7.5 KiB
Audit Logs and Traceability — Guardrails and Fix Patterns
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
Require immutable storage and governance policy baseline. -
Disconnected traces (retriever not tied to model output)
→ retrieval-traceability.md
Enforce snippet schema and trace joins. -
No lineage link to approvals
→ roles_and_access_rbac_abac.md
Require RBAC/ABAC enforcement in sign-off logs. -
Waivers invisible
→ risk_register_and_waivers.md
Join every waiver to audit and risk ledger. -
Incidents not reconstructable
→ incident_response_and_postmortems.md
Ensure forensic traceability across events.
Minimal audit checklist
- Immutable storage: append-only, cryptographic hashes on logs.
- Trace schema enforced: every event has
query_id,snippet_id,model_rev,λ_state,ΔS. - Lineage join: connect logs to datasets, model versions, and eval runs.
- Governance sign-off linkage: every approval recorded, linked to execution.
- Alerts on trace gaps or missing coverage.
- Forensic reconstruction: ensure full replay possible within 60 seconds.
Example log schema
{
"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 | 1️⃣ Download · 2️⃣ Upload to your LLM · 3️⃣ Ask “Answer using WFGY + <your question>” |
| TXT OS (plain-text 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 → |
| Problem Map 1.0 | Initial 16-mode diagnostic and symbolic fix framework | View → |
| Problem Map 2.0 | RAG-focused failure tree, modular fixes, and pipelines | View → |
| Semantic Clinic Index | Expanded failure catalog: prompt injection, memory bugs, logic drift | View → |
| Semantic Blueprint | Layer-based symbolic reasoning & semantic modulations | View → |
| Benchmark vs GPT-5 | Stress test GPT-5 with full WFGY reasoning suite | View → |
| 🧙♂️ Starter Village 🏡 | New here? Lost in symbols? Click here and let the wizard guide you through | Start → |
👑 Early Stargazers: See the Hall of Fame — Engineers, hackers, and open source builders who supported WFGY from day one.
⭐ WFGY Engine 2.0 is already unlocked. ⭐ Star the repo to help others discover it and unlock more on the Unlock Board.
