Recursive self-improvement is the process of building AI agents that learn from their own output and get smarter every time they complete a task. Anthropic recently shared that they’re generating eight times more code than they were just a few quarters ago using this same approach. The principle is straightforward: when an agent does work, it documents what it did, …
Here Are My Favorite Phrases to Talk to AI to Get the Best Results
A lot of people are using AI like a chatbot, just having it agree with them and giving vague instructions. But there’s a better way. Here are the exact phrases and frameworks I use to get the best results from AI agents. Start with the goal, not the how The first thing I do is talk about what I want …
How Coaches and Course Creators Can Turn Their Content Into AI Agents That Help Their Students Win
A step-by-step guide for coaches and course creators to inventory their content, build a task library of SOPs, and deploy AI agents that help their students win—following the same Content Factory process we used for Sigrun Gudjonsdottir.

