DETERMINISTIC BLACKJACK LIVEPLAY ENVIRONMENT
FINAL FOLDER STRUCTURE AND APPLICATION GUIDE

PROJECT-CLOSE RELEASE ENVIRONMENT — 17 September 2026
CLI backend: V9.2.52
Historical Replay / Stats: v15.10.209
Live Graphical Companion: v15.10.140

PURPOSE
-------
This is the compact operational distribution. Scientific interpretation is governed by the retained session evidence and frozen programme rules.

ACTIVE STRUCTURE
----------------
Amit\
├── CLI\
│   ├── AIplayer.txt
│   ├── output.txt                         [single authoritative cumulative output]
│   ├── LiveBlackjackCompanion_PersonalOrFrozen_OptionalHistory_Ledger.java
│   ├── RUN_CLI.bat
│   ├── CLEAN_CLI_PROJECT_CLOSE.bat
│   ├── session_evidence\                  [authoritative retained evidence]
│   │   ├── plates\                       [accepted plates + visual references]
│   │   └── Sessionplate_structure.zip    [fallback visual library]
│   ├── backups\                          [individual retained rollback evidence]
│   └── tools\
├── GUI\
│   ├── BlackjackSessionReplay.jar
│   ├── BlackjackSessionReplay.java
│   ├── RUN_REPLAY.bat
│   ├── RUN_LIVE_GUI.bat
│   ├── APP_README_v15.10.209.txt
│   ├── FINAL_UAT_v15.10.209.txt
│   └── SHA256_v15.10.209.txt
├── README_DETERMINISTIC_BLACKJACK_LIVE_COMPANION.txt
├── FINAL_PACKAGE_MANIFEST.txt
└── PACKAGE_SHA256_V9.2.52.txt

CLI / EVIDENCE RULES
--------------------
- CLI\output.txt is the one authoritative cumulative output file.
- CLI\session_evidence\ is the live retained evidence repository.
- Accepted publication plates live under CLI\session_evidence\plates\.
- benchmark_visual.png is the final editorial/publication styling authority only; it is never numeric authority.
- benchmark_na_score_layout.png is the protected compact Hybrid-vs-Frozen + N/A Risk/Journey component reference when applicable.
- Sessionplate_structure.zip is retained because the V9.2.52 S-stage code can use it as a fallback visual library if the canonical accepted plate pair is unavailable. It is not numeric authority.
- Generated ChatGPT_SessionN_Publication_Handoff.zip files are transient delivery artifacts. S recreates the current one when required; historical copies need not be shipped in the base distribution.
- No session_evidence.zip is required. The expanded session_evidence directory is authoritative.

PUBLICATION HANDOFF — S
-----------------------
Pressing S builds the verified current-session publication handoff. The verified S manifest/evidence is the data authority. Accepted plates provide structural precedent. Specialised reference images provide component precedent. benchmark_visual.png provides the final publication finish.

For an incomplete / early-terminated observed Hybrid journey, V9.2.52 explicitly selects Session12.png (when supplied) as the primary whole-plate structural precedent, preserves the Hybrid-vs-Frozen + N/A Risk/Journey component group, and then applies benchmark_visual.png as a separate editorial transformation.

For other session/evidence states, the publication stage must inspect the supplied accepted plates and inherit the closest appropriate established structure rather than forcing the Session 12/13 layout universally.

DECISION PROVENANCE CLARIFICATION
---------------------------------
A count such as "Textbook / Frozen-Aligned: 23" describes the provenance of the Frozen recommendations generated/displayed at the 23 decision events. It does NOT mean the observed Hybrid player followed Frozen 23 times. Hybrid-vs-Frozen SAME/DIFFERENT counts separately measure whether the operator's actual decisions matched those Frozen recommendations. A session may contain more decision events than hands because one hand can contain multiple action decisions.

GUI
---
RUN_REPLAY.bat starts Historical Session Replay / Stats v15.10.209.
RUN_LIVE_GUI.bat starts the embedded Live Graphical Companion v15.10.140.
Replay -> LIVE PLAY delegates to the same live launcher route.
The accepted GUI distribution contains no loose .class files.

CLEAN DISTRIBUTION NOTES
------------------------
- Exact duplicate CLI/output-old.txt and CLI/output---.txt are not shipped.
- Historical generated ChatGPT Session 11/12/13 handoff ZIPs are not shipped; S regenerates the required current handoff.
- Redundant CLI/backups/backups.zip is not shipped; its individual files remain in CLI/backups and newer retained backups are also present.
- Duplicate root Futurework1.png and Futurework2.png are not shipped; their authoritative copies remain under CLI/session_evidence/plates.
- Sessionplate_structure.zip is deliberately retained as a code-supported fallback.
- No loose .class files are shipped.

CURRENT RELEASE BOUNDARY
------------------------
CLI backend: V9.2.52
Historical Replay / Stats: v15.10.209
Live Graphical Companion: v15.10.140
Date: 17 September 2026
