About

I'm Michael Shafir, a software architect. I spend my time on the shape of systems — how the pieces divide, where the seams go, and which decisions are expensive to reverse later.

Lately that work has been about AI: what changes when a language model is a component in your architecture rather than a product on top of it, and which of our habits survive the transition.

Elsewhere

• GitHub — @mshafir