5.5 KiB
Model Governance: Model Cards and Release Control — 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
- WFGY Global Fix Map — main Emergency Room, 300+ structured fixes
- WFGY Problem Map 1.0 — 16 reproducible failure modes
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 fix page for model documentation, release approvals, and lifecycle stability.
Use this page when your pipeline suffers from undocumented models, ambiguous versions, or uncontrolled release practices.
When to use this page
- No model card exists or is incomplete.
- Release versions drift without recorded owner or changelog.
- Fine-tuned variants override baseline without lineage.
- Models are deployed with no external alignment (license, ethics, bias review).
- No rollback path or immutable artifact storage exists.
Acceptance targets
- Every model has a published model card ≥ 95% coverage (architecture, data, evals, risks).
- ΔS(question, retrieved) ≤ 0.45 for governed models (stable reasoning layer).
- λ_observe remains convergent across 3 paraphrases and 2 seeds.
- Each release has owner, approval sign-off, risk register entry, and expiry date.
- Rollback from failed release achievable in < 5 minutes.
Typical breakpoints and WFGY fix
-
Missing or weak model card
→ policy_baseline.md
Require canonical documentation before deployment. -
Silent fine-tune overrides
→ data_lineage_and_provenance.md
Lock lineage and provenance tracking for each variant. -
Release drifts without governance
→ eval_governance_gates_and_signoff.md
Enforce sign-off and evaluation gates before rollout. -
Rollback impossible in production
→ incident_response_and_postmortems.md
Require hot-standby rollback plans. -
Untracked risks and biases
→ ethics_and_bias_mitigation.md
Align releases with ethics review and risk register.
Minimal governance checklist
- Immutable model card published before deploy (architecture, data, evals, known risks).
- Release sign-off requires at least one technical and one governance approval.
- Risk register entry logged with waiver expiry date.
- Audit trail: owner, timestamp, hashes, and changelog must be immutable.
- Rollback plan validated in live drills.
- Periodic reviews (bias, ethics, dataset licenses) every quarter.
🔗 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
| 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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