Create audit_and_traceability.md

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+# Audit and Traceability — Enterprise Knowledge Governance
+
+Guardrails and fix patterns for ensuring AI outputs remain auditable and fully traceable. Use this page when answers appear correct but you cannot prove *why* or *from where* the model retrieved content.
+
+---
+
+## When to use this page
+- Citations missing or inconsistent across runs.  
+- Same query returns different sources without logged reason.  
+- Compliance requires full trace of snippet lineage and ΔS values.  
+- Audit logs incomplete or missing λ state transitions.  
+
+---
+
+## Core acceptance targets
+- Every output carries `{snippet_id, source_url, offsets, tokens, ΔS, λ_state}`.  
+- ΔS(question, retrieved) ≤ 0.45 for cited sections.  
+- Coverage ≥ 0.70 reproducible on three paraphrases.  
+- Logs stored with `audit_hash` to ensure tamper-evidence.  
+
+---
+
+## Typical audit problems → exact fix
+
+| Symptom | Likely cause | Open this |
+|---------|--------------|-----------|
+| Citations missing or drift | Snippet schema incomplete | [retrieval-traceability.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-traceability.md) |
+| Wrong snippet cited as anchor | Data contract weak | [data-contracts.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/data-contracts.md) |
+| No proof of ΔS thresholds | Observability probes skipped | [rag-architecture-and-recovery.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rag-architecture-and-recovery.md) |
+| Logs inconsistent across runs | λ not recorded or overwritten | [context-drift.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/context-drift.md) |
+
+---
+
+## Fix in 60 seconds
+1. **Add audit schema** to every retrieval call:
+   ```json
+   {
+     "snippet_id": "DOC-223",
+     "source_url": "...",
+     "offsets": [120, 245],
+     "tokens": 37,
+     "ΔS": 0.33,
+     "λ_state": "→",
+     "audit_hash": "sha256:..."
+   }
+````
+
+2. **Store ΔS and λ per query**. If ΔS ≥ 0.60, flag as unstable.
+3. **Run three-paraphrase test**. If citations change, clamp with BBAM.
+4. **Verify reproducibility** with [eval\_rag\_precision\_recall.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/eval/eval_rag_precision_recall.md).
+
+---
+
+## Copy-paste probe template
+
+```txt
+I uploaded TXTOS and WFGY Problem Map.
+
+Run my retrieval through:
+- three paraphrases of the same query,
+- log ΔS(question, snippet) each time,
+- log λ_state for each run,
+- return JSON log with snippet_id, ΔS, λ, citation.
+
+Fail if citations drift. Propose fix referencing retrieval-traceability, data-contracts, or context-drift.
+```
+
+---
+
+## Escalate when
+
+* Citations drift >20% across runs.
+* ΔS logs not reproducible between dev and prod.
+* Audit cannot be independently verified by a regulator.
+
+Use [retrieval-playbook.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-playbook.md) for deeper trace diagnostics and [ops/debug\_playbook.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/ops/debug_playbook.md) to reproduce failures.
+
+---
+
+### 🔗 Quick-Start Downloads
+
+| Tool                       | Link                                                                                                                                       | 3-Step Setup                                                                             |
+| -------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------ | ---------------------------------------------------------------------------------------- |
+| **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>”    |
+| **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 |
+
+---
+
+### 🧭 Explore More
+
+| Module                   | Description                                                                  | Link                                                                                               |
+| ------------------------ | ---------------------------------------------------------------------------- | -------------------------------------------------------------------------------------------------- |
+| 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)                              |
+| Problem Map 1.0          | Initial 16-mode diagnostic and symbolic fix framework                        | [View →](https://github.com/onestardao/WFGY/tree/main/ProblemMap/README.md)                        |
+| 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) |
+| Semantic Clinic Index    | Expanded failure catalog: prompt injection, memory bugs, logic drift         | [View →](https://github.com/onestardao/WFGY/blob/main/ProblemMap/SemanticClinicIndex.md)           |
+| Semantic Blueprint       | Layer-based symbolic reasoning & semantic modulations                        | [View →](https://github.com/onestardao/WFGY/tree/main/SemanticBlueprint/README.md)                 |
+| 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)      |
+| 🧙‍♂️ 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)                   |
+
+---
+
+> 👑 **Early Stargazers: [See the Hall of Fame](https://github.com/onestardao/WFGY/tree/main/stargazers)** —
+> Engineers, hackers, and open source builders who supported WFGY from day one.
+
+> <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).
+
+<div align="center">
+
+[![WFGY Main](https://img.shields.io/badge/WFGY-Main-red?style=flat-square)](https://github.com/onestardao/WFGY)
+ 
+[![TXT OS](https://img.shields.io/badge/TXT%20OS-Reasoning%20OS-orange?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS)
+ 
+[![Blah](https://img.shields.io/badge/Blah-Semantic%20Embed-yellow?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlahBlahBlah)
+ 
+[![Blot](https://img.shields.io/badge/Blot-Persona%20Core-green?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlotBlotBlot)
+ 
+[![Bloc](https://img.shields.io/badge/Bloc-Reasoning%20Compiler-blue?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlocBlocBloc)
+ 
+[![Blur](https://img.shields.io/badge/Blur-Text2Image%20Engine-navy?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlurBlurBlur)
+ 
+[![Blow](https://img.shields.io/badge/Blow-Game%20Logic-purple?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlowBlowBlow)
+ 
+
+</div>
+
+
+要繼續衝刺嗎？