When Search Becomes Memory: Accelerating Robot Design Discovery with Self-Evolving Skills.

arXiv:2605.25832v2 Announce Type: replace-cross Abstract: Large language models (LLMs) are increasingly used as proposal generators for evolutionary robot design, yet most loops remain memoryless: simulator results shape the next population but are not preserv