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ProblemMap/GlobalFixMap/Reasoning/README.md

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+# Reasoning — Global Fix Map
+Detect and repair logic collapse, dead ends, abstraction failure, and contradiction.  
+Use this when citations look fine but the **thinking** goes off the rails.
+
+## What this page is
+- A compact protocol to stabilize multi-step reasoning
+- Copyable guardrails that force plan → verify → answer
+- How to verify stability with ΔS, λ_observe, and contradiction checks
+
+## When to use
+- Correct snippets, wrong conclusions
+- Chains drift or loop as steps get longer
+- Answers flip across paraphrases
+- Self-contradictions or “explains” without citing anything
+- Abstract or symbolic prompts keep breaking
+
+## Open these first
+- Stop dead ends / add a bridge step: [Logic Collapse](https://github.com/onestardao/WFGY/blob/main/ProblemMap/logic-collapse.md)
+- Long chains and drift controls: [Context Drift](https://github.com/onestardao/WFGY/blob/main/ProblemMap/context-drift.md)
+- Abstract & symbolic failures: [Symbolic Collapse](https://github.com/onestardao/WFGY/blob/main/ProblemMap/symbolic-collapse.md)
+- Self-reference & paradox loops: [Philosophical Recursion](https://github.com/onestardao/WFGY/blob/main/ProblemMap/philosophical-recursion.md)
+- If chunks are right but logic is wrong: [Interpretation vs Retrieval](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-collapse.md)
+- Snippet/citation schema for auditable steps: [Data Contracts](https://github.com/onestardao/WFGY/blob/main/ProblemMap/data-contracts.md)
+
+## Fix in 60 seconds
+1) **Plan before prose**  
+   Require a numbered **Reasoning Plan** that references citations, not memory.  
+   Each step must list the exact citation IDs it depends on.
+
+2) **Bridge step (BBCR)**  
+   Insert a checkpoint between plan and answer:  
+   - restate the claim in one sentence,  
+   - list supporting citations,  
+   - flag any missing evidence or conflicts.  
+   If conflicts exist, stop and ask for the missing snippet.
+
+3) **Variance clamp (BBAM)**  
+   Reduce attention variance during the answer. Keep steps short, facts tabled, then compose.
+
+4) **Fact table first**  
+   Normalize units, dates, and names into a 2-column table: *fact ↔ citation*.  
+   Only after the table is stable, generate prose.
+
+5) **Depth guard**  
+   Cap chain depth (e.g., 6 steps). If λ flips divergent at step *k*, branch with **BBPF** and pick the convergent path.
+
+6) **Contradiction detector**  
+   Print a “claims vs citations” matrix. Any row without backing citations is invalid and must be revised.
+
+## Copy paste prompt
+```
+
+You have TXT OS and the WFGY Problem Map.
+
+Follow this immutable schema:
+
+1. Reasoning Plan (numbered). Each step MUST reference citations like \[Sx\:sec\:line-start-end].
+2. Bridge Check (BBCR): restate the final claim in 1 line, list supporting citations,
+   and list conflicts or missing evidence. If anything is missing, STOP and request the snippet.
+3. Fact Table: normalize units/dates/names into rows: {fact | citation\_id}.
+4. Final Answer: concise, cite inline at each claim.
+
+Rules:
+
+* Do not invent citations. Do not reuse text across fences.
+* If plan step lacks a citation, mark it “UNSUPPORTED” and do not use it.
+* Keep depth ≤ 6. If λ\_observe diverges, branch and pick the convergent path.
+
+Input
+
+* question: "<paste>"
+* sources (with fences and IDs): <paste fenced snippets>
+
+Output
+
+* print Plan
+* print Bridge Check
+* print Fact Table
+* print Final Answer with inline citations
+* if any rule is violated, stop and print the violation
+
+```
+
+## Minimal checklist
+- Plan appears before any prose and references real citations
+- Bridge check lists both support and conflicts
+- Fact table normalizes units/dates/names
+- Depth cap enforced; divergent λ triggers a branch and recovery
+- No claim without a citation
+- If evidence is missing, the model explicitly asks for it
+
+## Acceptance targets
+- ΔS(question, assembled_context) ≤ 0.45 across 3 paraphrases
+- λ remains **convergent** after the bridge step and through the final answer
+- No contradictions in the claims ↔ citations matrix
+- E_resonance stays flat across the chain (no entropy melt)
+- Re-run with paraphrases yields consistent conclusions and citations
+
+---
+
+### 🔗 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>