How to track AI tooling changes without drowning in noise

The pace of AI tooling makes it easy to feel behind. The cure is not more scrolling. It is a small, deliberate process that surfaces what changed and lets the rest pass.

Follow the primary sources for the few tools you actually use, which usually means their documentation and official changelogs. Primary sources tell you what shipped and how to use it, without the hot takes that add noise and sometimes error.

Set a fixed time to review, once a week is enough for most engineers. Ask one question of each update: does this change how I would do my work. If yes, try it on a real task. If no, note it and move on.

Depth beats breadth. Knowing one tool well is worth more than a shallow awareness of ten, and it compounds faster.