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155 lines
7.9 KiB
Markdown
155 lines
7.9 KiB
Markdown
# Eval: Operator Guidelines
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<details>
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<summary><strong>🧭 Quick Return to Map</strong></summary>
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<br>
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> You are in a sub-page of **Eval**.
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> To reorient, go back here:
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>
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> - [**Eval** — model evaluation and benchmarking](./README.md)
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> - [**WFGY Global Fix Map** — main Emergency Room, 300+ structured fixes](../README.md)
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> - [**WFGY Problem Map 1.0** — 16 reproducible failure modes](../../README.md)
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>
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> Think of this page as a desk within a ward.
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> If you need the full triage and all prescriptions, return to the Emergency Room lobby.
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</details>
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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.
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---
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## Open these first
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* Gold set design: [goldset\_curation.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Eval/goldset_curation.md)
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* Precision/recall evals: [eval\_rag\_precision\_recall.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Eval/eval_rag_precision_recall.md)
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* Observability probes: [alerting\_and\_probes.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Eval_Observability/alerting_and_probes.md)
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---
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## Acceptance targets
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* **Inter-annotator agreement** ≥ 0.85 across 3 operators
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* **Annotation variance** ≤ 10%
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* **Audit reproducibility** ≥ 95% (rerun matches logged label)
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* **No operator-induced drift**: ΔS stability remains within ±0.05 after evaluation
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---
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## Operator responsibilities
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1. **Stay schema-locked**
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Every operator must apply the same definition of "correct" → answer cites the correct snippet and explains consistently.
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2. **Use three-paraphrase rule**
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Rephrase the query 3× before marking coverage. If answer flips across paraphrases, log as unstable.
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3. **Log ΔS and λ**
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Each annotated run must include structural metrics: ΔS(question,retrieved), λ states, snippet IDs.
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4. **Apply cost view**
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Record token counts and cost-per-correct when judging pipelines.
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5. **No ad-hoc overrides**
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Do not improvise “fixes” in evaluation logs. All fixes must point to an existing ProblemMap page.
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---
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## Annotation protocol
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* **Step 1: Load baseline**
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Open gold set. Verify expected snippet IDs.
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* **Step 2: Apply candidate system**
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Run the same queries with candidate pipeline.
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* **Step 3: Compare**
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* If candidate cites correct snippet and stays under ΔS ≤ 0.45 → mark correct.
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* If citation missing or ΔS ≥ 0.60 → mark fail, attach probable ProblemMap fix.
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* **Step 4: Log JSON**
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```json
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{
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"operator": "user123",
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"q_id": "Q42",
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"question": "What is the cutoff for semantic drift?",
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"expected_snippet": "S123",
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"candidate_snippet": "S123",
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"ΔS": 0.39,
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"λ_state": "→",
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"correct": true,
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"cost_usd": 0.0012,
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"notes": "Stable across 3 paraphrases"
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}
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```
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---
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## When to escalate
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* Annotators disagree by >15% → escalate to eval lead.
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* ΔS drifts beyond thresholds but operators label "correct" → escalate and reconcile.
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* Costs exceed 1.5× baseline → halt run until reviewed.
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---
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## Audit checklist
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* [ ] All logs stored in versioned JSONL.
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* [ ] At least 2 operators per eval run.
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* [ ] Spot check 10% of logs with independent reviewer.
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* [ ] Archive outputs with system hash, gold set version, and ProblemMap pointers.
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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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