Practical AI Over Theatre

AI is most useful when it improves thinking, speed, or execution without demanding its own ceremony. I'm far less interested in performative "AI strategy" than in the quieter question: where does it actually make useful work better?

For me, the answer usually sits across ideation, planning, development, review, and analysis. It helps when the work is messy, the options are broad, or the first draft needs to exist quickly enough to be tested. It is not magic. It is leverage.

The important bit is restraint. If a workflow becomes more complicated because AI has been inserted into it, that is usually failure wearing a novelty badge. Practical AI should reduce friction, increase useful output, or sharpen judgement. Otherwise it is just theatre with better branding.

Useful beats impressive.