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/down-skilling

@5e58100

Distill Opus-level reasoning into optimized instructions for Haiku 4.5 (and Sonnet). Generates explicit, procedural prompts with n-shot examples that maximize smaller model performance on a given task. Use when user says "down-skill", "distill for Haiku", "optimize for Haiku", "make this work on Haiku", "generate Haiku instructions", or needs to delegate a task to a smaller model with high reliability.

Use this Skill: https://skilld.dev/gh/oaustegard/claude-skills/down-skilling

This session only. Nothing lands on disk.

gapsoutput-calibration.md

≈149 tokens on demand. Your agent reads this file only when SKILL.md points to it.

Output Length and Format Calibration

Opus: Intuitively matches response length to task complexity and user expectations.

Haiku: Tends toward either too brief or too verbose. May pad with unnecessary caveats or preamble.

Mitigation: Specify word/token bounds and structural constraints.

Respond in 80-120 words. Begin with the recommendation.
End with one supporting reason. Do not include disclaimers.

Always specify:

  • Word or sentence count range
  • What the response should begin with
  • What the response should end with
  • What to omit (preamble, caveats, hedging)

Source: SKILL.md on GitHub

No alerts12d4 checks · Risk SAFE
  • Gen Agent Trust Hub12d

    The skill provides guidelines and templates for optimizing AI prompts for smaller models by distilling complex reasoning into explicit procedures and many-shot examples. No security issues were detected.

  • Socket12d

    No alerts

  • Snyk12d

    Risk: LOW · No issues

  • Runlayer7mo

    2/37 files flagged

Signed by skilld at 5e58100. This ties the file your Agent reads to that commit on GitHub. It does not review the instructions.

Last checked against GitHub yesterday.

Activeupdated 3 weeks ago
metadata
{
  "author": "Oskar Austegard and Opus",
  "version": "1.3.1"
}

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