mirror of
https://github.com/onestardao/WFGY.git
synced 2026-04-28 11:40:07 +00:00
143 lines
6.2 KiB
Markdown
143 lines
6.2 KiB
Markdown
# Eval: Operator Guidelines
|
||
|
||
<details>
|
||
<summary><strong>🧭 Quick Return to Map</strong></summary>
|
||
|
||
<br>
|
||
|
||
> You are in a sub-page of **Eval**.
|
||
> To reorient, go back here:
|
||
>
|
||
> - [**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.
|
||
</details>
|
||
|
||
|
||
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 + \<your question>” |
|
||
| **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 |
|
||
|
||
---
|
||
|
||
<!-- WFGY_FOOTER_START -->
|
||
|
||
### Explore More
|
||
|
||
| Layer | Page | What it’s for |
|
||
| --- | --- | --- |
|
||
| Proof | [WFGY Recognition Map](/recognition/README.md) | External citations, integrations, and ecosystem proof |
|
||
| Engine | [WFGY 1.0](/legacy/README.md) | Original PDF based tension engine |
|
||
| Engine | [WFGY 2.0](/core/README.md) | Production tension kernel and math engine for RAG and agents |
|
||
| Engine | [WFGY 3.0](/TensionUniverse/EventHorizon/README.md) | TXT based Singularity tension engine, 131 S class set |
|
||
| Map | [Problem Map 1.0](/ProblemMap/README.md) | Flagship 16 problem RAG failure checklist and fix map |
|
||
| Map | [Problem Map 2.0](/ProblemMap/rag-architecture-and-recovery.md) | RAG focused recovery pipeline |
|
||
| Map | [Problem Map 3.0](/ProblemMap/wfgy-rag-16-problem-map-global-debug-card.md) | Global Debug Card, image as a debug protocol layer |
|
||
| Map | [Semantic Clinic](/ProblemMap/SemanticClinicIndex.md) | Symptom to family to exact fix |
|
||
| Map | [Grandma’s Clinic](/ProblemMap/GrandmaClinic/README.md) | Plain language stories mapped to Problem Map 1.0 |
|
||
| Onboarding | [Starter Village](/StarterVillage/README.md) | Guided tour for newcomers |
|
||
| App | [TXT OS](/OS/README.md) | TXT semantic OS, fast boot |
|
||
| App | [Blah Blah Blah](/OS/BlahBlahBlah/README.md) | Abstract and paradox Q and A built on TXT OS |
|
||
| App | [Blur Blur Blur](/OS/BlurBlurBlur/README.md) | Text to image with semantic control |
|
||
| App | [Blow Blow Blow](/OS/BlowBlowBlow/README.md) | Reasoning game engine and memory demo |
|
||
|
||
If this repository helped, starring it improves discovery so more builders can find the docs and tools.
|
||
[](https://github.com/onestardao/WFGY)
|
||
|
||
<!-- WFGY_FOOTER_END -->
|
||
|