Notes on shipping AI that actually works.
Essays on AI architecture, agents, RAG, evals, and the boring middle of getting AI into production.
Top articles & recent
The shape of an AI architect
What separates AI-native builders from prompt tinkerers — and why the next decade of software needs more of the former.
Shipping Claude Code for real work
A field report from running Claude Code on production codebases — what worked, what didn't, and the rituals I keep.
Websites that grow with the brand
A modular Webflow system that lets non-technical teams ship pages without breaking the design.
Read more from the archive
From design to deploy in 48 hours
A playbook for shipping high-fidelity landing pages under extreme time pressure without cutting corners on accessibility or performance.
Why I still reach for Webflow
In an era of AI-generated React components, Webflow remains the fastest path from idea to editable marketing site for non-technical teams.
Building AI agents that don't hallucinate
Retrieval, guardrails, and human-in-the-loop design patterns that keep production AI agents grounded and trustworthy.