Evaluator Design Becomes the Discovery Bottleneck

Inference: As systems propose and search over programs, the evaluator increasingly determines what can be discovered. AlphaEvolve demonstrates automated proposal, scoring, selection, and evolution; DeepSeek V4 shows current open reasoning and agentic coding at large scale. Evaluator design—objectives, adversarial checks, and held-out tests—therefore becomes a first-class research discipline.