ShinkaEvolve: Evolving New Algorithms with LLMs, Orders of Magnitude More Efficiently

Sakana AI introduces ShinkaEvolve, an open-source evolutionary code optimization framework that uses LLMs to discover new algorithms with state-of-the-art performance and unprecedented sample efficiency, tested across four domains including circle packing, math reasoning, competitive programming, and MoE training.