prompt-refinement
Domain: prompt · Model class: cheap
Description
Section titled “Description”Use this skill when the user wants to work on Iteratively improving prompts based on measured failures and eval results. Triggers include “optimize this prompt”, “improve my prompt”, “my prompt keeps hallucinating”. Do NOT use when create a new prompt from scratch (use core-prompt-engineering).
Purpose
Section titled “Purpose”Iteratively improving prompts based on measured failures and eval results. This skill provides structured guidance, references, and worked examples to help produce high-quality, actionable outputs.
Trigger Phrases
Section titled “Trigger Phrases”- “optimize this prompt”
- “improve my prompt”
- “my prompt keeps hallucinating”
- “refine based on eval results”
- “A/B compare prompt versions”
Anti-Triggers
Section titled “Anti-Triggers”- create a new prompt from scratch (use core-prompt-engineering)
- run the initial evaluation (use core-prompt-evaluation)
Intake Questions
Section titled “Intake Questions”- What is the user’s goal and current state?
- What constraints (time, team, compliance) apply?
- Are there existing artifacts (specs, code, benchmarks) to reference?
Output Contract
Section titled “Output Contract”- prompt asset
- explicit output contract
- failure handling
- worked example or usage guidance