Profile My skills Saved Collections Edit profile Submit a skill

Observable Receipt Distiller

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.

learnprompt f11127b 8 files · 17.0 KB Updated
Research & Search

File contents

Distill a candidate skill only from observable receipts.

  1. Read the distillation contract.
  2. Use the training receipts under receipts/training/; reject marker files under receipts/negative/ according to the contract.
  3. Generate a candidate skill in .agents/skills/frontmatter-repair/ by running:
node .agents/skills/observable-receipt-distiller/scripts/distill-candidate.mjs \
  --receipts receipts/training \
  --candidate .agents/skills/frontmatter-repair \
  --summary reports/distillation-summary.json
  1. Evaluate the candidate on the 4 holdout fixtures:
node .agents/skills/observable-receipt-distiller/scripts/evaluate-candidate.mjs \
  --candidate .agents/skills/frontmatter-repair \
  --holdout holdout \
  --summary reports/evaluation-summary.json
  1. Run npm test.
  2. Do not modify any source receipt under receipts/.
  3. Return a structured report only after the candidate exists, the holdout has run, and tests are complete.

learnprompt/learnprompt/tree/main/research/articles/thinking-distillation-boundary/showcase/observable-receipt-distiller/fixture/.agents/skills/observable-receipt-distiller commit f11127ba33

Browse category

Frequently asked questions

npx skillmds@latest add learnprompt/observable-receipt-distiller