DSPy and Automated Prompt Optimization: Beyond Manual Engineering

Manual prompt engineering — writing, testing, and tweaking prompts by hand — doesn't scale. DSPy and similar frameworks treat prompts as learnable parameters, automatically optimizing them against task metrics using labeled examples. This shifts prompting from craft to systematic engineering with measurable performance targets.