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140 lines
6.1 KiB
Markdown
140 lines
6.1 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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<!-- WFGY_FOOTER_START -->
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### Explore More
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| Layer | Page | What it’s for |
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| --- | --- | --- |
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| ⭐ Proof | [WFGY Recognition Map](/recognition/README.md) | External citations, integrations, and ecosystem proof |
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| ⚙️ Engine | [WFGY 1.0](/legacy/README.md) | Original PDF tension engine and early logic sketch (legacy reference) |
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| ⚙️ Engine | [WFGY 2.0](/core/README.md) | Production tension kernel for RAG and agent systems |
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| ⚙️ Engine | [WFGY 3.0](/TensionUniverse/EventHorizon/README.md) | TXT based Singularity tension engine (131 S class set) |
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| 🗺️ Map | [Problem Map 1.0](/ProblemMap/README.md) | Flagship 16 problem RAG failure taxonomy and fix map |
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| 🗺️ Map | [Problem Map 2.0](/ProblemMap/wfgy-rag-16-problem-map-global-debug-card.md) | Global Debug Card for RAG and agent pipeline diagnosis |
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| 🗺️ Map | [Problem Map 3.0](/ProblemMap/wfgy-ai-problem-map-troubleshooting-atlas.md) | Global AI troubleshooting atlas and failure pattern map |
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| 🧰 App | [TXT OS](/OS/README.md) | .txt semantic OS with fast bootstrap |
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| 🧰 App | [Blah Blah Blah](/OS/BlahBlahBlah/README.md) | Abstract and paradox Q&A built on TXT OS |
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| 🧰 App | [Blur Blur Blur](/OS/BlurBlurBlur/README.md) | Text to image generation with semantic control |
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| 🏡 Onboarding | [Starter Village](/StarterVillage/README.md) | Guided entry point for new users |
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If this repository helped, starring it improves discovery so more builders can find the docs and tools.
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[](https://github.com/onestardao/WFGY)
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<!-- WFGY_FOOTER_END -->
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