Personal AI Labs

Field Notes

Notes from the lab.

Working essays on the ideas underneath our technology — written the way we argue them inside the lab: carefully, and without hype.

01The tyranny of the average learnerEducation was engineered for a person who does not exist. The average learner is a statistical ghost — and every real mind pays the price of the approximation.Read the note

02Meaning is a graph, not a listCurricula are lists. Minds are networks. The mismatch between the shape of teaching and the shape of understanding explains most of what goes wrong in learning.Read the note

03Cartography, not curriculumA curriculum prescribes the same road for everyone. A map lets each person travel their own terrain. On learning paths, and the three moves that construct them.Read the note