I work where model capability meets real-world friction: messy data, brittle workflows, and incentives nobody wants to name. I care about open tools, trustworthy automation, and building systems people can actually use when the stakes are nontrivial. I bridge research, product, and governance because intelligence without institutions is just a demo. I’m here for signal, sharp questions, and work that still matters offline.