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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, and state desync.
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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 guards to stop drift and collapse before they spread
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- How to measure stability with ΔS and λ_observe
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## When to use
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- Dialogs grow past 50k to 100k tokens and answers degrade
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- Facts flip after tab refresh or model switch
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- Citations look right yet 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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## Open these first
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- Session continuity and state fences: [Memory Coherence](https://github.com/onestardao/WFGY/blob/main/ProblemMap/memory-coherence.md)
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- Long window drift and attention melt: [Entropy Collapse](https://github.com/onestardao/WFGY/blob/main/ProblemMap/entropy-collapse.md)
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- Long reasoning chain drift: [Context Drift](https://github.com/onestardao/WFGY/blob/main/ProblemMap/context-drift.md)
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- Cross tab and cache hazards: [Memory Desync Pattern](https://github.com/onestardao/WFGY/blob/main/ProblemMap/patterns/pattern_memory_desync.md)
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- Trace schema and audit trail: [Retrieval Traceability](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-traceability.md)
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- Snippet and citation schema: [Data Contracts](https://github.com/onestardao/WFGY/blob/main/ProblemMap/data-contracts.md)
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- Chunk stability at joins: [Chunking Checklist](https://github.com/onestardao/WFGY/blob/main/ProblemMap/chunking-checklist.md)
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- OCR quality and normalization: [OCR Parsing Checklist](https://github.com/onestardao/WFGY/blob/main/ProblemMap/ocr-parsing-checklist.md)
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---
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## Common failure patterns
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- **Entropy melt** attention variance climbs with length and the model smooths meaning
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- **Boundary leak** chunks merge across section joins and citations shift by a few lines
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- **State fork** two tabs or agents hold different memory revisions and answers flip
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- **Ghost context** stale buffers linger after role or persona change and contaminate steps
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- **OCR jitter** mixed spacing or width variants create false token differences
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---
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## Fix in 60 seconds
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1) **Stamp and fence state**
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- At turn start set `mem_rev`, `mem_hash`, `task_id`
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- Forbid writes if client stamps do not match the server record
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2) **Shard the window**
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- Assemble prompts as `{system | task | constraints | snippets | answer}`
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- Split snippets by section and forbid cross section reuse
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3) **Normalize inputs**
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- Unicode NFC, strip zero width, unify full and half width
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- Drop OCR lines below confidence threshold
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4) **Stabilize attention**
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- Apply BBAM to clamp variance
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- If collapse detected use BBCR to bridge and re anchor
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5) **Probe the joins**
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- Measure ΔS across adjacent chunks and keep each join ≤ 0.50
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- Plot ΔS(question, retrieved) vs k and expect a downward curve after the fix
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6) **Trace or stop**
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- Require cite then answer
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- If a claim has no snippet id stop and ask for the exact citation
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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
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Stabilize memory across long windows and across sessions without losing traceability.
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Protocol
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1. Print {mem\_rev, mem\_hash, task\_id}. If missing set defaults and echo them.
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2. Build a Snippet Table with columns {section\_id | start\_line | end\_line | citation}.
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3. Guardrails
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* cite then answer
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* forbid cross section reuse
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* if a claim lacks a snippet id stop and request it
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4. Collapse control
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* if attention variance rises apply BBAM
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* if logic stalls apply BBCR and show the bridge node
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5. Metrics
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* report ΔS(question, retrieved)
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* report ΔS across each join
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* report λ\_observe at retrieval, assembly, reasoning
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Input
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* question
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* snippets with ids and line ranges
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* previous {mem\_rev, mem\_hash, task\_id} if any
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Output
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* header {mem\_rev, mem\_hash, task\_id}
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* Snippet Table
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* Bridge Check
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* Final Answer with inline citations
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* ΔS and λ states
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```
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---
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## Minimal checklist
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- State stamped with `mem_rev` and `mem_hash` at every turn
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- Prompt schema locked and section fences enforced
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- Unicode normalized and OCR noise gated
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- BBAM enabled and BBCR available on collapse
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- ΔS at each join ≤ 0.50 and overall ΔS(question, retrieved) ≤ 0.45
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- Cite then answer and no orphan claims
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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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- No state fork across tabs or agents for the same `task_id`
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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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