# 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
| 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.
> 
⭐ [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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