Audit Logs and Traceability — Guardrails and Fix Patterns

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Governance — policy enforcement and compliance controls

WFGY Global Fix Map — main Emergency Room, 300+ structured fixes

WFGY Problem Map 1.0 — 16 reproducible failure modes

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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>”
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Explore More

Layer	Page	What it’s for
⭐ Proof	WFGY Recognition Map	External citations, integrations, and ecosystem proof
⚙️ Engine	WFGY 1.0	Original PDF tension engine and early logic sketch (legacy reference)
⚙️ Engine	WFGY 2.0	Production tension kernel for RAG and agent systems
⚙️ Engine	WFGY 3.0	TXT based Singularity tension engine (131 S class set)
🗺️ Map	Problem Map 1.0	Flagship 16 problem RAG failure taxonomy and fix map
🗺️ Map	Problem Map 2.0	Global Debug Card for RAG and agent pipeline diagnosis
🗺️ Map	Problem Map 3.0	Global AI troubleshooting atlas and failure pattern map
🧰 App	TXT OS	.txt semantic OS with fast bootstrap
🧰 App	Blah Blah Blah	Abstract and paradox Q&A built on TXT OS
🧰 App	Blur Blur Blur	Text to image generation with semantic control
🏡 Onboarding	Starter Village	Guided entry point for new users

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