Hi, I’m winhok.

I’m focused on AI full-stack and Agent engineering: connecting useful product experiences with the systems that make them work.

What I work on

My work spans production AI products, reusable agent runtime infrastructure, multi-agent orchestration and governed retrieval. I’m interested in the points where these systems need judgment: what belongs in a tool, how state survives an interruption, and what makes an answer trustworthy.

The case studies separate implementation decisions from verified outcomes. Some include public source or a recorded demonstration; others document a locally reviewed implementation. Each page explains what is available to inspect.

Browse the case studies

Let’s talk about the work.

For AI full-stack or Agent engineering opportunities, you can find me through the links below.