# Eval: Operator Guidelines
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>
> - [**Eval** — model evaluation and benchmarking](./README.md)
> - [**WFGY Global Fix Map** — main Emergency Room, 300+ structured fixes](../README.md)
> - [**WFGY Problem Map 1.0** — 16 reproducible failure modes](../../README.md)
>
> 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.
This page sets strict rules for **human operators and evaluators** running WFGY-aligned evaluation suites. Evaluation is not a free-form activity. It must follow consistent contracts, logging standards, and reproducible steps.
---
## Open these first
* Gold set design: [goldset\_curation.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Eval/goldset_curation.md)
* Precision/recall evals: [eval\_rag\_precision\_recall.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Eval/eval_rag_precision_recall.md)
* Observability probes: [alerting\_and\_probes.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Eval_Observability/alerting_and_probes.md)
---
## Acceptance targets
* **Inter-annotator agreement** ≥ 0.85 across 3 operators
* **Annotation variance** ≤ 10%
* **Audit reproducibility** ≥ 95% (rerun matches logged label)
* **No operator-induced drift**: ΔS stability remains within ±0.05 after evaluation
---
## Operator responsibilities
1. **Stay schema-locked**
Every operator must apply the same definition of "correct" → answer cites the correct snippet and explains consistently.
2. **Use three-paraphrase rule**
Rephrase the query 3× before marking coverage. If answer flips across paraphrases, log as unstable.
3. **Log ΔS and λ**
Each annotated run must include structural metrics: ΔS(question,retrieved), λ states, snippet IDs.
4. **Apply cost view**
Record token counts and cost-per-correct when judging pipelines.
5. **No ad-hoc overrides**
Do not improvise “fixes” in evaluation logs. All fixes must point to an existing ProblemMap page.
---
## Annotation protocol
* **Step 1: Load baseline**
Open gold set. Verify expected snippet IDs.
* **Step 2: Apply candidate system**
Run the same queries with candidate pipeline.
* **Step 3: Compare**
* If candidate cites correct snippet and stays under ΔS ≤ 0.45 → mark correct.
* If citation missing or ΔS ≥ 0.60 → mark fail, attach probable ProblemMap fix.
* **Step 4: Log JSON**
```json
{
"operator": "user123",
"q_id": "Q42",
"question": "What is the cutoff for semantic drift?",
"expected_snippet": "S123",
"candidate_snippet": "S123",
"ΔS": 0.39,
"λ_state": "→",
"correct": true,
"cost_usd": 0.0012,
"notes": "Stable across 3 paraphrases"
}
```
---
## When to escalate
* Annotators disagree by >15% → escalate to eval lead.
* ΔS drifts beyond thresholds but operators label "correct" → escalate and reconcile.
* Costs exceed 1.5× baseline → halt run until reviewed.
---
## Audit checklist
* [ ] All logs stored in versioned JSONL.
* [ ] At least 2 operators per eval run.
* [ ] Spot check 10% of logs with independent reviewer.
* [ ] Archive outputs with system hash, gold set version, and ProblemMap pointers.
---
### 🔗 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 | Canonical framework entry point | [View](https://github.com/onestardao/WFGY/tree/main/core/README.md) |
| Problem Map | Diagnostic map and navigation hub | [View](https://github.com/onestardao/WFGY/tree/main/ProblemMap/README.md) |
| Tension Universe Experiments | MVP experiment field | [View](https://github.com/onestardao/WFGY/tree/main/TensionUniverse/Experiments) |
| Recognition | Where WFGY is referenced or adopted | [View](https://github.com/onestardao/WFGY/blob/main/recognition/README.md) |
| AI Guide | Anti-hallucination reading protocol for tools | [View](https://github.com/onestardao/WFGY/blob/main/AI_GUIDE.md) |
> If this repository helps, starring it improves discovery for other builders.
> [](https://github.com/onestardao/WFGY)