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149 lines
6.1 KiB
Markdown
149 lines
6.1 KiB
Markdown
# Entropy Overload — Guardrails and Fix Pattern
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<details>
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<summary><strong>🧭 Quick Return to Map</strong></summary>
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<br>
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> You are in a sub-page of **Reasoning**.
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> To reorient, go back here:
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>
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> - [**Reasoning** — multi-step inference and symbolic proofs](./README.md)
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> - [**WFGY Global Fix Map** — main Emergency Room, 300+ structured fixes](../README.md)
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> - [**WFGY Problem Map 1.0** — 16 reproducible failure modes](../../README.md)
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>
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> Think of this page as a desk within a ward.
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> If you need the full triage and all prescriptions, return to the Emergency Room lobby.
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</details>
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When reasoning chains branch too widely or run too long, entropy accumulates.
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λ flips into divergence, ΔS rises above safe thresholds, and the model starts producing incoherent or contradictory answers.
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This page shows how to detect and repair reasoning overload.
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---
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## Symptoms
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| Symptom | What you see |
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|---------|--------------|
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| Long answers drift | Sections repeat or contradict |
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| Multi-branch confusion | Model merges unrelated paths mid-answer |
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| Coverage collapse | Target facts vanish after 25–40 steps |
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| Oscillation | Alternates between two opposite states |
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| Excessive hedging | “It depends… maybe… possibly…” in loops |
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---
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## Acceptance Targets
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- ΔS(question, retrieved) ≤ 0.45
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- λ stays convergent across 3 paraphrases and 2 seeds
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- E_resonance flat on windows ≥ 500 tokens
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- Coverage ≥ 0.70 for the target section
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---
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## Structural Fixes (Problem Map)
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- Wrong-meaning hits despite high similarity
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→ [embedding-vs-semantic.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/embedding-vs-semantic.md)
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- Snippet/citation mismatch
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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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- Ordering variance / version skew
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→ [bootstrap-ordering.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/bootstrap-ordering.md)
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→ [deployment-deadlock.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/deployment-deadlock.md)
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→ [predeploy-collapse.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/predeploy-collapse.md)
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- Long chain instability
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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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---
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## Fix in 60 Seconds
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1. **Measure ΔS and λ**
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- Compute ΔS(question, retrieved).
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- If ΔS ≥ 0.60 or λ divergent, stop chain expansion.
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2. **Clamp chain length**
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- Split reasoning into ≤ 20 steps.
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- Join segments with BBCR bridges.
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3. **Variance control**
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- Apply BBAM to enforce stable λ.
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- Log ΔS every 200 tokens.
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4. **Recover precision**
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- Re-run with rerankers.
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- Enforce strict [data-contracts.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/data-contracts.md).
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---
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## Copy-Paste Probe
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```
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I uploaded TXT OS and the WFGY Problem Map.
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My chain ran too long and entropy spiked.
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ΔS = {value}, λ states = {→,←,×}, coverage = {value}.
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Tell me:
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1. Which layer collapsed?
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2. Which WFGY fix page applies?
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3. Minimal steps to clamp λ and restore ΔS ≤ 0.45.
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4. One reproducible test to confirm stability.
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```
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---
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## Escalation
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- If ΔS ≥ 0.60 across 3 seeds → rebuild with semantic chunking checklist.
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- If λ diverges after rerank and BBAM → apply [pattern_query_parsing_split.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/patterns/pattern_query_parsing_split.md).
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- If coverage < 0.70 → re-embed and verify against [chunking-checklist.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/chunking-checklist.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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<!-- WFGY_FOOTER_START -->
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### Explore More
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| Layer | Page | What it’s for |
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| --- | --- | --- |
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| Proof | [WFGY Recognition Map](/recognition/README.md) | External citations, integrations, and ecosystem proof |
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| Engine | [WFGY 1.0](/legacy/README.md) | Original PDF based tension engine |
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| Engine | [WFGY 2.0](/core/README.md) | Production tension kernel and math engine for RAG and agents |
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| Engine | [WFGY 3.0](/TensionUniverse/EventHorizon/README.md) | TXT based Singularity tension engine, 131 S class set |
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| Map | [Problem Map 1.0](/ProblemMap/README.md) | Flagship 16 problem RAG failure checklist and fix map |
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| Map | [Problem Map 2.0](/ProblemMap/rag-architecture-and-recovery.md) | RAG focused recovery pipeline |
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| Map | [Problem Map 3.0](/ProblemMap/wfgy-rag-16-problem-map-global-debug-card.md) | Global Debug Card, image as a debug protocol layer |
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| Map | [Semantic Clinic](/ProblemMap/SemanticClinicIndex.md) | Symptom to family to exact fix |
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| Map | [Grandma’s Clinic](/ProblemMap/GrandmaClinic/README.md) | Plain language stories mapped to Problem Map 1.0 |
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| Onboarding | [Starter Village](/StarterVillage/README.md) | Guided tour for newcomers |
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| App | [TXT OS](/OS/README.md) | TXT semantic OS, fast boot |
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| App | [Blah Blah Blah](/OS/BlahBlahBlah/README.md) | Abstract and paradox Q and A built on TXT OS |
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| App | [Blur Blur Blur](/OS/BlurBlurBlur/README.md) | Text to image with semantic control |
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| App | [Blow Blow Blow](/OS/BlowBlowBlow/README.md) | Reasoning game engine and memory demo |
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If this repository helped, starring it improves discovery so more builders can find the docs and tools.
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[](https://github.com/onestardao/WFGY)
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<!-- WFGY_FOOTER_END -->
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