The “AI will replace 10 per cent of jobs” headline is engineered for clicks, not clarity.

When you audit the primary sources, that number is exposure, not unemployment—and the real story is adoption speed, not doomsday.

If you want a grounded view of what is changing, where it will hit first, and what leaders should do next, this post lays it out.

Map tasks, not titles. Measure adoption, not hype.

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Edward Kiledjian @ekiledjian