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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.

gapsinstruction-density.md

≈284 tokens on demand. Your agent reads this file only when SKILL.md points to it.

Instruction Density and Rule Dropping

Opus: Tracks and satisfies 15+ simultaneous constraints reliably. Prioritizes naturally when constraints tension.

Haiku: Reliable with 5-7 simultaneous constraints. At 10+, may drop rules — particularly those in the middle of a list, those phrased passively, or those that conflict with example patterns.

Mitigation: Limit rules to 7. Group and prioritize.

BAD: 12 flat rules in a single list

GOOD: 
CRITICAL (must never violate):
1. [rule]
2. [rule]

REQUIRED (always apply):
3. [rule]
4. [rule]
5. [rule]

PREFERRED (apply when possible):
6. [rule]
7. [rule]

Additional strategies:

  • Cross-reference rules in process steps: "Apply rules 1-3 to each item"
  • Embed the most important rules in the examples, not just the rule list
  • For complex rule sets, split into multiple prompts (one pass per rule group) rather than asking Haiku to apply all at once
  • Repeat the single most important rule at the END of the prompt

If a rule is never demonstrated in the examples, Haiku is less likely to follow it. Every critical rule should appear in at least one example.

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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