How to equip AI agents with real-world...

Most agents can reason. Far fewer can actually produce useful outputs. Every week, a new agent demo makes the rounds. It can plan, explain, and break a task into steps. Then you try to use it in a real workflow and run into the same wall: the agent can talk about the work, but it still cannot deliver the output. That gap matters more than most people admit. We have gotten pretty good at measuring how well an agent can reason, summarize, or simulate action. We are much worse at measuring whether