Evolutionary Framework

A search architecture that separates generation from evaluation, in which an LLM acts as a proposer to generate circuit design candidates while an independent evaluator performs simulation verification and resource accounting. High-scoring candidates enter the next round of iteration, forming an evolutionary loop.