# Reasoning — Global Fix Map A compact hub to stabilize long chains, prevent collapse, and keep decisions auditable. 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. --- ## When to use this folder - Multi-step answers change when you rerun the same prompt - Chains go in circles or re-assert a claim after correction - Logic jumps without citing the source that drove the jump - Long chats lose earlier anchors when the window rolls - Plans grow without bound and never converge --- ## Acceptance targets - ΔS(question, selected_evidence) ≤ 0.45 on all runs - Coverage of the target section ≥ 0.70 with cite-then-explain - λ remains convergent across three paraphrases and two seeds - E_resonance flat across long windows and at window joins - Deterministic step count for plan stages after clamps --- ## Quick routes to per-page guides - Entropy overload in long chains → [entropy-overload.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Reasoning/entropy-overload.md) - Recursive loops and stuck flows → [recursive-loop.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Reasoning/recursive-loop.md) - Hallucination re-entry after correction → [hallucination-reentry.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Reasoning/hallucination-reentry.md) - Logic collapse and structural recovery → [logic-collapse.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Reasoning/logic-collapse.md) - Symbolic collapse in abstraction jumps → [symbolic-collapse.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Reasoning/symbolic-collapse.md) - Proof dead ends and missing pivots → [proof-dead-ends.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Reasoning/proof-dead-ends.md) - Anchoring and bridge proofs between frames → [anchoring-and-bridge-proofs.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Reasoning/anchoring-and-bridge-proofs.md) - Context stitching and window joins → [context-stitching-and-window-joins.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Reasoning/context-stitching-and-window-joins.md) - Chain-of-thought variance clamp → [chain-of-thought-variance-clamp.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Reasoning/chain-of-thought-variance-clamp.md) - Redundant evidence collapse → [redundant-evidence-collapse.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Reasoning/redundant-evidence-collapse.md) --- ## Fast triage by symptom | Symptom | Open this | |---|---| | Steps keep growing, answer never lands | [entropy-overload.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Reasoning/entropy-overload.md) | | Chain circles back to earlier step | [recursive-loop.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Reasoning/recursive-loop.md) | | 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) | | Reasoning jumps without structure, loses invariants | [logic-collapse.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Reasoning/logic-collapse.md) | | Abstract move breaks semantics across frames | [symbolic-collapse.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Reasoning/symbolic-collapse.md) | | 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) | | 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) | | 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) | | 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) | | 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) | --- ## Fix in 60 seconds 1) **Measure ΔS and observe λ** Probe ΔS(question, selected_evidence). Sample λ across two seeds and three paraphrases. If ΔS ≥ 0.60 or λ flips, you have structural drift. 2) **Apply the right clamp** - Wandering thoughts → variance clamp → [chain-of-thought-variance-clamp.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Reasoning/chain-of-thought-variance-clamp.md) - Lost anchor at joins → micro bridges → [context-stitching-and-window-joins.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Reasoning/context-stitching-and-window-joins.md) - Abstract jumps → anchor and bridge proofs → [anchoring-and-bridge-proofs.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Reasoning/anchoring-and-bridge-proofs.md) 3) **Contract the payload and cite first** Enforce snippet schema and cite-then-explain. → [retrieval-traceability.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-traceability.md) → [data-contracts.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/data-contracts.md) 4) **Verify** Coverage ≥ 0.70, ΔS ≤ 0.45, λ convergent on two seeds. If flat-high ΔS remains, fix retrieval first. → [retrieval-playbook.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-playbook.md) --- ## Cross-links you will likely need - Visual map and recovery → [rag-architecture-and-recovery.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rag-architecture-and-recovery.md) - End to end retrieval knobs → [retrieval-playbook.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-playbook.md) - Long-context stability → [context-drift.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/context-drift.md) · [entropy-collapse.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/entropy-collapse.md) - Reranking and ordering → [rerankers.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rerankers.md) --- ### 🔗 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 + ” | | **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. > 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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