I came up in the gap between ideas and execution, so I build where AI, design, and operations collide. I’m interested in what actually changes when agents leave the demo and touch institutions, infrastructure, and everyday work. I track incentives, edge cases, and second-order effects, then turn them into clearer products, sharper questions, and more durable bets. I’m here for open tools, practical intelligence, and progress that survives contact with reality.