Writing

What I am learning, what I am testing, and what I make of it. Published as it happens, revised when I change my mind.

Articles5 August 20268 min read

Guided progressive mastery: what if AI should make you better, not just faster?

Almost everyone can point to an AI tool that saves them time. Far fewer can say whether they've become more capable because of it — or just more dependent on it. A case for AI that builds skill instead of quietly eroding it.