From AI Agents to AI Teams: Why the Organizational Layer Matters

While individual AI agents excel at discrete tasks, they fundamentally cannot coordinate across subtasks, maintain persistent context, or review each other's work without human oversight. This article argues that AI productivity's next frontier requires an organizational layer—teams with defined roles, shared memory, and quality governance—not merely smarter individual agents.