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192 lines
10 KiB
Markdown
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<!-- SemanticClinicIndex.md · Complete triage hub · v2025-08-06 -->
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<!-- ============================================================= -->
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# 🏥 Semantic Clinic Index
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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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## 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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---
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Want to explore all failure types or test fixes directly?
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→ See the full **[Problem Map Index](./README.md)** for categorized issues and fixes.
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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 collapses over long dialogs / 100 k tokens | Memory / Long-context | [`long-context-stress.md`](./long-context-stress.md) |
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| Jailbreak or prompt injection succeeds | Prompting / Safety | [`prompt-injection.md`](./prompt-injection.md) |
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| Vector store index “looks fine” but retrieval irrelevant | Retrieval / Data | [`vectorstore-metrics-and-faiss-pitfalls.md`](./vectorstore-metrics-and-faiss-pitfalls.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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| Multi-agent tools fight each other | Agents | [`multi-agent-chaos.md`](./multi-agent-chaos.md) |
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| First prod call crashes after deploy | Infra / Boot | [`predeploy-collapse.md`](./predeploy-collapse.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, jailbreaks, role drift, and schema leakage.
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- **Prompt Injection** — [`prompt-injection.md`](./prompt-injection.md)
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- **System Prompt Drift** — [`system-prompt-drift.md`](./system-prompt-drift.md)
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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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- **Safety Boundary Map (overview)** — [`Safety_Boundary_Problems.md`](./Safety_Boundary_Problems.md)
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**Verification**: ΔS(question, context) ≤ 0.45; λ remains convergent across paraphrases; injection 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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- **Vector Store Metrics & FAISS Pitfalls** — [`vectorstore-metrics-and-faiss-pitfalls.md`](./vectorstore-metrics-and-faiss-pitfalls.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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- **Reasoning Schemas (cite → explain, bridge nodes)** — [`reasoning-schemas.md`](./reasoning-schemas.md)
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- **Tool Router Debug** — [`tool-router-debug.md`](./tool-router-debug.md)
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**Verification**: fix point when λ stays convergent after applying 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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- **Long-Context Stress Map** — [`long-context-stress.md`](./long-context-stress.md)
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- **Conversation Stitching & Memory Design** — [`memory-design-patterns.md`](./memory-design-patterns.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** — [`multi-agent-chaos.md`](./multi-agent-chaos.md)
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- **Agent Boundary Design** — [`agent-boundary-design.md`](./agent-boundary-design.md)
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- **Consensus Protocols for Agents** — [`agent-consensus-protocols.md`](./agent-consensus-protocols.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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- **Observability Runbook** — [`observability-runbook.md`](./observability-runbook.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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- **Evaluation Playbook** — [`evaluation-playbook.md`](./evaluation-playbook.md)
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- **WFGY Metrics Spec** — [`wfgy-metrics.md`](./wfgy-metrics.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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---
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### 🧭 Explore More
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| Module | Description | Link |
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|-----------------------|----------------------------------------------------------|----------|
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| WFGY Core | Standalone semantic reasoning engine for any LLM | [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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---
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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"> ⭐ Help reach 10,000 stars by 2025-09-01 to unlock Engine 2.0 for everyone ⭐ <strong><a href="https://github.com/onestardao/WFGY">Star WFGY on GitHub</a></strong>
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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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