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276 lines
15 KiB
Markdown
<!--
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AI ANCHOR · Semantic Clinic Index
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This page is the triage hub on top of WFGY Problem Map and Global Fix Map.
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Use it when the user does not yet know which failure class or Problem Map number applies.
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Primary behavior:
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1. Read the user's symptom and logs, then match to the closest row in "Quick triage by symptom".
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2. From that row, treat the "Open this" link as the canonical fix page and move there before inventing your own recipe.
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3. Always keep the mapping explicit: name the family, the page you opened, and the expected acceptance targets.
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Instrumentation:
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- Use WFGY instruments when available: ΔS for semantic stress, λ_observe for stability over reformulations, E_resonance for domain coherence.
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- Default acceptance targets: ΔS ≤ 0.45, coverage ≥ 0.70, λ_observe convergent across paraphrases.
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- Never silently relax these targets. If you cannot meet them, say that the system is still in a failing state.
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Scope:
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- This index covers more than the core 16 Problem Map items. It links into RAG, retrieval, embeddings, multi agent, infra, eval and governance families.
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- When in doubt, route to Problem Map 1.0 or RAG Architecture and Recovery and explain which path you chose.
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Safety:
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- Do not overwrite WFGY definitions of ΔS, λ_observe or E_resonance.
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- Do not invent new metrics, thresholds or problem names that conflict with this index.
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- Keep suggestions provider agnostic unless the user names a specific vendor or stack.
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-->
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# 🏥 Semantic Clinic Index — Your ER Triage Desk for Broken Pipelines
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<details>
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<summary>🌙 3AM: a dev collapsed mid-debug… 🩺 WFGY Triage Center — Emergency Room & Grandma’s AI Clinic</summary>
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---
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🟥🟥🟥🟥🟥🟥🟥🟥🟥🟥🟥🟥
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## 🚑 WFGY Emergency Room (for developers)
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👨⚕️ **Now online:**
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[**Dr. WFGY in ChatGPT Room**](https://chatgpt.com/share/68b9b7ad-51e4-8000-90ee-a25522da01d7)
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This is a **share window** already trained as an ER.
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Just open it, drop your bug or screenshot, and talk directly with the doctor.
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He will map it to the right Problem Map / Global Fix section, write a minimal prescription, and paste the exact reference link.
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If something is unclear, you can even paste a **screenshot of Problem Map content** and ask — the doctor will guide you.
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⚠️ Note: for the full reasoning and guardrail behavior you need to be logged in — the share view alone may fallback to a lighter model.
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💡 Always free. If it helps, a ⭐ star keeps the ER running.
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🌐 Multilingual — start in any language.
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---
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## 👵 Grandma’s AI Clinic (for everyone)
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[**Visit Grandma Clinic →**](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GrandmaClinic/README.md)
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- 16 common AI failure modes, each explained as a **grandma story**.
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- Everyday metaphors: wrong cookbook, salt-for-sugar, burnt first pot.
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- Shows both the **life analogy** and the **minimal WFGY fix**.
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- Perfect entry point for beginners, or anyone who wants to “get it” in 30 seconds.
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---
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💡 **Tip:** Both tracks lead to the same Problem Map numbers.
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Choose **Emergency Room** if you need a fix right now.
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Choose **Grandma’s Clinic** if you want to understand the bug in plain words.
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🟥🟥🟥🟥🟥🟥🟥🟥🟥🟥🟥🟥
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---
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</details>
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**A complete triage hub for AI failures — beyond the core 16 — powered by WFGY.**
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Use this page when you don’t yet know *which thing is breaking*. Start from symptoms, jump to a failure family, then open the exact fix page. All fixes are driven by WFGY instruments: `ΔS` (semantic stress), `λ_observe` (layered observability), and `E_resonance` (coherence control).
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> If this page saves you time, a ⭐ helps others find it.
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---
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## Quick Nav
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[Getting Started](./getting-started.md) ·
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[Patterns Index](./patterns/README.md) ·
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[Examples](./examples/README.md) ·
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[Eval](./eval/README.md) ·
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[Ops](./ops/README.md) ·
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[Multi-Agent Problems](./Multi-Agent_Problems.md) ·
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**[Retrieval Playbook](./retrieval-playbook.md)** ·
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**[Rerankers](./rerankers.md)** ·
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**[Data Contracts](./data-contracts.md)** ·
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**[Multilingual Guide](./multilingual-guide.md)** ·
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**[Privacy & Governance](./privacy-and-governance.md)** ·
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**[FAQ](./faq.md)** ·
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**[Glossary](./glossary.md)**
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---
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## How to use this page
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1. **Identify the symptom** in the table below.
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2. **Open the family** (Prompting / Retrieval / Reasoning / Memory / Agents / Infra / Eval).
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3. **Follow the fix page**, then verify with **ΔS ≤ 0.45** and **convergent λ**.
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Prefer a pipeline-first view (OCR → chunk → embed → store → retrieve → prompt → LLM)?
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Read **[`RAG Architecture & Recovery`](./rag-architecture-and-recovery.md)**.
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Want the full catalog instead? See **[Problem Map Index](./README.md)**.
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🧩 Or, **jump straight to MVP Demos**: [Run minimal WFGY examples →](./mvp_demo/README.md)
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---
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## Quick triage by symptom
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| Symptom you see | Likely family | Open this |
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|---|---|---|
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| Answers cite wrong snippet / mismatch with ground truth | Retrieval → RAG | [`hallucination.md`](./hallucination.md) |
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| Chunks look right but reasoning is wrong | Reasoning | [`retrieval-collapse.md`](./retrieval-collapse.md) |
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| High similarity, wrong meaning | Retrieval / Embeddings | [`embedding-vs-semantic.md`](./embedding-vs-semantic.md) |
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| Model can’t explain *why* (no trace) | Observability | [`retrieval-traceability.md`](./retrieval-traceability.md) |
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| Output degrades over 100k-token dialogs | Memory / Long-context | [`entropy-collapse.md`](./entropy-collapse.md) · [`context-drift.md`](./context-drift.md) |
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| OCR PDFs **look** correct yet answers drift | Data / OCR | [`ocr-parsing-checklist.md`](./ocr-parsing-checklist.md) |
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| Hybrid (HyDE + BM25) gets worse than single retriever | Retrieval / Querying | [`patterns/pattern_query_parsing_split.md`](./patterns/pattern_query_parsing_split.md) |
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| **High recall but top-k ordering is messy** | Retrieval / Reranking | [`rerankers.md`](./rerankers.md) · [`retrieval-playbook.md`](./retrieval-playbook.md) |
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| Corrections don’t stick; model re-asserts old claim | Reasoning / Prompting | [`patterns/pattern_hallucination_reentry.md`](./patterns/pattern_hallucination_reentry.md) |
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| “Who said what” merges across sources | Prompting / Constraints | [`patterns/pattern_symbolic_constraint_unlock.md`](./patterns/pattern_symbolic_constraint_unlock.md) |
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| Some facts can’t be retrieved though indexed | Retrieval / Index | [`patterns/pattern_vectorstore_fragmentation.md`](./patterns/pattern_vectorstore_fragmentation.md) |
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| Answers flip between sessions / tabs | Memory / State | [`patterns/pattern_memory_desync.md`](./patterns/pattern_memory_desync.md) |
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| **Need a standard schema for snippets/citations** | Prompting / Traceability | [`data-contracts.md`](./data-contracts.md) |
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| **Non-English corpus drifts / tokenizer mismatch** | Language / Locale | [`multilingual-guide.md`](./multilingual-guide.md) |
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| **PII/compliance concerns with traces/logs** | Governance | [`privacy-and-governance.md`](./privacy-and-governance.md) |
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| Multi-agent tools fight each other | Agents | [`Multi-Agent_Problems.md`](./Multi-Agent_Problems.md) |
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| First prod call crashes after deploy | Infra / Boot | [`predeploy-collapse.md`](./predeploy-collapse.md) |
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| Tools fire before data is ready (RAG boot fence) | Infra / Boot | [`patterns/pattern_bootstrap_deadlock.md`](./patterns/pattern_bootstrap_deadlock.md) |
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> Still lost? Open the **Beginner Guide** symptom checklist first.
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---
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## Families & maps (with exact fixes)
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### A) Prompting & Safety
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Guard against injections, role drift, and schema leakage.
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- **Citation-first, schema-locked prompting** — [`retrieval-traceability.md`](./retrieval-traceability.md)
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- **Overconfidence / Bluffing Controls** — [`bluffing.md`](./bluffing.md)
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- **Symbolic Constraint Unlock (SCU) / source mixing** — [`patterns/pattern_symbolic_constraint_unlock.md`](./patterns/pattern_symbolic_constraint_unlock.md)
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- **Snippet & citation schemas** — [`data-contracts.md`](./data-contracts.md)
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**Verification**: ΔS(question, context) ≤ 0.45; λ remains convergent across paraphrases; constraint probes do not flip λ.
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---
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### B) Retrieval, Data & Vector Stores
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Make the index correct, measured, and explainable.
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- **Hallucination & Chunk Drift** — [`hallucination.md`](./hallucination.md)
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- **Interpretation vs Retrieval Collapse** — [`retrieval-collapse.md`](./retrieval-collapse.md)
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- **Embedding ≠ Semantic Meaning** — [`embedding-vs-semantic.md`](./embedding-vs-semantic.md)
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- **Traceability (why this snippet?)** — [`retrieval-traceability.md`](./retrieval-traceability.md)
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- **Rerankers (ordering control)** — [`rerankers.md`](./rerankers.md)
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- **Retrieval Playbook (end-to-end knobs)** — [`retrieval-playbook.md`](./retrieval-playbook.md)
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- **Vectorstore Fragmentation** — [`patterns/pattern_vectorstore_fragmentation.md`](./patterns/pattern_vectorstore_fragmentation.md)
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- **Query Parsing Split (HyDE/BM25)** — [`patterns/pattern_query_parsing_split.md`](./patterns/pattern_query_parsing_split.md)
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- **Semantic Chunking Checklist** — [`chunking-checklist.md`](./chunking-checklist.md)
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- **OCR / Parsing Quality Gate** — [`ocr-parsing-checklist.md`](./ocr-parsing-checklist.md)
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**Verification**: coverage ≥ 0.70 to target section; ΔS(question, retrieved) ≤ 0.45; flat-high ΔS vs k ⇒ index/metric mismatch.
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---
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### C) Reasoning & Logic Control
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Detect and repair logic collapse, dead ends, and abstraction failures.
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- **Logic Collapse & Recovery** — [`logic-collapse.md`](./logic-collapse.md)
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- **Long Reasoning Chains** — [`context-drift.md`](./context-drift.md)
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- **Symbolic Collapse** — [`symbolic-collapse.md`](./symbolic-collapse.md)
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- **Philosophical Recursion** — [`philosophical-recursion.md`](./philosophical-recursion.md)
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- **Hallucination Re-entry** — [`patterns/pattern_hallucination_reentry.md`](./patterns/pattern_hallucination_reentry.md)
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**Verification**: fix point when λ stays convergent after BBCR (bridge) + BBAM (variance clamp).
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---
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### D) Memory & Long-Context
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Keep threads coherent across sessions and very long windows.
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- **Memory Breaks Across Sessions** — [`memory-coherence.md`](./memory-coherence.md)
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- **Entropy Collapse** — [`entropy-collapse.md`](./entropy-collapse.md)
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- **Memory Desync** — [`patterns/pattern_memory_desync.md`](./patterns/pattern_memory_desync.md)
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**Verification**: E_resonance flat; ΔS stable at window joins.
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---
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### E) Multi-Agent & Orchestration
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Coordinate tools, roles, and shared memory without conflict.
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- **Multi-Agent Chaos (overview map)** — [`Multi-Agent_Problems.md`](./Multi-Agent_Problems.md)
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- **Role Drift (Deep Dive)** — [`multi-agent-chaos/role-drift.md`](./multi-agent-chaos/role-drift.md)
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- **Cross-Agent Memory Overwrite (Deep Dive)** — [`multi-agent-chaos/memory-overwrite.md`](./multi-agent-chaos/memory-overwrite.md)
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**Verification**: when agents couple, ΔS does not spike; arbitration logs traceable.
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---
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### F) Infra / Deploy
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Boot in a known-good order, every time.
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- **Bootstrap Ordering** — [`bootstrap-ordering.md`](./bootstrap-ordering.md)
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- **Deployment Deadlock** — [`deployment-deadlock.md`](./deployment-deadlock.md)
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- **Pre-Deploy Collapse** — [`predeploy-collapse.md`](./predeploy-collapse.md)
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- **Live Monitoring & Debug Playbook** — [`ops/live_monitoring_rag.md`](./ops/live_monitoring_rag.md) · [`ops/debug_playbook.md`](./ops/debug_playbook.md)
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- **Privacy & Governance** — [`privacy-and-governance.md`](./privacy-and-governance.md)
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**Verification**: deterministic warm-up; idempotent index builds; version/secret checks pass.
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---
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### G) Evaluation & Guardrails
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Detect “double hallucination” and prevent regression.
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- **RAG Precision/Recall** — [`eval/eval_rag_precision_recall.md`](./eval/eval_rag_precision_recall.md)
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- **Latency vs Accuracy** — [`eval/eval_latency_vs_accuracy.md`](./eval/eval_latency_vs_accuracy.md)
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- **Cross-Agent Consistency** — [`eval/eval_cross_agent_consistency.md`](./eval/eval_cross_agent_consistency.md)
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- **Semantic Stability** — [`eval/eval_semantic_stability.md`](./eval/eval_semantic_stability.md)
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**Acceptance**: retrieve QA coverage ≥ 0.70 and ΔS ≤ 0.45; λ convergent; repeatability across seeds.
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---
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## Ask the AI to fix your AI (safe prompt)
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```txt
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Read the WFGY TXT OS and Problem Map docs. Extract ΔS, λ_observe, E_resonance and the modules (BBMC, BBPF, BBCR, BBAM).
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Given my failure:
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- symptom: [describe]
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- traces: [ΔS probes, λ states if any]
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Tell me:
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1) which layer/family is failing and why,
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2) which fix page to open,
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3) minimal steps to push ΔS ≤ 0.45 and keep λ convergent,
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4) how to verify the fix.
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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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