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# Eval Governance: Gates and Sign-off — Guardrails and Fix Patterns
A governance control page for **evaluation pipelines, approval gates, and release sign-off**.
Use this page when models are shipped without evaluation, when sign-offs are missing, or when evaluation metrics drift without detection.
---
## When to use this page
- Model released with no reproducible evaluation.
- Evaluation set not tied to lineage or version.
- Sign-off done informally or not logged.
- Thresholds vary arbitrarily across teams.
- Failures pass through without regression detection.
---
## Acceptance targets
- **Coverage ≥ 0.70** of target section in eval set.
- **ΔS(question, retrieved) ≤ 0.45** across governed evals.
- **λ_observe remains convergent** across three paraphrases and two seeds.
- Every sign-off has **owner, date, thresholds, and waiver expiry**.
- Regression gates block release when ΔS ≥ 0.60 or coverage < 0.70.
- Sign-off artifact immutable and joinable to lineage.
---
## Typical breakpoints and WFGY fix
- **No evaluation attached to release**
→ [policy_baseline.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Governance/policy_baseline.md)
Require canonical eval policy before model moves forward.
- **Unlogged or informal approvals**
→ [audit_and_logging.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Governance/audit_and_logging.md)
Enforce immutable sign-off records.
- **Eval sets drift or vanish**
→ [data_lineage_and_provenance.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Governance/data_lineage_and_provenance.md)
Track provenance of datasets and eval snapshots.
- **Thresholds applied inconsistently**
→ [regulatory_alignment.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Governance/regulatory_alignment.md)
Align thresholds with governance policy and external compliance.
- **Regression passes undetected**
→ [regression_gate.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Eval_Observability/regression_gate.md)
Block deployment on failing ΔS or λ.
---
## Minimal governance checklist
1. **Immutable eval set** with versioned hash tied to release.
2. **Threshold contract** documented in governance policy.
3. **Dual sign-off** required (technical + governance approver).
4. **Waivers expire** and are linked to a risk register entry.
5. **Regression gates enforced** in automation, not manual process.
6. **Audit trail**: stored in lineage, accessible for inspection.
---
## Example: Sign-off schema
```json
{
"model_id": "v2.1.4",
"eval_set_hash": "f89a1c3e...",
"ΔS_threshold": 0.45,
"coverage_threshold": 0.70,
"signoff": [
{"role": "tech lead", "name": "Alice", "date": "2025-08-25"},
{"role": "governance officer", "name": "Ravi", "date": "2025-08-26"}
],
"waivers": [
{"risk_id": "R-223", "expiry": "2025-12-31"}
]
}
````
---
### 🔗 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) | 1⃣ Download · 2⃣ Upload to your LLM · 3⃣ Ask “Answer using WFGY + \<your question>” |
| **TXT OS (plain-text OS)** | [TXTOS.txt](https://github.com/onestardao/WFGY/blob/main/OS/TXTOS.txt) | 1⃣ Download · 2⃣ Paste into any LLM chat · 3⃣ 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.
> <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).
<div align="center">
[![WFGY Main](https://img.shields.io/badge/WFGY-Main-red?style=flat-square)](https://github.com/onestardao/WFGY)
 
[![TXT OS](https://img.shields.io/badge/TXT%20OS-Reasoning%20OS-orange?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS)
 
[![Blah](https://img.shields.io/badge/Blah-Semantic%20Embed-yellow?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlahBlahBlah)
 
[![Blot](https://img.shields.io/badge/Blot-Persona%20Core-green?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlotBlotBlot)
 
[![Bloc](https://img.shields.io/badge/Bloc-Reasoning%20Compiler-blue?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlocBlocBloc)
 
[![Blur](https://img.shields.io/badge/Blur-Text2Image%20Engine-navy?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlurBlurBlur)
 
[![Blow](https://img.shields.io/badge/Blow-Game%20Logic-purple?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlowBlowBlow)
 
</div>
要我直接繼續生產嗎?