How to Keep Up With AI News Without Losing Your Mind

2026-10-12 · Field Guide

Every week brings a dozen "game-changing" AI announcements. Most are not. Here is the filter system we use to write this site without drowning.

Three tiers of news

Most outlets blur these tiers because "game-changing demo" outperforms "useful update shipped". Do not let them.

Sources worth a daily check

Official changelogs and research blogs beat secondhand summaries every time. One good aggregator (hi) plus the primary sources is a complete diet. Doom-scrolling seventeen hot takes adds heat, not light.

The vaporware smell test

Benchmarks without names, demos without dates, "up to" numbers doing heavy lifting — classic patterns. When a claim matters to you, wait a week: real releases pick up independent reviews, vaporware picks up silence.

We sort every story on this site into those tiers — check the Models feed for what actually shipped this week.