writing

occasional essays. mostly data-science-adjacent.

▸ The Tutor That Refuses to Answer

On AI tutors, the outsourcing trap, and a learning system whose one unbreakable rule is that the struggle stays mine.

Why ranked stopped feeling good: zero sum ladders, positive sum hobbies, and the slow migration between them.

A meditation on pattern recognition, and what physics might have to say about how to live.

Why fundamentals still matter in the age of agentic AI.