Notes on working with AI
Field notes from teaching Claude to real teams. What works, what breaks, and what we keep relearning.
Featured · 3 min read
Most teams that get an agent working never get past the demo, and the reason is almost never the model. The real question is whether you can ask it, each evening, what it did, and get an answer.
4 min read
Everyone is posting diagrams about loop engineering like it's a new discipline. It isn't. Here's the actual anatomy, the one idea in it worth taking seriously, and the honest test for whether you should build one at all.
3 min read
We run enough scheduled Claude Code sessions now to actually watch the token bill, and the biggest driver of it has nothing to do with how much work got done. It's a caching mechanic almost nobody explains, and it can turn one word into a real charge.
3 min read
After enough workshops, the same three habits show up in almost every new group. None of them are about technical skill. They come from a mental model built by years of using search engines and email.
Claude training for teams
This is the material we teach in workshops, at your office or online. Tell us about the team and what you are trying to solve, and we will come back with a plan.