Practical guidance for deciding where AI belongs, what problem it should solve, and which next move makes business sense.
A multi-agent system can be the right architecture. It should not be the starting assumption—or a substitute for understanding the work.
As AI lowers the cost of prototypes and agents, the enterprise bottleneck moves upstream: deciding which workflows merit AI, what authority systems should hold, and what evidence justifies scale.
AI can weaken judgment when people accept its outputs uncritically. It can also clear cognitive clutter and expand who gets to think, test, and build.
New thinking is on the way.