DETERMINISTIC BLACKJACK — S-STAGE PLATE-READY VERIFIED MANIFEST
CODE VERSION: V9.2.186-UAT
SESSION: 61 | 20261007_011759
STATUS: PRE-RENDER VERIFIED INPUT SET — PLATE REMAINS PENDING UNTIL POST-RENDER AUDIT
PURPOSE: S has already prepared the candidate publication values so plate creation is a controlled layout/audit step, not a second data-discovery exercise.
AUTHORITY: current-session evidence and this S-generated manifest are numeric authority. Previous plates are presentation precedent only. Sessionplate_structure.zip contains the canonical shuffle-robustness table template; that template is STRUCTURAL authority for the robustness table only and is never numeric authority.
S ANALYSIS SOURCE: blackjack_live_session_20261007_011759.txt | corrected analytical evidence supersedes raw capture only within its documented correction scope; raw capture remains preserved.
DEALER-NATURAL TIMING: player-actions-first | dealer hole card/natural revealed and resolved after permitted player actions | S17 | insurance not used.
ZERO IS DATA: never inherit a zero, N/A, score, status or number from a template.

================ OBSERVED / LIVE SESSION =================
SESSION PROVENANCE: REAL-MONEY ONLINE CASINO — OBSERVED | Paddy Power | Blackjack CashOut
SOURCE_CLASS: LIVE_CASINO
PLATFORM: PADDY_POWER
GAME: BLACKJACK_CASHOUT
EVIDENCE_PHASE: FORMAL_SESSION
CAPTURE_ORIGIN: CONTEMPORANEOUS_OBSERVATION_LOG
EXECUTION / RESEARCH SCALE: DECLARED BEFORE HAND 1 | experimental bankroll £10.00 | 1:10.00 | actual casino £1.50/£2.00/£3.00 = Frozen-equivalent £15/£20/£30 | scaled actual wagers are exact Frozen execution equivalents, NOT wager deviations
CAPTURE SCALE EVIDENCE: DECLARED EXECUTION SCALE | Paddy Power | experimental bankroll £10.00 | scale 1:10 | actual platform start £13.00 | protected floor £3.00 | normalized research start £100.00 | platform smallest wager £0.10 | scaling declared before Hand 1
DUAL MONEY FRAME: actual casino balance start £13.00 | protected floor £3.00 | experimental bankroll £10.00 -> £11.00 | actual balance final £14.00 || research-equivalent bankroll £100.00 -> £110.00
SHOE / DECK PROVENANCE: number of decks UNKNOWN | shoe size UNKNOWN | penetration UNKNOWN | cards remaining UNKNOWN | internal shuffle/replenishment mechanics UNKNOWN
SHUFFLE WORDING RULE: report only visibly OBSERVED shuffle events. Zero observed shuffle events must never be rewritten as proof that no internal shuffle/replenishment occurred.
PUBLICATION TOP-BLUE PROVENANCE BANNER: REAL-MONEY ONLINE CASINO • PADDY POWER — BLACKJACK CASHOUT | declared 1:10.00 execution scale • £10.00 experimental bankroll = £100 research frame
PUBLICATION MONEY RULE: established scorecard statistics use research-equivalent values for Sessions 1+ comparability; actual casino values are execution provenance and may be shown secondarily. Never infer non-Frozen play from scaled actual wager size.

================ LINKED PREAMBLE + FORMAL SESSION CHRONOLOGY LOCK =================
COMBINED EVIDENCE TYPE: LINKED_SCREENSHOT_PREAMBLE_PLUS_FORMAL_SESSION
LINKED PREAMBLE: blackjack_preamble_20261006_135058.txt | hands 6 | cards 32 | observed shuffles 0
FORMAL SESSION: Session 61 | 20261007_011759 | hands 9 | mode FROZEN
CHRONOLOGY DISPLAY: 6-hand screenshot-reconstructed preamble -> explicit FORMAL SESSION BOUNDARY -> 9-hand formal FROZEN session.
COMBINED CHRONOLOGY COUNT: 15 observed/reconstructed hand stages for narrative chronology only; NEVER label this as a 15-hand formal session.
STATISTICS BOUNDARY LOCK: all formal W/L/P, exposure, bankroll, Risk/Journey, ledger and plate score statistics use ONLY the 9 formal hands. The 6 preamble hands are contextual chronology/evidence and MUST NOT be added to formal statistics.
PUBLICATION LAYOUT REQUIREMENT: visibly separate PREAMBLE EVIDENCE from FORMAL PERSONAL SESSION with a labelled boundary; preserve both evidence origins on one plate without merging their scoring populations.
PREAMBLE PROVENANCE LABEL: LIVE CASINO • PADDY POWER — BLACKJACK CASHOUT • PREAMBLE EVIDENCE • SCREENSHOT-RECONSTRUCTED.
FORMAL PROVENANCE LABEL: LIVE CASINO • PADDY POWER — BLACKJACK CASHOUT • FORMAL SESSION • CONTEMPORANEOUS MANUAL OBSERVATION LOG.
MODE: FROZEN
Observed path: start £100.00 | final £110.00 | P/L +£10.00 | hands 9 | W/L/P 5/4/0 | exposure £140.00 | avg wager £15.56
Observed path extrema: peak £130.00 at hand 8 | trough £55.00 at hand 3 | maxDD £45.00 at hand 3
Observed synthetic-reference profile: N/A | requires a complete source-supported 30-hand observed path under the frozen scorecard equations

================ S EXHAUSTIVE PUBLICATION EVIDENCE CATALOGUE =================
CATALOGUE RULE: S attempts every established publication statistic defensible from retained current-session evidence. Supported values are emitted; unsupported values receive an explicit evidence-state reason and must not be inferred by the plate renderer.
Frozen vs Casual decision comparison | common source-supported hands 9 | Frozen decisions recorded 9 | Casual decisions recorded 9 | directly comparable decisions 9 | same 9 | different 0 | decision alignment 100.0% | base-wager comparable hands 10 | Casual-vs-Frozen wager match/above/below 9/0/1
PERCENTILE CONTEXT: NOT AVAILABLE FROM CURRENT ESTABLISHED SCORECARD MODEL | Risk/Journey values below are synthetic-reference profile outputs, not percentile ranks. No percentile may be invented until an explicit reference-corpus percentile mapping is implemented and validated.

================ S-STAGE PUBLICATION TEMPLATE / MODULE SELECTION =================
TOP-SECTION TEMPLATE CLASS: STANDARD ARCHETYPE B — HYBRID / EVIDENCE-STATE / INCOMPLETE JOURNEY
PRIMARY TOP-SECTION PRECEDENT: HYBRID / EVIDENCE-STATE STANDARD (canonical seed reference: Session 10)
APPLICABILITY SCORE: Complete-observed standard = 3 | Hybrid/evidence-state standard = 6
SELECTION REASON: Evidence favours Hybrid/evidence-state treatment. Complete-observed applicability=3, Hybrid/evidence applicability=6, complete observed=false, action differences=0, wager differences=0.
MANDATORY EVIDENCE MODULES: HYBRID / EVIDENCE-STATE STANDARD MODULES: evidence-state/N/A/last-source-supported treatment, decision provenance/divergence where present, five-controller running P/L bar and protected lower interpretation area. Carry complete-observed score modules only when current evidence actually supports them.
MANDATORY GLOBAL MODULE: full-width five-controller running P/L bar and protected lower interpretation area whenever those controllers/evidence states are applicable.
SELECTION RULE: S classifies the current evidence against two standard publication archetypes, independent of the current Session number. Canonical Session 7 and Session 10 plates are seed whole-plate visual references for those archetypes only; Session 9 is a HYBRID-DETAIL MODULE reference when current Hybrid-vs-Frozen decision comparison evidence exists. None are numeric authority. Sessionplate_structure.zip is always included in the ChatGPT publication handoff. Its CANONICAL_SHUFFLE_ROBUSTNESS_TABLE_TEMPLATE.png is structural authority for the shuffle-robustness table only; all table values must come from current S evidence.
PUBLICATION DENSITY CHECK: preserve the selected precedent's information density, canvas utilisation, typography scale, panel depth and graphical richness. Reject a sparse/generic reconstruction even when its numbers are correct. Do not optimise for small PNG file size; render at publication resolution.
COMPOSITION DIRECTIVE: PRIMARY BODY = HYBRID/EVIDENCE-STATE / SESSION-10 ARCHETYPE; ADD = COMPLETE-OBSERVED SCORE MODULES only where current evidence supports them; GLOBAL = FIVE-CONTROLLER RUNNING-P/L BAR; DO NOT CREATE A THIRD VISUAL ARCHETYPE.
PUBLICATION COMPOSITION MAP: COMPLETE OBSERVED + FIXED CASUAL = LEFT observed scorecard | MIDDLE Session Identification + Framework/Recorded Session + Frozen-vs-Casual Comparison | RIGHT Fixed Casual scorecard. These three components are protected. Stat-Watching, Ultimate AI and real-casino provenance are additive modules and must not displace them.
CANONICAL COMPONENT REFERENCES: benchmark_middle_session_comparison.png = middle-column structure authority; benchmark_fixed_casual_scorecard.png = Fixed Casual scorecard structure authority; benchmark_visual.png = final editorial/canvas finish authority. Current S evidence remains numeric authority.
SHUFFLE TABLE COLUMN LOCK: preserve Method / Shuffle Type, Description, Median Bankroll, Mean Bankroll, £200 Reach, Mean Exposure, Mean Max Drawdown, 30-Hand Completion, Highest Final Bankroll, Paired Final-Bankroll Difference (F-C), Mean Action Difference. Do not merge or omit columns.
CANONICAL GEOMETRY GATE: treat the primary archetype as the page skeleton, not loose inspiration. Preserve the accepted family's approximately 40% left / 20% centre / 40% right main-body hierarchy, icon-led metric cells, prominent bankroll arrow/summary, large Risk/Journey score boxes, dense full-width robustness table, and four equal-depth lower analysis panels. Hybrid additions must fit inside that skeleton or increase canvas height; they must not cause a new dashboard layout.
COMPONENT MAP GATE: before rendering, classify every visible module as SESSION-7 WHOLE-PLATE INHERITED, SESSION-10 WHOLE-PLATE INHERITED, SESSION-9 HYBRID-DETAIL MODULE INHERITED, or CURRENT-SESSION EVIDENCE SUBSTITUTION. Session 9 is module-only and must never become a third whole-plate archetype. If a module cannot be mapped to one of those categories, do not invent a new permanent panel unless current evidence makes it unavoidable.
VISUAL SIMILARITY GATE: before showing the image, compare it against both supplied canonical plates. It must be immediately recognisable as the same publication family by geometry, panel proportions, density, iconography, typography hierarchy, metric-cell structure, score prominence, table depth and lower-panel utilisation. Blue/white colour similarity alone is insufficient. A numerically correct but visibly redesigned or sparse plate is FAIL and must be rebuilt before user presentation.
ACCEPTED-PLATE CORRECTION LOCK: if a canonical current-session SessionN.png already exists and the task is an audit/data correction, that PNG is the IMMUTABLE VISUAL BASELINE. Preserve its canvas, geometry, panel positions, typography hierarchy, colour treatment, borders, icons and information hierarchy. Correct only manifest-failing text/value/state cells in place. DO NOT generate a replacement design, new dashboard, alternate theme or fresh plate composition unless the user explicitly requests redesign.
USER VISUAL ACCEPTANCE BOUNDARY: user visual acceptance is final human UAT after autonomous evidence AND canonical-visual gates pass; it is not the first design-review stage.
Decision provenance: total 9 | textbook/frozen-aligned 9 | research overrides 0 | primary H11v10 overrides 0
Wager match/above/below 9/0/0
Action match/different 9/0
SOURCE: Paddy Power
GAME: Blackjack CashOut
SOURCE TYPE: Observed real-money online casino blackjack
SHOE / DECK CONFIGURATION: UNKNOWN — not observable from the captured casino interface
NUMBER OF DECKS: UNKNOWN
PENETRATION / CARDS REMAINING: UNKNOWN — do not infer from captured-card count
EXECUTION SCALE: DECLARED BEFORE HAND 1 | experimental bankroll £10.00 | 1:10 | actual £1.50 / £2.00 / £3.00 = Frozen-equivalent £15/£20/£30 | platform smallest wager £0.10
RESEARCH-EQUIVALENT MONEY: Start £100.00 | Final £110.00 | Exposure £140.00 | all Frozen comparison/statistical values remain on the established £100 frame
Shuffle events explicitly observed: 0
Total cards recorded: 45
Cards since most recent observed shuffle/start: 77
Validation warnings/overrides encountered: 0
Hands re-entered through amendment review: 0
Observed shuffle boundaries: none
SOURCE: Paddy Power | REAL-MONEY ONLINE CASINO | Blackjack CashOut | deck/shoe configuration UNKNOWN

================ SESSION SUMMARY — RUNNING P/L BAR CANDIDATES =================
Observed FROZEN: +£10.00
Frozen Reference: N/A | SOURCE_EXHAUSTED | NOT SOURCE-COMPLETE | last source-supported £110.00
Frozen Reference source boundary: hands 9 | W/L/P 5/4/0 | exposure £140.00 | cards consumed 45 | last source-supported bankroll £110.00 | termination SOURCE_EXHAUSTED
Frozen synthetic-reference profile | RISK 26.695 | JOURNEY 39.985 | Survival 46.693 | Path Exposure 21.486 | Recovery Activity 51.777 | inputs: maxDD £45.00 | giveback £20.00 | cumulative wager £140.00 | absolute movement £140.00 | recovery episodes 1 | successful 1 | recovery ratio 1.000000 | table_exit 0
FIXED-POLICY CASUAL — CURRENT CANONICAL PUBLICATION STATE: INCOMPLETE | NOT SOURCE-COMPLETE | hands 9 | final N/A | termination SOURCE_EXHAUSTED
FIXED-POLICY CASUAL STATE AUTHORITY: THIS LINE IS CURRENT MANIFEST AUTHORITY. Historical plates, benchmark images, prior handoffs and component references are presentation/provenance references only and MUST NOT override this completion/source state.
Fixed-Policy Casual: N/A | SOURCE_EXHAUSTED | NOT SOURCE-COMPLETE | last source-supported £115.00
Fixed-Policy Casual source boundary: hands 9 | W/L/P 5/4/0 | exposure £135.00 | cards consumed 45 | last source-supported bankroll £115.00 | termination SOURCE_EXHAUSTED
Casual synthetic-reference profile | RISK 25.788 | JOURNEY 39.820 | Survival 46.693 | Path Exposure 20.991 | Recovery Activity 51.777 | inputs: maxDD £45.00 | giveback £15.00 | cumulative wager £135.00 | absolute movement £135.00 | recovery episodes 1 | successful 1 | recovery ratio 1.000000 | table_exit 0
Stat-Watching Casual: Chosen behavioural path: hands 13 | bankroll £100.00 | W/L/P 6/7/0 | exposure £210.00 | termination BEHAVIOURAL_EXIT | chosen exit Hand 13 at £100.00
Ultimate AI: Ultimate AI: hands 13 | bankroll £155.00 | P/L +£55.00 | W/L/P 6/7/0 | exposure £265.00 | termination AI_EXIT | SOURCE-COMPLETE

================ FORMAL-START / CONTEXT EVIDENCE =================

================ PREAMBLE-START COUNTERFACTUAL | SESSION 20261007_011759 ================
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 20261007_011759 metrics.
Preamble source: session_evidence\blackjack_preamble_20261006_135058.txt | preamble hands 6 | preamble cards 32 | observed preamble shuffles 0
FORMAL ENTRY CONTEXT: 32 recorded cards since the most recent observed shuffle/preamble start at formal Hand 1.
Captured chronology available to this check: 77 blackjack-replayable cards across preamble + formal evidence (U suits remain explicitly unresolved).
Boundary: both profiles start at research £100.00 on the first recorded preamble card. Casual remains an independent counterfactual. A complete observed Frozen preamble is reproduced through the source-validation path so its recorded hand boundaries/settlements are preserved exactly.
Frozen from preamble start: hands 15 | final £130.00 | W/L/P 6/9/0 | cards consumed 77 | termination SOURCE_EXHAUSTED | NOT SOURCE-COMPLETE
Casual from preamble start: hands 15 | final £70.00 | W/L/P 6/9/0 | cards consumed 77 | 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 20261007_011759 W/L/P, exposure, bankroll score or ledger.
================ END PREAMBLE-START COUNTERFACTUAL | SESSION 20261007_011759 ================

================ STAT-WATCHING / ULTIMATE-AI EVIDENCE =================

================ STAT-WATCHING CASUAL | SESSION 20261007_011759 ================
EXPERIMENT STATUS: EXPLORATORY COUNTERFACTUAL / DETERMINISTIC / QUARANTINED FROM FROZEN-vs-CASUAL SCORECARD
REPLAY BASIS: PREAMBLE_START
PREAMBLE CONTEXT: source session_evidence\blackjack_preamble_20261006_135058.txt | preamble hands 6 | preamble cards 32 | observed preamble shuffles 0 | 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 13 | bankroll £100.00 | W/L/P 6/7/0 | exposure £210.00 | termination BEHAVIOURAL_EXIT | chosen exit Hand 13 at £100.00
Stay-at-table counterfactual: hands 15 | bankroll £70.00 | W/L/P 6/9/0 | exposure £240.00 | 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=115.00;H2=130.00;H3=115.00;H4=100.00;H5=85.00;H6=70.00;H7=85.00;H8=115.00;H9=130.00;H10=145.00;H11=130.00;H12=115.00;H13=100.00
PATH_STAY: H0=100.00;H1=115.00;H2=130.00;H3=115.00;H4=100.00;H5=85.00;H6=70.00;H7=85.00;H8=115.00;H9=130.00;H10=145.00;H11=130.00;H12=115.00;H13=100.00;H14=85.00;H15=70.00
SW_TRACE | H1 | before 100.00 | after 115.00 | wager 15.00 | committed 15.00 | result W | dealerUp 6♠ | player 10♦,9♣ | dealer 6♠,10♣,8♥ | actions STAND | branches 10♦,9♣
SW_TRACE | H2 | before 115.00 | after 130.00 | wager 15.00 | committed 15.00 | result W | dealerUp 6♣ | player 5♦,7♥ | dealer 6♣,10♦,8♠ | actions STAND | branches 5♦,7♥
SW_TRACE | H3 | before 130.00 | after 115.00 | wager 15.00 | committed 15.00 | result L | dealerUp 2♥ | player 9♣,6♦ | dealer 2♥,3♣,10♠,4♠ | actions STAND | branches 9♣,6♦
SW_TRACE | H4 | before 115.00 | after 100.00 | wager 15.00 | committed 15.00 | result L | dealerUp 9♥ | player 6♥,10♥,7♦ | dealer 9♥,10♣ | actions HIT | branches 6♥,10♥,7♦
SW_TRACE | H5 | before 100.00 | after 85.00 | wager 15.00 | committed 15.00 | result L | dealerUp 7♣ | player 9♠,9♦ | dealer 7♣,6♥,8♣ | actions STAND | branches 9♠,9♦
SW_TRACE | H6 | before 85.00 | after 70.00 | wager 15.00 | committed 15.00 | result L | dealerUp 8♥ | player 7♠,6♠,10♣ | dealer 8♥,9♦ | actions HIT | branches 7♠,6♠,10♣
SW_TRACE | H7 | before 70.00 | after 85.00 | wager 15.00 | committed 15.00 | result W | dealerUp 10♥ | player 5♥,6♠,10♣ | dealer 10♥,9♦ | actions HIT,STAND | branches 5♥,6♠,10♣
SW_TRACE | H8 | before 85.00 | after 115.00 | wager 15.00 | committed 30.00 | result W | dealerUp 9♥ | player 5♥,6♣,10♠ | dealer 9♥,8♦ | actions DOUBLE | branches 5♥,6♣,10♠
SW_TRACE | H9 | before 115.00 | after 130.00 | wager 15.00 | committed 15.00 | result W | dealerUp 10♦ | player 5♣,6♥,10♥ | dealer 10♦,7♠ | actions HIT,STAND | branches 5♣,6♥,10♥
SW_TRACE | H10 | before 130.00 | after 145.00 | wager 15.00 | committed 15.00 | result W | dealerUp 10♠ | player 5♣,6♦,10♣ | dealer 10♠,9♣ | actions HIT,STAND | branches 5♣,6♦,10♣
SW_TRACE | H11 | before 145.00 | after 130.00 | wager 15.00 | committed 15.00 | result L | dealerUp 10♥ | player 10♥,6♣,9♦ | dealer 10♥,8♠ | actions HIT | branches 10♥,6♣,9♦
SW_TRACE | H12 | before 130.00 | after 115.00 | wager 15.00 | committed 15.00 | result L | dealerUp 10♣ | player 10♦,6♥,8♦ | dealer 10♣,9♠ | actions HIT | branches 10♦,6♥,8♦
SW_TRACE | H13 | before 115.00 | after 100.00 | wager 15.00 | committed 15.00 | result L | dealerUp 10♥ | player 10♠,6♠,7♣ | dealer 10♥,9♦ | actions HIT | branches 10♠,6♠,7♣
INFLUENCE | H13 | EXIT | walked away at £100.00 • last 5 hands: low cards 32%, 10-value cards 45%, 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 20261007_011759 ================

================ ULTIMATE AI | SESSION 20261007_011759 ================
AI POLICY: ULTIMATE-AI-V1-FROZEN-WEIGHTED-GATE | deterministic | Frozen baseline | repository through Session 60
REPLAY BASIS: PREAMBLE_START
TEMPORAL BOUNDARY: only repository evidence through Session 60 plus evidence visible before each current decision was available. Session 61 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 13 | bankroll £155.00 | P/L +£55.00 | W/L/P 6/7/0 | exposure £265.00 | termination AI_EXIT | SOURCE-COMPLETE
Frozen same-basis comparator: hands 15 | bankroll N/A | P/L N/A | exposure £330.00 | termination SOURCE_EXHAUSTED | NOT SOURCE-COMPLETE
OVERRIDES: action 0 | wager 0 | exit 1
PATH_AI: H0=100.00;H1=115.00;H2=130.00;H3=115.00;H4=100.00;H5=85.00;H6=70.00;H7=100.00;H8=130.00;H9=170.00;H10=200.00;H11=185.00;H12=170.00;H13=155.00
AI_TRACE | H1 | before 100.00 | after 115.00 | wager 15.00 | committed 15.00 | result W | dealerUp 6♠ | player 10♦,9♣ | dealer 6♠,10♣,8♥ | actions STAND | branches 10♦,9♣
AI_TRACE | H2 | before 115.00 | after 130.00 | wager 15.00 | committed 15.00 | result W | dealerUp 6♣ | player 5♦,7♥ | dealer 6♣,10♦,8♠ | actions STAND | branches 5♦,7♥
AI_TRACE | H3 | before 130.00 | after 115.00 | wager 15.00 | committed 15.00 | result L | dealerUp 2♥ | player 9♣,6♦ | dealer 2♥,3♣,10♠,4♠ | actions STAND | branches 9♣,6♦
AI_TRACE | H4 | before 115.00 | after 100.00 | wager 15.00 | committed 15.00 | result L | dealerUp 9♥ | player 6♥,10♥,7♦ | dealer 9♥,10♣ | actions HIT | branches 6♥,10♥,7♦
AI_TRACE | H5 | before 100.00 | after 85.00 | wager 15.00 | committed 15.00 | result L | dealerUp 7♣ | player 9♠,9♦ | dealer 7♣,6♥,8♣ | actions STAND | branches 9♠,9♦
AI_TRACE | H6 | before 85.00 | after 70.00 | wager 15.00 | committed 15.00 | result L | dealerUp 8♥ | player 7♠,6♠,10♣ | dealer 8♥,9♦ | actions HIT | branches 7♠,6♠,10♣
AI_TRACE | H7 | before 70.00 | after 100.00 | wager 15.00 | committed 30.00 | result W | dealerUp 10♥ | player 5♥,6♠,10♣ | dealer 10♥,9♦ | actions DOUBLE | branches 5♥,6♠,10♣
AI_TRACE | H8 | before 100.00 | after 130.00 | wager 15.00 | committed 30.00 | result W | dealerUp 9♥ | player 5♥,6♣,10♠ | dealer 9♥,8♦ | actions DOUBLE | branches 5♥,6♣,10♠
AI_TRACE | H9 | before 130.00 | after 170.00 | wager 20.00 | committed 40.00 | result W | dealerUp 10♦ | player 5♣,6♥,10♥ | dealer 10♦,7♠ | actions DOUBLE | branches 5♣,6♥,10♥
AI_TRACE | H10 | before 170.00 | after 200.00 | wager 15.00 | committed 30.00 | result W | dealerUp 10♠ | player 5♣,6♦,10♣ | dealer 10♠,9♣ | actions DOUBLE | branches 5♣,6♦,10♣
AI_TRACE | H11 | before 200.00 | after 185.00 | wager 15.00 | committed 15.00 | result L | dealerUp 10♥ | player 10♥,6♣,9♦ | dealer 10♥,8♠ | actions HIT | branches 10♥,6♣,9♦
AI_TRACE | H12 | before 185.00 | after 170.00 | wager 15.00 | committed 15.00 | result L | dealerUp 10♣ | player 10♦,6♥,8♦ | dealer 10♣,9♠ | actions HIT | branches 10♦,6♥,8♦
AI_TRACE | H13 | before 170.00 | after 155.00 | wager 15.00 | committed 15.00 | result L | dealerUp 10♥ | player 10♠,6♠,7♣ | dealer 10♥,9♦ | actions HIT | branches 10♠,6♠,7♣
AI_OVERRIDE | H13 EXIT | bankroll £155.00 | trend -4 | drawdown £45.00
Publication boundary: experimental synthesis controller. Descriptive deterministic comparison only; no claim of casino advantage, card prediction or guaranteed profitability.
================ END ULTIMATE AI | SESSION 20261007_011759 ================

================ SHUFFLE ROBUSTNESS A–H — 5,000 PAIRED REPLAYS EACH =================
A | Observed-card permutation: shuffle only the captured session-card reservoir; no cards added.
Median bankroll £ Frozen 100.00 | Casual 100.00 | Mean bankroll £ Frozen 101.50 | Casual 100.06 | £200 reach Frozen 2.78% | Casual 1.88% | Mean exposure £ Frozen 142.14 | Casual 137.46 | Mean maxDD £ Frozen 43.40 | Casual 42.17 | 30-hand completion Frozen 0 | Casual 0 | Highest final bankroll £ Frozen 265.00 | Casual 250.00 | Paired final-bankroll difference £ N/A | Mean action difference 0.2918
B | Full six-deck RNG: generate and uniformly shuffle a fresh 312-card six-deck shoe.
Median bankroll £ Frozen 77.50 | Casual 85.00 | Mean bankroll £ Frozen 96.78 | Casual 95.71 | £200 reach Frozen 28.42% | Casual 19.56% | Mean exposure £ Frozen 446.43 | Casual 412.90 | Mean maxDD £ Frozen 93.04 | Casual 84.23 | 30-hand completion Frozen 3252 | Casual 3484 | Highest final bankroll £ Frozen 542.50 | Casual 527.50 | Paired final-bankroll difference £ 7.23 | Mean action difference 1.1582
C1 | Penetration 50%: captured reservoir; reshuffle only remaining cards between hands at 50%.
Median bankroll £ Frozen 100.00 | Casual 100.00 | Mean bankroll £ Frozen 100.88 | Casual 99.30 | £200 reach Frozen 2.58% | Casual 1.66% | Mean exposure £ Frozen 141.72 | Casual 137.01 | Mean maxDD £ Frozen 43.17 | Casual 41.96 | 30-hand completion Frozen 0 | Casual 0 | Highest final bankroll £ Frozen 265.00 | Casual 250.00 | Paired final-bankroll difference £ N/A | Mean action difference 0.2984
C2 | Penetration 65%: captured reservoir; reshuffle only remaining cards between hands at 65%.
Median bankroll £ Frozen 100.00 | Casual 100.00 | Mean bankroll £ Frozen 100.89 | Casual 100.17 | £200 reach Frozen 2.62% | Casual 1.82% | Mean exposure £ Frozen 141.58 | Casual 137.03 | Mean maxDD £ Frozen 43.38 | Casual 41.90 | 30-hand completion Frozen 0 | Casual 0 | Highest final bankroll £ Frozen 265.00 | Casual 250.00 | Paired final-bankroll difference £ N/A | Mean action difference 0.2966
C3 | Penetration 75%: captured reservoir; reshuffle only remaining cards between hands at 75%.
Median bankroll £ Frozen 100.00 | Casual 100.00 | Mean bankroll £ Frozen 102.14 | Casual 100.77 | £200 reach Frozen 3.06% | Casual 2.02% | Mean exposure £ Frozen 141.86 | Casual 137.37 | Mean maxDD £ Frozen 43.04 | Casual 41.69 | 30-hand completion Frozen 0 | Casual 0 | Highest final bankroll £ Frozen 250.00 | Casual 235.00 | Paired final-bankroll difference £ N/A | Mean action difference 0.2920
C4 | Penetration 80%: captured reservoir; reshuffle only remaining cards between hands at 80%.
Median bankroll £ Frozen 100.00 | Casual 100.00 | Mean bankroll £ Frozen 102.14 | Casual 100.59 | £200 reach Frozen 3.00% | Casual 1.98% | Mean exposure £ Frozen 141.81 | Casual 137.26 | Mean maxDD £ Frozen 42.82 | Casual 41.71 | 30-hand completion Frozen 0 | Casual 0 | Highest final bankroll £ Frozen 265.00 | Casual 250.00 | Paired final-bankroll difference £ N/A | Mean action difference 0.2938
D | Physical-style proxy: captured reservoir with deterministic riffle/strip/cut-style mixing.
Median bankroll £ Frozen 100.00 | Casual 100.00 | Mean bankroll £ Frozen 98.88 | Casual 96.92 | £200 reach Frozen 2.44% | Casual 1.56% | Mean exposure £ Frozen 141.39 | Casual 136.62 | Mean maxDD £ Frozen 44.01 | Casual 42.80 | 30-hand completion Frozen 0 | Casual 0 | Highest final bankroll £ Frozen 250.00 | Casual 250.00 | Paired final-bankroll difference £ N/A | Mean action difference 0.3068
E | Automatic/continuous proxy: captured reservoir; after each complete hand, used cards return and the full reservoir is remixed.
Median bankroll £ Frozen 95.00 | Casual 100.00 | Mean bankroll £ Frozen 106.93 | Casual 101.15 | £200 reach Frozen 29.64% | Casual 20.62% | Mean exposure £ Frozen 446.36 | Casual 411.05 | Mean maxDD £ Frozen 85.11 | Casual 78.59 | 30-hand completion Frozen 3637 | Casual 3671 | Highest final bankroll £ Frozen 450.00 | Casual 415.00 | Paired final-bankroll difference £ 8.90 | Mean action difference 0.9388

================ SESSION 10+ STANDARD PLATE ARCHITECTURE =================
TOP BAR: mandatory full-width SESSION SUMMARY — RUNNING PROFIT / LOSS (ALL PLAYERS). Use only current-session verified P/L or evidence-state wording. Controller completion/exit status belongs in this bar; do not duplicate Ultimate-AI final/status in the main header.
FROZEN REFERENCE HEADLINE RULE: when a complete observed FROZEN session has exact observed wager and action alignment, the Frozen Reference box must show the SAME P/L AS OBSERVED SESSION and say SAME AS OBSERVED SESSION. A separately reconstructed formal-start Frozen replay that is SOURCE_EXHAUSTED is a secondary qualifier only and must not make that headline box N/A.
HEADER: retain shuffle/entry context at left, main title, and Journey ID at far right. Header is session-level identification, not a second controller-result area.
OBSERVED SCORECARD PRECEDENT: if the current Observed/Hybrid/Personal journey is a complete source-supported 30-hand path, show its OWN independently computed Risk and Journey in the main observed-player panel. Use the canonical complete-observed archetype treatment where applicable, while retaining the global five-controller running-P/L bar when supported.
FORMAL-START MIDDLE: when supported, show BOTH Risk and Journey beside BOTH Frozen and Casual rows. Large score row is exactly RISK SCORE | JOURNEY INTENSITY SCORE and must align cleanly; do not add a third duplicate Journey box.
COMPLETE-SCORED CONTINUITY: retain BOTH full-width continuity strips: SESSION SUMMARY — RUNNING PROFIT / LOSS (ALL PLAYERS) near the top AND SESSION N — OBSERVED FROZEN FORMAL SESSION SUMMARY with Final Bankroll | Hands Completed | Results | Exposure | Max Drawdown | £200 Reached? | Highest Bankroll. New modules do not replace either strip.
DECISION-POINT PRIORITY: keep the Frozen-vs-Casual comparable-decision / same-different / wager-alignment / action-alignment evidence prominent in the main body. Shuffle-return results are robustness evidence below, not the primary comparison story.
SCORE DISPLAY RULE: any valid current-session Risk/Journey score supplied above must be displayed. Do not turn a valid complete-observed score into N/A. Source exhaustion after a supported partial counterfactual does not erase its explicitly supplied synthetic-reference Risk/Journey values; label source state separately. Never invent absent percentiles/scores, and do not award Stat-Watching/Ultimate AI established Frozen/Casual percentiles unless explicitly authorised.
REAL-CASINO PUBLICATION TEXT BAN: do not print legacy 247 / 247 Blackjack / online 247 / 247blackjack.com wording anywhere on this Paddy Power plate. Unknown shoe/penetration/reshuffle fields remain simply UNKNOWN.
BOTTOM FOUR PANELS: KEY FINDINGS | MOST SIGNIFICANT OBSERVATIONS | ROBUSTNESS INTERPRETATION | OVERALL CONCLUSION. These panels primarily interpret the robustness table; routine audit housekeeping stays beside the evidence it qualifies.
PROTECTED ANALYSIS SPACE: do not obtain room for new modules by shrinking the bottom analytical area or reducing its established readable text. Increase canvas height if necessary.
WRITTEN CHATGPT SUMMARY: explicitly report running P/L/evidence status for every controller shown in the top bar.

POST-RENDER GATE: audit every number and substantive label against this manifest plus authoritative evidence. Plate remains PENDING until that audit passes.