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115 lines
5.7 KiB
Markdown
115 lines
5.7 KiB
Markdown
# Audit and Logging — Guardrails and Fix Pattern
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<details>
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<summary><strong>🧭 Quick Return to Map</strong></summary>
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<br>
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> You are in a sub-page of **Governance**.
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> To reorient, go back here:
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>
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> - [**Governance** — policy enforcement and compliance controls](./README.md)
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> - [**WFGY Global Fix Map** — main Emergency Room, 300+ structured fixes](../README.md)
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> - [**WFGY Problem Map 1.0** — 16 reproducible failure modes](../../README.md)
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>
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> Think of this page as a desk within a ward.
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> If you need the full triage and all prescriptions, return to the Emergency Room lobby.
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</details>
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This page defines **auditability standards** for AI pipelines.
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Without consistent logging, you cannot prove compliance, detect drift, or reproduce failures.
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Use this guide to lock observability into ingestion, retrieval, reasoning, and generation steps.
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---
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## When to use this page
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- You need verifiable traces for legal, regulatory, or enterprise compliance.
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- Investigations require replay of a user query and its retrieval sources.
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- You must detect hallucinations or drift in production runs.
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- Customers or auditors ask for explainability and reproducibility.
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---
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## Acceptance targets
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- Logs capture ΔS and λ states at every RAG/reasoning step.
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- ≥ 95% of user queries have matching citation and snippet logs.
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- Audit trail includes source corpus, license_id, and index version.
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- Drift alerts trigger when ΔS ≥ 0.60 or λ flips divergent across seeds.
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- Replay is possible within 5 minutes for any production query.
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---
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## Common failures → exact fixes
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| Symptom | Likely cause | Open this |
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|---------|--------------|-----------|
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| Retrieval answers not reproducible | no snippet_id trace | [retrieval-traceability.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-traceability.md) |
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| Citations missing or out of sync | no schema contract in logs | [data-contracts.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/data-contracts.md) |
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| No evidence of dataset license in audit | ingestion lacks rights metadata | [license_and_dataset_rights.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Governance/license_and_dataset_rights.md) |
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| ΔS or λ not recorded | metrics missing in pipeline | [deltaS_thresholds.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Eval/deltaS_thresholds.md), [lambda_observe.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Eval/lambda_observe.md) |
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| Drift appears only in production, not tests | no live probes | [live_monitoring_rag.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/ops/live_monitoring_rag.md) |
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---
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## Fix in 60 seconds
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1. **Traceability schema**
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Require `snippet_id, section_id, source_url, offsets, tokens` in every retrieval log.
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2. **Metrics capture**
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Record ΔS and λ per retrieval and reasoning step.
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3. **Rights + versioning**
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Always log `license_id`, `rights_holder`, and `index_hash`.
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4. **Live probes**
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Stream ΔS ≥ 0.60 alerts to monitoring dashboards.
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5. **Replayable store**
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Store logs in immutable KV or append-only DB. Replay query with same index_hash.
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---
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## Minimal audit checklist
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- [ ] Logs stored in append-only or write-once medium.
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- [ ] Each retrieval step includes ΔS, λ, snippet schema.
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- [ ] Each generation step includes citations and source anchors.
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- [ ] Expired datasets flagged in logs.
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- [ ] Replay command tested weekly.
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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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