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Tunes prompts iteratively using reflection and success metrics. Use when the user says optimize this prompt, dspy tune, or improve prompt with reflectio n. Integrates self-refine-loop for critique cycles. Triggers: optimize this prompt, dspy tune, improve prompt with reflection.
用 Codex 或 Claude 帮你安装 复制这段 Prompt，粘贴到 Codex、Claude 或其他助手里，让它检查 Skill 页面并帮你完成安装。
基于 SOC 职业分类
Turn real-life personal stories into high-quality cinematic rap lyrics optimized for Suno.ai. Use when user says "use suno on this", "turn this into a suno rap", "make a suno song about", or wants to convert a story into rap lyrics. Handles story extraction via questions, cinematic structure, length targeting, Suno safety filtering, and multiple styles.
Composes multi-step agent workflows from goals and available skills. Use whe ntasks need orchestration or user says compose workflow, plan steps, adaptiv epipeline. Triggers: compose workflow, plan steps.
Scores task uncertainty to calibrate memory depth and iteration count. Use w hen stakes are high, facts are sparse, or user says quantify uncertainty, fa st slow think, uncertainty score. Triggers: quantify uncertainty, fast slow think,uncertainty score, how sure.
Extracts shareable insights from long agent sessions for export. Use when us erwants a summary to share, export takeaways, or create share card. Triggers :extract shares, shareable summary, export insights.
Runs validation tests on code, skills, or outputs after changes. Use after i mplementations or when user says run tests, auto test, validate changes. Tri ggers: run tests, auto test, validate changes. Use when the user needs this capability.
Guides enabling beta or experimental Grok features safely. Use when user ask sabout beta features, early access, or unlock experimental tools. Triggers: beta feature, early access, unlock experimental, enable beta.
| name | dspy-prompt-optimizer |
| description | Tunes prompts iteratively using reflection and success metrics. Use when the user says optimize this prompt, dspy tune, or improve prompt with reflectio n. Integrates self-refine-loop for critique cycles. Triggers: optimize this prompt, dspy tune, improve prompt with reflection. |
| version | 1.1.0 |
| author | Stijnman |
| license | MIT |
| metadata | {"grok":{"tags":["optimize this prompt","dspy tune","improve prompt with reflection"],"related_skills":["self-refine-loop","auto-tester","hyper-skill-tester"]}} |
| compatibility | Grok agent; optional MCP and shell access |
self-refine-loopauto-testerhyper-skill-tester| Failure | Response |
|---|---|
| No examples | Ask for 2 input/output pairs minimum. |
| Overfitting one example | Require 3+ diverse examples. |
Input: User request matching triggers above. Output: Structured result per workflow with integrations invoked as needed.