Writing on AI Governance, Agentic Safety Architecture, Design System Migrations, and Performance Engineering.
A 46KB animation library for twelve shapes. The build-vs-buy math that said write the tiny requestAnimationFrame engine instead, and when that call is the right one.
The obvious way to morph an SVG shape tears it apart. Why it breaks, and the least-squares transform fit that makes the animation actually work.
Most migrations are a person reading a guide and hoping. This is the engine that automates it: five-factor confidence scoring, ratcheted state transitions, and gates that never roll backward.
AI design tools succeed or fail on one variable: whether the model is told what to do or can query what is actually known. The distinction that predicts output quality.
