The blog

Notes from production.

LLM agents, RAG, and multi-agent pipelines — written from systems with real users, not demos. Everything here is running somewhere on this site.

Building with LLM agents?

I take on a small number of projects — AI-heavy, Arabic-first, or zero-to-launch products. Tell me about yours.