ShinkaEvolve: Towards Open-Ended And Sample-Efficient Program Evolution

https://arxiv.org/abs/2509.19349

Open-source LLM program evolution; new state-of-the-art circle packing with about 150 samples versus thousands for earlier systems.

LLM-guided evolutionary program search