SMCEvolve is a new framework that enhances automated scientific discovery by using Sequential Monte Carlo methods to improve program evolution efficiency while minimizing LLM calls. It outperforms existing systems in various benchmarks, indicating a significant advancement in the field of AI-driven research tools.