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# Memory & Long-Context — Global Fix Map
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Keep threads coherent across long windows and session restarts.
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Detect and repair entropy melt, boundary drift, state forks, and ghost contexts.
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Stabilize **long windows** and **multi-session memory**.
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This map helps you repair drift, collapse, forks, and ghost contexts when conversations or documents stretch far beyond the usual size.
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---
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## What this page is
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- A compact checklist for long contexts and multi-session memory.
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- Copyable guardrails to stop drift and collapse before they spread.
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- Concrete measures with ΔS and λ_observe to verify stability.
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- A **beginner-friendly checklist** for long contexts and multi-day sessions.
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- **Copy-paste guardrails** that stop drift and collapse before they spread.
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- **Concrete metrics** with ΔS and λ_observe so you know if your system is stable.
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---
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## When to use
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- Dialogs grow past 50k–100k tokens and answers degrade.
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- Facts flip after tab refresh or model switch.
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- Citations look right but reasoning goes flat or chaotic.
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- OCR transcripts look fine but capitalization and spacing drift.
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- Multi-day support threads lose task state or rewrite history.
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- Dialog grows past **50k–100k tokens** and answers degrade.
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- Facts flip after **tab refresh** or **model switch**.
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- Citations look right but reasoning goes **flat or chaotic**.
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- OCR transcripts look fine but **capitalization or spacing drift**.
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- Multi-day support threads **lose task state** or **rewrite history**.
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---
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## Quick routes to per-page guides
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## Orientation: quick routes
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- Memory fences and continuity
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→ [memory-coherence.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/MemoryLongContext/memory-coherence.md)
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- Attention melt in long windows
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→ [entropy-collapse.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/MemoryLongContext/entropy-collapse.md)
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- Long reasoning drift
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→ [context-drift.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/MemoryLongContext/context-drift.md)
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- Cross-tab and cache hazards
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→ [pattern_memory_desync.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/MemoryLongContext/pattern_memory_desync.md)
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- Stale buffers and persona residue
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→ [ghost-context.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/MemoryLongContext/ghost-context.md)
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- Divergent memory forks
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→ [state-fork.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/MemoryLongContext/state-fork.md)
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- OCR-specific noise
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→ [ocr-parsing-checklist.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/MemoryLongContext/ocr-parsing-checklist.md), [ocr-jitter.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/MemoryLongContext/ocr-jitter.md)
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- Traceability and audit trail
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→ [retrieval-traceability.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/MemoryLongContext/retrieval-traceability.md), [data-contracts.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/MemoryLongContext/data-contracts.md)
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- Chunk stability at joins
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→ [chunking-checklist.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/MemoryLongContext/chunking-checklist.md)
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| Page | What it solves | Typical symptom |
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|------|----------------|-----------------|
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| [memory-coherence.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/MemoryLongContext/memory-coherence.md) | Memory fences & continuity | Threads repeat or contradict |
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| [entropy-collapse.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/MemoryLongContext/entropy-collapse.md) | Attention melt in long windows | Outputs drift into filler |
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| [context-drift.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/MemoryLongContext/context-drift.md) | Long reasoning drift | Correct early, wrong later |
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| [pattern_memory_desync.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/MemoryLongContext/pattern_memory_desync.md) | Cross-tab & cache hazards | State flips after refresh |
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| [ghost-context.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/MemoryLongContext/ghost-context.md) | Stale buffers & residue | Model recalls “phantom” text |
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| [state-fork.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/MemoryLongContext/state-fork.md) | Divergent memory forks | Same task_id, different answers |
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| [ocr-parsing-checklist.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/MemoryLongContext/ocr-parsing-checklist.md), [ocr-jitter.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/MemoryLongContext/ocr-jitter.md) | OCR-specific noise | Exported text drifts vs. original |
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| [retrieval-traceability.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/MemoryLongContext/retrieval-traceability.md), [data-contracts.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/MemoryLongContext/data-contracts.md) | Traceability & audit | Citations break or vanish |
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| [chunking-checklist.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/MemoryLongContext/chunking-checklist.md) | Chunk stability at joins | Mid-sentence cuts or overlaps |
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---
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## Acceptance targets
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- Retrieval coverage ≥ 0.70 to the intended section
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- ΔS(question, retrieved) ≤ **0.45** and joins ≤ **0.50**
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- λ remains **convergent** across three paraphrases
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- Retrieval coverage **≥ 0.70** to the intended section
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- ΔS(question, retrieved) **≤ 0.45** and joins **≤ 0.50**
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- λ_observe remains **convergent** across 3 paraphrases
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- No state fork across tabs or agents for the same `task_id`
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---
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## 60-second fix checklist
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1. **Lock metrics** — same analyzer & embeddings across sessions.
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2. **Enforce memory fences** — require `task_id`, `session_id`, and `snippet_id`.
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3. **Probe ΔS and λ** — run 3 paraphrases × 2 seeds.
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4. **Patch drift** — realign chunks, re-check OCR, drop ghost spans.
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5. **Audit consistency** — run traceability logs and verify continuity across restarts.
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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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| **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 · 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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| Module | Description | Link |
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|--------|-------------|------|
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| WFGY Core | WFGY 2.0 engine, full symbolic reasoning stack | [View →](https://github.com/onestardao/WFGY/tree/main/core/README.md) |
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| Problem Map 1.0 | Initial 16-mode diagnostic framework | [View →](https://github.com/onestardao/WFGY/tree/main/ProblemMap/README.md) |
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| Problem Map 2.0 | RAG failure tree and modular fixes | [View →](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rag-architecture-and-recovery.md) |
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| Semantic Clinic | Expanded failure catalog | [View →](https://github.com/onestardao/WFGY/blob/main/ProblemMap/SemanticClinicIndex.md) |
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| Semantic Blueprint | Layer-based symbolic reasoning | [View →](https://github.com/onestardao/WFGY/tree/main/SemanticBlueprint/README.md) |
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| Benchmark vs GPT-5 | Stress test GPT-5 with 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 for guided intro | [Start →](https://github.com/onestardao/WFGY/blob/main/StarterVillage/README.md) |
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---
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