Distributed Superintelligence


Quantum Computing


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

A million agents is an economy, not a calculator. The boundary conditions of multi-agent systems are no longer defined by computing theory but by game theory, and the failure modes economists named decades ago are already showing up in production.

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.