Prompt Codebooks: Discrete Compositional Optimization for Language Model Instruction Refinement

Jyotirmoy Nath, Neeraj Kumar, Brejesh Lall

Automatic prompt optimization (APO) has driven significant gains in LLM-based agentic workflows. However, most existing methods treat each task's prompt as a monolithic, instance-b…