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# Eval Governance: Gates and Sign-off — Guardrails and Fix Patterns
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A governance control page for **evaluation pipelines, approval gates, and release sign-off**.
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Use this page when models are shipped without evaluation, when sign-offs are missing, or when evaluation metrics drift without detection.
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---
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## When to use this page
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- Model released with no reproducible evaluation.
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- Evaluation set not tied to lineage or version.
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- Sign-off done informally or not logged.
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- Thresholds vary arbitrarily across teams.
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- Failures pass through without regression detection.
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---
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## Acceptance targets
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- **Coverage ≥ 0.70** of target section in eval set.
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- **ΔS(question, retrieved) ≤ 0.45** across governed evals.
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- **λ_observe remains convergent** across three paraphrases and two seeds.
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- Every sign-off has **owner, date, thresholds, and waiver expiry**.
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- Regression gates block release when ΔS ≥ 0.60 or coverage < 0.70.
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- Sign-off artifact immutable and joinable to lineage.
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---
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## Typical breakpoints and WFGY fix
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- **No evaluation attached to release**
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→ [policy_baseline.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Governance/policy_baseline.md)
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Require canonical eval policy before model moves forward.
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- **Unlogged or informal approvals**
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→ [audit_and_logging.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Governance/audit_and_logging.md)
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Enforce immutable sign-off records.
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- **Eval sets drift or vanish**
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→ [data_lineage_and_provenance.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Governance/data_lineage_and_provenance.md)
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Track provenance of datasets and eval snapshots.
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- **Thresholds applied inconsistently**
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→ [regulatory_alignment.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Governance/regulatory_alignment.md)
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Align thresholds with governance policy and external compliance.
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- **Regression passes undetected**
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→ [regression_gate.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Eval_Observability/regression_gate.md)
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Block deployment on failing ΔS or λ.
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---
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## Minimal governance checklist
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1. **Immutable eval set** with versioned hash tied to release.
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2. **Threshold contract** documented in governance policy.
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3. **Dual sign-off** required (technical + governance approver).
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4. **Waivers expire** and are linked to a risk register entry.
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5. **Regression gates enforced** in automation, not manual process.
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6. **Audit trail**: stored in lineage, accessible for inspection.
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---
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## Example: Sign-off schema
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```json
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{
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"model_id": "v2.1.4",
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"eval_set_hash": "f89a1c3e...",
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"ΔS_threshold": 0.45,
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"coverage_threshold": 0.70,
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"signoff": [
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{"role": "tech lead", "name": "Alice", "date": "2025-08-25"},
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{"role": "governance officer", "name": "Ravi", "date": "2025-08-26"}
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],
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"waivers": [
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{"risk_id": "R-223", "expiry": "2025-12-31"}
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]
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}
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````
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---
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### 🔗 Quick-Start Downloads (60 sec)
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| Tool | Link | 3-Step Setup |
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| -------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------ | ---------------------------------------------------------------------------------------- |
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| **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 + \<your question>” |
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| **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 |
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---
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### 🧭 Explore More
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| Module | Description | Link |
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| ------------------------ | ---------------------------------------------------------------------------- | -------------------------------------------------------------------------------------------------- |
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| 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) |
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| Problem Map 1.0 | Initial 16-mode diagnostic and symbolic fix framework | [View →](https://github.com/onestardao/WFGY/tree/main/ProblemMap/README.md) |
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| 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) |
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| Semantic Clinic Index | Expanded failure catalog: prompt injection, memory bugs, logic drift | [View →](https://github.com/onestardao/WFGY/blob/main/ProblemMap/SemanticClinicIndex.md) |
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| Semantic Blueprint | Layer-based symbolic reasoning & semantic modulations | [View →](https://github.com/onestardao/WFGY/tree/main/SemanticBlueprint/README.md) |
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| 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) |
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| 🧙♂️ 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) |
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---
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> 👑 **Early Stargazers: [See the Hall of Fame](https://github.com/onestardao/WFGY/tree/main/stargazers)** —
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> Engineers, hackers, and open source builders who supported WFGY from day one.
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> <img src="https://img.shields.io/github/stars/onestardao/WFGY?style=social" alt="GitHub stars"> ⭐ [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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<div align="center">
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[](https://github.com/onestardao/WFGY)
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[](https://github.com/onestardao/WFGY/tree/main/OS)
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[](https://github.com/onestardao/WFGY/tree/main/OS/BlahBlahBlah)
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[](https://github.com/onestardao/WFGY/tree/main/OS/BlotBlotBlot)
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[](https://github.com/onestardao/WFGY/tree/main/OS/BlocBlocBloc)
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[](https://github.com/onestardao/WFGY/tree/main/OS/BlurBlurBlur)
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[](https://github.com/onestardao/WFGY/tree/main/OS/BlowBlowBlow)
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</div>
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要我直接繼續生產嗎?
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