The Bottleneck Moved: Intelligence Is Cheap, Coordination Is Not
Recent releases point one direction: the frontier is shifting from how well one agent reasons to how reliably many agents coordinate and fail.
Recent releases point one direction: the frontier is shifting from how well one agent reasons to how reliably many agents coordinate and fail.
Letting agents edit their own skill files without an audit trail is uncontrolled drift. The real unlock is evaluate-then-rollback discipline, not smarter...
JetBrains' Air and Junie CLI point to an inversion worth watching: the IDE becoming a feature inside an agent orchestration layer, instead of the workspace...
As models improve, a growing share of enterprise value may move to the systems that let agents act safely, observably, and repeatably in real environments.
Grok 4.20 runs a 4-agent internal swarm before responding. You're no longer calling a model, you're calling an opaque committee. Here's what that means for application-layer builders.