Why it matters

Auto-optim beats manual iteration. Understanding shapes prompt engineering.

Advertisement

The architecture

Search variants.

Evaluate on dataset.

Iterate toward better.

Prompt optim flowVariantsgenerated or searchEvaluateon datasetSelect bestiterateDSPy, APE (Automatic Prompt Engineer), PromptBreeder are examples
Prompt optim.
Advertisement

How it works end to end

DSPy: gradient-free + compile.

APE: LLM generates + evaluates candidates.

PromptBreeder: evolutionary.

Cost + eval quality drive.