AI ≠ Autopilot — Augment, don’t abdicate

Clarify the landscape → Augment tools → Measure performance → Decide & act.

The loop

Before asking if AI replaces people, ask where it replaces tech and where it should complement experts. Operate the loop: Clarify the tech landscape, Augment the stack, Measure outcomes, Decide & act — then loop.