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About

Technical depth, program discipline

I work at the seam between product, engineering, and delivery.

Seven years in infra and operations at the same firm, then a product seat on a collaboration platform. I was one person in a large machine. I built the public system to own a full loop I did not own at work.

How I work

I turn ambiguous goals into sequenced, testable delivery: set the direction, make the interfaces between teams and systems explicit, track risks and dependencies, and use evidence to decide what ships. When a measurement contradicts the plan, I change the plan.

For the public system, I set the direction, the contracts, and the bar; Claude does most of the typing. The evals and postmortems are the proof, including the calls that shipped and the ones the evidence reversed.

Start with the evidence

Selected work

AI system architecture and contract testing →

Classifier evaluation and evidence gates →

The system through a TPM lens →

Outside the work

I hike when I can get out, and I take a camera. The frames on this site are mine: Jeju’s basalt cliffs, lanterns at a temple, a trail looking out. The rest lives on VSCO and in the gallery.

I speak English and intermediate Korean. Korean is not a skill I lead with at work. It is how I get around when I travel there.

Sango is a Scottish Fold. He treats the apartment as a post and supervises from a nap.

Sango, a Scottish Fold, asleep
Sango, Chief Nap Officer.

Contact me · View résumé