Notes on building useful AI products and systems.

Short, practical writing. No big claims. Mostly product thinking, engineering lessons, and what I am seeing while building.

Why AI product builders should care about WebMCP

WebMCP is not only a technical idea. It is a product UX signal for websites where human users and AI agents work together.

A practical note for founders on AI product development, LLM app development, user control, useful UI, evals, logs, and software boundaries.