Скачать или смотреть AlphaEvolve: Gemini-Powered Algorithm Discovery

discuss AlphaEvolve, a new AI system from Google DeepMind that uses Gemini large language models (LLMs) within an evolutionary computation framework to autonomously discover and improve algorithms. This process involves LLMs generating code, which is then rigorously evaluated for correctness and performance, with successful algorithms informing subsequent code generation. AlphaEvolve builds upon earlier work like FunSearch and has achieved significant results, including discovering a new matrix multiplication algorithm that surpasses a decades-old benchmark and optimizing resource usage within Google's data centers. The text also contrasts AlphaEvolve with other AI-driven discovery methods like EvoTune, which integrates reinforcement learning to dynamically refine the LLM's strategy.