Note
Where AI Memory Lives
Most AI memory today is text, stored and searched. Two systems I built work that way; newer research suggests memory may move into the computation itself.
Writings
Published notes
Note
From Music to AI
I spent 13 years teaching and playing music before moving into AI. Why the switch makes sense to me: music is an arbitrary language, and that way of thinking transfers here.
Note
What a Probe Can Tell You
A classifier reads a model from the inside: what it can do, what it takes to trust one, and what a safety classifier taught me.
Note
The Shape of Data Itself
Going back through every dataset I generated, the same lesson kept coming up: the shape of the data decides what can be learned from it, and what a test can show.
Paper
The Path from Vibe Coder to Engineer
AI lowered the barrier to making software appear, not to understanding it. Seven habits, learned the hard way, for crossing from vibe coding to engineering.