AlphaEvolve leverages Gemini to automate complex coding tasks across science and infrastructure. The agent scales technical impact by generating and refining algorithms without constant human oversight. This shift reduces manual engineering bottlenecks for researchers. It proves that agentic workflows can handle specialized domain logic beyond simple script writing.