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142 lines
5.3 KiB
Markdown
142 lines
5.3 KiB
Markdown
# Context Drift — Long Reasoning Chain Instability
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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 **MemoryLongContext**.
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> To reorient, go back here:
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>
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> - [**MemoryLongContext** — extended context windows and memory retention](./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 spans 20–40 hops or more, attention shifts accumulate and context drifts.
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This page explains how to diagnose λ divergence, stabilize reasoning chains, and repair collapsed context.
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---
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## When to use this page
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- Long reasoning plans (~20+ steps) start with logic but later flip or contradict.
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- Multi-agent workflows repeat or miss earlier facts.
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- Citations remain valid, but final answers drift from original question.
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- λ flips divergent after harmless paraphrases.
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- Answers alternate between runs with identical inputs.
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---
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## Core acceptance targets
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- ΔS(question, retrieved) ≤ 0.45
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- Retrieval coverage ≥ 0.70 for target section
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- λ remains convergent across three paraphrases
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- Chain length stable up to 40 hops without collapse
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- Entropy variance remains bounded in mid-to-late steps
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---
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## Structural fixes
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- **Three-paraphrase probe**
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Re-ask the same question three ways. Log ΔS and λ at each hop.
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If λ flips, schema is unstable.
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- **Clamp with BBAM**
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Apply variance clamp when λ flips across harmless paraphrases.
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- **Bridge with BBCR**
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Insert bridge nodes when long chains stall. Anchor back to earlier stable nodes.
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- **Enforce snippet fences**
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Require each reasoning step cite snippet_id. Forbid cross-section reuse.
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- **Re-anchor with anchors**
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Compare ΔS(question, anchor) vs ΔS(question, decoy).
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If ΔS is close, re-chunk corpus.
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---
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## Fix in 60 seconds
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1. **Log ΔS and λ** across 3 paraphrases.
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2. **Clamp** with BBAM if λ flips.
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3. **Bridge** with BBCR if reasoning halts.
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4. **Re-anchor** using anchor triangulation.
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5. **Verify** coverage ≥ 0.70 and ΔS ≤ 0.45.
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---
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## Copy-paste prompt
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```
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You have TXT OS and the WFGY Problem Map.
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Goal: Detect and repair context drift in long reasoning chains.
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Protocol:
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1. Ask the same question three ways.
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2. Log ΔS(question, retrieved) for each.
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3. Log λ states across all hops.
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4. If λ flips:
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* Apply BBAM clamp.
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* If reasoning stalls, apply BBCR and anchor bridge.
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5. Require snippet\_id at each step.
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6. Report:
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* ΔS(question, retrieved)
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* λ states across paraphrases
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* bridge nodes inserted
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* final answer with citations
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```
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---
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## Common failure patterns
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- **Chain stall**: reasoning halts after ~25–30 hops.
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- **Paraphrase drift**: harmless rewordings flip λ.
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- **Repeating answers**: earlier snippets loop back with filler.
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- **Contradictions**: late chain contradicts early reasoning.
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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 tension engine and early logic sketch (legacy reference) |
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| ⚙️ Engine | [WFGY 2.0](/core/README.md) | Production tension kernel for RAG and agent systems |
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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 taxonomy and fix map |
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| 🗺️ Map | [Problem Map 2.0](/ProblemMap/wfgy-rag-16-problem-map-global-debug-card.md) | Global Debug Card for RAG and agent pipeline diagnosis |
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| 🗺️ Map | [Problem Map 3.0](/ProblemMap/wfgy-ai-problem-map-troubleshooting-atlas.md) | Global AI troubleshooting atlas and failure pattern map |
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| 🧰 App | [TXT OS](/OS/README.md) | .txt semantic OS with fast bootstrap |
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| 🧰 App | [Blah Blah Blah](/OS/BlahBlahBlah/README.md) | Abstract and paradox Q&A built on TXT OS |
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| 🧰 App | [Blur Blur Blur](/OS/BlurBlurBlur/README.md) | Text to image generation with semantic control |
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| 🏡 Onboarding | [Starter Village](/StarterVillage/README.md) | Guided entry point for new users |
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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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