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/down-skilling

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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.

gapscomparative-analysis.md

≈266 tokens on demand. Your agent reads this file only when SKILL.md points to it.

Comparative Analysis

Opus: Naturally structures comparisons. Weighs trade-offs. Arrives at nuanced conclusions that acknowledge context-dependency.

Haiku: Comparisons tend toward surface-level listing of differences. May not weigh factors or synthesize into a recommendation. Can produce unbalanced comparisons (more detail on first item than last).

Mitigation: Provide the comparison framework explicitly.

Compare using EXACTLY these dimensions:
1. Cost (provide specific numbers if available)
2. Performance (cite metrics from the data)
3. Ease of use (based on stated requirements)

For each dimension:
- State Option A's position in one sentence
- State Option B's position in one sentence
- Declare a winner for that dimension: A, B, or TIE

After all dimensions, provide:
Overall recommendation: A or B
Reasoning: one sentence citing the decisive factor.

For balanced treatment:

  • Use a table format (enforces equal space per option)
  • Specify equal word counts per option
  • Process options in consistent order across dimensions

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.

  • 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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