Google Research introduced an LLM-based tool that rewrites and evolves scientific software automatically. The system analyzes legacy code and suggests optimized algorithms, outperforming traditional models across six computational benchmarks. The initiative targets climate and biological simulation domains where code maintenance is costly. Experts say this represents a major leap in AI-assisted R&D automation.