The main thread today is clear: agent research continues to move closer to software engineering and enterprise deployment, but what is truly heating up is not “more Agents,” but “more evaluable, more constrainable, and…
Today’s material is unusually concentrated. The core story is not simply that “there are more agents,” but that “agents are becoming more like engineered systems.” Training, verification, safety, and deployment are…
Based on the trend snapshot and local corpus verification, the main opportunities this period are concentrated in five more specific directions: first, real-PR evaluation has shown that code review agents face a clear…
This period's highest-value opportunities are concentrated in 'bringing coding agents under existing engineering control planes' rather than building yet another more general Agent. The strongest why-now signals fall…