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yao-meta-skill/evals/README.md
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# Evals
This directory makes trigger quality and packaging quality more reproducible.
Contents:
- `trigger_cases.json`: full regression set with `family` labels
- `train/`, `dev/`, `holdout/`: split trigger suites for iterative tuning and final verification
- `semantic_config.json`: local semantic-intent concepts, exclusions, and weights
- `baseline_description.txt`: intentionally weaker trigger description
- `improved_description.txt`: current stronger trigger description
- `sample_trigger_report.json`: example comparison output using the current recommended threshold
- `failure-cases.md`: current weak spots and regression targets
- `packaging_expectations.json`: required packaging behaviors for supported targets
- `../reports/`: generated suite JSON plus the homepage-visible family summary panel source
Use:
```bash
python3 scripts/trigger_eval.py --description-file evals/improved_description.txt --cases evals/trigger_cases.json
python3 scripts/trigger_eval.py --description-file evals/improved_description.txt --cases evals/trigger_cases.json --baseline-description-file evals/baseline_description.txt
python3 scripts/run_eval_suite.py
python3 scripts/render_eval_dashboard.py
python3 tests/verify_failure_regressions.py
python3 scripts/cross_packager.py . --platform openai --platform claude --expectations evals/packaging_expectations.json --zip
python3 tests/verify_packager_failures.py
```
Regression scope now includes:
- direct positives
- direct negatives
- near neighbors
- long-context positives
- mixed-intent negatives
- explicit "do not build a skill" negatives
- semantic exclusion cases such as one-off, document-only, and future-outline prompts
- paraphrase families that avoid the original wording while preserving the same trigger intent
- long-context contamination cases where build intent or no-build intent appears after unrelated setup text
- family-based reporting across workflow-to-skill, iterate-existing-skill, document-only, one-off, and future-outline cases
- holdout verification