SuperAPI AI Directory

lode-experience-distillation

General & other

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Updated 10-15 23:46

About this skill

Experience Distillation

This skill turns repeated project judgment into reusable working rules. It is proposal-first and must not write repo files without approval.

Inputs

  • Recent raw entries.
  • Hard stuff radar findings.
  • Lifecycle derivation.
  • Artifact index entries.
  • Existing AGENTS.md, skill files, or checklist files when present.

Use the deterministic candidate helper when a vault path and slug are available:

python <this-skill>/scripts/distill_candidates.py --vault <vault> --slug <project-slug>

Output Contract

Separate:

  • Facts supported by raw entries.
  • Inferred patterns.
  • Proposed reusable artifacts.

Possible proposed artifacts:

  • AGENTS.md rule additions.
  • Checklist items.
  • Design review rubric updates.
  • Debugging playbook entries.
  • Prompt/schema contract reminders.
  • Candidate new skill or existing skill update.

Safeguards

  • Do not propose a hard rule from a single weak entry.
  • Do not propose updating global skills when the pattern is repo-specific.
  • Do not propose a broad AGENTS rule when a checklist item is enough.
  • Flag privacy-sensitive or project-specific details before copying them into reusable skills.
  • Ask for approval before modifying any repo file.