dspy-prompt-optimizer ยท diff
v1.1.0 to v1.2.0
3 added, 9 removed. Audit A to A.
---
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
+ description: "Tunes prompts iteratively using reflection and success metrics. Use for: optimize this prompt, dspy tune, improve prompt with reflection, `self-refine-loop`."
+ version: 1.2.0
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
---
-
- # Dspy Prompt Optimizer
-
+ # DSPy Prompt Optimizer
## When to Use
- User says **optimize this prompt** or task matches this capability
- User says **dspy tune** or task matches this capability
- User says **improve prompt with reflection** or task matches this capability
## Workflow
1. Capture baseline prompt and 2-3 example inputs with desired outputs.
2. Run baseline; score outputs against criteria.
3. Generate 3 prompt variants addressing failures.
4. Test variants; pick best by score.
5. Return optimized prompt with before/after metrics.
## Integrations
- `self-refine-loop`
- `auto-tester`
- `hyper-skill-tester`
## Error Handling
| Failure | Response |
|---------|----------|
| No examples | Ask for 2 input/output pairs minimum. |
| Overfitting one example | Require 3+ diverse examples. |
## Gotchas
- Keep prompt under 2000 tokens unless user needs longer.
## Example
**Input:** User request matching triggers above.
**Output:** Structured result per workflow with integrations invoked as needed.