Individual skill
dspy-output-refinement-constraints
Use for dspy.Refine, dspy.BestOfN, output constraints, validation, reward functions, and iterative output refinement.
skills/dspy-output-refinement-constraints/SKILL.md
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- agent-skills Repository topic
- claude-code Repository topic
- claude-skills Repository topic
- dspy Repository topic
- llm Repository topic
- prompt-optimization Repository topic
- rag Repository topic
- evaluation Declared skill tag
- reasoning Declared skill tag
- engineering Derived category
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# DSPy Output Refinement & Constraints
## Goal
Improve output quality using iterative refinement (dspy.Refine) and best-of-N selection (dspy.BestOfN) with custom constraint validation.
## When to Use
- Outputs need format validation (JSON, specific structure)
- Length constraints (max tokens, word count)
- Content requirements (must include X, avoid Y)
- Quality improvement through multiple attempts
- Replacing deprecated Assert/Suggest patterns
