Stop Managing Tasks Start Managing a System: What Working With AI Agents Every Day Actually Teaches… Anthropic's engineering research identifies five practical shifts for developers transitioning from managing individual AI tasks to operating AI agent systems, based on daily work with AI agents. Five practical shifts — grounded in Anthropic’s own engineering research — for anyone whose “using AI” has quietly turned into “running an… Continue reading on Stackademic »