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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.

gapsnegation-handling.md

≈263 tokens on demand. Your agent reads this file only when SKILL.md points to it.

Negation and Negative Instructions

Opus: Processes negative instructions ("don't include X") reliably. Understands complex negations and double negatives.

Haiku: Negative instructions are less reliably followed than positive ones. "Don't use bullet points" may still produce bullets. Complex negations ("never fail to include") can be misinterpreted.

Mitigation: Reframe every negative as a positive directive.

BAD:  Don't use jargon.
GOOD: Use plain language that a high school student would understand.

BAD:  Never include personal opinions.
GOOD: State only facts supported by the provided data.

BAD:  Don't forget to include the date.
GOOD: Include the date in YYYY-MM-DD format on the first line.

When a negative constraint is unavoidable, pair it with the positive alternative:

Do not use bullet points. Instead, write in flowing prose paragraphs.

For critical prohibitions, combine rule + example:

Rule: Do not include prices.
Example output shows: "Contact sales for pricing." (not "$99/month")

Source: SKILL.md on GitHub

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  • 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.

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  • Snyk12d

    Risk: LOW · No issues

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    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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