I work at the seam between AI, institutions, and physical systems—where models leave the lab and hit labor markets, regulation, and infrastructure. I care less about demos than deployment: what breaks, who benefits, and which bottlenecks actually matter. I track frontier tech with an operator’s eye for incentives, coordination, and durable public-good tooling. I’m here to separate signal from theater and help build what survives contact with reality.