Distributed Superintelligence


Quantum Computing


Essays on interesting problems in scaling-out infrastructure for non-deterministic systems // LINK

The Internet moves bits, which can be copied freely. Quantum networks teleport state between nodes by consuming entangled photon pairs – a primitive that classical protocols were never designed to handle.

Class of 2026 is joining a multi-agent-human team. Their value is in knowing what to build, exercising judgment, convincing others, and owning the outcome. Four things our curricula were not designed for.

Humans: 100%. Frontier models: below 1%. ARC-AGI-3 shows where individual silicon intelligence sits on the vertical axis, and why that makes the horizontal axis — shared context, coordination, collective reasoning — more urgent.

AI operates inside the boundary of recorded human knowledge. Quantum simulates physical law directly. A foundational difference, and the problems and approaches that align to each.