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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.

gapspartial-information.md

≈293 tokens on demand. Your agent reads this file only when SKILL.md points to it.

Handling Partial or Missing Information

Opus: Recognizes when input is incomplete. Gracefully distinguishes between "not mentioned" and "doesn't exist." Asks for clarification or flags gaps appropriately.

Haiku: Tends to either fabricate missing information or silently skip it. May not distinguish between "unknown" and "not applicable."

Mitigation: Define explicit handling for every expected gap.

REQUIRED fields: name, email, date
OPTIONAL fields: phone, notes

For REQUIRED fields:
- If missing, output the field with value "MISSING — [field name] required"
- Do not skip the field. Do not guess.

For OPTIONAL fields:
- If missing, output the field with value "N/A"
- Do not skip the field.

When input quality varies:

If the input text is:
- Empty → output: {"status": "error", "message": "No input provided."}
- Under 10 words → output: {"status": "warning", "message": "Input too short for reliable analysis."}
- Otherwise → proceed with analysis.

Always provide the full output schema even for error/edge cases. Haiku follows "fill in this template" more reliably than "decide what to output based on input quality."

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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