DETERMINISTIC BLACKJACK — S-STAGE PLATE-READY VERIFIED MANIFEST
CODE VERSION: V9.2.46
SESSION: 11 | 20260913_031649
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 and Sessionplate_structure.zip are presentation precedent only.
ZERO IS DATA: never inherit a zero, N/A, score, status or number from a template.

================ OBSERVED / LIVE SESSION =================
MODE: HYBRID
Observed path: start £100.00 | final £100.00 | P/L +£0.00 | hands 30 | W/L/P 13/16/1 | exposure £640.00 | avg wager £21.33
Observed path extrema: peak £235.00 at hand 10 | trough £50.00 at hand 28 | maxDD £185.00 at hand 28
Observed HYBRID synthetic-reference profile | RISK 86.703 | JOURNEY 69.084 | Survival 74.050 | Path Exposure 81.424 | Recovery Activity 51.777 | inputs: maxDD £185.00 | giveback £135.00 | cumulative wager £640.00 | absolute movement £580.00 | recovery episodes 1 | successful 1 | recovery ratio 1.000000 | table_exit 0

================ S-STAGE PUBLICATION TEMPLATE / MODULE SELECTION =================
TOP-SECTION TEMPLATE CLASS: STANDARD ARCHETYPE A — COMPLETE SCORED OBSERVED JOURNEY + EVIDENCE-DRIVEN HYBRID MODULES
PRIMARY TOP-SECTION PRECEDENT: COMPLETE-OBSERVED STANDARD (canonical seed reference: Session 7)
APPLICABILITY SCORE: Complete-observed standard = 9 | Hybrid/evidence-state standard = 8
SELECTION REASON: Evidence favours the complete-observed standard because the current observed path is complete and independently scored; Hybrid/evidence modules remain mandatory whenever the current evidence supports them. Complete-observed applicability=9, Hybrid/evidence applicability=8, action differences=3, wager differences=16.
MANDATORY EVIDENCE MODULES: HYBRID / EVIDENCE-STATE MODULES WHEN SUPPORTED: five-controller running P/L bar; explicit Frozen-advice-versus-operator-choice treatment; Action Match/Different; wager Match/Above/Below; decision provenance/overrides; controller completion/source-state wording. COMPLETE-OBSERVED MODULES: observed-player bankroll journey, extrema, W/L/P/exposure and OWN Risk/Journey score row.
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 a fallback visual library only when the two standard accepted whole-plate archetype plates are not both available for the handoff.
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 = COMPLETE-OBSERVED / SESSION-7 ARCHETYPE; ADD = HYBRID/EVIDENCE-STATE MODULES / SESSION-10 ARCHETYPE; GLOBAL = FIVE-CONTROLLER RUNNING-P/L BAR; DO NOT CREATE A THIRD VISUAL ARCHETYPE.
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.
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 40 | textbook/frozen-aligned 39 | research overrides 0 | primary H11v10 overrides 1
HYBRID vs FROZEN action comparison: Frozen decisions recorded/comparable 40 | same 37 | different 3 | decision alignment 92.5%
HYBRID vs FROZEN wager comparison: match/above/below 14/11/5 | wager divergence 16/30 (53.3%)
SESSION-9 HYBRID DETAIL MODULE: REQUIRED visual module precedent for this Hybrid session. Use Session 9 only to enrich the left Hybrid-vs-Frozen analytical block; do not use it as a whole-plate template and never inherit Session 9 numbers.
Wager match/above/below 14/11/5
Action match/different 37/3
Shuffle events explicitly observed: 2
Observed shuffle boundaries: before Hand 1 after 0 cards | before Hand 30 after 158 cards
SHUFFLE CORRECTION AUTHORITY: blackjack_shuffle_boundary_correction_20260913_031649.txt | raw H12 declaration preserved only as provenance and superseded analytically.
ACCEPTED PLATE IMPACT: NONE — Session11.png is unchanged because it does not display the erroneous total or H12 boundary.
Total cards recorded: 164
Cards since most recent observed shuffle/start: 6
Validation warnings/overrides encountered: 17
Hands re-entered through amendment review: 1

================ SESSION SUMMARY — RUNNING P/L BAR CANDIDATES =================
Observed HYBRID: +£0.00
Frozen Reference: N/A | SOURCE_EXHAUSTED | NOT SOURCE-COMPLETE | last source-supported £372.50
Frozen synthetic-reference profile | RISK 22.259 | JOURNEY 53.077 | Survival 70.679 | Path Exposure 64.974 | Recovery Activity 23.579 | inputs: maxDD £30.00 | giveback £15.00 | cumulative wager £475.00 | absolute movement £452.50 | recovery episodes 0 | successful 0 | recovery ratio 0.000000 | table_exit 0
Fixed-Policy Casual: N/A | SOURCE_EXHAUSTED | NOT SOURCE-COMPLETE | last source-supported £392.50
Casual synthetic-reference profile | RISK 17.011 | JOURNEY 50.885 | Survival 70.679 | Path Exposure 58.397 | Recovery Activity 23.579 | inputs: maxDD £15.00 | giveback £0.00 | cumulative wager £420.00 | absolute movement £412.50 | recovery episodes 0 | successful 0 | recovery ratio 0.000000 | table_exit 0
Stat-Watching Casual: Chosen behavioural path: hands 27 | bankroll £377.50 | W/L/P 22/4/1 | exposure £450.00 | termination SOURCE_EXHAUSTED
Ultimate AI: Ultimate AI: hands 27 | bankroll N/A | last source-supported £402.50 | P/L N/A | W/L/P 21/5/1 | exposure £550.00 | termination SOURCE_EXHAUSTED | NOT SOURCE-COMPLETE

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

================ HYBRID FORMAL-START COUNTERFACTUAL | SESSION 20260913_031649 ================
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: 164 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 21/5/1 | exposure £475.00 | cards consumed 158 | termination SOURCE_EXHAUSTED | NOT SOURCE-COMPLETE | last source-supported bankroll £372.50
Frozen synthetic-reference profile | RISK 22.259 | JOURNEY 53.077 | Survival 70.679 | Path Exposure 64.974 | Recovery Activity 23.579 | inputs: maxDD £30.00 | giveback £15.00 | cumulative wager £475.00 | absolute movement £452.50 | recovery episodes 0 | successful 0 | recovery ratio 0.000000 | table_exit 0
Casual from formal start: outcome N/A | hands 27 | W/L/P 22/4/1 | exposure £420.00 | cards consumed 158 | termination SOURCE_EXHAUSTED | NOT SOURCE-COMPLETE | last source-supported bankroll £392.50
Casual synthetic-reference profile | RISK 17.011 | JOURNEY 50.885 | Survival 70.679 | Path Exposure 58.397 | Recovery Activity 23.579 | inputs: maxDD £15.00 | giveback £0.00 | cumulative wager £420.00 | absolute movement £412.50 | recovery episodes 0 | successful 0 | recovery ratio 0.000000 | table_exit 0
Publication rule: if a replay is NOT SOURCE-COMPLETE, its outcome is N/A; the displayed bankroll is only the last source-supported bankroll. Risk/Journey remain synthetic-reference profile outputs for the source-supported path, not completed-outcome claims.
================ END HYBRID FORMAL-START COUNTERFACTUAL | SESSION 20260913_031649 ================

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

================ STAT-WATCHING CASUAL | SESSION 20260913_031649 ================
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 27 | bankroll £377.50 | W/L/P 22/4/1 | exposure £450.00 | termination SOURCE_EXHAUSTED
Stay-at-table counterfactual: hands 27 | bankroll £377.50 | W/L/P 22/4/1 | exposure £450.00 | 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=130.00;H5=145.00;H6=160.00;H7=175.00;H8=160.00;H9=190.00;H10=205.00;H11=190.00;H12=205.00;H13=205.00;H14=220.00;H15=235.00;H16=250.00;H17=220.00;H18=235.00;H19=250.00;H20=265.00;H21=280.00;H22=302.50;H23=317.50;H24=332.50;H25=347.50;H26=362.50;H27=377.50
PATH_STAY: H0=100.00;H1=115.00;H2=130.00;H3=115.00;H4=130.00;H5=145.00;H6=160.00;H7=175.00;H8=160.00;H9=190.00;H10=205.00;H11=190.00;H12=205.00;H13=205.00;H14=220.00;H15=235.00;H16=250.00;H17=220.00;H18=235.00;H19=250.00;H20=265.00;H21=280.00;H22=302.50;H23=317.50;H24=332.50;H25=347.50;H26=362.50;H27=377.50
INFLUENCE | H13 | WAGER | 2x wager (£30.00) • last 5 hands: low cards 46%, 10-value cards 18%, W/L 3/2
INFLUENCE | H17 | WAGER | 2x wager (£30.00) • last 5 hands: low cards 52%, 10-value cards 19%, W/L 4/0
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 20260913_031649 ================

================ ULTIMATE AI | SESSION 20260913_031649 ================
AI POLICY: ULTIMATE-AI-V1-FROZEN-WEIGHTED-GATE | deterministic | Frozen baseline | repository through Session 10
REPLAY BASIS: FORMAL_START
TEMPORAL BOUNDARY: only repository evidence through Session 10 plus evidence visible before each current decision was available. Session 11 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 27 | bankroll N/A | last source-supported £402.50 | P/L N/A | W/L/P 21/5/1 | exposure £550.00 | termination SOURCE_EXHAUSTED | NOT SOURCE-COMPLETE
Frozen same-basis comparator: hands 27 | bankroll N/A | P/L N/A | exposure £475.00 | termination SOURCE_EXHAUSTED | NOT SOURCE-COMPLETE
OVERRIDES: action 0 | wager 4 | exit 0
PATH_AI: H0=100.00;H1=115.00;H2=130.00;H3=100.00;H4=115.00;H5=130.00;H6=145.00;H7=160.00;H8=145.00;H9=185.00;H10=200.00;H11=185.00;H12=200.00;H13=200.00;H14=260.00;H15=290.00;H16=305.00;H17=275.00;H18=290.00;H19=305.00;H20=320.00;H21=335.00;H22=357.50;H23=372.50;H24=387.50;H25=402.50;H26=417.50;H27=402.50
AI_OVERRIDE | H13 WAGER | Frozen £15.00 -> AI £30.00 | support 4
AI_OVERRIDE | H14 WAGER | Frozen £15.00 -> AI £30.00 | support 4
AI_OVERRIDE | H15 WAGER | Frozen £15.00 -> AI £30.00 | support 4
AI_OVERRIDE | H17 WAGER | Frozen £15.00 -> AI £30.00 | support 4
Publication boundary: experimental synthesis controller. Descriptive deterministic comparison only; no claim of casino advantage, card prediction or guaranteed profitability.
================ END ULTIMATE AI | SESSION 20260913_031649 ================

================ 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 77.50 | Casual 85.00 | Mean bankroll £ Frozen 96.02 | Casual 94.45 | £200 reach Frozen 28.54% | Casual 19.14% | Mean exposure £ Frozen 436.39 | Casual 404.11 | Mean maxDD £ Frozen 92.52 | Casual 84.11 | 30-hand completion Frozen 1339 | Casual 1627 | Highest final bankroll £ Frozen 535.00 | Casual 407.50 | Paired final-bankroll difference £ 6.88 | Mean action difference 1.1486
B | Full six-deck RNG: generate and uniformly shuffle a fresh 312-card six-deck shoe.
Median bankroll £ Frozen 80.00 | Casual 92.50 | Mean bankroll £ Frozen 99.52 | Casual 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 | Highest final bankroll £ Frozen 512.50 | Casual 437.50 | Paired final-bankroll difference £ 7.58 | Mean action difference 1.1480
C1 | Penetration 50%: captured reservoir; reshuffle only remaining cards between hands at 50%.
Median bankroll £ Frozen 80.00 | Casual 92.50 | Mean bankroll £ Frozen 98.34 | Casual 95.92 | £200 reach Frozen 29.50% | Casual 20.10% | Mean exposure £ Frozen 440.84 | Casual 408.33 | Mean maxDD £ Frozen 92.05 | Casual 83.77 | 30-hand completion Frozen 1358 | Casual 1727 | Highest final bankroll £ Frozen 460.00 | Casual 415.00 | Paired final-bankroll difference £ 5.03 | Mean action difference 1.1890
C2 | Penetration 65%: captured reservoir; reshuffle only remaining cards between hands at 65%.
Median bankroll £ Frozen 77.50 | Casual 85.00 | Mean bankroll £ Frozen 95.40 | Casual 93.80 | £200 reach Frozen 28.18% | Casual 19.46% | Mean exposure £ Frozen 440.84 | Casual 405.64 | Mean maxDD £ Frozen 93.29 | Casual 84.24 | 30-hand completion Frozen 1399 | Casual 1738 | Highest final bankroll £ Frozen 392.50 | Casual 392.50 | Paired final-bankroll difference £ 5.35 | Mean action difference 1.1742
C3 | Penetration 75%: captured reservoir; reshuffle only remaining cards between hands at 75%.
Median bankroll £ Frozen 80.00 | Casual 92.50 | Mean bankroll £ Frozen 95.91 | Casual 95.02 | £200 reach Frozen 28.88% | Casual 19.78% | Mean exposure £ Frozen 437.55 | Casual 405.32 | Mean maxDD £ Frozen 93.10 | Casual 84.56 | 30-hand completion Frozen 1328 | Casual 1675 | Highest final bankroll £ Frozen 447.50 | Casual 437.50 | Paired final-bankroll difference £ 4.62 | Mean action difference 1.1482
C4 | Penetration 80%: captured reservoir; reshuffle only remaining cards between hands at 80%.
Median bankroll £ Frozen 77.50 | Casual 85.00 | Mean bankroll £ Frozen 93.41 | Casual 92.97 | £200 reach Frozen 26.86% | Casual 18.20% | Mean exposure £ Frozen 439.37 | Casual 407.46 | Mean maxDD £ Frozen 92.97 | Casual 84.22 | 30-hand completion Frozen 1321 | Casual 1697 | Highest final bankroll £ Frozen 452.50 | Casual 430.00 | Paired final-bankroll difference £ 5.99 | Mean action difference 1.1550
D | Physical-style proxy: captured reservoir with deterministic riffle/strip/cut-style mixing.
Median bankroll £ Frozen 77.50 | Casual 92.50 | Mean bankroll £ Frozen 97.53 | Casual 96.06 | £200 reach Frozen 29.26% | Casual 19.72% | Mean exposure £ Frozen 439.25 | Casual 405.32 | Mean maxDD £ Frozen 92.70 | Casual 83.50 | 30-hand completion Frozen 1325 | Casual 1629 | Highest final bankroll £ Frozen 465.00 | Casual 437.50 | Paired final-bankroll difference £ 4.35 | Mean action difference 1.1660
E | Automatic/continuous proxy: captured reservoir; after each complete hand, used cards return and the full reservoir is remixed.
Median bankroll £ Frozen 80.00 | Casual 92.50 | Mean bankroll £ Frozen 96.67 | Casual 95.75 | £200 reach Frozen 29.84% | Casual 20.12% | Mean exposure £ Frozen 450.21 | Casual 415.20 | Mean maxDD £ Frozen 93.88 | Casual 84.54 | 30-hand completion Frozen 3269 | Casual 3495 | Highest final bankroll £ Frozen 452.50 | Casual 437.50 | Paired final-bankroll difference £ 6.58 | Mean action difference 1.3868

================ 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.
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.
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.
