS | TIMING POST_SETTLEMENT_PRE_NEXT_HAND | SOURCE CHAT_LIVE_UAT_RECONCILIATION | TEXT First time during the session I consciously became observant of the shoe/card-stream pointer itself and considered how my decision could alter which subsequent cards would be allocated to player and dealer.
MINDSET_EVENT | H27 | STAGE POST_HAND | TYPE PROSPECTIVE_INTENTION | TIMING POST_SETTLEMENT_PRE_NEXT_HAND | SOURCE CHAT_LIVE_UAT_RECONCILIATION | TEXT There appears to have been a recent lack of 10-value cards, while the player has recently had several wins requiring three cards. I have a feeling an upcoming hand may be decided with only two cards, whether player or dealer. I am prepared to take a slightly increased wager risk on that basis.
MINDSET_EVENT | H27 | STAGE AUDIT | TYPE VERIFIED_COUNTERFACTUAL | TIMING POST_SESSION_AUDIT | SOURCE AUDIT_RECONCILIATION | TEXT If player had STOOD on 3+7=10, dealer would have 3+9=12 and next same-segment card 7, reaching dealer 19. Earlier mental arithmetic of 17 corrected to 19.
MINDSET_EVENT | H28 | STAGE POST_HAND | TYPE POST_HAND_REFLECTION | TIMING POST_SETTLEMENT_PRE_NEXT_HAND | SOURCE CHAT_LIVE_UAT_RECONCILIATION | TEXT My instinct from the previous hand felt correct. The hand produced what I remembered at the time as the first player blackjack of the session. I have no regrets about not increasing the wager further, because the blackjack itself provided the enhanced 3:2 payout.
MINDSET_EVENT | H28 | STAGE AUDIT | TYPE MEMORY_CONTEXT | TIMING POST_SESSION_AUDIT | SOURCE AUDIT_RECONCILIATION | TEXT The contemporaneous first-blackjack recollection was mistaken: Hand 4 was already A+K natural. The mistaken recollection is deliberately retained as human-memory evidence, not corrected out of the mindset record.
MINDSET_EVENT | H29 | STAGE ACTION | TYPE DEVIATION_REASON | TIMING PRE_OUTCOME | SOURCE CHAT_LIVE_UAT_RECONCILIATION | TEXT Frozen DOUBLE -> actual STAND on 2+8=10 vs dealer 6. Expected two high cards and possible dealer bust; felt the next card might be more beneficial to dealer, so risked standing.
MINDSET_EVENT | H29 | STAGE POST_HAND | TYPE COUNTERFACTUAL_REFLECTION | TIMING POST_SETTLEMENT_PRE_NEXT_HAND | SOURCE CHAT_LIVE_UAT_RECONCILIATION | TEXT The decision backfired. Dealer received 4 then 10 and finished 20. In hindsight, had I HIT or DOUBLED, I believed the 10 would instead have gone to the player for 20 and dealer would be 6+4=10; eventual dealer result would require the next source card.
MINDSET_EVENT | H29 | STAGE POST_HAND | TYPE EVIDENCE_QUALITY | TIMING POST_SETTLEMENT_PRE_NEXT_HAND | SOURCE CHAT_LIVE_UAT_RECONCILIATION | TEXT I did not catch the dealer card suit(s) reliably during this hand. Dealer suit information for this section is based on recollection rather than confidently observed suit evidence; remembered ranks/order are distinct from suit uncertainty.
MINDSET_EVENT | H30 | STAGE POST_HAND | TYPE MIXED_FINAL_NOTE | TIMING POST_SETTLEMENT_SESSION_END | SOURCE CHAT_LIVE_UAT_RECONCILIATION | TEXT The first card drawn on Hand 30 was K♠. I finished above my £100-profit target and was disappointed with the final two hand outcomes, but I am glad I did not take extra risks simply to push the balance much higher in the last hand. I believed the Hand 29 alternative would have become a push and would have shifted the Hand 30 opening, but the counterfactual cannot be completed beyond the available evidence.
MINDSET_EVENT | H30 | STAGE AUDIT | TYPE COUNTERFACTUAL_BOUNDARY | TIMING POST_SESSION_AUDIT | SOURCE AUDIT_RECONCILIATION | TEXT Hand 30 begins after an explicitly observed shuffle. Its K♠ cannot be transplanted backwards into the Hand 29 pre-shuffle counterfactual. H29 alternative result and shifted H30 opening therefore remain not source-verifiable across the shuffle reset.
================ END SESSION 9 STRUCTURED HUMAN-MINDSET EVENTS ================

================ OBSERVED-SOURCE FROZEN vs CASUAL RECONSTRUCTION | SESSION 20260910_204102 ================
V9.1.5 observed-source boundary: exact captured chronology is replayed in recorded order with observed 247 no-peek timing; every visibly observed shuffle boundary resets to the corresponding captured segment. No card is invented. A-E synthetic shuffle methodology is unchanged.
Frozen replay gate: hands 26 | final £252.00 | W/L/P 13/11/2 | exposure £555.00 | peak £259.50 (hand 20) | trough £70.00 (hand 2) | maxDD £45.00 (hand 23) | FAIL
Frozen observed provenance (authoritative live capture): Total 34 | Textbook/Frozen-Aligned 33 | Research Overrides 1 | Primary H11v10 Overrides 0
Casual decision provenance: N/A
Directly Comparable Action Decisions: N/A | Matched N/A | Different N/A | Alignment N/A
RECONSTRUCTION STATUS: NOT SOURCE-VERIFIED | Frozen gate FAIL | Casual completion FAIL | Arithmetic PASS
Publication rule: do not infer or transplant missing Casual/comparison values from another session.
================ END OBSERVED-SOURCE RECONSTRUCTION | SESSION 20260910_204102 ================

LEDGER_ENTRY | session 20260910_204102 | mode HYBRID | hands 30 | start 100.00 | final 222.00 | session_pl 122.00 | total_decision_events 34 | wager_match 15 | wager_above 10 | wager_below 5 | action_match 27 | action_different 7
PROJECT LEDGER SUMMARY
Completed sessions: 10 | Total hands: 229
Cumulative project P/L: £625.00
Cumulative P/L vs £100 per-session starting capital: 62.50%
Project-equivalent running balance (initial £100 + cumulative P/L): £725.00
Ledger basis: each live session independently starts at research-equivalent £100; cumulative P/L sums session profits/losses.
================ END SESSION 20260910_204102 ================

SHUFFLE_ANALYSIS_STATUS | session 20260910_204102 | PENDING
PLATE_STATUS | session 20260910_204102 | PENDING

================ AUTOMATIC SHUFFLE ROBUSTNESS | SESSION 20260910_204102 ================
ENGINE VERSION: integrated-post-session-v3 | paired_replays_per_method 5000 | seed_base 202609050001
Captured-card reservoir: 163 cards
Comparable-action definition: same replay hand, branch, decision ordinal, player-rank state and dealer upcard in both independently consumed paths.
A | Observed-card permutation: shuffle only the captured session-card reservoir; no cards added.
  Frozen median 77.50 | Casual median 92.50 | Frozen mean 97.37 | Casual mean 95.92
  £200 reach Frozen 29.74% | Casual 20.22% | Mean exposure Frozen 438.45 | Casual 404.03 | Mean maxDD Frozen 92.78 | Casual 83.79
  30-hand completion Frozen 556 | Casual 754 | Both 475
  Mean paired final-bankroll difference Frozen-Casual (both completed): 3.59
  Comparable action decisions total: 134606 | Different actions total: 5927 | Mean Comparable Action Differences: 1.1854
B | Full six-deck RNG: generate and uniformly shuffle a fresh 312-card six-deck shoe.
  Frozen median 80.00 | Casual median 92.50 | Frozen mean 99.52 | Casual mean 96.91
  £200 reach Frozen 30.12% | Casual 20.12% | Mean exposure Frozen 450.70 | Casual 413.83 | Mean maxDD Frozen 92.90 | Casual 83.79
  30-hand completion Frozen 3348 | Casual 3519 | Both 3150
  Mean paired final-bankroll difference Frozen-Casual (both completed): 7.58
  Comparable action decisions total: 137976 | Different actions total: 5740 | Mean Comparable Action Differences: 1.1480
C1 | Penetration 50%: captured reservoir; reshuffle only remaining cards between hands at 50%.
  Frozen median 77.50 | Casual median 85.00 | Frozen mean 96.50 | Casual mean 95.48
  £200 reach Frozen 28.44% | Casual 19.90% | Mean exposure Frozen 438.82 | Casual 405.09 | Mean maxDD Frozen 92.73 | Casual 83.25
  30-hand completion Frozen 578 | Casual 757 | Both 478
  Mean paired final-bankroll difference Frozen-Casual (both completed): 4.06
  Comparable action decisions total: 133141 | Different actions total: 5907 | Mean Comparable Action Differences: 1.1814
C2 | Penetration 65%: captured reservoir; reshuffle only remaining cards between hands at 65%.
  Frozen median 77.50 | Casual median 85.00 | Frozen mean 95.81 | Casual mean 94.67
  £200 reach Frozen 28.76% | Casual 19.36% | Mean exposure Frozen 434.91 | Casual 401.50 | Mean maxDD Frozen 92.94 | Casual 83.82
  30-hand completion Frozen 563 | Casual 789 | Both 480
  Mean paired final-bankroll difference Frozen-Casual (both completed): 9.09
  Comparable action decisions total: 132327 | Different actions total: 5876 | Mean Comparable Action Differences: 1.1752
C3 | Penetration 75%: captured reservoir; reshuffle only remaining cards between hands at 75%.
  Frozen median 75.00 | Casual median 92.50 | Frozen mean 95.31 | Casual mean 95.01
  £200 reach Frozen 28.18% | Casual 20.02% | Mean exposure Frozen 434.91 | Casual 403.68 | Mean maxDD Frozen 93.01 | Casual 84.13
  30-hand completion Frozen 546 | Casual 788 | Both 467
  Mean paired final-bankroll difference Frozen-Casual (both completed): 2.62
  Comparable action decisions total: 132109 | Different actions total: 5968 | Mean Comparable Action Differences: 1.1936
C4 | Penetration 80%: captured reservoir; reshuffle only remaining cards between hands at 80%.
  Frozen median 77.50 | Casual median 85.00 | Frozen mean 95.90 | Casual mean 94.40
  £200 reach Frozen 28.22% | Casual 19.46% | Mean exposure Frozen 433.66 | Casual 401.08 | Mean maxDD Frozen 91.97 | Casual 83.74
  30-hand completion Frozen 523 | Casual 758 | Both 455
  Mean paired final-bankroll difference Frozen-Casual (both completed): 0.60
  Comparable action decisions total: 133626 | Different actions total: 5859 | Mean Comparable Action Differences: 1.1718
D | Physical-style proxy: captured reservoir with deterministic riffle/strip/cut-style mixing.
  Frozen median 77.50 | Casual median 85.00 | Frozen mean 95.45 | Casual mean 94.22
  £200 reach Frozen 27.92% | Casual 19.62% | Mean exposure Frozen 433.23 | Casual 401.98 | Mean maxDD Frozen 93.26 | Casual 84.38
  30-hand completion Frozen 583 | Casual 801 | Both 502
  Mean paired final-bankroll difference Frozen-Casual (both completed): 3.18
  Comparable action decisions total: 132524 | Different actions total: 5939 | Mean Comparable Action Differences: 1.1878
E | Automatic/continuous proxy: captured reservoir; after each complete hand, used cards return and the full reservoir is remixed.
  Frozen median 77.50 | Casual median 85.00 | Frozen mean 97.80 | Casual mean 96.19
  £200 reach Frozen 29.88% | Casual 21.08% | Mean exposure Frozen 449.35 | Casual 414.11 | Mean maxDD Frozen 93.62 | Casual 84.69
  30-hand completion Frozen 3229 | Casual 3461 | Both 3103
  Mean paired final-bankroll difference Frozen-Casual (both completed): 8.03
  Comparable action decisions total: 166369 | Different actions total: 7421 | Mean Comparable Action Differences: 1.4842
Method E boundary: after each COMPLETE hand, consumed cards return to the captured reservoir and the entire reservoir is remixed; no captured card is added, removed or substituted.
Method D boundary: declared mathematical riffle/strip/cut proxy; not a proprietary casino-shuffler reproduction.

================ HYBRID FORMAL-START COUNTERFACTUAL | SESSION 20260910_204102 ================
PURPOSE: replay the unchanged Frozen and fixed Casual policies from the same formal-session starting captured cardstream. The observed Hybrid journey remains separate and authoritative for what was actually played.
Captured formal chronology available: 163 exact rank+suit cards. Each policy consumes independently; no card or settlement is invented.
Frozen from formal start: outcome N/A | hands 28 | W/L/P 14/13/1 | exposure £510.00 | cards consumed 158 | termination SOURCE_EXHAUSTED | NOT SOURCE-COMPLETE | last source-supported bankroll £197.50
Casual from formal start: outcome N/A | hands 28 | W/L/P 14/13/1 | exposure £495.00 | cards consumed 158 | termination SOURCE_EXHAUSTED | NOT SOURCE-COMPLETE | last source-supported bankroll £175.00
Publication rule: if a replay is NOT SOURCE-COMPLETE, its outcome is N/A; the displayed bankroll is only the last source-supported bankroll. Do not present it as a completed journey.
================ END HYBRID FORMAL-START COUNTERFACTUAL | SESSION 20260910_204102 ================

================ STAT-WATCHING CASUAL | SESSION 20260910_204102 ================
EXPERIMENT STATUS: EXPLORATORY COUNTERFACTUAL / DETERMINISTIC / QUARANTINED FROM FROZEN-vs-CASUAL SCORECARD
REPLAY BASIS: FORMAL_START
VISIBLE-EVIDENCE RULE: wager and exit decisions use only completed prior-hand evidence visible to the player; no future cards, shoe composition, or unrevealed dealer hole card is consulted. A hole-card hunch may affect a current play decision only after the dealer up-card is visible and only from previously revealed hole-card history.
POLICY: ordinary wager £15; rare evidence-triggered 2x/3x/4x presses; rolling last-five-hand table impression; deterministic walk-away rule from Hand 8 onward. Existing Casual and Frozen policies are unchanged.
STAY POLICY: the stay-at-table counterfactual keeps the SAME Stat-Watching Casual personality, wager logic, hunch logic and play policy; only the behavioural walk-away trigger is disabled. It never switches to Frozen style.
Chosen behavioural path: hands 10 | bankroll £77.50 | W/L/P 4/6/0 | exposure £180.00 | termination BEHAVIOURAL_EXIT | chosen exit Hand 10 at £77.50
Stay-at-table counterfactual: hands 28 | bankroll £175.00 | W/L/P 14/13/1 | exposure £495.00 | termination SOURCE_EXHAUSTED | NOT SOURCE-COMPLETE
Exit value versus staying: N/A unless a behavioural exit occurs and the stay-at-table replay is source-complete.
PATH_CHOSEN: H0=100.00;H1=85.00;H2=70.00;H3=100.00;H4=122.50;H5=107.50;H6=122.50;H7=92.50;H8=107.50;H9=92.50;H10=77.50
PATH_STAY: H0=100.00;H1=85.00;H2=70.00;H3=100.00;H4=122.50;H5=107.50;H6=122.50;H7=92.50;H8=107.50;H9=92.50;H10=77.50;H11=92.50;H12=77.50;H13=92.50;H14=77.50;H15=92.50;H16=107.50;H17=92.50;H18=77.50;H19=62.50;H20=92.50;H21=107.50;H22=92.50;H23=92.50;H24=77.50;H25=92.50;H26=122.50;H27=152.50;H28=175.00
INFLUENCE | H10 | EXIT | walked away at £77.50 • last 5 hands: low cards 48%, 10-value cards 26%, W/L 2/3 • drawdown from peak £45.00
Publication boundary: exploratory side experiment only. Do not award established Frozen/Casual scorecard percentiles or alter the main comparison from this block without a later declared research phase.
================ END STAT-WATCHING CASUAL | SESSION 20260910_204102 ================

================ ULTIMATE AI | SESSION 20260910_204102 ================
AI POLICY: ULTIMATE-AI-V1-FROZEN-WEIGHTED-GATE | deterministic | Frozen baseline | repository through Session 8
REPLAY BASIS: FORMAL_START
TEMPORAL BOUNDARY: only repository evidence through Session 8 plus evidence visible before each current decision was available. Session 9 completed outcomes were not in the repository during this replay.
V1 GATE: Frozen wins weak evidence and ties. Action/wager overrides require convergent predeclared support; scorecard/percentile similarity has zero live-decision weight until a predecision-safe mapping exists.
Ultimate AI: hands 19 | bankroll N/A | last source-supported £62.50 | P/L N/A | W/L/P 8/11/0 | exposure £315.00 | termination AI_EXIT | NOT SOURCE-COMPLETE
Frozen same-basis comparator: hands 28 | bankroll N/A | P/L N/A | exposure £510.00 | termination SOURCE_EXHAUSTED | NOT SOURCE-COMPLETE
OVERRIDES: action 0 | wager 0 | exit 1
PATH_AI: H0=100.00;H1=85.00;H2=70.00;H3=100.00;H4=122.50;H5=107.50;H6=122.50;H7=92.50;H8=107.50;H9=92.50;H10=77.50;H11=92.50;H12=77.50;H13=92.50;H14=77.50;H15=92.50;H16=107.50;H17=92.50;H18=77.50;H19=62.50
AI_OVERRIDE | H19 EXIT | bankroll £62.50 | trend -2 | drawdown £60.00
Publication boundary: experimental synthesis controller. Descriptive deterministic comparison only; no claim of casino advantage, card prediction or guaranteed profitability.
================ END ULTIMATE AI | SESSION 20260910_204102 ================
SHUFFLE_ANALYSIS_STATUS | session 20260910_204102 | COMPLETE
================ END AUTOMATIC SHUFFLE ROBUSTNESS | SESSION 20260910_204102 ================
PLATE_STATUS | session 20260910_204102 | COMPLETE | operator_confirmation 2026-09-12 15:17:28

================ SESSION 20260912_175237 ================
DETERMINISTIC BLACKJACK - LIVE SESSION REPORT
SESSION NAME: Final test UAT improvements to support inplay comments
PREAMBLE: NO
PLATFORM BALANCE BASIS: Start £2500.00 | Session depletion floor £2400.00 = research-equivalent £0/depleted
Platform Final £2702.00 | Platform Peak £2722.00 | Platform Trough £2500.00 | MaxDD £40.00 | Exposure £635.00
OFFSET RESEARCH-EQUIVALENT: Start £100.00 | Final £302.00 | Peak £322.00 | Trough £100.00
OFFSET RULE: research-equivalent bankroll = platform balance - session depletion floor £2400.00
AFFORDABILITY RULE: session-specific platform floor £2400.00 is protected; wager/double/split affordability uses research-equivalent bankroll only.
MODE: HYBRID - Frozen reference visible; operator choices observed
W/L/P 20/10/0
Wager match/above/below 22/8/0
Action match/different 40/5
HYBRID COUNTERFACTUAL RULE: observed bankroll/W/L/P are the operator's Hybrid journey; S separately replays the unchanged Frozen and Casual policies from the same formal starting cardstream when source permits.
SOURCE: 247blackjack.com
SOURCE TYPE: Online play-money blackjack, configured 6-deck game
CARD GENERATION: computational/RNG implementation; visible six-deck shuffle events recorded from interface
Shuffle events explicitly observed: 2
Total cards recorded: 172
Cards since most recent observed shuffle/start: 10
Exact known rank+suit identities observed: 52
Validation warnings/overrides encountered: 10
Hands re-entered through amendment review: 3
Decision provenance counts:
  TOTAL DECISION EVENTS: 45 (decision events, not hands)
  TEXTBOOK / FROZEN-ALIGNED: 41
  FROZEN RESEARCH OVERRIDE events: 3
  FROZEN PRIMARY HARD11-vs-10 events: 1
Policy note: Pair20-vs-10 STAND is the current Frozen action; provenance records that it replaced the earlier research SPLIT rule, and it also agrees with textbook.
Policy note: HARD11-vs-10 primary remains DOUBLE; Cooling->HIT is a capital-protection alternate, not the primary action used here.
Shuffle log: Shuffle observed before hand 1 after 0 recorded cards since previous start/shuffle. | Shuffle observed before hand 29 after 162 recorded cards since previous start/shuffle.
Penetration is not inferred unless a visible shuffle boundary is recorded; card counts are observational.
Boundary: frozen wagers are historical reference wagers, not proven optimal stakes.
Controller note: exact mature BRAKE predicate is not invented; only explicit handover transitions are used.

PERSONAL-MODE HISTORY ACCESS: recent-table-hand history is hidden by default and, if requested, shown BEFORE the wager; matching-hand history is available only after the current starting cards are known and before the player action.
RECENT TABLE-HAND WINDOW: user-selectable 1-5 previously committed hands from the current session only; the request itself is retained as behavioural evidence and occurs before capital is committed.

OBSERVED INITIAL-HAND INDEX + HISTORICAL OUTCOMES (SUITS EXCLUDED)
HAND_SIGNATURE | 7,Q vs 4
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/1/1
HAND_HISTORY | 7,Q vs 4 | mode HYBRID | action STAND | result W | bank 2500.00->2515.00 | wager 15.00
HAND_SIGNATURE | 4,K vs 6
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 2/0/1
HAND_HISTORY | 4,K vs 6 | mode HYBRID | action STAND | result W | bank 2515.00->2530.00 | wager 15.00
  HISTORY_MATCHES_SHOWN | 1 | total eligible 1 | signature 2,9 vs 2
HAND_SIGNATURE | 2,9 vs 2
  PRIOR_OCCURRENCES | 1 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 2/1/0
HAND_HISTORY | 2,9 vs 2 | mode HYBRID | action HIT | result W | bank 2530.00->2545.00 | wager 15.00
HAND_SIGNATURE | 5,6 vs 9
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 2/1/0
HAND_HISTORY | 5,6 vs 9 | mode HYBRID | action DOUBLE | result W | bank 2545.00->2585.00 | wager 20.00
HAND_SIGNATURE | 5,5 vs 3
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 3/0/0
HAND_HISTORY | 5,5 vs 3 | mode HYBRID | action DOUBLE | result L | bank 2585.00->2555.00 | wager 15.00
HAND_SIGNATURE | 8,8 vs 7
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 0/3/0
HAND_HISTORY | 8,8 vs 7 | mode HYBRID | action SPLIT | result W | bank 2555.00->2555.00 | wager 25.00
HAND_SIGNATURE | 10,A vs Q
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 0/0/3
HAND_HISTORY | 10,A vs Q | mode HYBRID | action NATURAL | result W | bank 2555.00->2577.00 | wager 15.00
HAND_SIGNATURE | 4,5 vs 2
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 3/0/0
HAND_HISTORY | 4,5 vs 2 | mode HYBRID | action DOUBLE | result W | bank 2577.00->2637.00 | wager 30.00
HAND_SIGNATURE | 10,K vs 10
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 0/0/3
HAND_HISTORY | 10,K vs 10 | mode HYBRID | action STAND | result W | bank 2637.00->2652.00 | wager 15.00
HAND_SIGNATURE | 2,4 vs A
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 2/0/1
HAND_HISTORY | 2,4 vs A | mode HYBRID | action HIT | result L | bank 2652.00->2637.00 | wager 15.00
  HISTORY_MATCHES_SHOWN | 1 | total eligible 1 | signature 4,7 vs A
HAND_SIGNATURE | 4,7 vs A
  PRIOR_OCCURRENCES | 1 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/1/1
HAND_HISTORY | 4,7 vs A | mode HYBRID | action HIT | result L | bank 2637.00->2622.00 | wager 15.00
  HISTORY_MATCHES_SHOWN | 1 | total eligible 1 | signature 8,A vs 6
HAND_SIGNATURE | 8,A vs 6
  PRIOR_OCCURRENCES | 1 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/1/1
HAND_HISTORY | 8,A vs 6 | mode HYBRID | action STAND | result W | bank 2622.00->2637.00 | wager 15.00
  HISTORY_MATCHES_SHOWN | 2 | total eligible 2 | signature 3,K vs J
HAND_SIGNATURE | 3,K vs J
  PRIOR_OCCURRENCES | 2 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/0/2
HAND_HISTORY | 3,K vs J | mode HYBRID | action HIT | result W | bank 2637.00->2652.00 | wager 15.00
HAND_SIGNATURE | 4,5 vs K
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 2/0/1
HAND_HISTORY | 4,5 vs K | mode HYBRID | action HIT | result L | bank 2652.00->2637.00 | wager 15.00
HAND_SIGNATURE | 6,9 vs 9
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/2/0
HAND_HISTORY | 6,9 vs 9 | mode HYBRID | action HIT | result L | bank 2637.00->2622.00 | wager 15.00
HAND_SIGNATURE | 2,A vs K
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/0/2
HAND_HISTORY | 2,A vs K | mode HYBRID | action HIT | result W | bank 2622.00->2637.00 | wager 15.00
HAND_SIGNATURE | K,Q vs K
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 0/0/3
HAND_HISTORY | K,Q vs K | mode HYBRID | action STAND | result W | bank 2637.00->2652.00 | wager 15.00
HAND_SIGNATURE | 9,A vs 10
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 0/1/2
HAND_HISTORY | 9,A vs 10 | mode HYBRID | action STAND | result L | bank 2652.00->2627.00 | wager 25.00
HAND_SIGNATURE | 3,9 vs Q
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/1/1
HAND_HISTORY | 3,9 vs Q | mode HYBRID | action HIT | result L | bank 2627.00->2612.00 | wager 15.00
HAND_SIGNATURE | 8,A vs K
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 0/1/2
HAND_HISTORY | 8,A vs K | mode HYBRID | action STAND | result W | bank 2612.00->2642.00 | wager 30.00
HAND_SIGNATURE | 5,8 vs 4
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 2/1/0
HAND_HISTORY | 5,8 vs 4 | mode HYBRID | action STAND | result W | bank 2642.00->2657.00 | wager 15.00
HAND_SIGNATURE | 8,8 vs Q
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 0/2/1
HAND_HISTORY | 8,8 vs Q | mode HYBRID | action SPLIT | result W | bank 2657.00->2657.00 | wager 15.00
HAND_SIGNATURE | K,K vs Q
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 0/0/3
HAND_HISTORY | K,K vs Q | mode HYBRID | action STAND | result L | bank 2657.00->2642.00 | wager 15.00
HAND_SIGNATURE | 4,7 vs 3
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 2/1/0
HAND_HISTORY | 4,7 vs 3 | mode HYBRID | action HIT | result W | bank 2642.00->2657.00 | wager 15.00
HAND_SIGNATURE | 8,K vs 8
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 0/2/1
HAND_HISTORY | 8,K vs 8 | mode HYBRID | action STAND | result W | bank 2657.00->2682.00 | wager 25.00
HAND_SIGNATURE | J,Q vs 9
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 0/1/2
HAND_HISTORY | J,Q vs 9 | mode HYBRID | action STAND | result W | bank 2682.00->2707.00 | wager 25.00
HAND_SIGNATURE | 3,8 vs Q
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/1/1
HAND_HISTORY | 3,8 vs Q | mode HYBRID | action HIT | result W | bank 2707.00->2722.00 | wager 15.00
HAND_SIGNATURE | 10,8 vs 4
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/1/1
HAND_HISTORY | 10,8 vs 4 | mode HYBRID | action STAND | result L | bank 2722.00->2707.00 | wager 15.00
HAND_SIGNATURE | 9,K vs 3
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/1/1
HAND_HISTORY | 9,K vs 3 | mode HYBRID | action STAND | result W | bank 2707.00->2722.00 | wager 15.00
  HISTORY_MATCHES_SHOWN | 1 | total eligible 1 | signature 6,9 vs 7
HAND_SIGNATURE | 6,9 vs 7
  PRIOR_OCCURRENCES | 1 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/2/0
HAND_HISTORY | 6,9 vs 7 | mode HYBRID | action HIT | result L | bank 2722.00->2702.00 | wager 20.00

CHRONOLOGICAL CARD DATASET (RECONSTRUCTED DEAL ORDER)
Order rule observed on 247 animation: Player1 -> Dealer hole -> Player2 -> Dealer up -> subsequent player cards -> subsequent dealer draws.
Dealer hole cards are entered later when revealed but are retrospectively placed as the dealer's first dealt card, matching the observed 247 animation.
Split/post-deal cards are retained in operator-entry order; if platform split dealing order differs, that sub-order must be reviewed before deterministic replay.
HAND 1 DEAL-ORDER RECONSTRUCTION
#001 | H01 | PLAYER card 1          | Q♣
#002 | H01 | DEALER hole card       | A♠
#003 | H01 | PLAYER card 2          | 7♠
#004 | H01 | DEALER upcard          | 4♠
#005 | H01 | DEALER draw 1          | K♠
#006 | H01 | DEALER draw 2          | Q♠

HAND 2 DEAL-ORDER RECONSTRUCTION
#007 | H02 | PLAYER card 1          | 4♦
#008 | H02 | DEALER hole card       | Q♥
#009 | H02 | PLAYER card 2          | K♦
#010 | H02 | DEALER upcard          | 6♥
#011 | H02 | DEALER draw 1          | Q♥

HAND 3 DEAL-ORDER RECONSTRUCTION
#012 | H03 | PLAYER card 1          | 2♦
#013 | H03 | DEALER hole card       | 2♣
#014 | H03 | PLAYER card 2          | 9♥
#015 | H03 | DEALER upcard          | 2♠
#016 | H03 | PLAYER post-deal card  | 8♣
#017 | H03 | DEALER draw 1          | 5♠
#018 | H03 | DEALER draw 2          | 3♠
#019 | H03 | DEALER draw 3          | 5♥

HAND 4 DEAL-ORDER RECONSTRUCTION
#020 | H04 | PLAYER card 1          | 5♦
#021 | H04 | DEALER hole card       | A♥
#022 | H04 | PLAYER card 2          | 6♠
#023 | H04 | DEALER upcard          | 9♦
#024 | H04 | PLAYER post-deal card  | J♣

HAND 5 DEAL-ORDER RECONSTRUCTION
#025 | H05 | PLAYER card 1          | 5♦
#026 | H05 | DEALER hole card       | 8♠
#027 | H05 | PLAYER card 2          | 5♠
#028 | H05 | DEALER upcard          | 3♣
#029 | H05 | PLAYER post-deal card  | 3♣
#030 | H05 | DEALER draw 1          | 8♥

HAND 6 DEAL-ORDER RECONSTRUCTION
#031 | H06 | PLAYER card 1          | 8♦
#032 | H06 | DEALER hole card       | J♣
#033 | H06 | PLAYER card 2          | 8♠
#034 | H06 | DEALER upcard          | 7♥
#035 | H06 | PLAYER post-deal card  | J♣
#036 | H06 | PLAYER post-deal card  | 7♦
#037 | H06 | PLAYER post-deal card  | 10♦

HAND 7 DEAL-ORDER RECONSTRUCTION
#038 | H07 | PLAYER card 1          | A♦
#039 | H07 | DEALER hole card       | 5♥
#040 | H07 | PLAYER card 2          | 10♦
#041 | H07 | DEALER upcard          | Q♣
#042 | H07 | DEALER draw 1          | A♠
#043 | H07 | DEALER draw 2          | 6♣

HAND 8 DEAL-ORDER RECONSTRUCTION
#044 | H08 | PLAYER card 1          | 5♠
#045 | H08 | DEALER hole card       | 5♥
#046 | H08 | PLAYER card 2          | 4♣
#047 | H08 | DEALER upcard          | 2♠
#048 | H08 | PLAYER post-deal card  | 9♣
#049 | H08 | DEALER draw 1          | 4♣
#050 | H08 | DEALER draw 2          | 4♦
#051 | H08 | DEALER draw 3          | 9♥

HAND 9 DEAL-ORDER RECONSTRUCTION
#052 | H09 | PLAYER card 1          | K♥
#053 | H09 | DEALER hole card       | 3♠
#054 | H09 | PLAYER card 2          | 10♦
#055 | H09 | DEALER upcard          | 10♣
#056 | H09 | DEALER draw 1          | 6♣

HAND 10 DEAL-ORDER RECONSTRUCTION
#057 | H10 | PLAYER card 1          | 4♣
#058 | H10 | DEALER hole card       | 3♠
#059 | H10 | PLAYER card 2          | 2♣
#060 | H10 | DEALER upcard          | A♣
#061 | H10 | PLAYER post-deal card  | 5♥
#062 | H10 | PLAYER post-deal card  | 5♠
#063 | H10 | PLAYER post-deal card  | 10♥

HAND 11 DEAL-ORDER RECONSTRUCTION
#064 | H11 | PLAYER card 1          | 4♣
#065 | H11 | DEALER hole card       | J♦
#066 | H11 | PLAYER card 2          | 7♠
#067 | H11 | DEALER upcard          | A♠
#068 | H11 | PLAYER post-deal card  | 3♣
#069 | H11 | PLAYER post-deal card  | J♥

HAND 12 DEAL-ORDER RECONSTRUCTION
#070 | H12 | PLAYER card 1          | A♣
#071 | H12 | DEALER hole card       | 2♥
#072 | H12 | PLAYER card 2          | 8♦
#073 | H12 | DEALER upcard          | 6♣
#074 | H12 | DEALER draw 1          | Q♦

HAND 13 DEAL-ORDER RECONSTRUCTION
#075 | H13 | PLAYER card 1          | 3♦
#076 | H13 | DEALER hole card       | 6♦
#077 | H13 | PLAYER card 2          | K♦
#078 | H13 | DEALER upcard          | J♦
#079 | H13 | PLAYER post-deal card  | 6♦
#080 | H13 | DEALER draw 1          | 10♣

HAND 14 DEAL-ORDER RECONSTRUCTION
#081 | H14 | PLAYER card 1          | 4♥
#082 | H14 | DEALER hole card       | 3♣
#083 | H14 | PLAYER card 2          | 5♣
#084 | H14 | DEALER upcard          | K♣
#085 | H14 | PLAYER post-deal card  | 7♦
#086 | H14 | PLAYER post-deal card  | Q♣

HAND 15 DEAL-ORDER RECONSTRUCTION
#087 | H15 | PLAYER card 1          | 6♠
#088 | H15 | DEALER hole card       | J♥
#089 | H15 | PLAYER card 2          | 9♠
#090 | H15 | DEALER upcard          | 9♣
#091 | H15 | PLAYER post-deal card  | 7♦

HAND 16 DEAL-ORDER RECONSTRUCTION
#092 | H16 | PLAYER card 1          | 2♣
#093 | H16 | DEALER hole card       | 4♠
#094 | H16 | PLAYER card 2          | A♥
#095 | H16 | DEALER upcard          | K♠
#096 | H16 | PLAYER post-deal card  | 9♠
#097 | H16 | PLAYER post-deal card  | 7♠
#098 | H16 | DEALER draw 1          | 10♣

HAND 17 DEAL-ORDER RECONSTRUCTION
#099 | H17 | PLAYER card 1          | Q♦
#100 | H17 | DEALER hole card       | 4♦
#101 | H17 | PLAYER card 2          | K♣
#102 | H17 | DEALER upcard          | K♦
#103 | H17 | DEALER draw 1          | J♠

HAND 18 DEAL-ORDER RECONSTRUCTION
#104 | H18 | PLAYER card 1          | 9♣
#105 | H18 | DEALER hole card       | A♣
#106 | H18 | PLAYER card 2          | A♣
#107 | H18 | DEALER upcard          | 10♠

HAND 19 DEAL-ORDER RECONSTRUCTION
#108 | H19 | PLAYER card 1          | 9♦
#109 | H19 | DEALER hole card       | 6♥
#110 | H19 | PLAYER card 2          | 3♠
#111 | H19 | DEALER upcard          | Q♥
#112 | H19 | PLAYER post-deal card  | 2♣
#113 | H19 | PLAYER post-deal card  | J♣

HAND 20 DEAL-ORDER RECONSTRUCTION
#114 | H20 | PLAYER card 1          | 8♦
#115 | H20 | DEALER hole card       | 5♠
#116 | H20 | PLAYER card 2          | A♦
#117 | H20 | DEALER upcard          | K♥
#118 | H20 | DEALER draw 1          | 2♠

HAND 21 DEAL-ORDER RECONSTRUCTION
#119 | H21 | PLAYER card 1          | 5♣
#120 | H21 | DEALER hole card       | J♠
#121 | H21 | PLAYER card 2          | 8♠
#122 | H21 | DEALER upcard          | 4♥
#123 | H21 | DEALER draw 1          | Q♠

HAND 22 DEAL-ORDER RECONSTRUCTION
#124 | H22 | PLAYER card 1          | 8♣
#125 | H22 | DEALER hole card       | 9♣
#126 | H22 | PLAYER card 2          | 8♠
#127 | H22 | DEALER upcard          | Q♥
#128 | H22 | PLAYER post-deal card  | 2♠
#129 | H22 | PLAYER post-deal card  | 7♦
#130 | H22 | PLAYER post-deal card  | 5♠
#131 | H22 | PLAYER post-deal card  | 6?

HAND 23 DEAL-ORDER RECONSTRUCTION
#132 | H23 | PLAYER card 1          | K♠
#133 | H23 | DEALER hole card       | A♦
#134 | H23 | PLAYER card 2          | K♦
#135 | H23 | DEALER upcard          | Q♠

HAND 24 DEAL-ORDER RECONSTRUCTION
#136 | H24 | PLAYER card 1          | 7♥
#137 | H24 | DEALER hole card       | 5♥
#138 | H24 | PLAYER card 2          | 4♠
#139 | H24 | DEALER upcard          | 3♥
#140 | H24 | PLAYER post-deal card  | 7♦
#141 | H24 | DEALER draw 1          | 9♠

HAND 25 DEAL-ORDER RECONSTRUCTION
#142 | H25 | PLAYER card 1          | K♠
#143 | H25 | DEALER hole card       | 6♥
#144 | H25 | PLAYER card 2          | 8♦
#145 | H25 | DEALER upcard          | 8♥
#146 | H25 | DEALER draw 1          | J♠

HAND 26 DEAL-ORDER RECONSTRUCTION
#147 | H26 | PLAYER card 1          | J♦
#148 | H26 | DEALER hole card       | 8♠
#149 | H26 | PLAYER card 2          | Q♣
#150 | H26 | DEALER upcard          | 9♥

HAND 27 DEAL-ORDER RECONSTRUCTION
#151 | H27 | PLAYER card 1          | 3♦
#152 | H27 | DEALER hole card       | 9♥
#153 | H27 | PLAYER card 2          | 8♥
#154 | H27 | DEALER upcard          | Q♦
#155 | H27 | PLAYER post-deal card  | 9♦

HAND 28 DEAL-ORDER RECONSTRUCTION
#156 | H28 | PLAYER card 1          | 8♠
#157 | H28 | DEALER hole card       | 7♥
#158 | H28 | PLAYER card 2          | 10♥
#159 | H28 | DEALER upcard          | 4♣
#160 | H28 | DEALER draw 1          | J♥

HAND 29 DEAL-ORDER RECONSTRUCTION
#161 | H29 | PLAYER card 1          | 9♥
#162 | H29 | DEALER hole card       | Q♣
#163 | H29 | PLAYER card 2          | K♣
#164 | H29 | DEALER upcard          | 3♥
#165 | H29 | DEALER draw 1          | Q♣

HAND 30 DEAL-ORDER RECONSTRUCTION
#166 | H30 | PLAYER card 1          | 9♠
#167 | H30 | DEALER hole card       | 9♥
#168 | H30 | PLAYER card 2          | 6♠
#169 | H30 | DEALER upcard          | 7♣
#170 | H30 | PLAYER post-deal card  | 8♠


AUDIT LOG

DETERMINISTIC BLACKJACK - LIVE 30-HAND COMPANION
Manual external-session entry | actual platform balance captured before Hand 1 | dynamic £100 research frame | 30-hand reference
SOURCE: 247blackjack.com | PLAY-MONEY | configured 6-deck game
VALIDATION ON: suit required, wager checked, balance arithmetic checked where determinable.
HAND REVIEW ON: rejected/amended current hands roll back before re-entry.
SESSION NAME: Final test UAT improvements to support inplay comments
HYBRID MODE: Frozen wager/action reference remains visible; your entered wager/actions are the observed journey. Full Frozen counterfactual is calculated by S when source-complete.
STARTING BALANCE CHECK: remove/clear ALL wagers or chips from the table before reading the balance.
Clear/remove all wagers/chips first. Do not enter the opening balance while a wager is committed.
SESSION START BALANCE CONFIRMED: Platform £2500.00 | research-equivalent £100.00 | session depletion floor £2400.00
SESSION START BALANCE | Platform £2500.00 | Research-equivalent £100.00 | Session depletion floor £2400.00
Cumulative project file: C:\Users\amlania1\Downloads\bjack\liveplay\CLI\output.txt


========== HAND 1 / 30 ==========
SHUFFLE RECORDED before hand 1 | previous segment cards recorded: 0
Bankroll £2500.00 | Research-equivalent available £100.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player Q♣,7♠ = 17 | Dealer 4♠
OBSERVED HAND (suits excluded): 7,Q vs 4
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 1 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN Q♣,7♠ = 17 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | Q♣,7♠ vs 4♠ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | Q♣,7♠ | frozen STAND | actual STAND
Dealer 4♠,A♠,K♠,Q♠ = 25 BUST

--- CARD STREAM REVIEW: HAND 1 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#001 | H01 | PLAYER card 1          | QC
#002 | H01 | DEALER hole card       | AS
#003 | H01 | PLAYER card 2          | 7S
#004 | H01 | DEALER upcard          | 4S
#005 | H01 | DEALER draw 1          | KS
#006 | H01 | DEALER draw 2          | QS
TOTAL CARDS RECORDED THIS HAND: 6
--- END CARD STREAM REVIEW ---

Allowed: YN
RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 17 vs Dealer 25
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2515.00
  HAND_HISTORY | 7,Q vs 4 | mode HYBRID | action STAND | result W | bank 2500.00->2515.00 | wager 15.00
HAND 01 | 2500.00->2515.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P Q♣,7♠ | D-up 4♠ | D-hidden/draw A♠,K♠,Q♠ | W
Recorded | Peak £2515.00 | Trough £2500.00 | MaxDD £0.00 | Exposure £15.00

========== HAND 2 / 30 ==========
Bankroll £2515.00 | Research-equivalent available £115.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 4♦,K♦ = 14 | Dealer 6♥
OBSERVED HAND (suits excluded): 4,K vs 6 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 2 | Neutral 0 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 4♦,K♦ = 14 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 4♦,K♦ vs 6♥ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 4♦,K♦ | frozen STAND | actual STAND
Dealer 6♥,Q♥,Q♥ = 26 BUST

--- CARD STREAM REVIEW: HAND 2 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#007 | H02 | PLAYER card 1          | 4D
#008 | H02 | DEALER hole card       | QH
#009 | H02 | PLAYER card 2          | KD
#010 | H02 | DEALER upcard          | 6H
#011 | H02 | DEALER draw 1          | QH
TOTAL CARDS RECORDED THIS HAND: 5
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 14 vs Dealer 26
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2530.00
Allowed: YN
  FINAL HAND NOTE | H2 | type PROSPECTIVE_INTENTION | captured after settlement and before next hand | two high and favourable hole cards dealer, high cards dominating... will keep to frozen, now expecting several 3+ card finishes on wins..
  MINDSET_EVENT | H02 | STAGE POST_HAND | TYPE PROSPECTIVE_INTENTION | TIMING POST_SETTLEMENT_PRE_NEXT_HAND | SOURCE LIVE_CAPTURE | TEXT two high and favourable hole cards dealer, high cards dominating... will keep to frozen, now expecting several 3+ card finishes on wins..
  HAND_HISTORY | 4,K vs 6 | mode HYBRID | action STAND | result W | bank 2515.00->2530.00 | wager 15.00
HAND 02 | 2515.00->2530.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 4♦,K♦ | D-up 6♥ | D-hidden/draw Q♥,Q♥ | W
Recorded | Peak £2530.00 | Trough £2500.00 | MaxDD £0.00 | Exposure £30.00
CARD-STREAM REVIEW: hand 3 rejected before result/bankroll entry; re-entering the hand.
  CARD-STREAM REVIEW | Hand 3 rejected by operator; replacement entry follows.

========== HAND 3 / 30 ==========
Bankroll £2530.00 | Research-equivalent available £130.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 2♦,9♥ = 11 | Dealer 2♠
OBSERVED HAND (suits excluded): 2,9 vs 2 | appeared before in project output: 1 time(s)
CURRENT STARTING HAND | 2,9 vs 2
PREVIOUS MATCHES | showing most recent 1 of 1
  PREVIOUS 1 | mode FROZEN | action DOUBLE | result W | bank 2559.00->2589.00 | wager 15.00
ALL PREVIOUS OCCURRENCES | TOTAL 1 | W 1 (100.0%) | L 0 (0.0%) | P 0 (0.0%)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 2 | Neutral 1 | High 0
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 2♦,9♥ = 11 | FROZEN POLICY: DOUBLE [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 2♦,9♥ vs 2♠ | DOUBLE | TEXTBOOK / FROZEN-ALIGNED
CHECK: frozen reference action is DOUBLE but entered action is HIT.
  MAIN | 2♦,9♥ | frozen DOUBLE | actual HIT | ACTION DEVIATION reason OTHER | note two high and favourable hole cards dealer, high cards dominating... will keep to frozen, now expecting several 3+ card finishes on wins..
  MINDSET_EVENT | H03 | STAGE ACTION | TYPE DEVIATION_REASON | TIMING PRE_OUTCOME | SOURCE LIVE_CAPTURE | TEXT MAIN \| 2♦,9♥ vs dealer 2 \| Frozen DOUBLE -> actual HIT \| reason OTHER \| two high and favourable hole cards dealer, high cards dominating... will keep to frozen, now expecting several 3+ card finishes on wins..
MAIN 2♦,9♥,8♣ = 19 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 2♦,9♥,8♣ vs 2♠ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 2♦,9♥,8♣ | frozen STAND | actual STAND
Dealer 2♠,2♣,5♠,3♠,5♥ = 17

--- CARD STREAM REVIEW: HAND 3 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#012 | H03 | PLAYER card 1          | 2D
#013 | H03 | DEALER hole card       | 2C
#014 | H03 | PLAYER card 2          | 9H
#015 | H03 | DEALER upcard          | 2S
#016 | H03 | PLAYER post-deal card  | 8C
#017 | H03 | DEALER draw 1          | 5S
#018 | H03 | DEALER draw 2          | 3S
#019 | H03 | DEALER draw 3          | 5H
TOTAL CARDS RECORDED THIS HAND: 8
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 19 vs Dealer 17
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2545.00
  FINAL HAND NOTE | H3 | type PROSPECTIVE_INTENTION | captured after settlement and before next hand | the low cards have now appeared massively, its likely to bring a run of 10,10 for either player or dealer in next few hands.. Will take opportunity to double, but will keep frozen wager, perhaps increase it slightly
  MINDSET_EVENT | H03 | STAGE POST_HAND | TYPE PROSPECTIVE_INTENTION | TIMING POST_SETTLEMENT_PRE_NEXT_HAND | SOURCE LIVE_CAPTURE | TEXT the low cards have now appeared massively, its likely to bring a run of 10,10 for either player or dealer in next few hands.. Will take opportunity to double, but will keep frozen wager, perhaps increase it slightly
  HAND_HISTORY | 2,9 vs 2 | mode HYBRID | action HIT | result W | bank 2530.00->2545.00 | wager 15.00
HAND 03 | 2530.00->2545.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 2♦,9♥,8♣ | D-up 2♠ | D-hidden/draw 2♣,5♠,3♠,5♥ | W
Recorded | Peak £2545.00 | Trough £2500.00 | MaxDD £0.00 | Exposure £45.00

========== HAND 4 / 30 ==========
Bankroll £2545.00 | Research-equivalent available £145.00 | State NORMAL | FROZEN WAGER £15.00
CHECK: frozen reference is £15.00 but entered wager is £20.00.
  WAGER DEVIATION | frozen_reference 15.00 | actual 20.00 | difference 5.00 | reason INTENTIONAL
  MINDSET_EVENT | H04 | STAGE WAGER | TYPE DEVIATION_REASON | TIMING PRE_DEAL | SOURCE LIVE_CAPTURE | TEXT Frozen £15.00 -> actual £20.00 \| reason INTENTIONAL
Wager: £5.00 ABOVE reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 5♦,6♠ = 11 | Dealer 9♦
OBSERVED HAND (suits excluded): 5,6 vs 9 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 2 | Neutral 1 | High 0
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 5♦,6♠ = 11 | FROZEN POLICY: DOUBLE [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 5♦,6♠ vs 9♦ | DOUBLE | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 5♦,6♠ | frozen DOUBLE | actual DOUBLE
MAIN after DOUBLE: 5♦,6♠,J♣ = 21
Dealer 9♦,A♥ = soft 20

--- CARD STREAM REVIEW: HAND 4 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#020 | H04 | PLAYER card 1          | 5D
#021 | H04 | DEALER hole card       | AH
#022 | H04 | PLAYER card 2          | 6S
#023 | H04 | DEALER upcard          | 9D
#024 | H04 | PLAYER post-deal card  | JC
TOTAL CARDS RECORDED THIS HAND: 5
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 21 vs Dealer 20
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2585.00
  FINAL HAND NOTE | H4 | type POST_HAND_REFLECTION | captured after settlement and before next hand | My instinct was exactly right, opportunity arose to double.. regret not being more aggressive. But not going to chase the situation..... There is still lack of 10's on table.. potentially will get chance to split but will take actions given by frozen after.. table is too unstable.
  MINDSET_EVENT | H04 | STAGE POST_HAND | TYPE POST_HAND_REFLECTION | TIMING POST_SETTLEMENT_PRE_NEXT_HAND | SOURCE LIVE_CAPTURE | TEXT My instinct was exactly right, opportunity arose to double.. regret not being more aggressive. But not going to chase the situation..... There is still lack of 10's on table.. potentially will get chance to split but will take actions given by frozen after.. table is too unstable.
  HAND_HISTORY | 5,6 vs 9 | mode HYBRID | action DOUBLE | result W | bank 2545.00->2585.00 | wager 20.00
HAND 04 | 2545.00->2585.00 | ref 15.00 actual 20.00 | committed 40.00 | NORMAL | P 5♦,6♠,J♣ | D-up 9♦ | D-hidden/draw A♥ | W
Recorded | Peak £2585.00 | Trough £2500.00 | MaxDD £0.00 | Exposure £85.00

========== HAND 5 / 30 ==========
Bankroll £2585.00 | Research-equivalent available £185.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 5♦,5♠ = 10 | Dealer 3♣
OBSERVED HAND (suits excluded): 5,5 vs 3 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 3 | Neutral 0 | High 0
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 5♦,5♠ = 10 | FROZEN POLICY: DOUBLE [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 5♦,5♠ vs 3♣ | DOUBLE | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 5♦,5♠ | frozen DOUBLE | actual DOUBLE
MAIN after DOUBLE: 5♦,5♠,3♣ = 13
Dealer 3♣,8♠,8♥ = 19

--- CARD STREAM REVIEW: HAND 5 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#025 | H05 | PLAYER card 1          | 5D
#026 | H05 | DEALER hole card       | 8S
#027 | H05 | PLAYER card 2          | 5S
#028 | H05 | DEALER upcard          | 3C
#029 | H05 | PLAYER post-deal card  | 3C
#030 | H05 | DEALER draw 1          | 8H
TOTAL CARDS RECORDED THIS HAND: 6
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 13 vs Dealer 19
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2555.00
Allowed: RPECM
  FINAL HAND NOTE | H5 | type POST_HAND_REFLECTION | captured after settlement and before next hand | my reflection was split opportunity before and it did arise.. unfortunately it coincided with double.. Had I split, I would have (5+8) and (5+3).. So this will be observation to study next few cards on what could have been.. But it was wrong to double
  MINDSET_EVENT | H05 | STAGE POST_HAND | TYPE POST_HAND_REFLECTION | TIMING POST_SETTLEMENT_PRE_NEXT_HAND | SOURCE LIVE_CAPTURE | TEXT my reflection was split opportunity before and it did arise.. unfortunately it coincided with double.. Had I split, I would have (5+8) and (5+3).. So this will be observation to study next few cards on what could have been.. But it was wrong to double
  HAND_HISTORY | 5,5 vs 3 | mode HYBRID | action DOUBLE | result L | bank 2585.00->2555.00 | wager 15.00
HAND 05 | 2585.00->2555.00 | ref 15.00 actual 15.00 | committed 30.00 | NORMAL | P 5♦,5♠,3♣ | D-up 3♣ | D-hidden/draw 8♠,8♥ | L
Recorded | Peak £2585.00 | Trough £2500.00 | MaxDD £30.00 | Exposure £115.00

========== HAND 6 / 30 ==========
Bankroll £2555.00 | Research-equivalent available £155.00 | State NORMAL | FROZEN WAGER £15.00
CHECK: frozen reference is £15.00 but entered wager is £25.00.
  WAGER DEVIATION | frozen_reference 15.00 | actual 25.00 | difference 10.00 | reason INTENTIONAL
  MINDSET_EVENT | H06 | STAGE WAGER | TYPE DEVIATION_REASON | TIMING PRE_DEAL | SOURCE LIVE_CAPTURE | TEXT Frozen £15.00 -> actual £25.00 \| reason INTENTIONAL
Wager: £10.00 ABOVE reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 8♦,8♠ = 16 | Dealer 7♥
OBSERVED HAND (suits excluded): 8,8 vs 7 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 0 | Neutral 3 | High 0
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 8♦,8♠ = 16 | FROZEN POLICY: SPLIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 8♦,8♠ vs 7♥ | SPLIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 8♦,8♠ | frozen SPLIT | actual SPLIT
Split A 8♦,J♣ = 18
Split B 8♠,7♦ = 15
SPLIT A 8♦,J♣ = 18 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | SPLIT A | 8♦,J♣ vs 7♥ | STAND | TEXTBOOK / FROZEN-ALIGNED
  SPLIT A | 8♦,J♣ | frozen STAND | actual STAND
SPLIT B 8♠,7♦ = 15 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | SPLIT B | 8♠,7♦ vs 7♥ | HIT | TEXTBOOK / FROZEN-ALIGNED
  SPLIT B | 8♠,7♦ | frozen HIT | actual HIT
SPLIT B BUST at 25
Dealer 7♥,J♣ = 17

--- CARD STREAM REVIEW: HAND 6 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#031 | H06 | PLAYER card 1          | 8D
#032 | H06 | DEALER hole card       | JC
#033 | H06 | PLAYER card 2          | 8S
#034 | H06 | DEALER upcard          | 7H
#035 | H06 | PLAYER post-deal card  | JC
#036 | H06 | PLAYER post-deal card  | 7D
#037 | H06 | PLAYER post-deal card  | 10D
SPLIT NOTE: post-deal split cards are shown in operator-entry order; verify this sub-order against the screen.
TOTAL CARDS RECORDED THIS HAND: 7
--- END CARD STREAM REVIEW ---

SPLIT CHILD CHECK | A 18 vs Dealer 17 = PLAYER WIN | B 25 vs Dealer 17 = PLAYER LOSS
  SPLIT_CHILD_RESULT | A total 18 stake 25.00 result W | B total 25 stake 25.00 result L | dealer 17
Mixed split outcomes: round-level W/L/P retained as entered; child outcomes will drive balance validation.
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
SPLIT BALANCE CHECK | A W £25.00 | B L £25.00 | expected £2555.00
BALANCE VALIDATED ✓ expected £2555.00
  FINAL HAND NOTE | H6 | type POST_HAND_REFLECTION | captured after settlement and before next hand | one hand rescued other, no massive damage
  MINDSET_EVENT | H06 | STAGE POST_HAND | TYPE POST_HAND_REFLECTION | TIMING POST_SETTLEMENT_PRE_NEXT_HAND | SOURCE LIVE_CAPTURE | TEXT one hand rescued other, no massive damage
  HAND_HISTORY | 8,8 vs 7 | mode HYBRID | action SPLIT | result W | bank 2555.00->2555.00 | wager 25.00
HAND 06 | 2555.00->2555.00 | ref 15.00 actual 25.00 | committed 50.00 | NORMAL | P 8♦,8♠ | D-up 7♥ | D-hidden/draw J♣ | W
Recorded | Peak £2585.00 | Trough £2500.00 | MaxDD £30.00 | Exposure £165.00
CARD-STREAM REVIEW: hand 7 rejected before result/bankroll entry; re-entering the hand.
  CARD-STREAM REVIEW | Hand 7 rejected by operator; replacement entry follows.

========== HAND 7 / 30 ==========
Bankroll £2555.00 | Research-equivalent available £155.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player A♦,10♦ = soft 21 | Dealer Q♣
OBSERVED HAND (suits excluded): 10,A vs Q | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 0 | Neutral 0 | High 3
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
Player 21/natural: no further player decision entered here.
Dealer Q♣,5♥,A♠,6♣ = 22 BUST

--- CARD STREAM REVIEW: HAND 7 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#038 | H07 | PLAYER card 1          | AD
#039 | H07 | DEALER hole card       | 5H
#040 | H07 | PLAYER card 2          | 10D
#041 | H07 | DEALER upcard          | QC
#042 | H07 | DEALER draw 1          | AS
#043 | H07 | DEALER draw 2          | 6C
TOTAL CARDS RECORDED THIS HAND: 6
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 21 vs Dealer 22
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
*** BALANCE VALIDATION WARNING ***
Start £2555.00 | committed stake £15.00 | result W | natural blackjack
Expected £2577.50 | entered £2577.00 | difference £-0.50
  VALIDATION OVERRIDE | expected 2577.50 entered 2577.00 | as shown
  FINAL HAND NOTE | H7 | type POST_HAND_REFLECTION | captured after settlement and before next hand | unsure run of cards, could not forsee this... expecting next hand to be 6+ card finish, will wager higher to fight the hand
  MINDSET_EVENT | H07 | STAGE POST_HAND | TYPE POST_HAND_REFLECTION | TIMING POST_SETTLEMENT_PRE_NEXT_HAND | SOURCE LIVE_CAPTURE | TEXT unsure run of cards, could not forsee this... expecting next hand to be 6+ card finish, will wager higher to fight the hand
  HAND_HISTORY | 10,A vs Q | mode HYBRID | action NATURAL | result W | bank 2555.00->2577.00 | wager 15.00
HAND 07 | 2555.00->2577.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P A♦,10♦ | D-up Q♣ | D-hidden/draw 5♥,A♠,6♣ | W
Recorded | Peak £2585.00 | Trough £2500.00 | MaxDD £30.00 | Exposure £180.00

========== HAND 8 / 30 ==========
Bankroll £2577.00 | Research-equivalent available £177.00 | State NORMAL | FROZEN WAGER £15.00
CHECK: frozen reference is £15.00 but entered wager is £30.00.
  WAGER DEVIATION | frozen_reference 15.00 | actual 30.00 | difference 15.00 | reason INTENTIONAL
  MINDSET_EVENT | H08 | STAGE WAGER | TYPE DEVIATION_REASON | TIMING PRE_DEAL | SOURCE LIVE_CAPTURE | TEXT Frozen £15.00 -> actual £30.00 \| reason INTENTIONAL
Wager: £15.00 ABOVE reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 5♠,4♣ = 9 | Dealer 2♠
OBSERVED HAND (suits excluded): 4,5 vs 2 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 3 | Neutral 0 | High 0
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 5♠,4♣ = 9 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 5♠,4♣ vs 2♠ | HIT | TEXTBOOK / FROZEN-ALIGNED
CHECK: frozen reference action is HIT but entered action is DOUBLE.
  MAIN | 5♠,4♣ | frozen HIT | actual DOUBLE | ACTION DEVIATION reason OTHER | note not seen tens for while, risky override
  MINDSET_EVENT | H08 | STAGE ACTION | TYPE DEVIATION_REASON | TIMING PRE_OUTCOME | SOURCE LIVE_CAPTURE | TEXT MAIN \| 5♠,4♣ vs dealer 2 \| Frozen HIT -> actual DOUBLE \| reason OTHER \| not seen tens for while, risky override
MAIN after DOUBLE: 5♠,4♣,9♣ = 18
Dealer 2♠,5♥,4♣,4♦,9♥ = 24 BUST

--- CARD STREAM REVIEW: HAND 8 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#044 | H08 | PLAYER card 1          | 5S
#045 | H08 | DEALER hole card       | 5H
#046 | H08 | PLAYER card 2          | 4C
#047 | H08 | DEALER upcard          | 2S
#048 | H08 | PLAYER post-deal card  | 9C
#049 | H08 | DEALER draw 1          | 4C
#050 | H08 | DEALER draw 2          | 4D
#051 | H08 | DEALER draw 3          | 9H
TOTAL CARDS RECORDED THIS HAND: 8
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 18 vs Dealer 24
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2637.00
  FINAL HAND NOTE | H8 | type MIXED_FINAL_NOTE | captured after settlement and before next hand | I was totally correct, there were 7 cards drawn. and got a nice double without a 10 to be seen... It can mean opportunity to split or double in future, so will keep sensible wagering.
  MINDSET_EVENT | H08 | STAGE POST_HAND | TYPE MIXED_FINAL_NOTE | TIMING POST_SETTLEMENT_PRE_NEXT_HAND | SOURCE LIVE_CAPTURE | TEXT I was totally correct, there were 7 cards drawn. and got a nice double without a 10 to be seen... It can mean opportunity to split or double in future, so will keep sensible wagering.
  HAND_HISTORY | 4,5 vs 2 | mode HYBRID | action DOUBLE | result W | bank 2577.00->2637.00 | wager 30.00
HAND 08 | 2577.00->2637.00 | ref 15.00 actual 30.00 | committed 60.00 | NORMAL | P 5♠,4♣,9♣ | D-up 2♠ | D-hidden/draw 5♥,4♣,4♦,9♥ | W
Recorded | Peak £2637.00 | Trough £2500.00 | MaxDD £30.00 | Exposure £240.00

========== HAND 9 / 30 ==========
Bankroll £2637.00 | Research-equivalent available £237.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player K♥,10♦ = 20 | Dealer 10♣
OBSERVED HAND (suits excluded): 10,K vs 10 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 0 | Neutral 0 | High 3
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN K♥,10♦ = 20 | FROZEN POLICY: STAND [FROZEN RESEARCH OVERRIDE: prior SPLIT -> STAND; also TEXTBOOK]
  POLICY SOURCE | MAIN | K♥,10♦ vs 10♣ | STAND | FROZEN RESEARCH OVERRIDE: prior SPLIT -> STAND; also TEXTBOOK
  MAIN | K♥,10♦ | frozen STAND | actual STAND
Dealer 10♣,3♠,6♣ = 19

--- CARD STREAM REVIEW: HAND 9 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#052 | H09 | PLAYER card 1          | KH
#053 | H09 | DEALER hole card       | 3S
#054 | H09 | PLAYER card 2          | 10D
#055 | H09 | DEALER upcard          | 10C
#056 | H09 | DEALER draw 1          | 6C
TOTAL CARDS RECORDED THIS HAND: 5
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 20 vs Dealer 19
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2652.00
  HAND_HISTORY | 10,K vs 10 | mode HYBRID | action STAND | result W | bank 2637.00->2652.00 | wager 15.00
HAND 09 | 2637.00->2652.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P K♥,10♦ | D-up 10♣ | D-hidden/draw 3♠,6♣ | W
Recorded | Peak £2652.00 | Trough £2500.00 | MaxDD £30.00 | Exposure £255.00
CARD-STREAM REVIEW: hand 10 rejected before result/bankroll entry; re-entering the hand.
  CARD-STREAM REVIEW | Hand 10 rejected by operator; replacement entry follows.

========== HAND 10 / 30 ==========
Bankroll £2652.00 | Research-equivalent available £252.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 4♣,2♣ = 6 | Dealer A♣
OBSERVED HAND (suits excluded): 2,4 vs A | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 2 | Neutral 0 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 4♣,2♣ = 6 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 4♣,2♣ vs A♣ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 4♣,2♣ | frozen HIT | actual HIT
MAIN 4♣,2♣,5♥ = 11 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 4♣,2♣,5♥ vs A♣ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 4♣,2♣,5♥ | frozen HIT | actual HIT
MAIN 4♣,2♣,5♥,5♠ = 16 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 4♣,2♣,5♥,5♠ vs A♣ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 4♣,2♣,5♥,5♠ | frozen HIT | actual HIT
MAIN BUST at 26
Dealer A♣,3♠ = soft 14

--- CARD STREAM REVIEW: HAND 10 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#057 | H10 | PLAYER card 1          | 4C
#058 | H10 | DEALER hole card       | 3S
#059 | H10 | PLAYER card 2          | 2C
#060 | H10 | DEALER upcard          | AC
#061 | H10 | PLAYER post-deal card  | 5H
#062 | H10 | PLAYER post-deal card  | 5S
#063 | H10 | PLAYER post-deal card  | 10H
TOTAL CARDS RECORDED THIS HAND: 7
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 26 vs Dealer 14
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2637.00
  FINAL HAND NOTE | H10 | type PROSPECTIVE_INTENTION | captured after settlement and before next hand | another long 7 cards, expecting some more neutral cards but not good ith 10s.. so playing with frozen recommendations as much as possible
  MINDSET_EVENT | H10 | STAGE POST_HAND | TYPE PROSPECTIVE_INTENTION | TIMING POST_SETTLEMENT_PRE_NEXT_HAND | SOURCE LIVE_CAPTURE | TEXT another long 7 cards, expecting some more neutral cards but not good ith 10s.. so playing with frozen recommendations as much as possible
  HAND_HISTORY | 2,4 vs A | mode HYBRID | action HIT | result L | bank 2652.00->2637.00 | wager 15.00
HAND 10 | 2652.00->2637.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 4♣,2♣,5♥,5♠,10♥ | D-up A♣ | D-hidden/draw 3♠ | L
Recorded | Peak £2652.00 | Trough £2500.00 | MaxDD £30.00 | Exposure £270.00

========== HAND 11 / 30 ==========
Bankroll £2637.00 | Research-equivalent available £237.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 4♣,7♠ = 11 | Dealer A♠
OBSERVED HAND (suits excluded): 4,7 vs A | appeared before in project output: 1 time(s)
CURRENT STARTING HAND | 4,7 vs A
PREVIOUS MATCHES | showing most recent 1 of 1
  PREVIOUS 1 | mode FROZEN | action HIT | result L | bank 2680.00->2665.00 | wager 15.00
ALL PREVIOUS OCCURRENCES | TOTAL 1 | W 0 (0.0%) | L 1 (100.0%) | P 0 (0.0%)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 1 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 4♣,7♠ = 11 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 4♣,7♠ vs A♠ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 4♣,7♠ | frozen HIT | actual HIT
MAIN 4♣,7♠,3♣ = 14 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 4♣,7♠,3♣ vs A♠ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 4♣,7♠,3♣ | frozen HIT | actual HIT
MAIN BUST at 24
Dealer A♠,J♦ = soft 21 21

--- CARD STREAM REVIEW: HAND 11 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#064 | H11 | PLAYER card 1          | 4C
#065 | H11 | DEALER hole card       | JD
#066 | H11 | PLAYER card 2          | 7S
#067 | H11 | DEALER upcard          | AS
#068 | H11 | PLAYER post-deal card  | 3C
#069 | H11 | PLAYER post-deal card  | JH
TOTAL CARDS RECORDED THIS HAND: 6
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 24 vs Dealer 21
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2622.00
  FINAL HAND NOTE | H11 | type POST_HAND_REFLECTION | captured after settlement and before next hand | I was expecting 10 after 3club, not much could be done in this situation.. playing with frozen.. expecting tricky hands now and dealer run more wins
  MINDSET_EVENT | H11 | STAGE POST_HAND | TYPE POST_HAND_REFLECTION | TIMING POST_SETTLEMENT_PRE_NEXT_HAND | SOURCE LIVE_CAPTURE | TEXT I was expecting 10 after 3club, not much could be done in this situation.. playing with frozen.. expecting tricky hands now and dealer run more wins
  HAND_HISTORY | 4,7 vs A | mode HYBRID | action HIT | result L | bank 2637.00->2622.00 | wager 15.00
HAND 11 | 2637.00->2622.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 4♣,7♠,3♣,J♥ | D-up A♠ | D-hidden/draw J♦ | L
Recorded | Peak £2652.00 | Trough £2500.00 | MaxDD £30.00 | Exposure £285.00

========== HAND 12 / 30 ==========
Bankroll £2622.00 | Research-equivalent available £222.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player A♣,8♦ = soft 19 | Dealer 6♣
OBSERVED HAND (suits excluded): 8,A vs 6 | appeared before in project output: 1 time(s)
CURRENT STARTING HAND | 8,A vs 6
PREVIOUS MATCHES | showing most recent 1 of 1
  PREVIOUS 1 | mode HYBRID | action STAND | result W | bank 2527.00->2577.00 | wager 50.00
ALL PREVIOUS OCCURRENCES | TOTAL 1 | W 1 (100.0%) | L 0 (0.0%) | P 0 (0.0%)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 1 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN A♣,8♦ = soft 19 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | A♣,8♦ vs 6♣ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | A♣,8♦ | frozen STAND | actual STAND
Dealer 6♣,2♥,6♦ = 14
*** DEALER CARD-SEQUENCE INCOMPLETE ***
Dealer is currently 14. A live player hand requires another dealer card before settlement.
  DEALER_SEQUENCE_GUARD | dealer total 14 below 17 before settlement | re-entry required
Please re-check the game screen and enter the COMPLETE dealer hidden/draw sequence.
Dealer 6♣,2♥,Q♦ = 18

--- CARD STREAM REVIEW: HAND 12 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#070 | H12 | PLAYER card 1          | AC
#071 | H12 | DEALER hole card       | 2H
#072 | H12 | PLAYER card 2          | 8D
#073 | H12 | DEALER upcard          | 6C
#074 | H12 | DEALER draw 1          | QD
TOTAL CARDS RECORDED THIS HAND: 5
--- END CARD STREAM REVIEW ---

Allowed: YN
RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 19 vs Dealer 18
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2637.00
  HAND_HISTORY | 8,A vs 6 | mode HYBRID | action STAND | result W | bank 2622.00->2637.00 | wager 15.00
HAND 12 | 2622.00->2637.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P A♣,8♦ | D-up 6♣ | D-hidden/draw 2♥,Q♦ | W
Recorded | Peak £2652.00 | Trough £2500.00 | MaxDD £30.00 | Exposure £300.00

========== HAND 13 / 30 ==========
Bankroll £2637.00 | Research-equivalent available £237.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 3♦,K♦ = 13 | Dealer J♦
OBSERVED HAND (suits excluded): 3,K vs J | appeared before in project output: 2 time(s)
CURRENT STARTING HAND | 3,K vs J
PREVIOUS MATCHES | showing most recent 2 of 2
  PREVIOUS 1 | mode FROZEN | action HIT | result L | bank 2582.00->2567.00 | wager 15.00
  PREVIOUS 2 | mode FROZEN | action HIT | result L | bank 2560.00->2545.00 | wager 15.00
ALL PREVIOUS OCCURRENCES | TOTAL 2 | W 0 (0.0%) | L 2 (100.0%) | P 0 (0.0%)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 0 | High 2
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 3♦,K♦ = 13 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 3♦,K♦ vs J♦ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 3♦,K♦ | frozen HIT | actual HIT
MAIN 3♦,K♦,6♦ = 19 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 3♦,K♦,6♦ vs J♦ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 3♦,K♦,6♦ | frozen STAND | actual STAND
Dealer J♦,6♦,10♣ = 26 BUST

--- CARD STREAM REVIEW: HAND 13 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#075 | H13 | PLAYER card 1          | 3D
#076 | H13 | DEALER hole card       | 6D
#077 | H13 | PLAYER card 2          | KD
#078 | H13 | DEALER upcard          | JD
#079 | H13 | PLAYER post-deal card  | 6D
#080 | H13 | DEALER draw 1          | 10C
TOTAL CARDS RECORDED THIS HAND: 6
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 19 vs Dealer 26
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2652.00
  FINAL HAND NOTE | H13 | type POST_HAND_REFLECTION | captured after settlement and before next hand | I didn't actually want to hit and stand.. If I had gone with instinct dealer would have got  J + 6 +6 (which i drew), so both frozen and potential hybrid were correct
  MINDSET_EVENT | H13 | STAGE POST_HAND | TYPE POST_HAND_REFLECTION | TIMING POST_SETTLEMENT_PRE_NEXT_HAND | SOURCE LIVE_CAPTURE | TEXT I didn't actually want to hit and stand.. If I had gone with instinct dealer would have got  J + 6 +6 (which i drew), so both frozen and potential hybrid were correct
  HAND_HISTORY | 3,K vs J | mode HYBRID | action HIT | result W | bank 2637.00->2652.00 | wager 15.00
HAND 13 | 2637.00->2652.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 3♦,K♦,6♦ | D-up J♦ | D-hidden/draw 6♦,10♣ | W
Recorded | Peak £2652.00 | Trough £2500.00 | MaxDD £30.00 | Exposure £315.00

========== HAND 14 / 30 ==========
Bankroll £2652.00 | Research-equivalent available £252.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 4♥,5♣ = 9 | Dealer K♣
OBSERVED HAND (suits excluded): 4,5 vs K | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 2 | Neutral 0 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 4♥,5♣ = 9 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 4♥,5♣ vs K♣ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 4♥,5♣ | frozen HIT | actual HIT
MAIN 4♥,5♣,7♦ = 16 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 4♥,5♣,7♦ vs K♣ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 4♥,5♣,7♦ | frozen HIT | actual HIT
MAIN BUST at 26
Dealer K♣,3♣ = 13

--- CARD STREAM REVIEW: HAND 14 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#081 | H14 | PLAYER card 1          | 4H
#082 | H14 | DEALER hole card       | 3C
#083 | H14 | PLAYER card 2          | 5C
#084 | H14 | DEALER upcard          | KC
#085 | H14 | PLAYER post-deal card  | 7D
#086 | H14 | PLAYER post-deal card  | QC
TOTAL CARDS RECORDED THIS HAND: 6
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 26 vs Dealer 13
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2637.00
  FINAL HAND NOTE | H14 | type POST_HAND_REFLECTION | captured after settlement and before next hand | I didnt want to follow frozen and hit at 16.. my instinct would have been right and ealer would have busted... geting K+3+Qc.  I did have a look at hole cards for dealer before this hand and they seem surprisingly low.. If I kept this instinct also, I would have deduced K + low card + qc(which I hit).. I now expect dealer hole cards to be much better.. and expect my hands to be longer, so need to keep more frozen and risk decisions as oppose to wager
  MINDSET_EVENT | H14 | STAGE POST_HAND | TYPE POST_HAND_REFLECTION | TIMING POST_SETTLEMENT_PRE_NEXT_HAND | SOURCE LIVE_CAPTURE | TEXT I didnt want to follow frozen and hit at 16.. my instinct would have been right and ealer would have busted... geting K+3+Qc.  I did have a look at hole cards for dealer before this hand and they seem surprisingly low.. If I kept this instinct also, I would have deduced K + low card + qc(which I hit).. I now expect dealer hole cards to be much better.. and expect my hands to be longer, so need to keep more frozen and risk decisions as oppose to wager
  HAND_HISTORY | 4,5 vs K | mode HYBRID | action HIT | result L | bank 2652.00->2637.00 | wager 15.00
HAND 14 | 2652.00->2637.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 4♥,5♣,7♦,Q♣ | D-up K♣ | D-hidden/draw 3♣ | L
Recorded | Peak £2652.00 | Trough £2500.00 | MaxDD £30.00 | Exposure £330.00

========== HAND 15 / 30 ==========
Bankroll £2637.00 | Research-equivalent available £237.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 6♠,9♠ = 15 | Dealer 9♣
OBSERVED HAND (suits excluded): 6,9 vs 9 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 2 | High 0
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 6♠,9♠ = 15 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 6♠,9♠ vs 9♣ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 6♠,9♠ | frozen HIT | actual HIT
MAIN BUST at 22
Dealer 9♣,J♥ = 19

--- CARD STREAM REVIEW: HAND 15 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#087 | H15 | PLAYER card 1          | 6S
#088 | H15 | DEALER hole card       | JH
#089 | H15 | PLAYER card 2          | 9S
#090 | H15 | DEALER upcard          | 9C
#091 | H15 | PLAYER post-deal card  | 7D
TOTAL CARDS RECORDED THIS HAND: 5
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 22 vs Dealer 19
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2622.00
  FINAL HAND NOTE | H15 | type POST_HAND_REFLECTION | captured after settlement and before next hand | I was correct on strong hole card as 10.. Need to anticipate competitive hands if both dealer/player finish approx 13-16 with two cards
  MINDSET_EVENT | H15 | STAGE POST_HAND | TYPE POST_HAND_REFLECTION | TIMING POST_SETTLEMENT_PRE_NEXT_HAND | SOURCE LIVE_CAPTURE | TEXT I was correct on strong hole card as 10.. Need to anticipate competitive hands if both dealer/player finish approx 13-16 with two cards
  HAND_HISTORY | 6,9 vs 9 | mode HYBRID | action HIT | result L | bank 2637.00->2622.00 | wager 15.00
HAND 15 | 2637.00->2622.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 6♠,9♠,7♦ | D-up 9♣ | D-hidden/draw J♥ | L
Recorded | Peak £2652.00 | Trough £2500.00 | MaxDD £30.00 | Exposure £345.00

========== HAND 16 / 30 ==========
Bankroll £2622.00 | Research-equivalent available £222.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 2♣,A♥ = soft 13 | Dealer K♠
OBSERVED HAND (suits excluded): 2,A vs K | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 0 | High 2
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 2♣,A♥ = soft 13 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 2♣,A♥ vs K♠ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 2♣,A♥ | frozen HIT | actual HIT
MAIN 2♣,A♥,9♠ = 12 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 2♣,A♥,9♠ vs K♠ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 2♣,A♥,9♠ | frozen HIT | actual HIT
MAIN 2♣,A♥,9♠,7♠ = 19 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 2♣,A♥,9♠,7♠ vs K♠ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 2♣,A♥,9♠,7♠ | frozen STAND | actual STAND
Dealer K♠,4♠,10♣ = 24 BUST

--- CARD STREAM REVIEW: HAND 16 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#092 | H16 | PLAYER card 1          | 2C
#093 | H16 | DEALER hole card       | 4S
#094 | H16 | PLAYER card 2          | AH
#095 | H16 | DEALER upcard          | KS
#096 | H16 | PLAYER post-deal card  | 9S
#097 | H16 | PLAYER post-deal card  | 7S
#098 | H16 | DEALER draw 1          | 10C
TOTAL CARDS RECORDED THIS HAND: 7
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 19 vs Dealer 24
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2637.00
  FINAL HAND NOTE | H16 | type POST_HAND_REFLECTION | captured after settlement and before next hand | exactly corect mindset, competitive finish... the high, low and neutral are very balanced now... so its going to remain comepetitve and try low risk.
  MINDSET_EVENT | H16 | STAGE POST_HAND | TYPE POST_HAND_REFLECTION | TIMING POST_SETTLEMENT_PRE_NEXT_HAND | SOURCE LIVE_CAPTURE | TEXT exactly corect mindset, competitive finish... the high, low and neutral are very balanced now... so its going to remain comepetitve and try low risk.
  HAND_HISTORY | 2,A vs K | mode HYBRID | action HIT | result W | bank 2622.00->2637.00 | wager 15.00
HAND 16 | 2622.00->2637.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 2♣,A♥,9♠,7♠ | D-up K♠ | D-hidden/draw 4♠,10♣ | W
Recorded | Peak £2652.00 | Trough £2500.00 | MaxDD £30.00 | Exposure £360.00

========== HAND 17 / 30 ==========
Bankroll £2637.00 | Research-equivalent available £237.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player Q♦,K♣ = 20 | Dealer K♦
OBSERVED HAND (suits excluded): K,Q vs K | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 0 | Neutral 0 | High 3
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN Q♦,K♣ = 20 | FROZEN POLICY: STAND [FROZEN RESEARCH OVERRIDE: prior SPLIT -> STAND; also TEXTBOOK]
  POLICY SOURCE | MAIN | Q♦,K♣ vs K♦ | STAND | FROZEN RESEARCH OVERRIDE: prior SPLIT -> STAND; also TEXTBOOK
  MAIN | Q♦,K♣ | frozen STAND | actual STAND
Dealer K♦,4♦,J♠ = 24 BUST

--- CARD STREAM REVIEW: HAND 17 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#099 | H17 | PLAYER card 1          | QD
#100 | H17 | DEALER hole card       | 4D
#101 | H17 | PLAYER card 2          | KC
#102 | H17 | DEALER upcard          | KD
#103 | H17 | DEALER draw 1          | JS
TOTAL CARDS RECORDED THIS HAND: 5
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 20 vs Dealer 24
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2652.00
  FINAL HAND NOTE | H17 | type POST_HAND_REFLECTION | captured after settlement and before next hand | I wnted to split and having done so, I would have finished (Q+J) on one hand.. I would need to see the next two cards in next hand... The first would have been on top of the Kc and next card(s) dealers (currently at 14)....
  MINDSET_EVENT | H17 | STAGE POST_HAND | TYPE POST_HAND_REFLECTION | TIMING POST_SETTLEMENT_PRE_NEXT_HAND | SOURCE LIVE_CAPTURE | TEXT I wnted to split and having done so, I would have finished (Q+J) on one hand.. I would need to see the next two cards in next hand... The first would have been on top of the Kc and next card(s) dealers (currently at 14)....
  HAND_HISTORY | K,Q vs K | mode HYBRID | action STAND | result W | bank 2637.00->2652.00 | wager 15.00
HAND 17 | 2637.00->2652.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P Q♦,K♣ | D-up K♦ | D-hidden/draw 4♦,J♠ | W
Recorded | Peak £2652.00 | Trough £2500.00 | MaxDD £30.00 | Exposure £375.00

========== HAND 18 / 30 ==========
Bankroll £2652.00 | Research-equivalent available £252.00 | State NORMAL | FROZEN WAGER £15.00
CHECK: frozen reference is £15.00 but entered wager is £25.00.
Allowed: YN
  WAGER DEVIATION | frozen_reference 15.00 | actual 25.00 | difference 10.00 | reason INTENTIONAL
  MINDSET_EVENT | H18 | STAGE WAGER | TYPE DEVIATION_REASON | TIMING PRE_DEAL | SOURCE LIVE_CAPTURE | TEXT Frozen £15.00 -> actual £25.00 \| reason INTENTIONAL
Wager: £10.00 ABOVE reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 9♣,A♣ = soft 20 | Dealer 10♠
OBSERVED HAND (suits excluded): 9,A vs 10 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 0 | Neutral 1 | High 2
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 9♣,A♣ = soft 20 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 9♣,A♣ vs 10♠ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 9♣,A♣ | frozen STAND | actual STAND
Dealer 10♠,A♣ = soft 21 21

--- CARD STREAM REVIEW: HAND 18 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#104 | H18 | PLAYER card 1          | 9C
#105 | H18 | DEALER hole card       | AC
#106 | H18 | PLAYER card 2          | AC
#107 | H18 | DEALER upcard          | 10S
TOTAL CARDS RECORDED THIS HAND: 4
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 20 vs Dealer 21
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2627.00
  FINAL HAND NOTE | H18 | type POST_HAND_REFLECTION | captured after settlement and before next hand | unlucky to finih against the blackjack... The two cards that would have been carried on previous hand were 9C for the player and (AC,AC,10S) for the dealer
  MINDSET_EVENT | H18 | STAGE POST_HAND | TYPE POST_HAND_REFLECTION | TIMING POST_SETTLEMENT_PRE_NEXT_HAND | SOURCE LIVE_CAPTURE | TEXT unlucky to finih against the blackjack... The two cards that would have been carried on previous hand were 9C for the player and (AC,AC,10S) for the dealer
  HAND_HISTORY | 9,A vs 10 | mode HYBRID | action STAND | result L | bank 2652.00->2627.00 | wager 25.00
HAND 18 | 2652.00->2627.00 | ref 15.00 actual 25.00 | committed 25.00 | NORMAL | P 9♣,A♣ | D-up 10♠ | D-hidden/draw A♣ | L
Recorded | Peak £2652.00 | Trough £2500.00 | MaxDD £30.00 | Exposure £400.00

========== HAND 19 / 30 ==========
Bankroll £2627.00 | Research-equivalent available £227.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 9♦,3♠ = 12 | Dealer Q♥
OBSERVED HAND (suits excluded): 3,9 vs Q | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 1 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 9♦,3♠ = 12 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 9♦,3♠ vs Q♥ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 9♦,3♠ | frozen HIT | actual HIT
MAIN 9♦,3♠,2♣ = 14 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 9♦,3♠,2♣ vs Q♥ | HIT | TEXTBOOK / FROZEN-ALIGNED
Allowed: HS
  MAIN | 9♦,3♠,2♣ | frozen HIT | actual HIT
MAIN BUST at 24
Dealer Q♥,6♥ = 16

--- CARD STREAM REVIEW: HAND 19 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#108 | H19 | PLAYER card 1          | 9D
#109 | H19 | DEALER hole card       | 6H
#110 | H19 | PLAYER card 2          | 3S
#111 | H19 | DEALER upcard          | QH
#112 | H19 | PLAYER post-deal card  | 2C
#113 | H19 | PLAYER post-deal card  | JC
TOTAL CARDS RECORDED THIS HAND: 6
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 24 vs Dealer 16
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2612.00
  FINAL HAND NOTE | H19 | type POST_HAND_REFLECTION | captured after settlement and before next hand | I did not want to hit but have become used following frozen.. Dealer would have bust 26 against player 14.. Will take a risk next hand, been getting lots long hands
  MINDSET_EVENT | H19 | STAGE POST_HAND | TYPE POST_HAND_REFLECTION | TIMING POST_SETTLEMENT_PRE_NEXT_HAND | SOURCE LIVE_CAPTURE | TEXT I did not want to hit but have become used following frozen.. Dealer would have bust 26 against player 14.. Will take a risk next hand, been getting lots long hands
  HAND_HISTORY | 3,9 vs Q | mode HYBRID | action HIT | result L | bank 2627.00->2612.00 | wager 15.00
HAND 19 | 2627.00->2612.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 9♦,3♠,2♣,J♣ | D-up Q♥ | D-hidden/draw 6♥ | L
Recorded | Peak £2652.00 | Trough £2500.00 | MaxDD £40.00 | Exposure £415.00

========== HAND 20 / 30 ==========
Bankroll £2612.00 | Research-equivalent available £212.00 | State NORMAL | FROZEN WAGER £15.00
CHECK: frozen reference is £15.00 but entered wager is £30.00.
  WAGER DEVIATION | frozen_reference 15.00 | actual 30.00 | difference 15.00 | reason INTENTIONAL
  MINDSET_EVENT | H20 | STAGE WAGER | TYPE DEVIATION_REASON | TIMING PRE_DEAL | SOURCE LIVE_CAPTURE | TEXT Frozen £15.00 -> actual £30.00 \| reason INTENTIONAL
Wager: £15.00 ABOVE reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 8♦,A♦ = soft 19 | Dealer K♥
OBSERVED HAND (suits excluded): 8,A vs K | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 0 | Neutral 1 | High 2
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 8♦,A♦ = soft 19 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 8♦,A♦ vs K♥ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 8♦,A♦ | frozen STAND | actual STAND
Dealer K♥,5♠,2♠ = 17

--- CARD STREAM REVIEW: HAND 20 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#114 | H20 | PLAYER card 1          | 8D
#115 | H20 | DEALER hole card       | 5S
#116 | H20 | PLAYER card 2          | AD
#117 | H20 | DEALER upcard          | KH
#118 | H20 | DEALER draw 1          | 2S
TOTAL CARDS RECORDED THIS HAND: 5
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 19 vs Dealer 17
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2642.00
  FINAL HAND NOTE | H20 | type POST_HAND_REFLECTION | captured after settlement and before next hand | wasted opportunity to not increase the wager... did suspect short player finish... too many low hole cards dealer, will just take risks on decisions not wager for a while
  MINDSET_EVENT | H20 | STAGE POST_HAND | TYPE POST_HAND_REFLECTION | TIMING POST_SETTLEMENT_PRE_NEXT_HAND | SOURCE LIVE_CAPTURE | TEXT wasted opportunity to not increase the wager... did suspect short player finish... too many low hole cards dealer, will just take risks on decisions not wager for a while
  HAND_HISTORY | 8,A vs K | mode HYBRID | action STAND | result W | bank 2612.00->2642.00 | wager 30.00
HAND 20 | 2612.00->2642.00 | ref 15.00 actual 30.00 | committed 30.00 | NORMAL | P 8♦,A♦ | D-up K♥ | D-hidden/draw 5♠,2♠ | W
Recorded | Peak £2652.00 | Trough £2500.00 | MaxDD £40.00 | Exposure £445.00

========== HAND 21 / 30 ==========
Bankroll £2642.00 | Research-equivalent available £242.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 5♣,8♠ = 13 | Dealer 4♥
OBSERVED HAND (suits excluded): 5,8 vs 4 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 2 | Neutral 1 | High 0
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 5♣,8♠ = 13 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 5♣,8♠ vs 4♥ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 5♣,8♠ | frozen STAND | actual STAND
Dealer 4♥,J♠,Q♠ = 24 BUST

--- CARD STREAM REVIEW: HAND 21 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#119 | H21 | PLAYER card 1          | 5C
#120 | H21 | DEALER hole card       | JS
#121 | H21 | PLAYER card 2          | 8S
#122 | H21 | DEALER upcard          | 4H
#123 | H21 | DEALER draw 1          | QS
TOTAL CARDS RECORDED THIS HAND: 5
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 13 vs Dealer 24
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2657.00
  FINAL HAND NOTE | H21 | type POST_HAND_REFLECTION | captured after settlement and before next hand | I actually looked at the previous and recent cards... and I expected two 10 cards, and fortunately they appeared.
  MINDSET_EVENT | H21 | STAGE POST_HAND | TYPE POST_HAND_REFLECTION | TIMING POST_SETTLEMENT_PRE_NEXT_HAND | SOURCE LIVE_CAPTURE | TEXT I actually looked at the previous and recent cards... and I expected two 10 cards, and fortunately they appeared.
  HAND_HISTORY | 5,8 vs 4 | mode HYBRID | action STAND | result W | bank 2642.00->2657.00 | wager 15.00
HAND 21 | 2642.00->2657.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 5♣,8♠ | D-up 4♥ | D-hidden/draw J♠,Q♠ | W
Recorded | Peak £2657.00 | Trough £2500.00 | MaxDD £40.00 | Exposure £460.00

========== HAND 22 / 30 ==========
Bankroll £2657.00 | Research-equivalent available £257.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 8♣,8♠ = 16 | Dealer Q♥
OBSERVED HAND (suits excluded): 8,8 vs Q | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 0 | Neutral 2 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 8♣,8♠ = 16 | FROZEN POLICY: SPLIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 8♣,8♠ vs Q♥ | SPLIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 8♣,8♠ | frozen SPLIT | actual SPLIT
Split A 8♣,2♠ = 10
Split B 8♠,7♦ = 15
SPLIT A 8♣,2♠ = 10 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | SPLIT A | 8♣,2♠ vs Q♥ | HIT | TEXTBOOK / FROZEN-ALIGNED
  SPLIT A | 8♣,2♠ | frozen HIT | actual HIT
SPLIT A 8♣,2♠,5♠ = 15 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | SPLIT A | 8♣,2♠,5♠ vs Q♥ | HIT | TEXTBOOK / FROZEN-ALIGNED
  SPLIT A | 8♣,2♠,5♠ | frozen HIT | actual HIT
SPLIT A 8♣,2♠,5♠,6? = 21 | 21 - hand complete; no further player action entered.
SPLIT B 8♠,7♦ = 15 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | SPLIT B | 8♠,7♦ vs Q♥ | HIT | TEXTBOOK / FROZEN-ALIGNED
CHECK: frozen reference action is HIT but entered action is STAND.
  SPLIT B | 8♠,7♦ | frozen HIT | actual STAND | ACTION DEVIATION reason OTHER | note Expecting a bust and neutral or high card..
  MINDSET_EVENT | H22 | STAGE ACTION | TYPE DEVIATION_REASON | TIMING PRE_OUTCOME | SOURCE LIVE_CAPTURE | TEXT SPLIT B \| 8♠,7♦ vs dealer 10 \| Frozen HIT -> actual STAND \| reason OTHER \| Expecting a bust and neutral or high card..
Dealer Q♥,9♣ = 19

--- CARD STREAM REVIEW: HAND 22 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#124 | H22 | PLAYER card 1          | 8C
#125 | H22 | DEALER hole card       | 9C
#126 | H22 | PLAYER card 2          | 8S
#127 | H22 | DEALER upcard          | QH
#128 | H22 | PLAYER post-deal card  | 2S
#129 | H22 | PLAYER post-deal card  | 7D
#130 | H22 | PLAYER post-deal card  | 5S
#131 | H22 | PLAYER post-deal card  | 6U
SPLIT NOTE: post-deal split cards are shown in operator-entry order; verify this sub-order against the screen.
TOTAL CARDS RECORDED THIS HAND: 8
--- END CARD STREAM REVIEW ---

SPLIT CHILD CHECK | A 21 vs Dealer 19 = PLAYER WIN | B 15 vs Dealer 19 = PLAYER LOSS
  SPLIT_CHILD_RESULT | A total 21 stake 15.00 result W | B total 15 stake 15.00 result L | dealer 19
Mixed split outcomes: round-level W/L/P retained as entered; child outcomes will drive balance validation.
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
SPLIT BALANCE CHECK | A W £15.00 | B L £15.00 | expected £2657.00
BALANCE VALIDATED ✓ expected £2657.00
  FINAL HAND NOTE | H22 | type EVIDENCE_QUALITY | captured after settlement and before next hand | the 6U is 6c... it was cut off on the screen.. also next card after 7d (8+7d) will tell me if I would have beat dealer 19. I will check first card in next hand. Not bad result one win one less
  MINDSET_EVENT | H22 | STAGE POST_HAND | TYPE EVIDENCE_QUALITY | TIMING POST_SETTLEMENT_PRE_NEXT_HAND | SOURCE LIVE_CAPTURE | TEXT the 6U is 6c... it was cut off on the screen.. also next card after 7d (8+7d) will tell me if I would have beat dealer 19. I will check first card in next hand. Not bad result one win one less
  HAND_HISTORY | 8,8 vs Q | mode HYBRID | action SPLIT | result W | bank 2657.00->2657.00 | wager 15.00
HAND 22 | 2657.00->2657.00 | ref 15.00 actual 15.00 | committed 30.00 | NORMAL | P 8♣,8♠ | D-up Q♥ | D-hidden/draw 9♣ | W
Recorded | Peak £2657.00 | Trough £2500.00 | MaxDD £40.00 | Exposure £490.00

========== HAND 23 / 30 ==========
Bankroll £2657.00 | Research-equivalent available £257.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player K♠,K♦ = 20 | Dealer Q♠
OBSERVED HAND (suits excluded): K,K vs Q | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 0 | Neutral 0 | High 3
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN K♠,K♦ = 20 | FROZEN POLICY: STAND [FROZEN RESEARCH OVERRIDE: prior SPLIT -> STAND; also TEXTBOOK]
  POLICY SOURCE | MAIN | K♠,K♦ vs Q♠ | STAND | FROZEN RESEARCH OVERRIDE: prior SPLIT -> STAND; also TEXTBOOK
  MAIN | K♠,K♦ | frozen STAND | actual STAND
Dealer Q♠,A♦ = soft 21 21

--- CARD STREAM REVIEW: HAND 23 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#132 | H23 | PLAYER card 1          | KS
#133 | H23 | DEALER hole card       | AD
#134 | H23 | PLAYER card 2          | KD
#135 | H23 | DEALER upcard          | QS
TOTAL CARDS RECORDED THIS HAND: 4
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 20 vs Dealer 21
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2642.00
  FINAL HAND NOTE | H23 | type POST_HAND_REFLECTION | captured after settlement and before next hand | ks was first card and would have ruined split on previous hand.. most likely would still lose this hand since it would still be K vs dealer A+Q... Unless next hand first case is A or few cards some up to 11, most likely both hands balanced each other out. Not going to count pointer any longer.
  MINDSET_EVENT | H23 | STAGE POST_HAND | TYPE POST_HAND_REFLECTION | TIMING POST_SETTLEMENT_PRE_NEXT_HAND | SOURCE LIVE_CAPTURE | TEXT ks was first card and would have ruined split on previous hand.. most likely would still lose this hand since it would still be K vs dealer A+Q... Unless next hand first case is A or few cards some up to 11, most likely both hands balanced each other out. Not going to count pointer any longer.
  HAND_HISTORY | K,K vs Q | mode HYBRID | action STAND | result L | bank 2657.00->2642.00 | wager 15.00
HAND 23 | 2657.00->2642.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P K♠,K♦ | D-up Q♠ | D-hidden/draw A♦ | L
Recorded | Peak £2657.00 | Trough £2500.00 | MaxDD £40.00 | Exposure £505.00

========== HAND 24 / 30 ==========
Bankroll £2642.00 | Research-equivalent available £242.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 7♥,4♠ = 11 | Dealer 3♥
OBSERVED HAND (suits excluded): 4,7 vs 3 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 2 | Neutral 1 | High 0
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 7♥,4♠ = 11 | FROZEN POLICY: DOUBLE [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 7♥,4♠ vs 3♥ | DOUBLE | TEXTBOOK / FROZEN-ALIGNED
CHECK: frozen reference action is DOUBLE but entered action is HIT.
  MAIN | 7♥,4♠ | frozen DOUBLE | actual HIT | ACTION DEVIATION reason OTHER | note chosen not to double because lots ten cards been taken... I did suspect lots low cards to appear in this hand and think I might hit total two cards if frozen suggests
  MINDSET_EVENT | H24 | STAGE ACTION | TYPE DEVIATION_REASON | TIMING PRE_OUTCOME | SOURCE LIVE_CAPTURE | TEXT MAIN \| 7♥,4♠ vs dealer 3 \| Frozen DOUBLE -> actual HIT \| reason OTHER \| chosen not to double because lots ten cards been taken... I did suspect lots low cards to appear in this hand and think I might hit total two cards if frozen suggests
MAIN 7♥,4♠,7♦ = 18 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 7♥,4♠,7♦ vs 3♥ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 7♥,4♠,7♦ | frozen STAND | actual STAND
Dealer 3♥,5♥,9♠ = 17

--- CARD STREAM REVIEW: HAND 24 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#136 | H24 | PLAYER card 1          | 7H
#137 | H24 | DEALER hole card       | 5H
#138 | H24 | PLAYER card 2          | 4S
#139 | H24 | DEALER upcard          | 3H
#140 | H24 | PLAYER post-deal card  | 7D
#141 | H24 | DEALER draw 1          | 9S
TOTAL CARDS RECORDED THIS HAND: 6
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 18 vs Dealer 17
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2657.00
  FINAL HAND NOTE | H24 | type POST_HAND_REFLECTION | captured after settlement and before next hand | missed opportunity.. I was right not a ten card to be seen for player or dealer.. So accept a good win getting a 9 final card. Expecting several 10 cards now and potentially strong next 2-3 hands. will increase wager above frozen.
  MINDSET_EVENT | H24 | STAGE POST_HAND | TYPE POST_HAND_REFLECTION | TIMING POST_SETTLEMENT_PRE_NEXT_HAND | SOURCE LIVE_CAPTURE | TEXT missed opportunity.. I was right not a ten card to be seen for player or dealer.. So accept a good win getting a 9 final card. Expecting several 10 cards now and potentially strong next 2-3 hands. will increase wager above frozen.
  HAND_HISTORY | 4,7 vs 3 | mode HYBRID | action HIT | result W | bank 2642.00->2657.00 | wager 15.00
HAND 24 | 2642.00->2657.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 7♥,4♠,7♦ | D-up 3♥ | D-hidden/draw 5♥,9♠ | W
Recorded | Peak £2657.00 | Trough £2500.00 | MaxDD £40.00 | Exposure £520.00

========== HAND 25 / 30 ==========
Bankroll £2657.00 | Research-equivalent available £257.00 | State NORMAL | FROZEN WAGER £15.00
CHECK: frozen reference is £15.00 but entered wager is £25.00.
  WAGER DEVIATION | frozen_reference 15.00 | actual 25.00 | difference 10.00 | reason INTENTIONAL
  MINDSET_EVENT | H25 | STAGE WAGER | TYPE DEVIATION_REASON | TIMING PRE_DEAL | SOURCE LIVE_CAPTURE | TEXT Frozen £15.00 -> actual £25.00 \| reason INTENTIONAL
Wager: £10.00 ABOVE reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player K♠,8♦ = 18 | Dealer 8♥
OBSERVED HAND (suits excluded): 8,K vs 8 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 0 | Neutral 2 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN K♠,8♦ = 18 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | K♠,8♦ vs 8♥ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | K♠,8♦ | frozen STAND | actual STAND
Dealer 8♥,6♥,J♠ = 24 BUST

--- CARD STREAM REVIEW: HAND 25 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#142 | H25 | PLAYER card 1          | KS
#143 | H25 | DEALER hole card       | 6H
#144 | H25 | PLAYER card 2          | 8D
#145 | H25 | DEALER upcard          | 8H
#146 | H25 | DEALER draw 1          | JS
TOTAL CARDS RECORDED THIS HAND: 5
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 18 vs Dealer 24
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2682.00
  FINAL HAND NOTE | H25 | type POST_HAND_REFLECTION | captured after settlement and before next hand | good move to increase wager, will keep same wager again. Expect another 2 card finish player
  MINDSET_EVENT | H25 | STAGE POST_HAND | TYPE POST_HAND_REFLECTION | TIMING POST_SETTLEMENT_PRE_NEXT_HAND | SOURCE LIVE_CAPTURE | TEXT good move to increase wager, will keep same wager again. Expect another 2 card finish player
  HAND_HISTORY | 8,K vs 8 | mode HYBRID | action STAND | result W | bank 2657.00->2682.00 | wager 25.00
HAND 25 | 2657.00->2682.00 | ref 15.00 actual 25.00 | committed 25.00 | NORMAL | P K♠,8♦ | D-up 8♥ | D-hidden/draw 6♥,J♠ | W
Recorded | Peak £2682.00 | Trough £2500.00 | MaxDD £40.00 | Exposure £545.00

========== HAND 26 / 30 ==========
Bankroll £2682.00 | Research-equivalent available £282.00 | State NORMAL | FROZEN WAGER £15.00
CHECK: frozen reference is £15.00 but entered wager is £25.00.
  WAGER DEVIATION | frozen_reference 15.00 | actual 25.00 | difference 10.00 | reason INTENTIONAL
  MINDSET_EVENT | H26 | STAGE WAGER | TYPE DEVIATION_REASON | TIMING PRE_DEAL | SOURCE LIVE_CAPTURE | TEXT Frozen £15.00 -> actual £25.00 \| reason INTENTIONAL
Wager: £10.00 ABOVE reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player J♦,Q♣ = 20 | Dealer 9♥
OBSERVED HAND (suits excluded): J,Q vs 9 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 0 | Neutral 1 | High 2
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN J♦,Q♣ = 20 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | J♦,Q♣ vs 9♥ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | J♦,Q♣ | frozen STAND | actual STAND
Dealer 9♥,8♠ = 17

--- CARD STREAM REVIEW: HAND 26 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#147 | H26 | PLAYER card 1          | JD
#148 | H26 | DEALER hole card       | 8S
#149 | H26 | PLAYER card 2          | QC
#150 | H26 | DEALER upcard          | 9H
TOTAL CARDS RECORDED THIS HAND: 4
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 20 vs Dealer 17
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2707.00
  FINAL HAND NOTE | H26 | type POST_HAND_REFLECTION | captured after settlement and before next hand | mixed opportunity, it was 2 card player hand. Should have wagered higher, but not going to chase higher bankroll. Will try varying decisions
  MINDSET_EVENT | H26 | STAGE POST_HAND | TYPE POST_HAND_REFLECTION | TIMING POST_SETTLEMENT_PRE_NEXT_HAND | SOURCE LIVE_CAPTURE | TEXT mixed opportunity, it was 2 card player hand. Should have wagered higher, but not going to chase higher bankroll. Will try varying decisions
  HAND_HISTORY | J,Q vs 9 | mode HYBRID | action STAND | result W | bank 2682.00->2707.00 | wager 25.00
HAND 26 | 2682.00->2707.00 | ref 15.00 actual 25.00 | committed 25.00 | NORMAL | P J♦,Q♣ | D-up 9♥ | D-hidden/draw 8♠ | W
Recorded | Peak £2707.00 | Trough £2500.00 | MaxDD £40.00 | Exposure £570.00

========== HAND 27 / 30 ==========
Bankroll £2707.00 | Research-equivalent available £307.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 3♦,8♥ = 11 | Dealer Q♦
OBSERVED HAND (suits excluded): 3,8 vs Q | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 1 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 3♦,8♥ = 11 | FROZEN POLICY: DOUBLE [FROZEN PRIMARY: DOUBLE; TEXTBOOK-aligned]
  POLICY SOURCE | MAIN | 3♦,8♥ vs Q♦ | DOUBLE | FROZEN PRIMARY: DOUBLE; TEXTBOOK-aligned
CHECK: frozen reference action is DOUBLE but entered action is HIT.
  MAIN | 3♦,8♥ | frozen DOUBLE | actual HIT | ACTION DEVIATION reason OTHER | note I am expecting a dealer 10 hold card.. so I do not think player will have 10.. although in hindsight, need to realise that dealer hole was 2nd in cardstream and next hit would be 5th. So likely to be 10... might be missed chance, unsure.
  MINDSET_EVENT | H27 | STAGE ACTION | TYPE DEVIATION_REASON | TIMING PRE_OUTCOME | SOURCE LIVE_CAPTURE | TEXT MAIN \| 3♦,8♥ vs dealer 10 \| Frozen DOUBLE -> actual HIT \| reason OTHER \| I am expecting a dealer 10 hold card.. so I do not think player will have 10.. although in hindsight, need to realise that dealer hole was 2nd in cardstream and next hit would be 5th. So likely to be 10... might be missed chance, unsure.
MAIN 3♦,8♥,9♦ = 20 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 3♦,8♥,9♦ vs Q♦ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 3♦,8♥,9♦ | frozen STAND | actual STAND
Dealer Q♦,9♥ = 19

--- CARD STREAM REVIEW: HAND 27 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#151 | H27 | PLAYER card 1          | 3D
#152 | H27 | DEALER hole card       | 9H
#153 | H27 | PLAYER card 2          | 8H
#154 | H27 | DEALER upcard          | QD
#155 | H27 | PLAYER post-deal card  | 9D
TOTAL CARDS RECORDED THIS HAND: 5
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 20 vs Dealer 19
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2722.00
  FINAL HAND NOTE | H27 | type PROSPECTIVE_INTENTION | captured after settlement and before next hand | right choice to mitigate risk.. expecting lots low cards now next few hands.. will make different decisions and keeping frozen wagers
  MINDSET_EVENT | H27 | STAGE POST_HAND | TYPE PROSPECTIVE_INTENTION | TIMING POST_SETTLEMENT_PRE_NEXT_HAND | SOURCE LIVE_CAPTURE | TEXT right choice to mitigate risk.. expecting lots low cards now next few hands.. will make different decisions and keeping frozen wagers
  HAND_HISTORY | 3,8 vs Q | mode HYBRID | action HIT | result W | bank 2707.00->2722.00 | wager 15.00
HAND 27 | 2707.00->2722.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 3♦,8♥,9♦ | D-up Q♦ | D-hidden/draw 9♥ | W
Recorded | Peak £2722.00 | Trough £2500.00 | MaxDD £40.00 | Exposure £585.00

========== HAND 28 / 30 ==========
Bankroll £2722.00 | Research-equivalent available £322.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 8♠,10♥ = 18 | Dealer 4♣
OBSERVED HAND (suits excluded): 10,8 vs 4 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 1 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 8♠,10♥ = 18 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 8♠,10♥ vs 4♣ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 8♠,10♥ | frozen STAND | actual STAND
Dealer 4♣,7♥,J♥ = 21 21

--- CARD STREAM REVIEW: HAND 28 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#156 | H28 | PLAYER card 1          | 8S
#157 | H28 | DEALER hole card       | 7H
#158 | H28 | PLAYER card 2          | 10H
#159 | H28 | DEALER upcard          | 4C
#160 | H28 | DEALER draw 1          | JH
TOTAL CARDS RECORDED THIS HAND: 5
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 18 vs Dealer 21
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2707.00
  HAND_HISTORY | 10,8 vs 4 | mode HYBRID | action STAND | result L | bank 2722.00->2707.00 | wager 15.00
HAND 28 | 2722.00->2707.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 8♠,10♥ | D-up 4♣ | D-hidden/draw 7♥,J♥ | L
Recorded | Peak £2722.00 | Trough £2500.00 | MaxDD £40.00 | Exposure £600.00

========== HAND 29 / 30 ==========
SHUFFLE RECORDED before hand 29 | previous segment cards recorded: 162
Bankroll £2707.00 | Research-equivalent available £307.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 9♥,K♣ = 19 | Dealer 3♥
OBSERVED HAND (suits excluded): 9,K vs 3 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 1 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 9♥,K♣ = 19 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 9♥,K♣ vs 3♥ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 9♥,K♣ | frozen STAND | actual STAND
Dealer 3♥,Q♣,Q♣ = 23 BUST

--- CARD STREAM REVIEW: HAND 29 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#161 | H29 | PLAYER card 1          | 9H
#162 | H29 | DEALER hole card       | QC
#163 | H29 | PLAYER card 2          | KC
#164 | H29 | DEALER upcard          | 3H
#165 | H29 | DEALER draw 1          | QC
TOTAL CARDS RECORDED THIS HAND: 5
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 19 vs Dealer 23
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2722.00
  FINAL HAND NOTE | H29 | type POST_HAND_REFLECTION | captured after settlement and before next hand | all going to plan to wind down and not taking risks towards end
  MINDSET_EVENT | H29 | STAGE POST_HAND | TYPE POST_HAND_REFLECTION | TIMING POST_SETTLEMENT_PRE_NEXT_HAND | SOURCE LIVE_CAPTURE | TEXT all going to plan to wind down and not taking risks towards end
  HAND_HISTORY | 9,K vs 3 | mode HYBRID | action STAND | result W | bank 2707.00->2722.00 | wager 15.00
HAND 29 | 2707.00->2722.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 9♥,K♣ | D-up 3♥ | D-hidden/draw Q♣,Q♣ | W
Recorded | Peak £2722.00 | Trough £2500.00 | MaxDD £40.00 | Exposure £615.00

========== HAND 30 / 30 ==========
Bankroll £2722.00 | Research-equivalent available £322.00 | State NORMAL | FROZEN WAGER £15.00
CHECK: frozen reference is £15.00 but entered wager is £20.00.
  WAGER DEVIATION | frozen_reference 15.00 | actual 20.00 | difference 5.00 | reason INTENTIONAL
  MINDSET_EVENT | H30 | STAGE WAGER | TYPE DEVIATION_REASON | TIMING PRE_DEAL | SOURCE LIVE_CAPTURE | TEXT Frozen £15.00 -> actual £20.00 \| reason INTENTIONAL
Wager: £5.00 ABOVE reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 9♠,6♠ = 15 | Dealer 7♣
OBSERVED HAND (suits excluded): 6,9 vs 7 | appeared before in project output: 1 time(s)
CURRENT STARTING HAND | 6,9 vs 7
PREVIOUS MATCHES | showing most recent 1 of 1
  PREVIOUS 1 | mode FROZEN | action HIT | result L | bank 2357.00->2342.00 | wager 15.00
ALL PREVIOUS OCCURRENCES | TOTAL 1 | W 0 (0.0%) | L 1 (100.0%) | P 0 (0.0%)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 2 | High 0
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 9♠,6♠ = 15 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 9♠,6♠ vs 7♣ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 9♠,6♠ | frozen HIT | actual HIT
MAIN BUST at 23
Dealer 7♣,9♥ = 16

--- CARD STREAM REVIEW: HAND 30 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#166 | H30 | PLAYER card 1          | 9S
#167 | H30 | DEALER hole card       | 9H
#168 | H30 | PLAYER card 2          | 6S
#169 | H30 | DEALER upcard          | 7C
#170 | H30 | PLAYER post-deal card  | 8S
TOTAL CARDS RECORDED THIS HAND: 5
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 23 vs Dealer 16
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2702.00
  FINAL HAND NOTE | H30 | type POST_HAND_REFLECTION | captured after settlement and before next hand | didnt want to follow frozen and hit, but also was bit fatigued and unsure if dealer had 10 hole card.. So its controlled bet wager to finish also, £20 is not massive gamble
  MINDSET_EVENT | H30 | STAGE POST_HAND | TYPE POST_HAND_REFLECTION | TIMING POST_SETTLEMENT_PRE_NEXT_HAND | SOURCE LIVE_CAPTURE | TEXT didnt want to follow frozen and hit, but also was bit fatigued and unsure if dealer had 10 hole card.. So its controlled bet wager to finish also, £20 is not massive gamble
  HAND_HISTORY | 6,9 vs 7 | mode HYBRID | action HIT | result L | bank 2722.00->2702.00 | wager 20.00
HAND 30 | 2722.00->2702.00 | ref 15.00 actual 20.00 | committed 20.00 | NORMAL | P 9♠,6♠,8♠ | D-up 7♣ | D-hidden/draw 9♥ | L
Recorded | Peak £2722.00 | Trough £2500.00 | MaxDD £40.00 | Exposure £635.00
LEDGER_ENTRY | session 20260912_175237 | mode HYBRID | hands 30 | start 100.00 | final 302.00 | session_pl 202.00 | total_decision_events 45 | wager_match 22 | wager_above 8 | wager_below 0 | action_match 40 | action_different 5
PROJECT LEDGER SUMMARY
Completed sessions: 11 | Total hands: 259
Cumulative project P/L: £827.00
Cumulative P/L vs £100 per-session starting capital: 75.18%
Project-equivalent running balance (initial £100 + cumulative P/L): £927.00
Ledger basis: each live session independently starts at research-equivalent £100; cumulative P/L sums session profits/losses.

================ OBSERVED HYBRID JOURNEY | SESSION 20260912_175237 ================
Observed mode: HYBRID | operator choices are authoritative for the live journey; this block does not relabel them as Frozen.
Observed Hybrid: hands 30 | final £302.00 | W/L/P 20/10/0 | exposure £635.00
Frozen/Casual formal-start counterfactual: DEFERRED TO S shuffle-analysis workflow, using the exact captured formal cardstream and source-completion rules.
================ END OBSERVED HYBRID JOURNEY | SESSION 20260912_175237 ================
================ END SESSION 20260912_175237 ================

SHUFFLE_ANALYSIS_STATUS | session 20260912_175237 | PENDING
PLATE_STATUS | session 20260912_175237 | PENDING

================ AUTOMATIC SHUFFLE ROBUSTNESS | SESSION 20260912_175237 ================
ENGINE VERSION: integrated-post-session-v3 | paired_replays_per_method 5000 | seed_base 202609050001
Captured-card reservoir: 169 cards
Comparable-action definition: same replay hand, branch, decision ordinal, player-rank state and dealer upcard in both independently consumed paths.
A | Observed-card permutation: shuffle only the captured session-card reservoir; no cards added.
  Frozen median 80.00 | Casual median 92.50 | Frozen mean 98.62 | Casual mean 96.64
  £200 reach Frozen 29.26% | Casual 20.42% | Mean exposure Frozen 446.44 | Casual 413.36 | Mean maxDD Frozen 91.74 | Casual 83.95
  30-hand completion Frozen 3187 | Casual 3410 | Both 3000
  Mean paired final-bankroll difference Frozen-Casual (both completed): 6.96
  Comparable action decisions total: 138338 | Different actions total: 5268 | Mean Comparable Action Differences: 1.0536
B | Full six-deck RNG: generate and uniformly shuffle a fresh 312-card six-deck shoe.
  Frozen median 80.00 | Casual median 92.50 | Frozen mean 99.52 | Casual mean 96.91
  £200 reach Frozen 30.12% | Casual 20.12% | Mean exposure Frozen 450.70 | Casual 413.83 | Mean maxDD Frozen 92.90 | Casual 83.79
  30-hand completion Frozen 3348 | Casual 3519 | Both 3150
  Mean paired final-bankroll difference Frozen-Casual (both completed): 7.58
  Comparable action decisions total: 137976 | Different actions total: 5740 | Mean Comparable Action Differences: 1.1480
C1 | Penetration 50%: captured reservoir; reshuffle only remaining cards between hands at 50%.
  Frozen median 77.50 | Casual median 85.00 | Frozen mean 98.19 | Casual mean 96.53
  £200 reach Frozen 29.40% | Casual 21.12% | Mean exposure Frozen 447.79 | Casual 412.71 | Mean maxDD Frozen 92.61 | Casual 84.19
  30-hand completion Frozen 3191 | Casual 3414 | Both 2988
  Mean paired final-bankroll difference Frozen-Casual (both completed): 6.67
  Comparable action decisions total: 136935 | Different actions total: 5323 | Mean Comparable Action Differences: 1.0646
C2 | Penetration 65%: captured reservoir; reshuffle only remaining cards between hands at 65%.
  Frozen median 80.00 | Casual median 92.50 | Frozen mean 98.20 | Casual mean 96.32
  £200 reach Frozen 29.54% | Casual 21.12% | Mean exposure Frozen 446.74 | Casual 412.13 | Mean maxDD Frozen 92.90 | Casual 84.46
  30-hand completion Frozen 3173 | Casual 3425 | Both 2958
  Mean paired final-bankroll difference Frozen-Casual (both completed): 7.71
  Comparable action decisions total: 136836 | Different actions total: 5332 | Mean Comparable Action Differences: 1.0664
C3 | Penetration 75%: captured reservoir; reshuffle only remaining cards between hands at 75%.
  Frozen median 82.50 | Casual median 92.50 | Frozen mean 98.16 | Casual mean 96.05
  £200 reach Frozen 29.42% | Casual 20.60% | Mean exposure Frozen 450.48 | Casual 413.38 | Mean maxDD Frozen 92.10 | Casual 83.87
  30-hand completion Frozen 3235 | Casual 3441 | Both 3033
  Mean paired final-bankroll difference Frozen-Casual (both completed): 5.60
  Comparable action decisions total: 138276 | Different actions total: 5386 | Mean Comparable Action Differences: 1.0772
C4 | Penetration 80%: captured reservoir; reshuffle only remaining cards between hands at 80%.
  Frozen median 82.50 | Casual median 92.50 | Frozen mean 99.05 | Casual mean 96.03
  £200 reach Frozen 28.82% | Casual 19.02% | Mean exposure Frozen 451.45 | Casual 416.21 | Mean maxDD Frozen 92.25 | Casual 84.23
  30-hand completion Frozen 3254 | Casual 3440 | Both 3023
  Mean paired final-bankroll difference Frozen-Casual (both completed): 7.74
  Comparable action decisions total: 137993 | Different actions total: 5384 | Mean Comparable Action Differences: 1.0768
D | Physical-style proxy: captured reservoir with deterministic riffle/strip/cut-style mixing.
  Frozen median 82.50 | Casual median 92.50 | Frozen mean 100.46 | Casual mean 99.69
  £200 reach Frozen 30.66% | Casual 21.66% | Mean exposure Frozen 450.73 | Casual 416.00 | Mean maxDD Frozen 92.08 | Casual 83.00
  30-hand completion Frozen 3210 | Casual 3442 | Both 2995
  Mean paired final-bankroll difference Frozen-Casual (both completed): 5.24
  Comparable action decisions total: 138706 | Different actions total: 5561 | Mean Comparable Action Differences: 1.1122
E | Automatic/continuous proxy: captured reservoir; after each complete hand, used cards return and the full reservoir is remixed.
  Frozen median 82.50 | Casual median 92.50 | Frozen mean 99.89 | Casual mean 98.57
  £200 reach Frozen 29.90% | Casual 21.36% | Mean exposure Frozen 451.92 | Casual 417.77 | Mean maxDD Frozen 92.29 | Casual 83.64
  30-hand completion Frozen 3369 | Casual 3575 | Both 3276
  Mean paired final-bankroll difference Frozen-Casual (both completed): 6.33
  Comparable action decisions total: 162072 | Different actions total: 6238 | Mean Comparable Action Differences: 1.2476
Method E boundary: after each COMPLETE hand, consumed cards return to the captured reservoir and the entire reservoir is remixed; no captured card is added, removed or substituted.
Method D boundary: declared mathematical riffle/strip/cut proxy; not a proprietary casino-shuffler reproduction.

================ HYBRID FORMAL-START COUNTERFACTUAL | SESSION 20260912_175237 ================
PURPOSE: replay the unchanged Frozen and fixed Casual policies from the same formal-session starting captured cardstream. The observed Hybrid journey remains separate and authoritative for what was actually played.
Captured formal chronology available: 169 exact rank+suit cards. Each policy consumes independently; no card or settlement is invented.
Frozen from formal start: outcome N/A | hands 26 | W/L/P 13/12/1 | exposure £500.00 | cards consumed 159 | termination SOURCE_EXHAUSTED | NOT SOURCE-COMPLETE | last source-supported bankroll £102.50
Casual from formal start: outcome N/A | hands 27 | W/L/P 14/12/1 | exposure £480.00 | cards consumed 159 | termination SOURCE_EXHAUSTED | NOT SOURCE-COMPLETE | last source-supported bankroll £137.50
Publication rule: if a replay is NOT SOURCE-COMPLETE, its outcome is N/A; the displayed bankroll is only the last source-supported bankroll. Do not present it as a completed journey.
================ END HYBRID FORMAL-START COUNTERFACTUAL | SESSION 20260912_175237 ================

================ STAT-WATCHING CASUAL | SESSION 20260912_175237 ================
EXPERIMENT STATUS: EXPLORATORY COUNTERFACTUAL / DETERMINISTIC / QUARANTINED FROM FROZEN-vs-CASUAL SCORECARD
REPLAY BASIS: FORMAL_START
VISIBLE-EVIDENCE RULE: wager and exit decisions use only completed prior-hand evidence visible to the player; no future cards, shoe composition, or unrevealed dealer hole card is consulted. A hole-card hunch may affect a current play decision only after the dealer up-card is visible and only from previously revealed hole-card history.
POLICY: ordinary wager £15; rare evidence-triggered 2x/3x/4x presses; rolling last-five-hand table impression; deterministic walk-away rule from Hand 8 onward. Existing Casual and Frozen policies are unchanged.
STAY POLICY: the stay-at-table counterfactual keeps the SAME Stat-Watching Casual personality, wager logic, hunch logic and play policy; only the behavioural walk-away trigger is disabled. It never switches to Frozen style.
Chosen behavioural path: hands 14 | bankroll £167.50 | W/L/P 9/4/1 | exposure £300.00 | termination BEHAVIOURAL_EXIT | chosen exit Hand 14 at £167.50
Stay-at-table counterfactual: hands 30 | bankroll £145.00 | W/L/P 16/13/1 | exposure £540.00 | termination COMPLETED | SOURCE-COMPLETE
Exit value versus staying: +£22.50
PATH_CHOSEN: H0=100.00;H1=115.00;H2=130.00;H3=160.00;H4=190.00;H5=130.00;H6=130.00;H7=152.50;H8=167.50;H9=182.50;H10=167.50;H11=152.50;H12=167.50;H13=182.50;H14=167.50
PATH_STAY: H0=100.00;H1=115.00;H2=130.00;H3=160.00;H4=190.00;H5=130.00;H6=130.00;H7=152.50;H8=167.50;H9=182.50;H10=167.50;H11=152.50;H12=167.50;H13=182.50;H14=167.50;H15=152.50;H16=167.50;H17=182.50;H18=167.50;H19=190.00;H20=205.00;H21=190.00;H22=175.00;H23=190.00;H24=175.00;H25=160.00;H26=145.00;H27=160.00;H28=145.00;H29=160.00;H30=145.00
INFLUENCE | H5 | WAGER | 2x wager (£30.00) • last 4 hands: low cards 46%, 10-value cards 29%, W/L 4/0
INFLUENCE | H13 | HUNCH | stood on hard 13 vs 10 after prior revealed hole cards behind this up-card averaged 4.0
INFLUENCE | H14 | EXIT | walked away at £167.50 • last 5 hands: low cards 52%, 10-value cards 30%, W/L 2/3 • drawdown from peak £22.50
Publication boundary: exploratory side experiment only. Do not award established Frozen/Casual scorecard percentiles or alter the main comparison from this block without a later declared research phase.
================ END STAT-WATCHING CASUAL | SESSION 20260912_175237 ================

================ ULTIMATE AI | SESSION 20260912_175237 ================
AI POLICY: ULTIMATE-AI-V1-FROZEN-WEIGHTED-GATE | deterministic | Frozen baseline | repository through Session 9
REPLAY BASIS: FORMAL_START
TEMPORAL BOUNDARY: only repository evidence through Session 9 plus evidence visible before each current decision was available. Session 10 completed outcomes were not in the repository during this replay.
V1 GATE: Frozen wins weak evidence and ties. Action/wager overrides require convergent predeclared support; scorecard/percentile similarity has zero live-decision weight until a predecision-safe mapping exists.
Ultimate AI: hands 15 | bankroll N/A | last source-supported £182.50 | P/L N/A | W/L/P 9/5/1 | exposure £345.00 | termination AI_EXIT | NOT SOURCE-COMPLETE
Frozen same-basis comparator: hands 26 | bankroll N/A | P/L N/A | exposure £500.00 | termination SOURCE_EXHAUSTED | NOT SOURCE-COMPLETE
OVERRIDES: action 0 | wager 1 | exit 1
PATH_AI: H0=100.00;H1=115.00;H2=130.00;H3=160.00;H4=190.00;H5=130.00;H6=130.00;H7=152.50;H8=167.50;H9=197.50;H10=182.50;H11=167.50;H12=197.50;H13=212.50;H14=197.50;H15=182.50
AI_OVERRIDE | H5 WAGER | Frozen £15.00 -> AI £30.00 | support 4
AI_OVERRIDE | H15 EXIT | bankroll £182.50 | trend -1 | drawdown £30.00
Publication boundary: experimental synthesis controller. Descriptive deterministic comparison only; no claim of casino advantage, card prediction or guaranteed profitability.
================ END ULTIMATE AI | SESSION 20260912_175237 ================
SHUFFLE_ANALYSIS_STATUS | session 20260912_175237 | COMPLETE
================ END AUTOMATIC SHUFFLE ROBUSTNESS | SESSION 20260912_175237 ================

================ SESSION EVIDENCE CORRECTION | SESSION 20260912_175237 ================
CORRECTION STATUS: COMPLETE | append-only; original session block preserved
CARD CORRECTION: #131 | H22 | PLAYER post-deal card | raw chronology 6? / operator review 6U -> 6C | contemporaneous H22 note
CARD-COUNT RECONCILIATION: raw header 172 | committed chronology 170 | corrected exact replayable 170
KNOWN V9.2.24 DEFECT: two rejected H12 dealer-entry cards inflated the raw header count; V9.2.25+ fixes future transactional counting.
AUTHORITATIVE CORRECTED ANALYTICAL SOURCE: SESSION_EVIDENCE\blackjack_live_session_20260912_175237_CORRECTED_EVIDENCE.txt
AUTHORITATIVE CORRECTION ADDENDUM: SESSION_EVIDENCE\blackjack_observed_card_correction_20260912_175237.txt
SUPERSESSION BOUNDARY: Session 10 S analysis produced from the 169-card reservoir is retained historically but is superseded for publication by corrected-evidence reanalysis still to be run.
================ END SESSION EVIDENCE CORRECTION | SESSION 20260912_175237 ================

================ CORRECTED AUTOMATIC SHUFFLE ROBUSTNESS | SESSION 20260912_175237 ================
SUPERSEDES FOR PUBLICATION: prior Session 10 S analysis based on the 169-card exact-suit reservoir. Prior block remains preserved in output.txt.
CORRECTION BASIS: append-only H22 #131 suit correction plus V9.2.25 transactional dealer-count fix; committed/replayable chronology = 170 cards.
SESSION INTEGRITY: PASS | correction-aware analytical source
ENGINE VERSION: integrated-post-session-v3 | paired_replays_per_method 5000 | seed_base 202609050001
Captured-card reservoir: 170 cards
Comparable-action definition: same replay hand, branch, decision ordinal, player-rank state and dealer upcard in both independently consumed paths.
A | Observed-card permutation: shuffle only the captured session-card reservoir; no cards added.
  Frozen median 77.50 | Casual median 92.50 | Frozen mean 97.28 | Casual mean 96.44
  £200 reach Frozen 28.54% | Casual 19.76% | Mean exposure Frozen 446.74 | Casual 413.50 | Mean maxDD Frozen 92.18 | Casual 83.45
  30-hand completion Frozen 3241 | Casual 3458 | Both 3040
  Mean paired final-bankroll difference Frozen-Casual (both completed): 6.15
  Comparable action decisions total: 136874 | Different actions total: 5382 | Mean Comparable Action Differences: 1.0764
B | Full six-deck RNG: generate and uniformly shuffle a fresh 312-card six-deck shoe.
  Frozen median 80.00 | Casual median 92.50 | Frozen mean 99.52 | Casual mean 96.91
  £200 reach Frozen 30.12% | Casual 20.12% | Mean exposure Frozen 450.70 | Casual 413.83 | Mean maxDD Frozen 92.90 | Casual 83.79
  30-hand completion Frozen 3348 | Casual 3519 | Both 3150
  Mean paired final-bankroll difference Frozen-Casual (both completed): 7.58
  Comparable action decisions total: 137976 | Different actions total: 5740 | Mean Comparable Action Differences: 1.1480
C1 | Penetration 50%: captured reservoir; reshuffle only remaining cards between hands at 50%.
  Frozen median 82.50 | Casual median 92.50 | Frozen mean 99.28 | Casual mean 97.35
  £200 reach Frozen 29.48% | Casual 21.50% | Mean exposure Frozen 448.78 | Casual 412.88 | Mean maxDD Frozen 92.45 | Casual 83.78
  30-hand completion Frozen 3244 | Casual 3430 | Both 3018
  Mean paired final-bankroll difference Frozen-Casual (both completed): 6.38
  Comparable action decisions total: 136567 | Different actions total: 5335 | Mean Comparable Action Differences: 1.0670
C2 | Penetration 65%: captured reservoir; reshuffle only remaining cards between hands at 65%.
  Frozen median 80.00 | Casual median 92.50 | Frozen mean 98.65 | Casual mean 98.00
  £200 reach Frozen 29.18% | Casual 21.10% | Mean exposure Frozen 450.32 | Casual 416.45 | Mean maxDD Frozen 92.43 | Casual 83.36
  30-hand completion Frozen 3295 | Casual 3512 | Both 3106
  Mean paired final-bankroll difference Frozen-Casual (both completed): 5.58
  Comparable action decisions total: 136579 | Different actions total: 5490 | Mean Comparable Action Differences: 1.0980
C3 | Penetration 75%: captured reservoir; reshuffle only remaining cards between hands at 75%.
  Frozen median 80.00 | Casual median 92.50 | Frozen mean 97.40 | Casual mean 95.74
  £200 reach Frozen 28.66% | Casual 19.96% | Mean exposure Frozen 449.47 | Casual 414.49 | Mean maxDD Frozen 93.29 | Casual 84.66
  30-hand completion Frozen 3242 | Casual 3452 | Both 3027
  Mean paired final-bankroll difference Frozen-Casual (both completed): 6.07
  Comparable action decisions total: 137345 | Different actions total: 5482 | Mean Comparable Action Differences: 1.0964
C4 | Penetration 80%: captured reservoir; reshuffle only remaining cards between hands at 80%.
  Frozen median 83.75 | Casual median 92.50 | Frozen mean 101.39 | Casual mean 98.91
  £200 reach Frozen 30.44% | Casual 21.82% | Mean exposure Frozen 452.29 | Casual 416.80 | Mean maxDD Frozen 92.36 | Casual 83.74
  30-hand completion Frozen 3291 | Casual 3507 | Both 3093
  Mean paired final-bankroll difference Frozen-Casual (both completed): 7.19
  Comparable action decisions total: 137360 | Different actions total: 5522 | Mean Comparable Action Differences: 1.1044
D | Physical-style proxy: captured reservoir with deterministic riffle/strip/cut-style mixing.
  Frozen median 82.50 | Casual median 92.50 | Frozen mean 100.04 | Casual mean 96.09
  £200 reach Frozen 29.62% | Casual 20.30% | Mean exposure Frozen 451.20 | Casual 414.07 | Mean maxDD Frozen 93.08 | Casual 84.64
  30-hand completion Frozen 3269 | Casual 3455 | Both 3061
  Mean paired final-bankroll difference Frozen-Casual (both completed): 8.37
  Comparable action decisions total: 138219 | Different actions total: 5620 | Mean Comparable Action Differences: 1.1240
E | Automatic/continuous proxy: captured reservoir; after each complete hand, used cards return and the full reservoir is remixed.
  Frozen median 82.50 | Casual median 92.50 | Frozen mean 100.36 | Casual mean 98.69
  £200 reach Frozen 29.74% | Casual 21.22% | Mean exposure Frozen 451.52 | Casual 416.66 | Mean maxDD Frozen 92.38 | Casual 83.70
  30-hand completion Frozen 3341 | Casual 3527 | Both 3226
  Mean paired final-bankroll difference Frozen-Casual (both completed): 6.20
  Comparable action decisions total: 161370 | Different actions total: 6396 | Mean Comparable Action Differences: 1.2792
Method E boundary: after each COMPLETE hand, consumed cards return to the captured reservoir and the entire reservoir is remixed; no captured card is added, removed or substituted.
Method D boundary: declared mathematical riffle/strip/cut proxy; not a proprietary casino-shuffler reproduction.

================ HYBRID FORMAL-START COUNTERFACTUAL | SESSION 20260912_175237 ================
PURPOSE: replay the unchanged Frozen and fixed Casual policies from the same formal-session starting captured cardstream. The observed Hybrid journey remains separate and authoritative for what was actually played.
Captured formal chronology available: 170 blackjack-replayable cards (rank known; any U suit remains unresolved). Each policy consumes independently; no card rank or settlement is invented.
Frozen from formal start: outcome N/A | hands 27 | W/L/P 15/10/2 | exposure £480.00 | cards consumed 160 | termination SOURCE_EXHAUSTED | NOT SOURCE-COMPLETE | last source-supported bankroll £205.00
Casual from formal start: outcome N/A | hands 27 | W/L/P 15/10/2 | exposure £480.00 | cards consumed 160 | termination SOURCE_EXHAUSTED | NOT SOURCE-COMPLETE | last source-supported bankroll £205.00
Publication rule: if a replay is NOT SOURCE-COMPLETE, its outcome is N/A; the displayed bankroll is only the last source-supported bankroll. Do not present it as a completed journey.
================ END HYBRID FORMAL-START COUNTERFACTUAL | SESSION 20260912_175237 ================

================ STAT-WATCHING CASUAL | SESSION 20260912_175237 ================
EXPERIMENT STATUS: EXPLORATORY COUNTERFACTUAL / DETERMINISTIC / QUARANTINED FROM FROZEN-vs-CASUAL SCORECARD
REPLAY BASIS: FORMAL_START
VISIBLE-EVIDENCE RULE: wager and exit decisions use only completed prior-hand evidence visible to the player; no future cards, shoe composition, or unrevealed dealer hole card is consulted. A hole-card hunch may affect a current play decision only after the dealer up-card is visible and only from previously revealed hole-card history.
POLICY: ordinary wager £15; rare evidence-triggered 2x/3x/4x presses; rolling last-five-hand table impression; deterministic walk-away rule from Hand 8 onward. Existing Casual and Frozen policies are unchanged.
STAY POLICY: the stay-at-table counterfactual keeps the SAME Stat-Watching Casual personality, wager logic, hunch logic and play policy; only the behavioural walk-away trigger is disabled. It never switches to Frozen style.
Chosen behavioural path: hands 14 | bankroll £167.50 | W/L/P 9/4/1 | exposure £300.00 | termination BEHAVIOURAL_EXIT | chosen exit Hand 14 at £167.50
Stay-at-table counterfactual: hands 30 | bankroll £115.00 | W/L/P 15/14/1 | exposure £540.00 | termination COMPLETED | SOURCE-COMPLETE
Exit value versus staying: +£52.50
PATH_CHOSEN: H0=100.00;H1=115.00;H2=130.00;H3=160.00;H4=190.00;H5=130.00;H6=130.00;H7=152.50;H8=167.50;H9=182.50;H10=167.50;H11=152.50;H12=167.50;H13=182.50;H14=167.50
PATH_STAY: H0=100.00;H1=115.00;H2=130.00;H3=160.00;H4=190.00;H5=130.00;H6=130.00;H7=152.50;H8=167.50;H9=182.50;H10=167.50;H11=152.50;H12=167.50;H13=182.50;H14=167.50;H15=152.50;H16=167.50;H17=182.50;H18=167.50;H19=190.00;H20=205.00;H21=190.00;H22=175.00;H23=190.00;H24=175.00;H25=160.00;H26=145.00;H27=130.00;H28=115.00;H29=130.00;H30=115.00
INFLUENCE | H5 | WAGER | 2x wager (£30.00) • last 4 hands: low cards 46%, 10-value cards 29%, W/L 4/0
INFLUENCE | H13 | HUNCH | stood on hard 13 vs 10 after prior revealed hole cards behind this up-card averaged 4.0
INFLUENCE | H14 | EXIT | walked away at £167.50 • last 5 hands: low cards 52%, 10-value cards 30%, W/L 2/3 • drawdown from peak £22.50
Publication boundary: exploratory side experiment only. Do not award established Frozen/Casual scorecard percentiles or alter the main comparison from this block without a later declared research phase.
================ END STAT-WATCHING CASUAL | SESSION 20260912_175237 ================

================ ULTIMATE AI | SESSION 20260912_175237 ================
AI POLICY: ULTIMATE-AI-V1-FROZEN-WEIGHTED-GATE | deterministic | Frozen baseline | repository through Session 9
REPLAY BASIS: FORMAL_START
TEMPORAL BOUNDARY: only repository evidence through Session 9 plus evidence visible before each current decision was available. Session 10 completed outcomes were not in the repository during this replay.
V1 GATE: Frozen wins weak evidence and ties. Action/wager overrides require convergent predeclared support; scorecard/percentile similarity has zero live-decision weight until a predecision-safe mapping exists.
Ultimate AI: hands 15 | bankroll N/A | last source-supported £182.50 | P/L N/A | W/L/P 9/5/1 | exposure £345.00 | termination AI_EXIT | NOT SOURCE-COMPLETE
Frozen same-basis comparator: hands 27 | bankroll N/A | P/L N/A | exposure £480.00 | termination SOURCE_EXHAUSTED | NOT SOURCE-COMPLETE
OVERRIDES: action 0 | wager 1 | exit 1
PATH_AI: H0=100.00;H1=115.00;H2=130.00;H3=160.00;H4=190.00;H5=130.00;H6=130.00;H7=152.50;H8=167.50;H9=197.50;H10=182.50;H11=167.50;H12=197.50;H13=212.50;H14=197.50;H15=182.50
AI_OVERRIDE | H5 WAGER | Frozen £15.00 -> AI £30.00 | support 4
AI_OVERRIDE | H15 EXIT | bankroll £182.50 | trend -1 | drawdown £30.00
Publication boundary: experimental synthesis controller. Descriptive deterministic comparison only; no claim of casino advantage, card prediction or guaranteed profitability.
================ END ULTIMATE AI | SESSION 20260912_175237 ================
CORRECTED_SHUFFLE_ANALYSIS_STATUS | session 20260912_175237 | COMPLETE | supersedes prior Session 10 S block for publication
================ END CORRECTED AUTOMATIC SHUFFLE ROBUSTNESS | SESSION 20260912_175237 ================

ULTIMATE_AI_AUDIT | session 20260912_175237 | PASS | repository_through 9 | corrected_publication_reproduction PASS | audit_file blackjack_ultimate_ai_audit_20260912_175237.txt

ULTIMATE_AI_COMPLETION_CORRECTION | session 20260912_175237 | PASS | AI_EXIT SOURCE-COMPLETE | final £182.50 | P/L +£82.50 | audit_preserved PASS | addendum blackjack_ultimate_ai_completion_correction_20260912_175237.txt
PLATE_STATUS | session 20260912_175237 | COMPLETE | operator_confirmation 2026-09-13 02:07:44

================ SESSION 20260913_031649 ================
DETERMINISTIC BLACKJACK - LIVE SESSION REPORT
SESSION NAME: Hybrid + normal comments/decisions + voluntary £15/£20/£30 wager constraint
PREAMBLE: NO
PLATFORM BALANCE BASIS: Start £2500.00 | Session depletion floor £2400.00 = research-equivalent £0/depleted
Platform Final £2500.00 | Platform Peak £2635.00 | Platform Trough £2450.00 | MaxDD £185.00 | Exposure £640.00
OFFSET RESEARCH-EQUIVALENT: Start £100.00 | Final £100.00 | Peak £235.00 | Trough £50.00
OFFSET RULE: research-equivalent bankroll = platform balance - session depletion floor £2400.00
AFFORDABILITY RULE: session-specific platform floor £2400.00 is protected; wager/double/split affordability uses research-equivalent bankroll only.
MODE: HYBRID - Frozen reference visible; operator choices observed
W/L/P 13/16/1
Wager match/above/below 14/11/5
Action match/different 37/3
HYBRID COUNTERFACTUAL RULE: observed bankroll/W/L/P are the operator's Hybrid journey; S separately replays the unchanged Frozen and Casual policies from the same formal starting cardstream when source permits.
SOURCE: 247blackjack.com
SOURCE TYPE: Online play-money blackjack, configured 6-deck game
CARD GENERATION: computational/RNG implementation; visible six-deck shuffle events recorded from interface
Shuffle events explicitly observed: 3
Total cards recorded: 164
Cards since most recent observed shuffle/start: 6
Exact known rank+suit identities observed: 52
Validation warnings/overrides encountered: 17
Hands re-entered through amendment review: 1
Decision provenance counts:
  TOTAL DECISION EVENTS: 40 (decision events, not hands)
  TEXTBOOK / FROZEN-ALIGNED: 39
  FROZEN RESEARCH OVERRIDE events: 0
  FROZEN PRIMARY HARD11-vs-10 events: 1
Policy note: Pair20-vs-10 STAND is the current Frozen action; provenance records that it replaced the earlier research SPLIT rule, and it also agrees with textbook.
Policy note: HARD11-vs-10 primary remains DOUBLE; Cooling->HIT is a capital-protection alternate, not the primary action used here.
Shuffle log: Shuffle observed before hand 1 after 0 recorded cards since previous start/shuffle. | Shuffle observed before hand 12 after 62 recorded cards since previous start/shuffle. | Shuffle observed before hand 30 after 96 recorded cards since previous start/shuffle.
Penetration is not inferred unless a visible shuffle boundary is recorded; card counts are observational.
Boundary: frozen wagers are historical reference wagers, not proven optimal stakes.
Controller note: exact mature BRAKE predicate is not invented; only explicit handover transitions are used.

PERSONAL-MODE HISTORY ACCESS: recent-table-hand history is hidden by default and, if requested, shown BEFORE the wager; matching-hand history is available only after the current starting cards are known and before the player action.
RECENT TABLE-HAND WINDOW: user-selectable 1-5 previously committed hands from the current session only; the request itself is retained as behavioural evidence and occurs before capital is committed.

OBSERVED INITIAL-HAND INDEX + HISTORICAL OUTCOMES (SUITS EXCLUDED)
HAND_SIGNATURE | 3,4 vs J
  PRIOR_OCCURRENCES | 1 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 2/0/1
HAND_HISTORY | 3,4 vs J | mode HYBRID | action HIT | result W | bank 2500.00->2515.00 | wager 15.00
HAND_SIGNATURE | 5,J vs 2
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 2/0/1
HAND_HISTORY | 5,J vs 2 | mode HYBRID | action STAND | result W | bank 2515.00->2540.00 | wager 25.00
HAND_SIGNATURE | 5,6 vs Q
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 2/0/1
HAND_HISTORY | 5,6 vs Q | mode HYBRID | action DOUBLE | result L | bank 2540.00->2510.00 | wager 15.00
HAND_SIGNATURE | 8,9 vs 2
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/2/0
HAND_HISTORY | 8,9 vs 2 | mode HYBRID | action STAND | result W | bank 2510.00->2540.00 | wager 30.00
HAND_SIGNATURE | 9,A vs 7
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 0/2/1
HAND_HISTORY | 9,A vs 7 | mode HYBRID | action STAND | result W | bank 2540.00->2570.00 | wager 30.00
HAND_SIGNATURE | J,K vs 2
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/0/2
HAND_HISTORY | J,K vs 2 | mode HYBRID | action STAND | result W | bank 2570.00->2585.00 | wager 15.00
HAND_SIGNATURE | 4,6 vs K
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 2/0/1
HAND_HISTORY | 4,6 vs K | mode HYBRID | action HIT | result W | bank 2585.00->2605.00 | wager 20.00
HAND_SIGNATURE | 2,2 vs 10
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 2/0/1
HAND_HISTORY | 2,2 vs 10 | mode HYBRID | action HIT | result L | bank 2605.00->2590.00 | wager 15.00
HAND_SIGNATURE | 3,8 vs 6
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 2/1/0
HAND_HISTORY | 3,8 vs 6 | mode HYBRID | action DOUBLE | result W | bank 2590.00->2620.00 | wager 15.00
HAND_SIGNATURE | 4,J vs 3
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 2/0/1
HAND_HISTORY | 4,J vs 3 | mode HYBRID | action STAND | result W | bank 2620.00->2635.00 | wager 15.00
HAND_SIGNATURE | 2,6 vs K
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 2/0/1
HAND_HISTORY | 2,6 vs K | mode HYBRID | action HIT | result L | bank 2635.00->2620.00 | wager 15.00
HAND_SIGNATURE | 4,8 vs 9
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/2/0
HAND_HISTORY | 4,8 vs 9 | mode HYBRID | action STAND | result L | bank 2620.00->2605.00 | wager 15.00
HAND_SIGNATURE | 4,6 vs 4
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 3/0/0
HAND_HISTORY | 4,6 vs 4 | mode HYBRID | action DOUBLE | result P | bank 2605.00->2605.00 | wager 30.00
HAND_SIGNATURE | 4,9 vs A
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/1/1
HAND_HISTORY | 4,9 vs A | mode HYBRID | action HIT | result L | bank 2605.00->2590.00 | wager 15.00
HAND_SIGNATURE | 5,A vs K
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/0/2
HAND_HISTORY | 5,A vs K | mode HYBRID | action HIT | result L | bank 2590.00->2575.00 | wager 15.00
HAND_SIGNATURE | 7,Q vs 9
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 0/2/1
HAND_HISTORY | 7,Q vs 9 | mode HYBRID | action STAND | result L | bank 2575.00->2555.00 | wager 20.00
HAND_SIGNATURE | 7,J vs 9
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 0/2/1
HAND_HISTORY | 7,J vs 9 | mode HYBRID | action STAND | result W | bank 2555.00->2570.00 | wager 15.00
HAND_SIGNATURE | 10,4 vs 5
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 2/0/1
HAND_HISTORY | 10,4 vs 5 | mode HYBRID | action STAND | result L | bank 2570.00->2550.00 | wager 20.00
HAND_SIGNATURE | 8,Q vs 10
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 0/1/2
HAND_HISTORY | 8,Q vs 10 | mode HYBRID | action STAND | result W | bank 2550.00->2565.00 | wager 15.00
HAND_SIGNATURE | 10,6 vs 3
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 2/0/1
HAND_HISTORY | 10,6 vs 3 | mode HYBRID | action STAND | result L | bank 2565.00->2545.00 | wager 20.00
HAND_SIGNATURE | 2,Q vs 9
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/1/1
HAND_HISTORY | 2,Q vs 9 | mode HYBRID | action HIT | result L | bank 2545.00->2530.00 | wager 15.00
HAND_SIGNATURE | 10,4 vs 2
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 2/0/1
HAND_HISTORY | 10,4 vs 2 | mode HYBRID | action STAND | result L | bank 2530.00->2515.00 | wager 15.00
HAND_SIGNATURE | 8,A vs A
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 0/1/2
HAND_HISTORY | 8,A vs A | mode HYBRID | action STAND | result L | bank 2515.00->2500.00 | wager 15.00
HAND_SIGNATURE | 3,K vs 4
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 2/0/1
HAND_HISTORY | 3,K vs 4 | mode HYBRID | action HIT | result L | bank 2500.00->2470.00 | wager 30.00
HAND_SIGNATURE | 5,A vs 8
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/1/1
HAND_HISTORY | 5,A vs 8 | mode HYBRID | action HIT | result L | bank 2470.00->2455.00 | wager 15.00
HAND_SIGNATURE | 4,7 vs 6
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 2/1/0
HAND_HISTORY | 4,7 vs 6 | mode HYBRID | action DOUBLE | result W | bank 2455.00->2485.00 | wager 15.00
HAND_SIGNATURE | 2,7 vs 9
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 1/2/0
HAND_HISTORY | 2,7 vs 9 | mode HYBRID | action HIT | result L | bank 2485.00->2465.00 | wager 20.00
  HISTORY_MATCHES_SHOWN | 1 | total eligible 1 | signature 6,9 vs 2
HAND_SIGNATURE | 6,9 vs 2
  PRIOR_OCCURRENCES | 1 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 2/1/0
HAND_HISTORY | 6,9 vs 2 | mode HYBRID | action STAND | result L | bank 2465.00->2450.00 | wager 15.00
HAND_SIGNATURE | 3,5 vs 9
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 2/1/0
HAND_HISTORY | 3,5 vs 9 | mode HYBRID | action HIT | result W | bank 2450.00->2480.00 | wager 30.00
HAND_SIGNATURE | 10,J vs A
  PRIOR_OCCURRENCES | 0 | BEFORE_LNH 0/0/0 | CURRENT_VISIBLE_LNH 0/0/3
HAND_HISTORY | 10,J vs A | mode HYBRID | action STAND | result W | bank 2480.00->2500.00 | wager 20.00

CHRONOLOGICAL CARD DATASET (RECONSTRUCTED DEAL ORDER)
Order rule observed on 247 animation: Player1 -> Dealer hole -> Player2 -> Dealer up -> subsequent player cards -> subsequent dealer draws.
Dealer hole cards are entered later when revealed but are retrospectively placed as the dealer's first dealt card, matching the observed 247 animation.
Split/post-deal cards are retained in operator-entry order; if platform split dealing order differs, that sub-order must be reviewed before deterministic replay.
HAND 1 DEAL-ORDER RECONSTRUCTION
#001 | H01 | PLAYER card 1          | 3♣
#002 | H01 | DEALER hole card       | 4♦
#003 | H01 | PLAYER card 2          | 4♣
#004 | H01 | DEALER upcard          | J♠
#005 | H01 | PLAYER post-deal card  | K♥
#006 | H01 | DEALER draw 1          | 9♥

HAND 2 DEAL-ORDER RECONSTRUCTION
#007 | H02 | PLAYER card 1          | J♣
#008 | H02 | DEALER hole card       | K♣
#009 | H02 | PLAYER card 2          | 5♦
#010 | H02 | DEALER upcard          | 2♥
#011 | H02 | DEALER draw 1          | K♦

HAND 3 DEAL-ORDER RECONSTRUCTION
#012 | H03 | PLAYER card 1          | 6♦
#013 | H03 | DEALER hole card       | J♥
#014 | H03 | PLAYER card 2          | 5♦
#015 | H03 | DEALER upcard          | Q♥
#016 | H03 | PLAYER post-deal card  | 7♦

HAND 4 DEAL-ORDER RECONSTRUCTION
#017 | H04 | PLAYER card 1          | 9♥
#018 | H04 | DEALER hole card       | A♣
#019 | H04 | PLAYER card 2          | 8♣
#020 | H04 | DEALER upcard          | 2♥
#021 | H04 | DEALER draw 1          | 3♥
#022 | H04 | DEALER draw 2          | 8♥
#023 | H04 | DEALER draw 3          | 8♥

HAND 5 DEAL-ORDER RECONSTRUCTION
#024 | H05 | PLAYER card 1          | 9♠
#025 | H05 | DEALER hole card       | 8♥
#026 | H05 | PLAYER card 2          | A♣
#027 | H05 | DEALER upcard          | 7♣
#028 | H05 | DEALER draw 1          | 3♦

HAND 6 DEAL-ORDER RECONSTRUCTION
#029 | H06 | PLAYER card 1          | J♦
#030 | H06 | DEALER hole card       | 7♣
#031 | H06 | PLAYER card 2          | K♦
#032 | H06 | DEALER upcard          | 2♦
#033 | H06 | DEALER draw 1          | 10♥

HAND 7 DEAL-ORDER RECONSTRUCTION
#034 | H07 | PLAYER card 1          | 4♣
#035 | H07 | DEALER hole card       | 3♦
#036 | H07 | PLAYER card 2          | 6♠
#037 | H07 | DEALER upcard          | K♠
#038 | H07 | PLAYER post-deal card  | K♥
#039 | H07 | DEALER draw 1          | K♣

HAND 8 DEAL-ORDER RECONSTRUCTION
#040 | H08 | PLAYER card 1          | 2♥
#041 | H08 | DEALER hole card       | K♣
#042 | H08 | PLAYER card 2          | 2♣
#043 | H08 | DEALER upcard          | 10♦
#044 | H08 | PLAYER post-deal card  | 10♣
#045 | H08 | PLAYER post-deal card  | 8♦

HAND 9 DEAL-ORDER RECONSTRUCTION
#046 | H09 | PLAYER card 1          | 8♣
#047 | H09 | DEALER hole card       | 7♠
#048 | H09 | PLAYER card 2          | 3♣
#049 | H09 | DEALER upcard          | 6♥
#050 | H09 | PLAYER post-deal card  | A♦
#051 | H09 | DEALER draw 1          | 9♦

HAND 10 DEAL-ORDER RECONSTRUCTION
#052 | H10 | PLAYER card 1          | 4♦
#053 | H10 | DEALER hole card       | 8♥
#054 | H10 | PLAYER card 2          | J♠
#055 | H10 | DEALER upcard          | 3♣
#056 | H10 | DEALER draw 1          | 5♥
#057 | H10 | DEALER draw 2          | 10♥

HAND 11 DEAL-ORDER RECONSTRUCTION
#058 | H11 | PLAYER card 1          | 6♣
#059 | H11 | DEALER hole card       | 8♦
#060 | H11 | PLAYER card 2          | 2♣
#061 | H11 | DEALER upcard          | K♠
#062 | H11 | PLAYER post-deal card  | 9♣

HAND 12 DEAL-ORDER RECONSTRUCTION
#063 | H12 | PLAYER card 1          | 8♦
#064 | H12 | DEALER hole card       | 4♠
#065 | H12 | PLAYER card 2          | 4♠
#066 | H12 | DEALER upcard          | 9♠
#067 | H12 | DEALER draw 1          | 6♣

HAND 13 DEAL-ORDER RECONSTRUCTION
#068 | H13 | PLAYER card 1          | 4♦
#069 | H13 | DEALER hole card       | 6♦
#070 | H13 | PLAYER card 2          | 6♥
#071 | H13 | DEALER upcard          | 4♠
#072 | H13 | PLAYER post-deal card  | 10♥
#073 | H13 | DEALER draw 1          | J♥

HAND 14 DEAL-ORDER RECONSTRUCTION
#074 | H14 | PLAYER card 1          | 4♦
#075 | H14 | DEALER hole card       | 2♣
#076 | H14 | PLAYER card 2          | 9♣
#077 | H14 | DEALER upcard          | A♠
#078 | H14 | PLAYER post-deal card  | 5♦
#079 | H14 | DEALER draw 1          | 7♥

HAND 15 DEAL-ORDER RECONSTRUCTION
#080 | H15 | PLAYER card 1          | 5♥
#081 | H15 | DEALER hole card       | 10♦
#082 | H15 | PLAYER card 2          | A♥
#083 | H15 | DEALER upcard          | K♠
#084 | H15 | PLAYER post-deal card  | 3♦

HAND 16 DEAL-ORDER RECONSTRUCTION
#085 | H16 | PLAYER card 1          | Q♥
#086 | H16 | DEALER hole card       | 2♦
#087 | H16 | PLAYER card 2          | 7♥
#088 | H16 | DEALER upcard          | 9♣
#089 | H16 | DEALER draw 1          | 5♦
#090 | H16 | DEALER draw 2          | 5♥

HAND 17 DEAL-ORDER RECONSTRUCTION
#091 | H17 | PLAYER card 1          | 7♦
#092 | H17 | DEALER hole card       | 4♥
#093 | H17 | PLAYER card 2          | J♠
#094 | H17 | DEALER upcard          | 9♣
#095 | H17 | DEALER draw 1          | 10♥

HAND 18 DEAL-ORDER RECONSTRUCTION
#096 | H18 | PLAYER card 1          | 10♠
#097 | H18 | DEALER hole card       | A♦
#098 | H18 | PLAYER card 2          | 4♥
#099 | H18 | DEALER upcard          | 5♦
#100 | H18 | DEALER draw 1          | A♥

HAND 19 DEAL-ORDER RECONSTRUCTION
#101 | H19 | PLAYER card 1          | 8♠
#102 | H19 | DEALER hole card       | 6♦
#103 | H19 | PLAYER card 2          | Q♦
#104 | H19 | DEALER upcard          | 10♣
#105 | H19 | DEALER draw 1          | A♠

HAND 20 DEAL-ORDER RECONSTRUCTION
#106 | H20 | PLAYER card 1          | 10♣
#107 | H20 | DEALER hole card       | 6♠
#108 | H20 | PLAYER card 2          | 6♦
#109 | H20 | DEALER upcard          | 3♥
#110 | H20 | DEALER draw 1          | A♠

HAND 21 DEAL-ORDER RECONSTRUCTION
#111 | H21 | PLAYER card 1          | 2♦
#112 | H21 | DEALER hole card       | Q♣
#113 | H21 | PLAYER card 2          | Q♦
#114 | H21 | DEALER upcard          | 9♦
#115 | H21 | PLAYER post-deal card  | 4♣

HAND 22 DEAL-ORDER RECONSTRUCTION
#116 | H22 | PLAYER card 1          | 4♦
#117 | H22 | DEALER hole card       | K♠
#118 | H22 | PLAYER card 2          | 10♣
#119 | H22 | DEALER upcard          | 2♦
#120 | H22 | DEALER draw 1          | 5♣

HAND 23 DEAL-ORDER RECONSTRUCTION
#121 | H23 | PLAYER card 1          | 8♦
#122 | H23 | DEALER hole card       | Q♦
#123 | H23 | PLAYER card 2          | A♣
#124 | H23 | DEALER upcard          | A♠

HAND 24 DEAL-ORDER RECONSTRUCTION
#125 | H24 | PLAYER card 1          | 3♠
#126 | H24 | DEALER hole card       | 7♣
#127 | H24 | PLAYER card 2          | K♣
#128 | H24 | DEALER upcard          | 4♣
#129 | H24 | PLAYER post-deal card  | Q♣

HAND 25 DEAL-ORDER RECONSTRUCTION
#130 | H25 | PLAYER card 1          | A♦
#131 | H25 | DEALER hole card       | 9♥
#132 | H25 | PLAYER card 2          | 5♠
#133 | H25 | DEALER upcard          | 8♥
#134 | H25 | PLAYER post-deal card  | 7♦
#135 | H25 | PLAYER post-deal card  | Q♠

HAND 26 DEAL-ORDER RECONSTRUCTION
#136 | H26 | PLAYER card 1          | 7♣
#137 | H26 | DEALER hole card       | Q♥
#138 | H26 | PLAYER card 2          | 4♥
#139 | H26 | DEALER upcard          | 6♦
#140 | H26 | PLAYER post-deal card  | J♣
#141 | H26 | DEALER draw 1          | 8♥

HAND 27 DEAL-ORDER RECONSTRUCTION
#142 | H27 | PLAYER card 1          | 7♦
#143 | H27 | DEALER hole card       | 2♥
#144 | H27 | PLAYER card 2          | 2♥
#145 | H27 | DEALER upcard          | 9♥
#146 | H27 | PLAYER post-deal card  | J♣
#147 | H27 | DEALER draw 1          | J♥

HAND 28 DEAL-ORDER RECONSTRUCTION
#148 | H28 | PLAYER card 1          | 6♥
#149 | H28 | DEALER hole card       | 6♣
#150 | H28 | PLAYER card 2          | 9♣
#151 | H28 | DEALER upcard          | 2♠
#152 | H28 | DEALER draw 1          | 9♣

HAND 29 DEAL-ORDER RECONSTRUCTION
#153 | H29 | PLAYER card 1          | 5♦
#154 | H29 | DEALER hole card       | Q♠
#155 | H29 | PLAYER card 2          | 3♦
#156 | H29 | DEALER upcard          | 9♠
#157 | H29 | PLAYER post-deal card  | 3♥
#158 | H29 | PLAYER post-deal card  | Q♦

HAND 30 DEAL-ORDER RECONSTRUCTION
#159 | H30 | PLAYER card 1          | J♥
#160 | H30 | DEALER hole card       | 4♠
#161 | H30 | PLAYER card 2          | 10♥
#162 | H30 | DEALER upcard          | A♦
#163 | H30 | DEALER draw 1          | 7♥
#164 | H30 | DEALER draw 2          | K♠


AUDIT LOG

DETERMINISTIC BLACKJACK - LIVE 30-HAND COMPANION
Manual external-session entry | actual platform balance captured before Hand 1 | dynamic £100 research frame | 30-hand reference
SOURCE: 247blackjack.com | PLAY-MONEY | configured 6-deck game
VALIDATION ON: suit required, wager checked, balance arithmetic checked where determinable.
HAND REVIEW ON: rejected/amended current hands roll back before re-entry.
SESSION NAME: Hybrid + normal comments/decisions + voluntary £15/£20/£30 wager constraint
HYBRID MODE: Frozen wager/action reference remains visible; your entered wager/actions are the observed journey. Full Frozen counterfactual is calculated by S when source-complete.
STARTING BALANCE CHECK: remove/clear ALL wagers or chips from the table before reading the balance.
Enter numeric amount.
SESSION START BALANCE CONFIRMED: Platform £2500.00 | research-equivalent £100.00 | session depletion floor £2400.00
SESSION START BALANCE | Platform £2500.00 | Research-equivalent £100.00 | Session depletion floor £2400.00
Cumulative project file: C:\Users\amlania1\Downloads\bjack\liveplay\CLI\output.txt


========== HAND 1 / 30 ==========
SHUFFLE RECORDED before hand 1 | previous segment cards recorded: 0
Bankroll £2500.00 | Research-equivalent available £100.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 3♣,4♣ = 7 | Dealer J♠
OBSERVED HAND (suits excluded): 3,4 vs J
CARD MIX current visible hand (P1 + P2 + dealer up): Low 2 | Neutral 0 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 3♣,4♣ = 7 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 3♣,4♣ vs J♠ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 3♣,4♣ | frozen HIT | actual HIT
MAIN 3♣,4♣,K♥ = 17 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 3♣,4♣,K♥ vs J♠ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 3♣,4♣,K♥ | frozen STAND | actual STAND
Dealer J♠,4♦,9♥ = 23 BUST

--- CARD STREAM REVIEW: HAND 1 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#001 | H01 | PLAYER card 1          | 3C
#002 | H01 | DEALER hole card       | 4D
#003 | H01 | PLAYER card 2          | 4C
#004 | H01 | DEALER upcard          | JS
#005 | H01 | PLAYER post-deal card  | KH
#006 | H01 | DEALER draw 1          | 9H
TOTAL CARDS RECORDED THIS HAND: 6
--- END CARD STREAM REVIEW ---

Allowed: YN
RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 17 vs Dealer 23
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2515.00
  HAND_HISTORY | 3,4 vs J | mode HYBRID | action HIT | result W | bank 2500.00->2515.00 | wager 15.00
HAND 01 | 2500.00->2515.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 3♣,4♣,K♥ | D-up J♠ | D-hidden/draw 4♦,9♥ | W
Recorded | Peak £2515.00 | Trough £2500.00 | MaxDD £0.00 | Exposure £15.00

========== HAND 2 / 30 ==========
Bankroll £2515.00 | Research-equivalent available £115.00 | State NORMAL | FROZEN WAGER £15.00
CHECK: frozen reference is £15.00 but entered wager is £25.00.
  WAGER DEVIATION | frozen_reference 15.00 | actual 25.00 | difference 10.00 | reason INTENTIONAL
  MINDSET_EVENT | H02 | STAGE WAGER | TYPE DEVIATION_REASON | TIMING PRE_DEAL | SOURCE LIVE_CAPTURE | TEXT Frozen £15.00 -> actual £25.00 \| reason INTENTIONAL
Wager: £10.00 ABOVE reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player J♣,5♦ = 15 | Dealer 2♥
OBSERVED HAND (suits excluded): 5,J vs 2 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 2 | Neutral 0 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN J♣,5♦ = 15 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | J♣,5♦ vs 2♥ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | J♣,5♦ | frozen STAND | actual STAND
Dealer 2♥,K♣,K♦ = 22 BUST

--- CARD STREAM REVIEW: HAND 2 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#007 | H02 | PLAYER card 1          | JC
#008 | H02 | DEALER hole card       | KC
#009 | H02 | PLAYER card 2          | 5D
#010 | H02 | DEALER upcard          | 2H
#011 | H02 | DEALER draw 1          | KD
TOTAL CARDS RECORDED THIS HAND: 5
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 15 vs Dealer 22
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2540.00
  HAND_HISTORY | 5,J vs 2 | mode HYBRID | action STAND | result W | bank 2515.00->2540.00 | wager 25.00
HAND 02 | 2515.00->2540.00 | ref 15.00 actual 25.00 | committed 25.00 | NORMAL | P J♣,5♦ | D-up 2♥ | D-hidden/draw K♣,K♦ | W
Recorded | Peak £2540.00 | Trough £2500.00 | MaxDD £0.00 | Exposure £40.00

========== HAND 3 / 30 ==========
Bankroll £2540.00 | Research-equivalent available £140.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 6♦,5♦ = 11 | Dealer Q♥
OBSERVED HAND (suits excluded): 5,6 vs Q | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 2 | Neutral 0 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 6♦,5♦ = 11 | FROZEN POLICY: DOUBLE [FROZEN PRIMARY: DOUBLE; TEXTBOOK-aligned]
  POLICY SOURCE | MAIN | 6♦,5♦ vs Q♥ | DOUBLE | FROZEN PRIMARY: DOUBLE; TEXTBOOK-aligned
  MAIN | 6♦,5♦ | frozen DOUBLE | actual DOUBLE
MAIN after DOUBLE: 6♦,5♦,7♦ = 18
Dealer Q♥,J♥ = 20

--- CARD STREAM REVIEW: HAND 3 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#012 | H03 | PLAYER card 1          | 6D
#013 | H03 | DEALER hole card       | JH
#014 | H03 | PLAYER card 2          | 5D
#015 | H03 | DEALER upcard          | QH
#016 | H03 | PLAYER post-deal card  | 7D
TOTAL CARDS RECORDED THIS HAND: 5
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 18 vs Dealer 20
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2510.00
  FINAL HAND NOTE | H3 | type POST_HAND_REFLECTION | captured after settlement and before next hand | expected a non-10 card player due to symmetry, followed frozen blindly
  MINDSET_EVENT | H03 | STAGE POST_HAND | TYPE POST_HAND_REFLECTION | TIMING POST_SETTLEMENT_PRE_NEXT_HAND | SOURCE LIVE_CAPTURE | TEXT expected a non-10 card player due to symmetry, followed frozen blindly
  HAND_HISTORY | 5,6 vs Q | mode HYBRID | action DOUBLE | result L | bank 2540.00->2510.00 | wager 15.00
HAND 03 | 2540.00->2510.00 | ref 15.00 actual 15.00 | committed 30.00 | NORMAL | P 6♦,5♦,7♦ | D-up Q♥ | D-hidden/draw J♥ | L
Recorded | Peak £2540.00 | Trough £2500.00 | MaxDD £30.00 | Exposure £70.00
CARD-STREAM REVIEW: hand 4 rejected before result/bankroll entry; re-entering the hand.
  CARD-STREAM REVIEW | Hand 4 rejected by operator; replacement entry follows.

========== HAND 4 / 30 ==========
Bankroll £2510.00 | Research-equivalent available £110.00 | State NORMAL | FROZEN WAGER £15.00
CHECK: frozen reference is £15.00 but entered wager is £30.00.
PRESERVED ORIGINAL WAGER DEVIATION REASON: OTHER | trying to raise bankroll significantly under frozen
Reason retained unchanged from the original same-hand entry; advancing automatically.
  WAGER DEVIATION | frozen_reference 15.00 | actual 30.00 | difference 15.00 | reason OTHER | note trying to raise bankroll significantly under frozen | contemporaneous_reason_restored_unchanged
  MINDSET_EVENT | H04 | STAGE WAGER | TYPE DEVIATION_REASON | TIMING PRE_DEAL | SOURCE LIVE_CAPTURE | TEXT Frozen £15.00 -> actual £30.00 \| reason OTHER \| trying to raise bankroll significantly under frozen
Wager: £15.00 ABOVE reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 9♥,8♣ = 17 | Dealer 2♥
OBSERVED HAND (suits excluded): 8,9 vs 2 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 2 | High 0
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 9♥,8♣ = 17 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 9♥,8♣ vs 2♥ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 9♥,8♣ | frozen STAND | actual STAND
Dealer 2♥,A♣,3♥,8♥,8♥ = 22 BUST

--- CARD STREAM REVIEW: HAND 4 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#017 | H04 | PLAYER card 1          | 9H
#018 | H04 | DEALER hole card       | AC
#019 | H04 | PLAYER card 2          | 8C
#020 | H04 | DEALER upcard          | 2H
#021 | H04 | DEALER draw 1          | 3H
#022 | H04 | DEALER draw 2          | 8H
#023 | H04 | DEALER draw 3          | 8H
TOTAL CARDS RECORDED THIS HAND: 7
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 17 vs Dealer 22
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2540.00
  FINAL HAND NOTE | H4 | type MIXED_FINAL_NOTE | captured after settlement and before next hand | lucky escape and no 10s in seven cards.. will retain high wager next hand
  MINDSET_EVENT | H04 | STAGE POST_HAND | TYPE MIXED_FINAL_NOTE | TIMING POST_SETTLEMENT_PRE_NEXT_HAND | SOURCE LIVE_CAPTURE | TEXT lucky escape and no 10s in seven cards.. will retain high wager next hand
  HAND_HISTORY | 8,9 vs 2 | mode HYBRID | action STAND | result W | bank 2510.00->2540.00 | wager 30.00
HAND 04 | 2510.00->2540.00 | ref 15.00 actual 30.00 | committed 30.00 | NORMAL | P 9♥,8♣ | D-up 2♥ | D-hidden/draw A♣,3♥,8♥,8♥ | W
Recorded | Peak £2540.00 | Trough £2500.00 | MaxDD £30.00 | Exposure £100.00

========== HAND 5 / 30 ==========
Bankroll £2540.00 | Research-equivalent available £140.00 | State NORMAL | FROZEN WAGER £15.00
CHECK: frozen reference is £15.00 but entered wager is £30.00.
  WAGER DEVIATION | frozen_reference 15.00 | actual 30.00 | difference 15.00 | reason INTENTIONAL
  MINDSET_EVENT | H05 | STAGE WAGER | TYPE DEVIATION_REASON | TIMING PRE_DEAL | SOURCE LIVE_CAPTURE | TEXT Frozen £15.00 -> actual £30.00 \| reason INTENTIONAL
Wager: £15.00 ABOVE reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 9♠,A♣ = soft 20 | Dealer 7♣
OBSERVED HAND (suits excluded): 9,A vs 7 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 0 | Neutral 2 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 9♠,A♣ = soft 20 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 9♠,A♣ vs 7♣ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 9♠,A♣ | frozen STAND | actual STAND
Dealer 7♣,8♥,3♦ = 18

--- CARD STREAM REVIEW: HAND 5 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#024 | H05 | PLAYER card 1          | 9S
#025 | H05 | DEALER hole card       | 8H
#026 | H05 | PLAYER card 2          | AC
#027 | H05 | DEALER upcard          | 7C
#028 | H05 | DEALER draw 1          | 3D
TOTAL CARDS RECORDED THIS HAND: 5
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 20 vs Dealer 18
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2570.00
  FINAL HAND NOTE | H5 | type POST_HAND_REFLECTION | captured after settlement and before next hand | was very close to take a double due to lack of 10s. Player total would have been A+9+3 = 13.  would need see cards in next hand to understand outcome...would have taken hit on 13... And dealer was 15 and get card(s) after...
  MINDSET_EVENT | H05 | STAGE POST_HAND | TYPE POST_HAND_REFLECTION | TIMING POST_SETTLEMENT_PRE_NEXT_HAND | SOURCE LIVE_CAPTURE | TEXT was very close to take a double due to lack of 10s. Player total would have been A+9+3 = 13.  would need see cards in next hand to understand outcome...would have taken hit on 13... And dealer was 15 and get card(s) after...
  HAND_HISTORY | 9,A vs 7 | mode HYBRID | action STAND | result W | bank 2540.00->2570.00 | wager 30.00
HAND 05 | 2540.00->2570.00 | ref 15.00 actual 30.00 | committed 30.00 | NORMAL | P 9♠,A♣ | D-up 7♣ | D-hidden/draw 8♥,3♦ | W
Recorded | Peak £2570.00 | Trough £2500.00 | MaxDD £30.00 | Exposure £130.00

========== HAND 6 / 30 ==========
Bankroll £2570.00 | Research-equivalent available £170.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player J♦,K♦ = 20 | Dealer 2♦
OBSERVED HAND (suits excluded): J,K vs 2 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 0 | High 2
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN J♦,K♦ = 20 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | J♦,K♦ vs 2♦ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | J♦,K♦ | frozen STAND | actual STAND
Dealer 2♦,7♣,10♥ = 19

--- CARD STREAM REVIEW: HAND 6 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#029 | H06 | PLAYER card 1          | JD
#030 | H06 | DEALER hole card       | 7C
#031 | H06 | PLAYER card 2          | KD
#032 | H06 | DEALER upcard          | 2D
#033 | H06 | DEALER draw 1          | 10H
TOTAL CARDS RECORDED THIS HAND: 5
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 20 vs Dealer 19
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2585.00
  FINAL HAND NOTE | H6 | type POST_HAND_REFLECTION | captured after settlement and before next hand | would have bust previous hand if I hit on 13 since first card was Jd here... Also took a conservative wager here, hard to read cards at moment.. lots wins, mainly occuring on 2 cards.. Need to expect 3 cards for player next few hands and dealer with low hole card... chance to climb more with strong decisions
  MINDSET_EVENT | H06 | STAGE POST_HAND | TYPE POST_HAND_REFLECTION | TIMING POST_SETTLEMENT_PRE_NEXT_HAND | SOURCE LIVE_CAPTURE | TEXT would have bust previous hand if I hit on 13 since first card was Jd here... Also took a conservative wager here, hard to read cards at moment.. lots wins, mainly occuring on 2 cards.. Need to expect 3 cards for player next few hands and dealer with low hole card... chance to climb more with strong decisions
  HAND_HISTORY | J,K vs 2 | mode HYBRID | action STAND | result W | bank 2570.00->2585.00 | wager 15.00
HAND 06 | 2570.00->2585.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P J♦,K♦ | D-up 2♦ | D-hidden/draw 7♣,10♥ | W
Recorded | Peak £2585.00 | Trough £2500.00 | MaxDD £30.00 | Exposure £145.00

========== HAND 7 / 30 ==========
Bankroll £2585.00 | Research-equivalent available £185.00 | State NORMAL | FROZEN WAGER £15.00
CHECK: frozen reference is £15.00 but entered wager is £20.00.
Allowed: YN
  WAGER DEVIATION | frozen_reference 15.00 | actual 20.00 | difference 5.00 | reason INTENTIONAL
  MINDSET_EVENT | H07 | STAGE WAGER | TYPE DEVIATION_REASON | TIMING PRE_DEAL | SOURCE LIVE_CAPTURE | TEXT Frozen £15.00 -> actual £20.00 \| reason INTENTIONAL
Wager: £5.00 ABOVE reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 4♣,6♠ = 10 | Dealer K♠
OBSERVED HAND (suits excluded): 4,6 vs K | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 2 | Neutral 0 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 4♣,6♠ = 10 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 4♣,6♠ vs K♠ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 4♣,6♠ | frozen HIT | actual HIT
MAIN 4♣,6♠,K♥ = 20 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 4♣,6♠,K♥ vs K♠ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 4♣,6♠,K♥ | frozen STAND | actual STAND
Dealer K♠,3♦,K♣ = 23 BUST

--- CARD STREAM REVIEW: HAND 7 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#034 | H07 | PLAYER card 1          | 4C
#035 | H07 | DEALER hole card       | 3D
#036 | H07 | PLAYER card 2          | 6S
#037 | H07 | DEALER upcard          | KS
#038 | H07 | PLAYER post-deal card  | KH
#039 | H07 | DEALER draw 1          | KC
TOTAL CARDS RECORDED THIS HAND: 6
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 20 vs Dealer 23
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2605.00
  FINAL HAND NOTE | H7 | type POST_HAND_REFLECTION | captured after settlement and before next hand | good chance to double, but totally due to lots of 10s.. Now three consecutive 10s, expect neutral cards since lacking.. low wagers now
  MINDSET_EVENT | H07 | STAGE POST_HAND | TYPE POST_HAND_REFLECTION | TIMING POST_SETTLEMENT_PRE_NEXT_HAND | SOURCE LIVE_CAPTURE | TEXT good chance to double, but totally due to lots of 10s.. Now three consecutive 10s, expect neutral cards since lacking.. low wagers now
  HAND_HISTORY | 4,6 vs K | mode HYBRID | action HIT | result W | bank 2585.00->2605.00 | wager 20.00
HAND 07 | 2585.00->2605.00 | ref 15.00 actual 20.00 | committed 20.00 | NORMAL | P 4♣,6♠,K♥ | D-up K♠ | D-hidden/draw 3♦,K♣ | W
Recorded | Peak £2605.00 | Trough £2500.00 | MaxDD £30.00 | Exposure £165.00

========== HAND 8 / 30 ==========
Bankroll £2605.00 | Research-equivalent available £205.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 2♥,2♣ = 4 | Dealer 10♦
OBSERVED HAND (suits excluded): 2,2 vs 10 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 2 | Neutral 0 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 2♥,2♣ = 4 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 2♥,2♣ vs 10♦ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 2♥,2♣ | frozen HIT | actual HIT
MAIN 2♥,2♣,10♣ = 14 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 2♥,2♣,10♣ vs 10♦ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 2♥,2♣,10♣ | frozen HIT | actual HIT
MAIN BUST at 22
Dealer 10♦,K♣ = 20

--- CARD STREAM REVIEW: HAND 8 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#040 | H08 | PLAYER card 1          | 2H
#041 | H08 | DEALER hole card       | KC
#042 | H08 | PLAYER card 2          | 2C
#043 | H08 | DEALER upcard          | 10D
#044 | H08 | PLAYER post-deal card  | 10C
#045 | H08 | PLAYER post-deal card  | 8D
TOTAL CARDS RECORDED THIS HAND: 6
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 22 vs Dealer 20
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2590.00
Allowed: YN
  HAND_HISTORY | 2,2 vs 10 | mode HYBRID | action HIT | result L | bank 2605.00->2590.00 | wager 15.00
HAND 08 | 2605.00->2590.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 2♥,2♣,10♣,8♦ | D-up 10♦ | D-hidden/draw K♣ | L
Recorded | Peak £2605.00 | Trough £2500.00 | MaxDD £30.00 | Exposure £180.00

========== HAND 9 / 30 ==========
Bankroll £2590.00 | Research-equivalent available £190.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 8♣,3♣ = 11 | Dealer 6♥
OBSERVED HAND (suits excluded): 3,8 vs 6 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 2 | Neutral 1 | High 0
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 8♣,3♣ = 11 | FROZEN POLICY: DOUBLE [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 8♣,3♣ vs 6♥ | DOUBLE | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 8♣,3♣ | frozen DOUBLE | actual DOUBLE
MAIN after DOUBLE: 8♣,3♣,A♦ = 12
Dealer 6♥,7♠,9♦ = 22 BUST

--- CARD STREAM REVIEW: HAND 9 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#046 | H09 | PLAYER card 1          | 8C
#047 | H09 | DEALER hole card       | 7S
#048 | H09 | PLAYER card 2          | 3C
#049 | H09 | DEALER upcard          | 6H
#050 | H09 | PLAYER post-deal card  | AD
#051 | H09 | DEALER draw 1          | 9D
TOTAL CARDS RECORDED THIS HAND: 6
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 12 vs Dealer 22
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2620.00
  FINAL HAND NOTE | H9 | type POST_HAND_REFLECTION | captured after settlement and before next hand | if no double, 8+3+A= 12  and then 9d = 21.. So would have survived, fortunate outcome dealer getting high card...
  MINDSET_EVENT | H09 | STAGE POST_HAND | TYPE POST_HAND_REFLECTION | TIMING POST_SETTLEMENT_PRE_NEXT_HAND | SOURCE LIVE_CAPTURE | TEXT if no double, 8+3+A= 12  and then 9d = 21.. So would have survived, fortunate outcome dealer getting high card...
  HAND_HISTORY | 3,8 vs 6 | mode HYBRID | action DOUBLE | result W | bank 2590.00->2620.00 | wager 15.00
HAND 09 | 2590.00->2620.00 | ref 15.00 actual 15.00 | committed 30.00 | NORMAL | P 8♣,3♣,A♦ | D-up 6♥ | D-hidden/draw 7♠,9♦ | W
Recorded | Peak £2620.00 | Trough £2500.00 | MaxDD £30.00 | Exposure £210.00

========== HAND 10 / 30 ==========
Bankroll £2620.00 | Research-equivalent available £220.00 | State NORMAL | FROZEN WAGER £15.00
CHECK: frozen reference is £15.00 but entered wager is £4.00.
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 4♦,J♠ = 14 | Dealer 3♣
OBSERVED HAND (suits excluded): 4,J vs 3 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 2 | Neutral 0 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 4♦,J♠ = 14 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 4♦,J♠ vs 3♣ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 4♦,J♠ | frozen STAND | actual STAND
Dealer 3♣,8♥,5♥,10♥ = 26 BUST

--- CARD STREAM REVIEW: HAND 10 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#052 | H10 | PLAYER card 1          | 4D
#053 | H10 | DEALER hole card       | 8H
#054 | H10 | PLAYER card 2          | JS
#055 | H10 | DEALER upcard          | 3C
#056 | H10 | DEALER draw 1          | 5H
#057 | H10 | DEALER draw 2          | 10H
TOTAL CARDS RECORDED THIS HAND: 6
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 14 vs Dealer 26
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2635.00
  FINAL HAND NOTE | H10 | type POST_HAND_REFLECTION | captured after settlement and before next hand | right frozen decision to stand otherwise would get J+4+5=19 and dealer 8+3+10=21
  MINDSET_EVENT | H10 | STAGE POST_HAND | TYPE POST_HAND_REFLECTION | TIMING POST_SETTLEMENT_PRE_NEXT_HAND | SOURCE LIVE_CAPTURE | TEXT right frozen decision to stand otherwise would get J+4+5=19 and dealer 8+3+10=21
  HAND_HISTORY | 4,J vs 3 | mode HYBRID | action STAND | result W | bank 2620.00->2635.00 | wager 15.00
HAND 10 | 2620.00->2635.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 4♦,J♠ | D-up 3♣ | D-hidden/draw 8♥,5♥,10♥ | W
Recorded | Peak £2635.00 | Trough £2500.00 | MaxDD £30.00 | Exposure £225.00

========== HAND 11 / 30 ==========
Bankroll £2635.00 | Research-equivalent available £235.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 6♣,2♣ = 8 | Dealer K♠
OBSERVED HAND (suits excluded): 2,6 vs K | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 2 | Neutral 0 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 6♣,2♣ = 8 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 6♣,2♣ vs K♠ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 6♣,2♣ | frozen HIT | actual HIT
MAIN 6♣,2♣,9♣ = 17 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 6♣,2♣,9♣ vs K♠ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 6♣,2♣,9♣ | frozen STAND | actual STAND
Dealer K♠,8♦ = 18

--- CARD STREAM REVIEW: HAND 11 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#058 | H11 | PLAYER card 1          | 6C
#059 | H11 | DEALER hole card       | 8D
#060 | H11 | PLAYER card 2          | 2C
#061 | H11 | DEALER upcard          | KS
#062 | H11 | PLAYER post-deal card  | 9C
TOTAL CARDS RECORDED THIS HAND: 5
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 17 vs Dealer 18
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2620.00
  HAND_HISTORY | 2,6 vs K | mode HYBRID | action HIT | result L | bank 2635.00->2620.00 | wager 15.00
HAND 11 | 2635.00->2620.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 6♣,2♣,9♣ | D-up K♠ | D-hidden/draw 8♦ | L
Recorded | Peak £2635.00 | Trough £2500.00 | MaxDD £30.00 | Exposure £240.00

========== HAND 12 / 30 ==========
SHUFFLE RECORDED before hand 12 | previous segment cards recorded: 62
Bankroll £2620.00 | Research-equivalent available £220.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 8♦,4♠ = 12 | Dealer 9♠
OBSERVED HAND (suits excluded): 4,8 vs 9 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 2 | High 0
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 8♦,4♠ = 12 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 8♦,4♠ vs 9♠ | HIT | TEXTBOOK / FROZEN-ALIGNED
CHECK: frozen reference action is HIT but entered action is STAND.
  MAIN | 8♦,4♠ | frozen HIT | actual STAND | ACTION DEVIATION reason OTHER | note expecting next 10 card. so expecting dealer 9+ low card + 10 = bust
  MINDSET_EVENT | H12 | STAGE ACTION | TYPE DEVIATION_REASON | TIMING PRE_OUTCOME | SOURCE LIVE_CAPTURE | TEXT MAIN \| 8♦,4♠ vs dealer 9 \| Frozen HIT -> actual STAND \| reason OTHER \| expecting next 10 card. so expecting dealer 9+ low card + 10 = bust
Dealer 9♠,4♠,6♣ = 19

--- CARD STREAM REVIEW: HAND 12 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#063 | H12 | PLAYER card 1          | 8D
#064 | H12 | DEALER hole card       | 4S
#065 | H12 | PLAYER card 2          | 4S
#066 | H12 | DEALER upcard          | 9S
#067 | H12 | DEALER draw 1          | 6C
TOTAL CARDS RECORDED THIS HAND: 5
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 12 vs Dealer 19
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2605.00
  FINAL HAND NOTE | H12 | type POST_HAND_REFLECTION | captured after settlement and before next hand | Taken against frozen.  hit would give 8+4+6=18.. dealer on 9+4 + ? = 13  , need to see first card on next hand
  MINDSET_EVENT | H12 | STAGE POST_HAND | TYPE POST_HAND_REFLECTION | TIMING POST_SETTLEMENT_PRE_NEXT_HAND | SOURCE LIVE_CAPTURE | TEXT Taken against frozen.  hit would give 8+4+6=18.. dealer on 9+4 + ? = 13  , need to see first card on next hand
  HAND_HISTORY | 4,8 vs 9 | mode HYBRID | action STAND | result L | bank 2620.00->2605.00 | wager 15.00
HAND 12 | 2620.00->2605.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 8♦,4♠ | D-up 9♠ | D-hidden/draw 4♠,6♣ | L
Recorded | Peak £2635.00 | Trough £2500.00 | MaxDD £30.00 | Exposure £255.00

========== HAND 13 / 30 ==========
Bankroll £2605.00 | Research-equivalent available £205.00 | State NORMAL | FROZEN WAGER £15.00
CHECK: frozen reference is £15.00 but entered wager is £30.00.
  WAGER DEVIATION | frozen_reference 15.00 | actual 30.00 | difference 15.00 | reason INTENTIONAL
  MINDSET_EVENT | H13 | STAGE WAGER | TYPE DEVIATION_REASON | TIMING PRE_DEAL | SOURCE LIVE_CAPTURE | TEXT Frozen £15.00 -> actual £30.00 \| reason INTENTIONAL
Wager: £15.00 ABOVE reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 4♦,6♥ = 10 | Dealer 4♠
OBSERVED HAND (suits excluded): 4,6 vs 4 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 3 | Neutral 0 | High 0
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 4♦,6♥ = 10 | FROZEN POLICY: DOUBLE [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 4♦,6♥ vs 4♠ | DOUBLE | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 4♦,6♥ | frozen DOUBLE | actual DOUBLE
MAIN after DOUBLE: 4♦,6♥,10♥ = 20
Dealer 4♠,6♦,J♥ = 20

--- CARD STREAM REVIEW: HAND 13 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#068 | H13 | PLAYER card 1          | 4D
#069 | H13 | DEALER hole card       | 6D
#070 | H13 | PLAYER card 2          | 6H
#071 | H13 | DEALER upcard          | 4S
#072 | H13 | PLAYER post-deal card  | 10H
#073 | H13 | DEALER draw 1          | JH
TOTAL CARDS RECORDED THIS HAND: 6
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PUSH | Player 20 vs Dealer 20
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2605.00
  FINAL HAND NOTE | H13 | type PROSPECTIVE_INTENTION | captured after settlement and before next hand | not going to chase bankroll.. will stick close to frozen wager
  MINDSET_EVENT | H13 | STAGE POST_HAND | TYPE PROSPECTIVE_INTENTION | TIMING POST_SETTLEMENT_PRE_NEXT_HAND | SOURCE LIVE_CAPTURE | TEXT not going to chase bankroll.. will stick close to frozen wager
  HAND_HISTORY | 4,6 vs 4 | mode HYBRID | action DOUBLE | result P | bank 2605.00->2605.00 | wager 30.00
HAND 13 | 2605.00->2605.00 | ref 15.00 actual 30.00 | committed 60.00 | NORMAL | P 4♦,6♥,10♥ | D-up 4♠ | D-hidden/draw 6♦,J♥ | P
Recorded | Peak £2635.00 | Trough £2500.00 | MaxDD £30.00 | Exposure £315.00

========== HAND 14 / 30 ==========
Bankroll £2605.00 | Research-equivalent available £205.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 4♦,9♣ = 13 | Dealer A♠
OBSERVED HAND (suits excluded): 4,9 vs A | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 1 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 4♦,9♣ = 13 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 4♦,9♣ vs A♠ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 4♦,9♣ | frozen HIT | actual HIT
MAIN 4♦,9♣,5♦ = 18 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 4♦,9♣,5♦ vs A♠ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 4♦,9♣,5♦ | frozen STAND | actual STAND
Dealer A♠,2♣,7♥ = soft 20

--- CARD STREAM REVIEW: HAND 14 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#074 | H14 | PLAYER card 1          | 4D
#075 | H14 | DEALER hole card       | 2C
#076 | H14 | PLAYER card 2          | 9C
#077 | H14 | DEALER upcard          | AS
#078 | H14 | PLAYER post-deal card  | 5D
#079 | H14 | DEALER draw 1          | 7H
TOTAL CARDS RECORDED THIS HAND: 6
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 18 vs Dealer 20
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2590.00
  HAND_HISTORY | 4,9 vs A | mode HYBRID | action HIT | result L | bank 2605.00->2590.00 | wager 15.00
HAND 14 | 2605.00->2590.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 4♦,9♣,5♦ | D-up A♠ | D-hidden/draw 2♣,7♥ | L
Recorded | Peak £2635.00 | Trough £2500.00 | MaxDD £45.00 | Exposure £330.00

========== HAND 15 / 30 ==========
Bankroll £2590.00 | Research-equivalent available £190.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 5♥,A♥ = soft 16 | Dealer K♠
OBSERVED HAND (suits excluded): 5,A vs K | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 0 | High 2
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 5♥,A♥ = soft 16 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 5♥,A♥ vs K♠ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 5♥,A♥ | frozen HIT | actual HIT
MAIN 5♥,A♥,3♦ = soft 19 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 5♥,A♥,3♦ vs K♠ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 5♥,A♥,3♦ | frozen STAND | actual STAND
Dealer K♠,10♦ = 20

--- CARD STREAM REVIEW: HAND 15 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#080 | H15 | PLAYER card 1          | 5H
#081 | H15 | DEALER hole card       | 10D
#082 | H15 | PLAYER card 2          | AH
#083 | H15 | DEALER upcard          | KS
#084 | H15 | PLAYER post-deal card  | 3D
TOTAL CARDS RECORDED THIS HAND: 5
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 19 vs Dealer 20
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2575.00
  FINAL HAND NOTE | H15 | type PROSPECTIVE_INTENTION | captured after settlement and before next hand | hard to read the cards, very mixed
  MINDSET_EVENT | H15 | STAGE POST_HAND | TYPE PROSPECTIVE_INTENTION | TIMING POST_SETTLEMENT_PRE_NEXT_HAND | SOURCE LIVE_CAPTURE | TEXT hard to read the cards, very mixed
  HAND_HISTORY | 5,A vs K | mode HYBRID | action HIT | result L | bank 2590.00->2575.00 | wager 15.00
HAND 15 | 2590.00->2575.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 5♥,A♥,3♦ | D-up K♠ | D-hidden/draw 10♦ | L
Recorded | Peak £2635.00 | Trough £2500.00 | MaxDD £60.00 | Exposure £345.00

========== HAND 16 / 30 ==========
Bankroll £2575.00 | Research-equivalent available £175.00 | State NORMAL | FROZEN WAGER £15.00
CHECK: frozen reference is £15.00 but entered wager is £20.00.
  WAGER DEVIATION | frozen_reference 15.00 | actual 20.00 | difference 5.00 | reason OTHER | note need push upwards
  MINDSET_EVENT | H16 | STAGE WAGER | TYPE DEVIATION_REASON | TIMING PRE_DEAL | SOURCE LIVE_CAPTURE | TEXT Frozen £15.00 -> actual £20.00 \| reason OTHER \| need push upwards
Wager: £5.00 ABOVE reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player Q♥,7♥ = 17 | Dealer 9♣
OBSERVED HAND (suits excluded): 7,Q vs 9 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 0 | Neutral 2 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN Q♥,7♥ = 17 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | Q♥,7♥ vs 9♣ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | Q♥,7♥ | frozen STAND | actual STAND
Dealer 9♣,2♦,5♦,5♥ = 21 21

--- CARD STREAM REVIEW: HAND 16 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#085 | H16 | PLAYER card 1          | QH
#086 | H16 | DEALER hole card       | 2D
#087 | H16 | PLAYER card 2          | 7H
#088 | H16 | DEALER upcard          | 9C
#089 | H16 | DEALER draw 1          | 5D
#090 | H16 | DEALER draw 2          | 5H
TOTAL CARDS RECORDED THIS HAND: 6
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 17 vs Dealer 21
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2555.00
  FINAL HAND NOTE | H16 | type PROSPECTIVE_INTENTION | captured after settlement and before next hand | keep towards frozen... Lots losses, tempted to increase, think decisions are more important than wager amount
  MINDSET_EVENT | H16 | STAGE POST_HAND | TYPE PROSPECTIVE_INTENTION | TIMING POST_SETTLEMENT_PRE_NEXT_HAND | SOURCE LIVE_CAPTURE | TEXT keep towards frozen... Lots losses, tempted to increase, think decisions are more important than wager amount
  HAND_HISTORY | 7,Q vs 9 | mode HYBRID | action STAND | result L | bank 2575.00->2555.00 | wager 20.00
HAND 16 | 2575.00->2555.00 | ref 15.00 actual 20.00 | committed 20.00 | NORMAL | P Q♥,7♥ | D-up 9♣ | D-hidden/draw 2♦,5♦,5♥ | L
Recorded | Peak £2635.00 | Trough £2500.00 | MaxDD £80.00 | Exposure £365.00

========== HAND 17 / 30 ==========
Bankroll £2555.00 | Research-equivalent available £155.00 | State NORMAL | FROZEN WAGER £30.00
CHECK: frozen reference is £30.00 but entered wager is £15.00.
  WAGER DEVIATION | frozen_reference 30.00 | actual 15.00 | difference -15.00 | reason OTHER | note bad session
  MINDSET_EVENT | H17 | STAGE WAGER | TYPE DEVIATION_REASON | TIMING PRE_DEAL | SOURCE LIVE_CAPTURE | TEXT Frozen £30.00 -> actual £15.00 \| reason OTHER \| bad session
Wager: £15.00 BELOW reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 7♦,J♠ = 17 | Dealer 9♣
OBSERVED HAND (suits excluded): 7,J vs 9 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 0 | Neutral 2 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 7♦,J♠ = 17 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 7♦,J♠ vs 9♣ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 7♦,J♠ | frozen STAND | actual STAND
Dealer 9♣,4♥,10♥ = 23 BUST

--- CARD STREAM REVIEW: HAND 17 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#091 | H17 | PLAYER card 1          | 7D
#092 | H17 | DEALER hole card       | 4H
#093 | H17 | PLAYER card 2          | JS
#094 | H17 | DEALER upcard          | 9C
#095 | H17 | DEALER draw 1          | 10H
TOTAL CARDS RECORDED THIS HAND: 5
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 17 vs Dealer 23
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2570.00
  HAND_HISTORY | 7,J vs 9 | mode HYBRID | action STAND | result W | bank 2555.00->2570.00 | wager 15.00
HAND 17 | 2555.00->2570.00 | ref 30.00 actual 15.00 | committed 15.00 | NORMAL | P 7♦,J♠ | D-up 9♣ | D-hidden/draw 4♥,10♥ | W
Recorded | Peak £2635.00 | Trough £2500.00 | MaxDD £80.00 | Exposure £380.00

========== HAND 18 / 30 ==========
Bankroll £2570.00 | Research-equivalent available £170.00 | State NORMAL | FROZEN WAGER £15.00
CHECK: frozen reference is £15.00 but entered wager is £20.00.
  WAGER DEVIATION | frozen_reference 15.00 | actual 20.00 | difference 5.00 | reason INTENTIONAL
  MINDSET_EVENT | H18 | STAGE WAGER | TYPE DEVIATION_REASON | TIMING PRE_DEAL | SOURCE LIVE_CAPTURE | TEXT Frozen £15.00 -> actual £20.00 \| reason INTENTIONAL
Wager: £5.00 ABOVE reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 10♠,4♥ = 14 | Dealer 5♦
OBSERVED HAND (suits excluded): 10,4 vs 5 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 2 | Neutral 0 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 10♠,4♥ = 14 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 10♠,4♥ vs 5♦ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 10♠,4♥ | frozen STAND | actual STAND
Dealer 5♦,A♦,A♥ = soft 17

--- CARD STREAM REVIEW: HAND 18 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#096 | H18 | PLAYER card 1          | 10S
#097 | H18 | DEALER hole card       | AD
#098 | H18 | PLAYER card 2          | 4H
#099 | H18 | DEALER upcard          | 5D
#100 | H18 | DEALER draw 1          | AH
TOTAL CARDS RECORDED THIS HAND: 5
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 14 vs Dealer 17
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2550.00
  HAND_HISTORY | 10,4 vs 5 | mode HYBRID | action STAND | result L | bank 2570.00->2550.00 | wager 20.00
HAND 18 | 2570.00->2550.00 | ref 15.00 actual 20.00 | committed 20.00 | NORMAL | P 10♠,4♥ | D-up 5♦ | D-hidden/draw A♦,A♥ | L
Recorded | Peak £2635.00 | Trough £2500.00 | MaxDD £85.00 | Exposure £400.00

========== HAND 19 / 30 ==========
Bankroll £2550.00 | Research-equivalent available £150.00 | State NORMAL | FROZEN WAGER £30.00
CHECK: frozen reference is £30.00 but entered wager is £15.00.
  WAGER DEVIATION | frozen_reference 30.00 | actual 15.00 | difference -15.00 | reason OTHER | note bad session, regret not going higher wagers when cards in favour. but stuck to frozen wagers
  MINDSET_EVENT | H19 | STAGE WAGER | TYPE DEVIATION_REASON | TIMING PRE_DEAL | SOURCE LIVE_CAPTURE | TEXT Frozen £30.00 -> actual £15.00 \| reason OTHER \| bad session, regret not going higher wagers when cards in favour. but stuck to frozen wagers
Wager: £15.00 BELOW reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 8♠,Q♦ = 18 | Dealer 10♣
OBSERVED HAND (suits excluded): 8,Q vs 10 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 0 | Neutral 1 | High 2
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 8♠,Q♦ = 18 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 8♠,Q♦ vs 10♣ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 8♠,Q♦ | frozen STAND | actual STAND
Dealer 10♣,6♦,A♠ = 17

--- CARD STREAM REVIEW: HAND 19 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#101 | H19 | PLAYER card 1          | 8S
#102 | H19 | DEALER hole card       | 6D
#103 | H19 | PLAYER card 2          | QD
#104 | H19 | DEALER upcard          | 10C
#105 | H19 | DEALER draw 1          | AS
TOTAL CARDS RECORDED THIS HAND: 5
--- END CARD STREAM REVIEW ---

Allowed: YN
RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 18 vs Dealer 17
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2565.00
  FINAL HAND NOTE | H19 | type POST_HAND_REFLECTION | captured after settlement and before next hand | last two £30 frozen recommendations been taken at 15. Both won, would have been close to iniital bank balance if followed.
  MINDSET_EVENT | H19 | STAGE POST_HAND | TYPE POST_HAND_REFLECTION | TIMING POST_SETTLEMENT_PRE_NEXT_HAND | SOURCE LIVE_CAPTURE | TEXT last two £30 frozen recommendations been taken at 15. Both won, would have been close to iniital bank balance if followed.
  HAND_HISTORY | 8,Q vs 10 | mode HYBRID | action STAND | result W | bank 2550.00->2565.00 | wager 15.00
HAND 19 | 2550.00->2565.00 | ref 30.00 actual 15.00 | committed 15.00 | NORMAL | P 8♠,Q♦ | D-up 10♣ | D-hidden/draw 6♦,A♠ | W
Recorded | Peak £2635.00 | Trough £2500.00 | MaxDD £85.00 | Exposure £415.00

========== HAND 20 / 30 ==========
Bankroll £2565.00 | Research-equivalent available £165.00 | State NORMAL | FROZEN WAGER £30.00
CHECK: frozen reference is £30.00 but entered wager is £20.00.
  WAGER DEVIATION | frozen_reference 30.00 | actual 20.00 | difference -10.00 | reason OTHER | note aiming to push upwards
  MINDSET_EVENT | H20 | STAGE WAGER | TYPE DEVIATION_REASON | TIMING PRE_DEAL | SOURCE LIVE_CAPTURE | TEXT Frozen £30.00 -> actual £20.00 \| reason OTHER \| aiming to push upwards
Wager: £10.00 BELOW reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 10♣,6♦ = 16 | Dealer 3♥
OBSERVED HAND (suits excluded): 10,6 vs 3 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 2 | Neutral 0 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 10♣,6♦ = 16 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 10♣,6♦ vs 3♥ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 10♣,6♦ | frozen STAND | actual STAND
Dealer 3♥,6♠,A♠ = soft 20

--- CARD STREAM REVIEW: HAND 20 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#106 | H20 | PLAYER card 1          | 10C
#107 | H20 | DEALER hole card       | 6S
#108 | H20 | PLAYER card 2          | 6D
#109 | H20 | DEALER upcard          | 3H
#110 | H20 | DEALER draw 1          | AS
TOTAL CARDS RECORDED THIS HAND: 5
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 16 vs Dealer 20
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2545.00
Allowed: YN
  HAND_HISTORY | 10,6 vs 3 | mode HYBRID | action STAND | result L | bank 2565.00->2545.00 | wager 20.00
HAND 20 | 2565.00->2545.00 | ref 30.00 actual 20.00 | committed 20.00 | NORMAL | P 10♣,6♦ | D-up 3♥ | D-hidden/draw 6♠,A♠ | L
Recorded | Peak £2635.00 | Trough £2500.00 | MaxDD £90.00 | Exposure £435.00

========== HAND 21 / 30 ==========
Bankroll £2545.00 | Research-equivalent available £145.00 | State NORMAL | FROZEN WAGER £20.00
CHECK: frozen reference is £20.00 but entered wager is £15.00.
  WAGER DEVIATION | frozen_reference 20.00 | actual 15.00 | difference -5.00 | reason INTENTIONAL
  MINDSET_EVENT | H21 | STAGE WAGER | TYPE DEVIATION_REASON | TIMING PRE_DEAL | SOURCE LIVE_CAPTURE | TEXT Frozen £20.00 -> actual £15.00 \| reason INTENTIONAL
Wager: £5.00 BELOW reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 2♦,Q♦ = 12 | Dealer 9♦
OBSERVED HAND (suits excluded): 2,Q vs 9 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 1 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 2♦,Q♦ = 12 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 2♦,Q♦ vs 9♦ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 2♦,Q♦ | frozen HIT | actual HIT
MAIN 2♦,Q♦,4♣ = 16 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 2♦,Q♦,4♣ vs 9♦ | HIT | TEXTBOOK / FROZEN-ALIGNED
CHECK: frozen reference action is HIT but entered action is STAND.
  MAIN | 2♦,Q♦,4♣ | frozen HIT | actual STAND | ACTION DEVIATION reason OTHER | note no real reason, just fear busting due to poor session
  MINDSET_EVENT | H21 | STAGE ACTION | TYPE DEVIATION_REASON | TIMING PRE_OUTCOME | SOURCE LIVE_CAPTURE | TEXT MAIN \| 2♦,Q♦,4♣ vs dealer 9 \| Frozen HIT -> actual STAND \| reason OTHER \| no real reason, just fear busting due to poor session
Dealer 9♦,Q♣ = 19

--- CARD STREAM REVIEW: HAND 21 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#111 | H21 | PLAYER card 1          | 2D
#112 | H21 | DEALER hole card       | QC
#113 | H21 | PLAYER card 2          | QD
#114 | H21 | DEALER upcard          | 9D
#115 | H21 | PLAYER post-deal card  | 4C
TOTAL CARDS RECORDED THIS HAND: 5
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 16 vs Dealer 19
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2530.00
  FINAL HAND NOTE | H21 | type POST_HAND_REFLECTION | captured after settlement and before next hand | 2 + q + 4 + ?  first card in next hand... against dealer 19
  MINDSET_EVENT | H21 | STAGE POST_HAND | TYPE POST_HAND_REFLECTION | TIMING POST_SETTLEMENT_PRE_NEXT_HAND | SOURCE LIVE_CAPTURE | TEXT 2 + q + 4 + ?  first card in next hand... against dealer 19
  HAND_HISTORY | 2,Q vs 9 | mode HYBRID | action HIT | result L | bank 2545.00->2530.00 | wager 15.00
HAND 21 | 2545.00->2530.00 | ref 20.00 actual 15.00 | committed 15.00 | NORMAL | P 2♦,Q♦,4♣ | D-up 9♦ | D-hidden/draw Q♣ | L
Recorded | Peak £2635.00 | Trough £2500.00 | MaxDD £105.00 | Exposure £450.00

========== HAND 22 / 30 ==========
Bankroll £2530.00 | Research-equivalent available £130.00 | State NORMAL | FROZEN WAGER £20.00
CHECK: frozen reference is £20.00 but entered wager is £15.00.
  WAGER DEVIATION | frozen_reference 20.00 | actual 15.00 | difference -5.00 | reason INTENTIONAL
  MINDSET_EVENT | H22 | STAGE WAGER | TYPE DEVIATION_REASON | TIMING PRE_DEAL | SOURCE LIVE_CAPTURE | TEXT Frozen £20.00 -> actual £15.00 \| reason INTENTIONAL
Wager: £5.00 BELOW reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 4♦,10♣ = 14 | Dealer 2♦
OBSERVED HAND (suits excluded): 10,4 vs 2 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 2 | Neutral 0 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 4♦,10♣ = 14 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 4♦,10♣ vs 2♦ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 4♦,10♣ | frozen STAND | actual STAND
Dealer 2♦,K♠,5♣ = 17

--- CARD STREAM REVIEW: HAND 22 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#116 | H22 | PLAYER card 1          | 4D
#117 | H22 | DEALER hole card       | KS
#118 | H22 | PLAYER card 2          | 10C
#119 | H22 | DEALER upcard          | 2D
#120 | H22 | DEALER draw 1          | 5C
TOTAL CARDS RECORDED THIS HAND: 5
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 14 vs Dealer 17
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2515.00
  FINAL HAND NOTE | H22 | type POST_HAND_REFLECTION | captured after settlement and before next hand | made choice last hand overriden frozen.. I would have got 4d to get 20 total against dealer 19.. on this hand chose to stand, would have got 10+4+5=19... dealer on K+2+? (first card next hand).. likely player would have won both
  MINDSET_EVENT | H22 | STAGE POST_HAND | TYPE POST_HAND_REFLECTION | TIMING POST_SETTLEMENT_PRE_NEXT_HAND | SOURCE LIVE_CAPTURE | TEXT made choice last hand overriden frozen.. I would have got 4d to get 20 total against dealer 19.. on this hand chose to stand, would have got 10+4+5=19... dealer on K+2+? (first card next hand).. likely player would have won both
  HAND_HISTORY | 10,4 vs 2 | mode HYBRID | action STAND | result L | bank 2530.00->2515.00 | wager 15.00
HAND 22 | 2530.00->2515.00 | ref 20.00 actual 15.00 | committed 15.00 | NORMAL | P 4♦,10♣ | D-up 2♦ | D-hidden/draw K♠,5♣ | L
Recorded | Peak £2635.00 | Trough £2500.00 | MaxDD £120.00 | Exposure £465.00

========== HAND 23 / 30 ==========
Bankroll £2515.00 | Research-equivalent available £115.00 | State NORMAL | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 8♦,A♣ = soft 19 | Dealer A♠
OBSERVED HAND (suits excluded): 8,A vs A | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 0 | Neutral 1 | High 2
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 8♦,A♣ = soft 19 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 8♦,A♣ vs A♠ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 8♦,A♣ | frozen STAND | actual STAND
Dealer A♠,Q♦ = soft 21 21

--- CARD STREAM REVIEW: HAND 23 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#121 | H23 | PLAYER card 1          | 8D
#122 | H23 | DEALER hole card       | QD
#123 | H23 | PLAYER card 2          | AC
#124 | H23 | DEALER upcard          | AS
TOTAL CARDS RECORDED THIS HAND: 4
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 19 vs Dealer 21
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2500.00
  FINAL HAND NOTE | H23 | type POST_HAND_REFLECTION | captured after settlement and before next hand | played in fatigue state at 3am... If I had hit previous hand, would have got 8D on total and bust.. cards difficult to read... Loss is definitely down to not betting more aggressively earlier..
  MINDSET_EVENT | H23 | STAGE POST_HAND | TYPE POST_HAND_REFLECTION | TIMING POST_SETTLEMENT_PRE_NEXT_HAND | SOURCE LIVE_CAPTURE | TEXT played in fatigue state at 3am... If I had hit previous hand, would have got 8D on total and bust.. cards difficult to read... Loss is definitely down to not betting more aggressively earlier..
  HAND_HISTORY | 8,A vs A | mode HYBRID | action STAND | result L | bank 2515.00->2500.00 | wager 15.00
HAND 23 | 2515.00->2500.00 | ref 15.00 actual 15.00 | committed 15.00 | NORMAL | P 8♦,A♣ | D-up A♠ | D-hidden/draw Q♦ | L
Recorded | Peak £2635.00 | Trough £2500.00 | MaxDD £135.00 | Exposure £480.00

========== HAND 24 / 30 ==========
Bankroll £2500.00 | Research-equivalent available £100.00 | State COOLING | FROZEN WAGER £15.00
CHECK: frozen reference is £15.00 but entered wager is £30.00.
  WAGER DEVIATION | frozen_reference 15.00 | actual 30.00 | difference 15.00 | reason OTHER | note chasing to stay above £100 bankroll, need to stake higher
  MINDSET_EVENT | H24 | STAGE WAGER | TYPE DEVIATION_REASON | TIMING PRE_DEAL | SOURCE LIVE_CAPTURE | TEXT Frozen £15.00 -> actual £30.00 \| reason OTHER \| chasing to stay above £100 bankroll, need to stake higher
Wager: £15.00 ABOVE reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 3♠,K♣ = 13 | Dealer 4♣
OBSERVED HAND (suits excluded): 3,K vs 4 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 2 | Neutral 0 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 3♠,K♣ = 13 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 3♠,K♣ vs 4♣ | STAND | TEXTBOOK / FROZEN-ALIGNED
CHECK: frozen reference action is STAND but entered action is HIT.
  MAIN | 3♠,K♣ | frozen STAND | actual HIT | ACTION DEVIATION reason INTENTIONAL
  MINDSET_EVENT | H24 | STAGE ACTION | TYPE DEVIATION_REASON | TIMING PRE_OUTCOME | SOURCE LIVE_CAPTURE | TEXT MAIN \| 3♠,K♣ vs dealer 4 \| Frozen STAND -> actual HIT \| reason INTENTIONAL
MAIN BUST at 23
Dealer 4♣,7♣ = 11

--- CARD STREAM REVIEW: HAND 24 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#125 | H24 | PLAYER card 1          | 3S
#126 | H24 | DEALER hole card       | 7C
#127 | H24 | PLAYER card 2          | KC
#128 | H24 | DEALER upcard          | 4C
#129 | H24 | PLAYER post-deal card  | QC
TOTAL CARDS RECORDED THIS HAND: 5
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 23 vs Dealer 11
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2470.00
  FINAL HAND NOTE | H24 | type PROSPECTIVE_INTENTION | captured after settlement and before next hand | will be content to get even bankroll and see session out
  MINDSET_EVENT | H24 | STAGE POST_HAND | TYPE PROSPECTIVE_INTENTION | TIMING POST_SETTLEMENT_PRE_NEXT_HAND | SOURCE LIVE_CAPTURE | TEXT will be content to get even bankroll and see session out
  HAND_HISTORY | 3,K vs 4 | mode HYBRID | action HIT | result L | bank 2500.00->2470.00 | wager 30.00
HAND 24 | 2500.00->2470.00 | ref 15.00 actual 30.00 | committed 30.00 | COOLING | P 3♠,K♣,Q♣ | D-up 4♣ | D-hidden/draw 7♣ | L
Recorded | Peak £2635.00 | Trough £2470.00 | MaxDD £165.00 | Exposure £510.00

========== HAND 25 / 30 ==========
Bankroll £2470.00 | Research-equivalent available £70.00 | State COOLING | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player A♦,5♠ = soft 16 | Dealer 8♥
OBSERVED HAND (suits excluded): 5,A vs 8 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 1 | High 1
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN A♦,5♠ = soft 16 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | A♦,5♠ vs 8♥ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | A♦,5♠ | frozen HIT | actual HIT
MAIN A♦,5♠,7♦ = 13 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | A♦,5♠,7♦ vs 8♥ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | A♦,5♠,7♦ | frozen HIT | actual HIT
MAIN BUST at 23
Dealer 8♥,9♥ = 17

--- CARD STREAM REVIEW: HAND 25 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#130 | H25 | PLAYER card 1          | AD
#131 | H25 | DEALER hole card       | 9H
#132 | H25 | PLAYER card 2          | 5S
#133 | H25 | DEALER upcard          | 8H
#134 | H25 | PLAYER post-deal card  | 7D
#135 | H25 | PLAYER post-deal card  | QS
TOTAL CARDS RECORDED THIS HAND: 6
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 23 vs Dealer 17
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2455.00
  HAND_HISTORY | 5,A vs 8 | mode HYBRID | action HIT | result L | bank 2470.00->2455.00 | wager 15.00
HAND 25 | 2470.00->2455.00 | ref 15.00 actual 15.00 | committed 15.00 | COOLING | P A♦,5♠,7♦,Q♠ | D-up 8♥ | D-hidden/draw 9♥ | L
Recorded | Peak £2635.00 | Trough £2455.00 | MaxDD £180.00 | Exposure £525.00

========== HAND 26 / 30 ==========
Bankroll £2455.00 | Research-equivalent available £55.00 | State COOLING | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 7♣,4♥ = 11 | Dealer 6♦
OBSERVED HAND (suits excluded): 4,7 vs 6 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 2 | Neutral 1 | High 0
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 7♣,4♥ = 11 | FROZEN POLICY: DOUBLE [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 7♣,4♥ vs 6♦ | DOUBLE | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 7♣,4♥ | frozen DOUBLE | actual DOUBLE
MAIN after DOUBLE: 7♣,4♥,J♣ = 21
Dealer 6♦,Q♥,8♥ = 24 BUST

--- CARD STREAM REVIEW: HAND 26 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#136 | H26 | PLAYER card 1          | 7C
#137 | H26 | DEALER hole card       | QH
#138 | H26 | PLAYER card 2          | 4H
#139 | H26 | DEALER upcard          | 6D
#140 | H26 | PLAYER post-deal card  | JC
#141 | H26 | DEALER draw 1          | 8H
TOTAL CARDS RECORDED THIS HAND: 6
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 21 vs Dealer 24
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2485.00
  HAND_HISTORY | 4,7 vs 6 | mode HYBRID | action DOUBLE | result W | bank 2455.00->2485.00 | wager 15.00
HAND 26 | 2455.00->2485.00 | ref 15.00 actual 15.00 | committed 30.00 | COOLING | P 7♣,4♥,J♣ | D-up 6♦ | D-hidden/draw Q♥,8♥ | W
Recorded | Peak £2635.00 | Trough £2455.00 | MaxDD £180.00 | Exposure £555.00

========== HAND 27 / 30 ==========
Bankroll £2485.00 | Research-equivalent available £85.00 | State COOLING | FROZEN WAGER £15.00
CHECK: frozen reference is £15.00 but entered wager is £20.00.
  WAGER DEVIATION | frozen_reference 15.00 | actual 20.00 | difference 5.00 | reason INTENTIONAL
  MINDSET_EVENT | H27 | STAGE WAGER | TYPE DEVIATION_REASON | TIMING PRE_DEAL | SOURCE LIVE_CAPTURE | TEXT Frozen £15.00 -> actual £20.00 \| reason INTENTIONAL
Wager: £5.00 ABOVE reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 7♦,2♥ = 9 | Dealer 9♥
OBSERVED HAND (suits excluded): 2,7 vs 9 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 1 | Neutral 2 | High 0
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 7♦,2♥ = 9 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 7♦,2♥ vs 9♥ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 7♦,2♥ | frozen HIT | actual HIT
MAIN 7♦,2♥,J♣ = 19 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 7♦,2♥,J♣ vs 9♥ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 7♦,2♥,J♣ | frozen STAND | actual STAND
Dealer 9♥,2♥,J♥ = 21 21

--- CARD STREAM REVIEW: HAND 27 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#142 | H27 | PLAYER card 1          | 7D
#143 | H27 | DEALER hole card       | 2H
#144 | H27 | PLAYER card 2          | 2H
#145 | H27 | DEALER upcard          | 9H
#146 | H27 | PLAYER post-deal card  | JC
#147 | H27 | DEALER draw 1          | JH
TOTAL CARDS RECORDED THIS HAND: 6
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 19 vs Dealer 21
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2465.00
  FINAL HAND NOTE | H27 | type POST_HAND_REFLECTION | captured after settlement and before next hand | glad no double taken
  MINDSET_EVENT | H27 | STAGE POST_HAND | TYPE POST_HAND_REFLECTION | TIMING POST_SETTLEMENT_PRE_NEXT_HAND | SOURCE LIVE_CAPTURE | TEXT glad no double taken
  HAND_HISTORY | 2,7 vs 9 | mode HYBRID | action HIT | result L | bank 2485.00->2465.00 | wager 20.00
HAND 27 | 2485.00->2465.00 | ref 15.00 actual 20.00 | committed 20.00 | COOLING | P 7♦,2♥,J♣ | D-up 9♥ | D-hidden/draw 2♥,J♥ | L
Recorded | Peak £2635.00 | Trough £2455.00 | MaxDD £180.00 | Exposure £575.00

========== HAND 28 / 30 ==========
Bankroll £2465.00 | Research-equivalent available £65.00 | State COOLING | FROZEN WAGER £15.00
Wager: MATCH reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 6♥,9♣ = 15 | Dealer 2♠
OBSERVED HAND (suits excluded): 6,9 vs 2 | appeared before in project output: 1 time(s)
CURRENT STARTING HAND | 6,9 vs 2
PREVIOUS MATCHES | showing most recent 1 of 1
  PREVIOUS 1 | mode HYBRID | action STAND | result W | bank 2567.00->2582.00 | wager 15.00
ALL PREVIOUS OCCURRENCES | TOTAL 1 | W 1 (100.0%) | L 0 (0.0%) | P 0 (0.0%)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 2 | Neutral 1 | High 0
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 6♥,9♣ = 15 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 6♥,9♣ vs 2♠ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 6♥,9♣ | frozen STAND | actual STAND
Dealer 2♠,6♣,9♣ = 17

--- CARD STREAM REVIEW: HAND 28 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#148 | H28 | PLAYER card 1          | 6H
#149 | H28 | DEALER hole card       | 6C
#150 | H28 | PLAYER card 2          | 9C
#151 | H28 | DEALER upcard          | 2S
#152 | H28 | DEALER draw 1          | 9C
TOTAL CARDS RECORDED THIS HAND: 5
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER LOSS | Player 15 vs Dealer 17
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2450.00
  HAND_HISTORY | 6,9 vs 2 | mode HYBRID | action STAND | result L | bank 2465.00->2450.00 | wager 15.00
HAND 28 | 2465.00->2450.00 | ref 15.00 actual 15.00 | committed 15.00 | COOLING | P 6♥,9♣ | D-up 2♠ | D-hidden/draw 6♣,9♣ | L
Recorded | Peak £2635.00 | Trough £2450.00 | MaxDD £185.00 | Exposure £590.00

========== HAND 29 / 30 ==========
Bankroll £2450.00 | Research-equivalent available £50.00 | State COOLING | FROZEN WAGER £15.00
CHECK: frozen reference is £15.00 but entered wager is £30.00.
  WAGER DEVIATION | frozen_reference 15.00 | actual 30.00 | difference 15.00 | reason INTENTIONAL
  MINDSET_EVENT | H29 | STAGE WAGER | TYPE DEVIATION_REASON | TIMING PRE_DEAL | SOURCE LIVE_CAPTURE | TEXT Frozen £15.00 -> actual £30.00 \| reason INTENTIONAL
Wager: £15.00 ABOVE reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player 5♦,3♦ = 8 | Dealer 9♠
OBSERVED HAND (suits excluded): 3,5 vs 9 | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 2 | Neutral 1 | High 0
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN 5♦,3♦ = 8 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 5♦,3♦ vs 9♠ | HIT | TEXTBOOK / FROZEN-ALIGNED
DOUBLE unavailable: research-equivalent bankroll £50.00 | already committed £30.00 | additional £30.00 required.
  MAIN | 5♦,3♦ | frozen HIT | actual HIT
MAIN 5♦,3♦,3♥ = 11 | FROZEN POLICY: HIT [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | 5♦,3♦,3♥ vs 9♠ | HIT | TEXTBOOK / FROZEN-ALIGNED
  MAIN | 5♦,3♦,3♥ | frozen HIT | actual HIT
MAIN 5♦,3♦,3♥,Q♦ = 21 | 21 - hand complete; no further player action entered.
Dealer 9♠,Q♠ = 19

--- CARD STREAM REVIEW: HAND 29 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#153 | H29 | PLAYER card 1          | 5D
#154 | H29 | DEALER hole card       | QS
#155 | H29 | PLAYER card 2          | 3D
#156 | H29 | DEALER upcard          | 9S
#157 | H29 | PLAYER post-deal card  | 3H
#158 | H29 | PLAYER post-deal card  | QD
TOTAL CARDS RECORDED THIS HAND: 6
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 21 vs Dealer 19
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2480.00
  FINAL HAND NOTE | H29 | type POST_HAND_REFLECTION | captured after settlement and before next hand | high stake paid off, will just stake £20 last hand and hope break even
  MINDSET_EVENT | H29 | STAGE POST_HAND | TYPE POST_HAND_REFLECTION | TIMING POST_SETTLEMENT_PRE_NEXT_HAND | SOURCE LIVE_CAPTURE | TEXT high stake paid off, will just stake £20 last hand and hope break even
  HAND_HISTORY | 3,5 vs 9 | mode HYBRID | action HIT | result W | bank 2450.00->2480.00 | wager 30.00
HAND 29 | 2450.00->2480.00 | ref 15.00 actual 30.00 | committed 30.00 | COOLING | P 5♦,3♦,3♥,Q♦ | D-up 9♠ | D-hidden/draw Q♠ | W
Recorded | Peak £2635.00 | Trough £2450.00 | MaxDD £185.00 | Exposure £620.00

========== HAND 30 / 30 ==========
SHUFFLE RECORDED before hand 30 | previous segment cards recorded: 96
Bankroll £2480.00 | Research-equivalent available £80.00 | State COOLING | FROZEN WAGER £15.00
CHECK: frozen reference is £15.00 but entered wager is £20.00.
Allowed: YN
  WAGER DEVIATION | frozen_reference 15.00 | actual 20.00 | difference 5.00 | reason INTENTIONAL
  MINDSET_EVENT | H30 | STAGE WAGER | TYPE DEVIATION_REASON | TIMING PRE_DEAL | SOURCE LIVE_CAPTURE | TEXT Frozen £15.00 -> actual £20.00 \| reason INTENTIONAL
Wager: £5.00 ABOVE reference
Initial visible deal entry: PLAYER first card -> DEALER upcard -> PLAYER second card.
Player J♥,10♥ = 20 | Dealer A♦
OBSERVED HAND (suits excluded): 10,J vs A | appeared before in project output: 0 time(s)
CARD MIX before current visible hand since last recorded shuffle: Low 0 | Neutral 0 | High 0
CARD MIX current visible hand (P1 + P2 + dealer up): Low 0 | Neutral 0 | High 3
Low=2-6 | Neutral=7-9 | High=10/J/Q/K/A | observational only
MAIN J♥,10♥ = 20 | FROZEN POLICY: STAND [TEXTBOOK / FROZEN-ALIGNED]
  POLICY SOURCE | MAIN | J♥,10♥ vs A♦ | STAND | TEXTBOOK / FROZEN-ALIGNED
  MAIN | J♥,10♥ | frozen STAND | actual STAND
Dealer A♦,4♠,7♥,K♠ = 22 BUST

--- CARD STREAM REVIEW: HAND 30 ---
Reconstructed physical deal order (not the order you typed hidden cards):
Suit key: S=Spades, H=Hearts, D=Diamonds, C=Clubs, U=Unknown. Suits are shown in ASCII so they cannot disappear in the console.
#159 | H30 | PLAYER card 1          | JH
#160 | H30 | DEALER hole card       | 4S
#161 | H30 | PLAYER card 2          | 10H
#162 | H30 | DEALER upcard          | AD
#163 | H30 | DEALER draw 1          | 7H
#164 | H30 | DEALER draw 2          | KS
TOTAL CARDS RECORDED THIS HAND: 6
--- END CARD STREAM REVIEW ---

RESULT VALIDATED ✓ cards imply PLAYER WIN | Player 20 vs Dealer 22
BANKROLL CHECK: enter the updated platform balance shown immediately after the on-screen Win/Lose/Push verdict.
BALANCE VALIDATED ✓ expected £2500.00
  FINAL HAND NOTE | H30 | type POST_HAND_REFLECTION | captured after settlement and before next hand | glad it finished even and did not force more 30s to recover. lots lost hands and tough cards.
  MINDSET_EVENT | H30 | STAGE POST_HAND | TYPE POST_HAND_REFLECTION | TIMING POST_SETTLEMENT_PRE_NEXT_HAND | SOURCE LIVE_CAPTURE | TEXT glad it finished even and did not force more 30s to recover. lots lost hands and tough cards.
  HAND_HISTORY | 10,J vs A | mode HYBRID | action STAND | result W | bank 2480.00->2500.00 | wager 20.00
HAND 30 | 2480.00->2500.00 | ref 15.00 actual 20.00 | committed 20.00 | COOLING | P J♥,10♥ | D-up A♦ | D-hidden/draw 4♠,7♥,K♠ | W
Recorded | Peak £2635.00 | Trough £2450.00 | MaxDD £185.00 | Exposure £640.00
LEDGER_ENTRY | session 20260913_031649 | mode HYBRID | hands 30 | start 100.00 | final 100.00 | session_pl 0.00 | total_decision_events 40 | wager_match 14 | wager_above 11 | wager_below 5 | action_match 37 | action_different 3
PROJECT LEDGER SUMMARY
Completed sessions: 12 | Total hands: 289
Cumulative project P/L: £827.00
Cumulative P/L vs £100 per-session starting capital: 68.92%
Project-equivalent running balance (initial £100 + cumulative P/L): £927.00
Ledger basis: each live session independently starts at research-equivalent £100; cumulative P/L sums session profits/losses.

================ OBSERVED HYBRID JOURNEY | SESSION 20260913_031649 ================
Observed mode: HYBRID | operator choices are authoritative for the live journey; this block does not relabel them as Frozen.
Observed Hybrid: hands 30 | final £100.00 | W/L/P 13/16/1 | exposure £640.00
Frozen/Casual formal-start counterfactual: DEFERRED TO S shuffle-analysis workflow, using the exact captured formal cardstream and source-completion rules.
================ END OBSERVED HYBRID JOURNEY | SESSION 20260913_031649 ================
================ END SESSION 20260913_031649 ================

SHUFFLE_ANALYSIS_STATUS | session 20260913_031649 | PENDING
PLATE_STATUS | session 20260913_031649 | PENDING
