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Memory & Long-Context — Global Fix Map

🏥 Quick Return to Emergency Room

You are in a specialist desk.
For full triage and doctors on duty, return here:

Think of this page as a sub-room.
If you want full consultation and prescriptions, go back to the Emergency Room lobby.

Stabilize long windows and multi-session memory.
This map helps you repair drift, collapse, forks, and ghost contexts when conversations or documents stretch far beyond the usual size.


What this page is

  • A beginner-friendly checklist for long contexts and multi-day sessions.
  • Copy-paste guardrails that stop drift and collapse before they spread.
  • Concrete metrics with ΔS and λ_observe so you know if your system is stable.

When to use

  • Dialog grows past 50k100k tokens and answers degrade.
  • Facts flip after tab refresh or model switch.
  • Citations look right but reasoning goes flat or chaotic.
  • OCR transcripts look fine but capitalization or spacing drift.
  • Multi-day support threads lose task state or rewrite history.

Orientation: quick routes

Page What it solves Typical symptom
memory-coherence.md Memory fences & continuity Threads repeat or contradict
entropy-collapse.md Attention melt in long windows Outputs drift into filler
context-drift.md Long reasoning drift Correct early, wrong later
pattern_memory_desync.md Cross-tab & cache hazards State flips after refresh
ghost-context.md Stale buffers & residue Model recalls “phantom” text
state-fork.md Divergent memory forks Same task_id, different answers
ocr-parsing-checklist.md, ocr-jitter.md OCR-specific noise Exported text drifts vs. original
retrieval-traceability.md, data-contracts.md Traceability & audit Citations break or vanish
chunking-checklist.md Chunk stability at joins Mid-sentence cuts or overlaps

Acceptance targets

  • Retrieval coverage ≥ 0.70 to the intended section
  • ΔS(question, retrieved) ≤ 0.45 and joins ≤ 0.50
  • λ_observe remains convergent across 3 paraphrases
  • No state fork across tabs or agents for the same task_id

60-second fix checklist

  1. Lock metrics — same analyzer & embeddings across sessions.
  2. Enforce memory fences — require task_id, session_id, and snippet_id.
  3. Probe ΔS and λ — run 3 paraphrases × 2 seeds.
  4. Patch drift — realign chunks, re-check OCR, drop ghost spans.
  5. Audit consistency — run traceability logs and verify continuity across restarts.

🔗 Quick-Start Downloads (60 sec)

Tool Link 3-Step Setup
WFGY 1.0 PDF Engine Paper 1 Download · 2 Upload · 3 Ask “Answer using WFGY + ”
TXT OS (plain-text OS) TXTOS.txt 1 Download · 2 Paste into any LLM chat · 3 Type “hello world” — OS boots instantly

🧭 Explore More

Module Description Link
WFGY Core WFGY 2.0 engine, full symbolic reasoning stack View →
Problem Map 1.0 Initial 16-mode diagnostic framework View →
Problem Map 2.0 RAG failure tree and modular fixes View →
Semantic Clinic Expanded failure catalog View →
Semantic Blueprint Layer-based symbolic reasoning View →
Benchmark vs GPT-5 Stress test GPT-5 with WFGY reasoning suite View →
🧙‍♂️ Starter Village 🏡 New here? Lost in symbols? Click here for guided intro Start →

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