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167 lines
10 KiB
Markdown
167 lines
10 KiB
Markdown
# Reasoning — Global Fix Map
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A compact hub to stabilize long chains, prevent collapse, and keep decisions auditable.
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Use this folder when answers drift across runs, chains dead-end, or the model rewrites reality during long plans. Every page maps symptoms to exact WFGY fixes with measurable acceptance targets.
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---
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## When to use this folder
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- Multi-step answers change when you rerun the same prompt
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- Chains go in circles or re-assert a claim after correction
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- Logic jumps without citing the source that drove the jump
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- Long chats lose earlier anchors when the window rolls
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- Plans grow without bound and never converge
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---
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## Acceptance targets
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- ΔS(question, selected_evidence) ≤ 0.45 on all runs
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- Coverage of the target section ≥ 0.70 with cite-then-explain
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- λ remains convergent across three paraphrases and two seeds
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- E_resonance flat across long windows and at window joins
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- Deterministic step count for plan stages after clamps
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---
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## Quick routes to per-page guides
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- Entropy overload in long chains
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→ [entropy-overload.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Reasoning/entropy-overload.md)
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- Recursive loops and stuck flows
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→ [recursive-loop.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Reasoning/recursive-loop.md)
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- Hallucination re-entry after correction
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→ [hallucination-reentry.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Reasoning/hallucination-reentry.md)
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- Logic collapse and structural recovery
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→ [logic-collapse.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Reasoning/logic-collapse.md)
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- Symbolic collapse in abstraction jumps
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→ [symbolic-collapse.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Reasoning/symbolic-collapse.md)
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- Proof dead ends and missing pivots
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→ [proof-dead-ends.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Reasoning/proof-dead-ends.md)
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- Anchoring and bridge proofs between frames
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→ [anchoring-and-bridge-proofs.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Reasoning/anchoring-and-bridge-proofs.md)
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- Context stitching and window joins
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→ [context-stitching-and-window-joins.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Reasoning/context-stitching-and-window-joins.md)
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- Chain-of-thought variance clamp
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→ [chain-of-thought-variance-clamp.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Reasoning/chain-of-thought-variance-clamp.md)
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- Redundant evidence collapse
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→ [redundant-evidence-collapse.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Reasoning/redundant-evidence-collapse.md)
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---
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## Fast triage by symptom
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| Symptom | Open this |
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| Steps keep growing, answer never lands | [entropy-overload.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Reasoning/entropy-overload.md) |
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| Chain circles back to earlier step | [recursive-loop.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Reasoning/recursive-loop.md) |
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| Model re-asserts the wrong claim after you fix it | [hallucination-reentry.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Reasoning/hallucination-reentry.md) |
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| Reasoning jumps without structure, loses invariants | [logic-collapse.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Reasoning/logic-collapse.md) |
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| Abstract move breaks semantics across frames | [symbolic-collapse.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Reasoning/symbolic-collapse.md) |
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| Proof chain stalls at an unprovable step | [proof-dead-ends.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Reasoning/proof-dead-ends.md) |
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| Window roll drops the anchor or flips the claim | [context-stitching-and-window-joins.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Reasoning/context-stitching-and-window-joins.md) |
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| Reruns disagree because thoughts wander | [chain-of-thought-variance-clamp.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Reasoning/chain-of-thought-variance-clamp.md) |
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| Too many similar snippets overpower minority facts | [redundant-evidence-collapse.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Reasoning/redundant-evidence-collapse.md) |
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| Need a stable bridge between two frames | [anchoring-and-bridge-proofs.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Reasoning/anchoring-and-bridge-proofs.md) |
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---
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## Fix in 60 seconds
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1) **Measure ΔS and observe λ**
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Probe ΔS(question, selected_evidence). Sample λ across two seeds and three paraphrases.
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If ΔS ≥ 0.60 or λ flips, you have structural drift.
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2) **Apply the right clamp**
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- Wandering thoughts → variance clamp
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→ [chain-of-thought-variance-clamp.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Reasoning/chain-of-thought-variance-clamp.md)
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- Lost anchor at joins → micro bridges
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→ [context-stitching-and-window-joins.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Reasoning/context-stitching-and-window-joins.md)
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- Abstract jumps → anchor and bridge proofs
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→ [anchoring-and-bridge-proofs.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Reasoning/anchoring-and-bridge-proofs.md)
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3) **Contract the payload and cite first**
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Enforce snippet schema and cite-then-explain.
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→ [retrieval-traceability.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-traceability.md)
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→ [data-contracts.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/data-contracts.md)
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4) **Verify**
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Coverage ≥ 0.70, ΔS ≤ 0.45, λ convergent on two seeds.
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If flat-high ΔS remains, fix retrieval first.
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→ [retrieval-playbook.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-playbook.md)
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---
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## Cross-links you will likely need
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- Visual map and recovery
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→ [rag-architecture-and-recovery.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rag-architecture-and-recovery.md)
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- End to end retrieval knobs
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→ [retrieval-playbook.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-playbook.md)
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- Long-context stability
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→ [context-drift.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/context-drift.md) ·
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[entropy-collapse.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/entropy-collapse.md)
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- Reranking and ordering
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→ [rerankers.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rerankers.md)
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---
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### 🔗 Quick-Start Downloads (60 sec)
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| Tool | Link | 3-Step Setup |
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|------|------|--------------|
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| **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>” |
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| **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 |
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---
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### 🧭 Explore More
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| Module | Description | Link |
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|-----------------------|----------------------------------------------------------|----------|
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| 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) |
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| Problem Map 1.0 | Initial 16-mode diagnostic and symbolic fix framework | [View →](https://github.com/onestardao/WFGY/tree/main/ProblemMap/README.md) |
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| 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) |
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| Semantic Clinic Index | Expanded failure catalog: prompt injection, memory bugs, logic drift | [View →](https://github.com/onestardao/WFGY/blob/main/ProblemMap/SemanticClinicIndex.md) |
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| Semantic Blueprint | Layer-based symbolic reasoning & semantic modulations | [View →](https://github.com/onestardao/WFGY/tree/main/SemanticBlueprint/README.md) |
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| 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) |
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| 🧙♂️ 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) |
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---
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> 👑 **Early Stargazers: [See the Hall of Fame](https://github.com/onestardao/WFGY/tree/main/stargazers)** —
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> Engineers, hackers, and open source builders who supported WFGY from day one.
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> <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).
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<div align="center">
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[](https://github.com/onestardao/WFGY)
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[](https://github.com/onestardao/WFGY/tree/main/OS)
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[](https://github.com/onestardao/WFGY/tree/main/OS/BlahBlahBlah)
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[](https://github.com/onestardao/WFGY/tree/main/OS/BlotBlotBlot)
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[](https://github.com/onestardao/WFGY/tree/main/OS/BlocBlocBloc)
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[](https://github.com/onestardao/WFGY/tree/main/OS/BlurBlurBlur)
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[](https://github.com/onestardao/WFGY/tree/main/OS/BlowBlowBlow)
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</div>
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