POLCA: Stochastic Generative Optimization with LLM

Xuanfei Ren, Allen Nie, Tengyang Xie +1

Optimizing complex systems, ranging from LLM prompts to multi-turn agents, traditionally requires labor-intensive manual iteration. We formalize this challenge as a stochastic gene…