# Eval Observability — Global Fix Map
🏥 Quick Return to Emergency Room
> You are in a specialist desk.
> For full triage and doctors on duty, return here:
>
> - [**WFGY Global Fix Map** — main Emergency Room, 300+ structured fixes](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/README.md)
> - [**WFGY Problem Map 1.0** — 16 reproducible failure modes](https://github.com/onestardao/WFGY/blob/main/ProblemMap/README.md)
>
> Think of this page as a sub-room.
> If you want full consultation and prescriptions, go back to the Emergency Room lobby.
This folder provides **guardrails for evaluation and observability** in RAG and agent pipelines.
It shows how to catch silent drift, regressions, and unstable metrics before they break your system.
---
## What this folder is
- A starter kit to make evals predictable and repeatable.
- Guardrails for metrics, variance, and drift detection.
- Copy-paste probes and configs you can add to your pipeline.
- Acceptance targets you can actually measure and enforce.
---
## When to use
- Metrics look **unstable** between runs.
- Coverage seems high but answers still drift.
- ΔS changes across paraphrases or seeds.
- λ flips divergent after harmless edits.
- Benchmarks regress without any code change.
- Long-run evals show a slow decline.
---
## Acceptance targets
- **ΔS(question, retrieved) ≤ 0.45**
- **Coverage ≥ 0.70** to target section
- **λ remains convergent** across 3 paraphrases and 2 seeds
- **Variance ratio ≤ 0.15** across seeds
- **No downward drift** beyond 3 eval windows
- **E_resonance stays flat** on long evals
---
## Quick routes — open these first
| Symptom | Open this page |
|---------|----------------|
| Benchmarks regress with no code change | [regression_gate.md](./regression_gate.md) |
| Metrics fluctuate or alerts missing | [alerting_and_probes.md](./alerting_and_probes.md) |
| Coverage looks high but not real | [coverage_tracking.md](./coverage_tracking.md) |
| ΔS thresholds unclear | [deltaS_thresholds.md](./deltaS_thresholds.md) |
| λ flips or diverges | [lambda_observe.md](./lambda_observe.md) |
| Variance high between seeds | [variance_and_drift.md](./variance_and_drift.md) |
| Need a full setup | [eval_playbook.md](./eval_playbook.md) |
| Logging + monitoring integration | [metrics_and_logging.md](./metrics_and_logging.md) |
---
## Copy-paste eval contract
```yaml
eval_contract:
seeds: 3
paraphrases: 3
targets:
deltaS: <=0.45
coverage: >=0.70
lambda: convergent
variance: <=0.15
drift: <=0.02
alerts:
- deltaS >=0.60
- lambda divergent
- drift slope >0.02
````
---
## FAQ
**Q: What if my metrics vary a lot each run?**
A: Check [variance\_and\_drift.md](./variance_and_drift.md). Add more seeds and enforce variance ≤0.15.
**Q: My eval passes locally but fails in CI — why?**
A: See [metrics\_and\_logging.md](./metrics_and_logging.md). Local runs often miss logging detail. CI must enforce the same eval contract.
**Q: What if coverage is high but the answer is still wrong?**
A: Open [coverage\_tracking.md](./coverage_tracking.md). You might be measuring snippet recall, not semantic coverage. Switch to ΔS-based coverage.
**Q: ΔS is always drifting, even on simple questions.**
A: Look at [deltaS\_thresholds.md](./deltaS_thresholds.md). Adjust thresholds and clamp variance with λ probes.
**Q: How do I stop regressions before release?**
A: Use [regression\_gate.md](./regression_gate.md). It defines pass/fail rules so bad models never ship.
---
### 🔗 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) | 1️⃣ Download · 2️⃣ Upload to your LLM · 3️⃣ Ask “Answer using WFGY + \” |
| **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 |
---
### 🧭 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.
> 
⭐ [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).
[](https://github.com/onestardao/WFGY)
[](https://github.com/onestardao/WFGY/tree/main/OS)
[](https://github.com/onestardao/WFGY/tree/main/OS/BlahBlahBlah)
[](https://github.com/onestardao/WFGY/tree/main/OS/BlotBlotBlot)
[](https://github.com/onestardao/WFGY/tree/main/OS/BlocBlocBloc)
[](https://github.com/onestardao/WFGY/tree/main/OS/BlurBlurBlur)
[](https://github.com/onestardao/WFGY/tree/main/OS/BlowBlowBlow)