Product-minded design engineer. I help early-stage teams execute fast and build polished software experiences.Product-minded design engineer. I help early-stage teams execute fast and build polished software experiences.

Turning agent quality into a measurable surface: rubric design, trace review, golden tasks, and regression checks that survive model churn.

Making products legible to crawlers and answer engines with entity maps, answer-first pages, schema structure, and source-worthy content systems.

Controlled execution environments for agents: fixtures, sandboxes, logs, permissions, and repeatable task runs you can inspect after the fact.

Product loops that connect observation, decision, action, and learning so systems improve without forcing users to babysit every turn.

Goal structures that turn ambiguous intent into scoped objectives, checkpoints, progress signals, and completion criteria an agent can actually use.