Blog

Notes on AI, from an optimist who builds.

What's actually happening in AI and AI agents: not the hype, not the doom. One idea at a time.

Jun 15, 2026

Atlas Has a Memory. That Means GEO Is No Longer Stateless.

ChatGPT Atlas remembers the people it browses for, and Google now lets users pick which sources its AI is allowed to surface. Together they kill the stateless query and change what it takes to get recommended.

Mar 31, 2026

ClawdBot is a glimpse into the future, but not ready for prime time

OpenClaw is prone to injection attacks and can cost more than the old way of doing things. But that's not the point. The point is what it's pointing to.

Mar 28, 2026

Does ChatGPT care about your ratings? We checked the data

We spent two weeks analyzing first-party data on what ChatGPT actually uses when recommending products. Ratings matter a lot more than most people think.

Mar 26, 2026

ChatGPT doesn't just use its training data. Here's how it actually decides what to look up

One of the most common objections to GEO is that ChatGPT only updates every few months. That's true, but it's only half the story.