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OfficialCookbooks & DemosVerified 2026-09-20

Cookbook: Skill Suggestion

Rank 182 agent skills in one request and re-read the top three in a second: over 488 requests, wrong skill loads fell from 16.8% to 7.3% and needless loads from 9.8% to 4.0%.

Open docs.typesafe.ai
Category
Cookbooks & Demos
Published by
TypeSafe AI
Author
—
Added
2026-09-20
Tagsofficialcookbookagentsrerankingconfidence

Highlights

  • 182 skills across 33 categories, 488 requests, with 315 covered by 171 distinct skills and 173 uncovered.
  • Wrong loads dropped from 16.8% to 7.3% and needless loads from 9.8% to 4.0%, against oracle floors of 2.5% and 1.2%.
  • Call one runs a Choice over all 182 skills plus three gate Nouls; call two re-reads the top three in full detail.
  • The winner is appended as one system-prompt line after the roster so the prefix cache still holds.

Watch out

It fixed 37 covered requests but broke 7 the agent had right, and a confident wrong suggestion is persuasive.

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