# Audit Logs and Traceability — Guardrails and Fix Patterns
🧭 Quick Return to Map
> You are in a sub-page of **Governance**. > To reorient, go back here: > > - [**Governance** — policy enforcement and compliance controls](./README.md) > - [**WFGY Global Fix Map** — main Emergency Room, 300+ structured fixes](../README.md) > - [**WFGY Problem Map 1.0** — 16 reproducible failure modes](../../README.md) > > Think of this page as a desk within a ward. > If you need the full triage and all prescriptions, return to the Emergency Room lobby.
A governance control page for **auditability, immutable logs, and lineage traceability**. Use this page when failures stem not from infra or retrieval, but from missing **observability, log integrity, or provenance joins**. --- ## When to use this page - Audit logs missing or mutable. - No end-to-end trace between query, retrieval, reasoning, and output. - Approvals and sign-offs not connected to execution logs. - Incident response blocked because traces are incomplete. - Waivers exist but are not visible in lineage. --- ## Acceptance targets - **Immutable audit trail** joinable to queries, datasets, models, and outputs. - **ΔS(question, retrieved) ≤ 0.45** logged on every governed step. - **λ_observe state** recorded per step: retrieval, assembly, reasoning. - **Coverage ≥ 0.70** for audit visibility of target evals. - **100% of sign-offs linked** to their execution traces. --- ## Typical breakpoints and WFGY fix - **Logs editable or deletable** → [policy_baseline.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Governance/policy_baseline.md) Require immutable storage and governance policy baseline. - **Disconnected traces** (retriever not tied to model output) → [retrieval-traceability.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-traceability.md) Enforce snippet schema and trace joins. - **No lineage link to approvals** → [roles_and_access_rbac_abac.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Governance/roles_and_access_rbac_abac.md) Require RBAC/ABAC enforcement in sign-off logs. - **Waivers invisible** → [risk_register_and_waivers.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Governance/risk_register_and_waivers.md) Join every waiver to audit and risk ledger. - **Incidents not reconstructable** → [incident_response_and_postmortems.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Governance/incident_response_and_postmortems.md) Ensure forensic traceability across events. --- ## Minimal audit checklist 1. **Immutable storage**: append-only, cryptographic hashes on logs. 2. **Trace schema enforced**: every event has `query_id`, `snippet_id`, `model_rev`, `λ_state`, `ΔS`. 3. **Lineage join**: connect logs to datasets, model versions, and eval runs. 4. **Governance sign-off linkage**: every approval recorded, linked to execution. 5. **Alerts** on trace gaps or missing coverage. 6. **Forensic reconstruction**: ensure full replay possible within 60 seconds. --- ## Example log schema ```json { "query_id": "q-2025-08-27-991", "snippet_id": "s-4329", "model_rev": "v2.1.4", "retrieved": "doc:2025A/line#220-240", "ΔS": 0.37, "λ_state": "→", "coverage": 0.74, "signoff_link": "signoff-2025-08-26", "waiver_ref": null, "hash": "sha256:8ac9..." } ```` --- ### 🔗 Quick-Start Downloads (60 sec) | 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 + \” | | **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 | Layer | Page | What it’s for | | --- | --- | --- | | Proof | [WFGY Recognition Map](/recognition/README.md) | External citations, integrations, and ecosystem proof | | Engine | [WFGY 1.0](/legacy/README.md) | Original PDF based tension engine | | Engine | [WFGY 2.0](/core/README.md) | Production tension kernel and math engine for RAG and agents | | Engine | [WFGY 3.0](/TensionUniverse/EventHorizon/README.md) | TXT based Singularity tension engine, 131 S class set | | Map | [Problem Map 1.0](/ProblemMap/README.md) | Flagship 16 problem RAG failure checklist and fix map | | Map | [Problem Map 2.0](/ProblemMap/rag-architecture-and-recovery.md) | RAG focused recovery pipeline | | Map | [Problem Map 3.0](/ProblemMap/wfgy-rag-16-problem-map-global-debug-card.md) | Global Debug Card, image as a debug protocol layer | | Map | [Semantic Clinic](/ProblemMap/SemanticClinicIndex.md) | Symptom to family to exact fix | | Map | [Grandma’s Clinic](/ProblemMap/GrandmaClinic/README.md) | Plain language stories mapped to Problem Map 1.0 | | Onboarding | [Starter Village](/StarterVillage/README.md) | Guided tour for newcomers | | App | [TXT OS](/OS/README.md) | TXT semantic OS, fast boot | | App | [Blah Blah Blah](/OS/BlahBlahBlah/README.md) | Abstract and paradox Q and A built on TXT OS | | App | [Blur Blur Blur](/OS/BlurBlurBlur/README.md) | Text to image with semantic control | | App | [Blow Blow Blow](/OS/BlowBlowBlow/README.md) | Reasoning game engine and memory demo | If this repository helped, starring it improves discovery so more builders can find the docs and tools. [![GitHub Repo stars](https://img.shields.io/github/stars/onestardao/WFGY?style=social)](https://github.com/onestardao/WFGY)