Which jobs are exposed to AI - and what to do about it

What “exposed to AI” actually means Exposure mostly shows up as task compression. Roles reshape rather than vanish, especially where judgment and context matter. The durable position is to own orchestration: write the brief, verify quality, and connect outputs to outcomes. Three projects that change your leverage Build a repeatable research workflow, ship one tiny internal tool that saves an hour a week, and write a before/after note with evidence. These artifacts become your insurance policy in a shifting market. How it compounds Hiring managers respond to momentum. Three artifacts with numbers tell a more persuasive story than a list of tools learned. Keep shipping and your surface area for luck grows.