AI Workflow

Review meeting. That is the easiest way to understand why multi-agent AI sometimes works better than one impressive model asked to “think harder.” In a good review meeting, the finance person does not merely contribute another opinion. The compliance person does not merely add vibes. The operations person does not simply vote. Each participant keeps pulling the same proposal back toward a different kind of admissibility: budget realism, regulatory safety, technical feasibility, customer usefulness, operational maintainability. ...

A therapist finishes a session. The call ends, the room becomes quiet, and the notes begin. There is the obvious record: what the client said, what the therapist asked, what homework was discussed. Then there is the harder record: what pattern kept returning? Was the client describing low motivation, fear of failure, family obligation, avoidance, self-criticism, or some collision among all of them? And if several patterns appeared, which one might be upstream of the others? ...