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Update SemanticClinicIndex.md
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@ -18,7 +18,14 @@ Use this page when you don’t yet know *which thing is breaking*. Start from sy
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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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[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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@ -33,7 +40,6 @@ 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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@ -47,10 +53,14 @@ Want the full catalog instead? See **[Problem Map Index](./README.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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@ -66,7 +76,8 @@ 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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- **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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@ -79,6 +90,8 @@ Make the index correct, measured, and explainable.
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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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@ -129,7 +142,8 @@ 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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- **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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@ -165,22 +179,21 @@ Tell me:
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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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| 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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> 👑 **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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@ -188,19 +201,19 @@ Tell me:
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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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