GEPA optimize_anything

Goal

Optimize any artifact representable as text — code, prompts, agent architectures, vector graphics, configurations — using a single declarative API powered by GEPA's reflective evolutionary search.

When to Use

• Beyond prompt optimization — optimizing code, configs, SVGs, scheduling policies, etc.
• Single hard problems — circle packing, kernel generation, algorithm discovery
• Batch related problems — CUDA kernels, code generation tasks with cross-transfer
• Generalization — agent skills, policies, or prompts that must transfer to unseen inputs
• When you can express quality as a score and provide diagnostic feedback (ASI)

Inputs