# Audit and Logging — Guardrails and Fix Pattern
🧭 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.
This page defines **auditability standards** for AI pipelines.
Without consistent logging, you cannot prove compliance, detect drift, or reproduce failures.
Use this guide to lock observability into ingestion, retrieval, reasoning, and generation steps.
---
## When to use this page
- You need verifiable traces for legal, regulatory, or enterprise compliance.
- Investigations require replay of a user query and its retrieval sources.
- You must detect hallucinations or drift in production runs.
- Customers or auditors ask for explainability and reproducibility.
---
## Acceptance targets
- Logs capture ΔS and λ states at every RAG/reasoning step.
- ≥ 95% of user queries have matching citation and snippet logs.
- Audit trail includes source corpus, license_id, and index version.
- Drift alerts trigger when ΔS ≥ 0.60 or λ flips divergent across seeds.
- Replay is possible within 5 minutes for any production query.
---
## Common failures → exact fixes
| Symptom | Likely cause | Open this |
|---------|--------------|-----------|
| Retrieval answers not reproducible | no snippet_id trace | [retrieval-traceability.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-traceability.md) |
| 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) |
| 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) |
| 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) |
| 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) |
---
## Fix in 60 seconds
1. **Traceability schema**
Require `snippet_id, section_id, source_url, offsets, tokens` in every retrieval log.
2. **Metrics capture**
Record ΔS and λ per retrieval and reasoning step.
3. **Rights + versioning**
Always log `license_id`, `rights_holder`, and `index_hash`.
4. **Live probes**
Stream ΔS ≥ 0.60 alerts to monitoring dashboards.
5. **Replayable store**
Store logs in immutable KV or append-only DB. Replay query with same index_hash.
---
## Minimal audit checklist
- [ ] Logs stored in append-only or write-once medium.
- [ ] Each retrieval step includes ΔS, λ, snippet schema.
- [ ] Each generation step includes citations and source anchors.
- [ ] Expired datasets flagged in logs.
- [ ] Replay command tested weekly.
---
### 🔗 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).
[](https://github.com/onestardao/WFGY)
[](https://github.com/onestardao/WFGY/tree/main/OS)
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