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yao-meta-skill/reports/description_optimization.md
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2026-03-31 23:00:49 +08:00

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Root Description Optimization

Winner: Current

  • current tokens: 65
  • winner tokens: 65
  • baseline tokens: 8

Winner

Create, refactor, evaluate, and package agent skills from workflows, prompts, transcripts, docs, or notes. Use when asked to create a skill, turn a repeated process into a reusable skill, improve an existing skill, add evals, or package a skill for team reuse.

Candidate Ranking

Candidate Tokens Dev FP Dev FN Dev Near Holdout FP Holdout FN
Current 65 0 0 1.0 0 0
Minimal 41 2 1 0.857 0 0
Balanced 54 2 1 0.857 0 0
Artifact Aware 72 2 1 0.857 0 0
Boundary 78 2 1 0.857 0 0
Guardrail 50 5 1 0.429 2 0

Selection Logic

Ordered by:

  • fewest false positives
  • fewest false negatives
  • highest near-neighbor pass rate
  • highest negative pass rate
  • highest precision
  • highest recall
  • shortest description