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Get Started Free →Distill a candidate skill from observable repair receipts, then prove it on holdout fixtures. Use when you have repeated accepted patches, corrections, and validator results, but do not have permission to use private transcripts or hidden chain-of-thought.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-08 | ✗→✓ | ▲ Improved | 216% | 0% |
| case-13 | ✗→✓ | ▲ Improved | -20% | 0% |
| case-17 | ✗→✓ | ▲ Improved | 93% | 0% |
| case-18 | ✗→✓ | ▲ Improved | 36% | 0% |
| case-19 | ✗→✓ | ▲ Improved | 93% | 0% |
Distill a candidate skill only from observable receipts.
receipts/training/; reject marker files under receipts/negative/ according to the contract..agents/skills/frontmatter-repair/ by running:bashnode .agents/skills/observable-receipt-distiller/scripts/distill-candidate.mjs \ --receipts receipts/training \ --candidate .agents/skills/frontmatter-repair \ --summary reports/distillation-summary.json
bashnode .agents/skills/observable-receipt-distiller/scripts/evaluate-candidate.mjs \ --candidate .agents/skills/frontmatter-repair \ --holdout holdout \ --summary reports/evaluation-summary.json
npm test.receipts/.Other measured skills in the registry, with their headline benchmark lift.