Individual skill
dspy-simba-optimizer
Use for SIMBA optimization, mini-batch introspective optimization, self-reflective rules, stochastic ascent, and numeric-metric optimization.
skills/dspy-simba-optimizer/SKILL.md
Source commit f5db3b7b1fe35b3ff5328b3216165e0853e6c884
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- Last checked
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- Repository last updated
- Jun 23, 2026
- License
- MIT
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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
- optimizer Declared skill tag
- engineering Derived category
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# DSPy SIMBA Optimizer
## Goal
Optimize DSPy programs using stochastic mini-batch sampling, output variability, self-reflective rules, and successful demonstrations.
## When to Use
- Need lighter-weight alternative to GEPA
- Have a numeric metric that captures task quality
- Want introspective rules and demonstrations
- Budget-conscious optimization (fewer eval calls)
- Programs where few-shot examples aren't critical