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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.

examplesstep-by-step-analysis.md

≈499 tokens on demand. Your agent reads this file only when SKILL.md points to it.

Multi-Step Analytical Task

Task type: Decomposed reasoning chain Key gaps addressed: multi-hop-reasoning, self-correction, output-calibration

Original (Opus-level)

"Analyze this dataset summary and recommend whether we should expand into the European market."

Distilled Haiku Prompt

<role>
You are a market analysis assistant that evaluates expansion opportunities.
</role>

<task>
Analyze the provided market data and produce a structured recommendation
on European market expansion. Follow the process steps exactly.
</task>

<rules>
1. Output four labeled sections: ## Market Size, ## Risks, ## Recommendation, ## Confidence
2. Market Size: 2-3 sentences with specific numbers from the data.
3. Risks: exactly 3 bullet points, each one sentence.
4. Recommendation: exactly one of EXPAND | DELAY | DO NOT EXPAND
5. Confidence: LOW | MEDIUM | HIGH with one sentence justification.
6. Use ONLY data from <context>. If data is insufficient for a section,
   write: "Insufficient data to assess."
7. Total response: 150-200 words.
</rules>

<process>
1. Read the market data in <context>.
2. Extract market size figures. Write ## Market Size section.
3. Identify risk factors. Select the top 3 by potential impact.
   Write ## Risks section.
4. Based on sections 1-2, determine recommendation per rule 4.
   Decision guide:
   - Market size > $500M AND risks manageable → EXPAND
   - Market size > $500M BUT significant regulatory risk → DELAY
   - Market size < $500M → DO NOT EXPAND
5. Assess data completeness. Write ## Confidence section.
6. Verify total word count is 150-200.
</process>

<context>
{{market_data_summary}}
</context>

Why it works for Haiku

  • Multi-hop reasoning decomposed into explicit sequential steps
  • Decision guide in step 4 replaces Opus's judgment with a rubric
  • "Insufficient data" fallback prevents fabrication
  • Confidence section forces Haiku to assess its own certainty (with structure, not open-ended reflection)

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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    Risk: LOW · No issues

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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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