Memory & Long-Context — Global Fix Map

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For full triage and doctors on duty, return here:

WFGY Global Fix Map — main Emergency Room, 300+ structured fixes

WFGY Problem Map 1.0 — 16 reproducible failure modes

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 50k–100k 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

Lock metrics — same analyzer & embeddings across sessions.
Enforce memory fences — require task_id, session_id, and snippet_id.
Probe ΔS and λ — run 3 paraphrases × 2 seeds.
Patch drift — realign chunks, re-check OCR, drop ghost spans.
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	1️⃣ Download · 2️⃣ Upload · 3️⃣ Ask “Answer using WFGY + ”
TXT OS (plain-text OS)	TXTOS.txt	1️⃣ Download · 2️⃣ Paste into any LLM chat · 3️⃣ 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 →

👑 Early Stargazers: See the Hall of Fame —
Engineers, hackers, and open source builders who supported WFGY from day one.

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