About

My background crosses protocol design, infrastructure, real-time machine learning, long-form writing, and formal research. What connects those domains is not résumé variety. It is a recurring problem: how do you preserve signal, coordination, and durable value when the surrounding environment becomes noisy, strategic, or adversarial?

I came into technical work through music. Long before I was thinking about threat models or distributed systems, I was thinking about counterpoint, tension and resolution, invariants, motion, and form. That training never disappeared. It still shapes how I approach engineering, research, and writing.

In practice, that has meant building privacy-preserving and adversarial systems, working on distributed ML and secure infrastructure, shipping latency-sensitive detection systems, and writing about verification collapse, synthetic media, money, sovereignty, and institutional drift. It has also meant originating the public properties, research programs, and knowledge infrastructure described on this site — AfterFiat, Eschatology Report, Capability Commons, GAMUT — each built from scratch rather than inherited or curated.

I am not interested only in software abstractions. I care about the systems households and communities actually depend on: power, water, shelter, repair, tools, local competence, and the transmission of usable knowledge. That concern is not theoretical. It shapes where I live, what I build, and what I teach. It sits directly behind Capability Commons. Public capability is not a side interest. It is part of the same broader architecture.