Executable Reasoning Beats Fluent Reasoning

Inference: Gemini 3.5 Flash can act through computer environments, while AlphaEvolve generates programs and subjects them to automated evaluation. Intermediate claims become more reliable when they can be run, tested, searched, simulated, or independently scored. A durable system still needs workload economics, provenance, failure analysis, and human control.