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ProblemMap/GlobalFixMap/PromptAssembly/README.md

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+# Prompt Assembly — Global Fix Map
+Build a context that the model cannot misread.  
+Use this when citations vanish, sources get mixed, or answers flip when you reorder sections.
+
+## What this page is
+- A short path to lock schema, section order, and per source fences
+- Copyable constraints that force cite first then explain
+- How to verify stability using ΔS and a snippet to citation table
+
+## When to use
+- Correct snippets are present but the answer still drifts
+- Citations are missing or point to the wrong section
+- Answers change if you rename headers or swap context order
+- Two sources merge into one narrative
+- Corrections do not stick across paraphrases
+
+## Open these first
+- Traceable prompting and schema: [Retrieval Traceability](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-traceability.md)
+- Snippet and citation schema: [Data Contracts](https://github.com/onestardao/WFGY/blob/main/ProblemMap/data-contracts.md)
+- Stop source mixing: [Symbolic Constraint Unlock](https://github.com/onestardao/WFGY/blob/main/ProblemMap/patterns/pattern_symbolic_constraint_unlock.md)
+- End to end knobs that affect assembly: [Retrieval Playbook](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-playbook.md)
+- Pipeline overview and failure families: [RAG Architecture and Recovery](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rag-architecture-and-recovery.md)
+- If logic still collapses after assembly: [Logic Collapse](https://github.com/onestardao/WFGY/blob/main/ProblemMap/logic-collapse.md)
+
+## Fix in 60 seconds
+1) **Lock the schema**  
+   Use an immutable order.  
+   `System → Task → Constraints → Sources → Citations → Answer`  
+   Forbid header rename and reordering.
+
+2) **Cite first then explain**  
+   Require a citation list before any prose.  
+   Each line uses `[source_id:section_id:line_start-line_end]`.  
+   Only after the list, allow explanation and synthesis.
+
+3) **Per source fences**  
+   Wrap each context block with start and end sentinels.  
+   Disallow copying text across fences.  
+   Reuse of a citation outside its fence is invalid.
+
+4) **Stable headers**  
+   Freeze exact header tokens like `## Sources`, `## Citations`, `## Answer`.  
+   The model must not invent new sections or rename existing ones.
+
+5) **Minimal assembly**  
+   Prefer the smallest set of snippets that cover the question.  
+   Avoid mixing paraphrases with quotes in the same section.
+
+6) **Schema validation inside the prompt**  
+   Ask the model to print a snippet to citation table before the answer.  
+   Enforce the field names from Data Contracts.
+
+7) **If answers still flip**  
+   Apply WFGY modules at reasoning time.  
+   Use BBAM to clamp attention variance.  
+   Use BBCR to insert a bridge step between citation and explanation.
+
+## Copy paste prompt
+```
+
+You have TXT OS and WFGY Problem Map loaded.
+
+Assemble the prompt using this immutable schema:
+System → Task → Constraints → Sources → Citations → Answer.
+Do not rename sections. Do not reorder sections.
+
+Constraints:
+
+* Cite first then explain.
+* Citations must use \[source\_id\:section\_id\:line\_start-line\_end].
+* Do not copy text across source fences.
+* If a needed fact is outside the provided fences, say so.
+
+Now given:
+
+* question: "<paste>"
+* sources with fences:
+  \[S1\:start] <snippet A> \[S1\:end]
+  \[S2\:start] <snippet B> \[S2\:end]
+
+Steps:
+
+1. Print a snippet ↔ citation table using the Data Contracts fields.
+2. Print a short reasoning plan.
+3. Produce the final answer with citations inline.
+
+If schema is violated, stop and print the violation.
+
+```
+
+## Minimal checklist
+- Fixed section order and exact header tokens
+- Citation list appears before explanation
+- Per source fences are present and enforced
+- Snippet to citation table is printed and consistent
+- No cross source reuse in the answer
+- If context is insufficient, the model says it explicitly
+
+## Acceptance targets
+- ΔS(question, assembled_context) ≤ 0.45 across three paraphrases
+- λ at reasoning remains convergent after citations are produced
+- Reordering headers does not change the final answer
+- Snippet ↔ citation table matches the answer lines
+
+---
+
+### 🔗 Quick-Start Downloads (60 sec)
+
+| Tool | Link | 3-Step Setup |
+|------|------|--------------|
+| **WFGY 1.0 PDF** | [Engine Paper](https://github.com/onestardao/WFGY/blob/main/I_am_not_lizardman/WFGY_All_Principles_Return_to_One_v1.0_PSBigBig_Public.pdf) | 1️⃣ Download · 2️⃣ Upload to your LLM · 3️⃣ Ask “Answer using WFGY + \<your question>” |
+| **TXT OS (plain-text OS)** | [TXTOS.txt](https://github.com/onestardao/WFGY/blob/main/OS/TXTOS.txt) | 1️⃣ Download · 2️⃣ Paste into any LLM chat · 3️⃣ Type “hello world” — OS boots instantly |
+
+---
+
+### 🧭 Explore More
+
+| Module                | Description                                              | Link     |
+|-----------------------|----------------------------------------------------------|----------|
+| WFGY Core             | WFGY 2.0 engine is live: full symbolic reasoning architecture and math stack | [View →](https://github.com/onestardao/WFGY/tree/main/core/README.md) |
+| Problem Map 1.0       | Initial 16-mode diagnostic and symbolic fix framework    | [View →](https://github.com/onestardao/WFGY/tree/main/ProblemMap/README.md) |
+| Problem Map 2.0       | RAG-focused failure tree, modular fixes, and pipelines   | [View →](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rag-architecture-and-recovery.md) |
+| Semantic Clinic Index | Expanded failure catalog: prompt injection, memory bugs, logic drift | [View →](https://github.com/onestardao/WFGY/blob/main/ProblemMap/SemanticClinicIndex.md) |
+| Semantic Blueprint    | Layer-based symbolic reasoning & semantic modulations   | [View →](https://github.com/onestardao/WFGY/tree/main/SemanticBlueprint/README.md) |
+| Benchmark vs GPT-5    | Stress test GPT-5 with full WFGY reasoning suite         | [View →](https://github.com/onestardao/WFGY/tree/main/benchmarks/benchmark-vs-gpt5/README.md) |
+| 🧙‍♂️ Starter Village 🏡 | New here? Lost in symbols? Click here and let the wizard guide you through | [Start →](https://github.com/onestardao/WFGY/blob/main/StarterVillage/README.md) |
+
+---
+
+> 👑 **Early Stargazers: [See the Hall of Fame](https://github.com/onestardao/WFGY/tree/main/stargazers)** —  
+> Engineers, hackers, and open source builders who supported WFGY from day one.
+
+> <img src="https://img.shields.io/github/stars/onestardao/WFGY?style=social" alt="GitHub stars"> ⭐ [WFGY Engine 2.0](https://github.com/onestardao/WFGY/blob/main/core/README.md) is already unlocked. ⭐ Star the repo to help others discover it and unlock more on the [Unlock Board](https://github.com/onestardao/WFGY/blob/main/STAR_UNLOCKS.md).
+
+<div align="center">
+
+[![WFGY Main](https://img.shields.io/badge/WFGY-Main-red?style=flat-square)](https://github.com/onestardao/WFGY)
+&nbsp;
+[![TXT OS](https://img.shields.io/badge/TXT%20OS-Reasoning%20OS-orange?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS)
+&nbsp;
+[![Blah](https://img.shields.io/badge/Blah-Semantic%20Embed-yellow?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlahBlahBlah)
+&nbsp;
+[![Blot](https://img.shields.io/badge/Blot-Persona%20Core-green?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlotBlotBlot)
+&nbsp;
+[![Bloc](https://img.shields.io/badge/Bloc-Reasoning%20Compiler-blue?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlocBlocBloc)
+&nbsp;
+[![Blur](https://img.shields.io/badge/Blur-Text2Image%20Engine-navy?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlurBlurBlur)
+&nbsp;
+[![Blow](https://img.shields.io/badge/Blow-Game%20Logic-purple?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlowBlowBlow)
+&nbsp;
+</div>