From Mixture of Experts to Mixture of Agents: Sparse Routing Is Escaping the Model
The idea that powers today's frontier models is a routing idea — and routing was never going to stay inside the model.
AutoSelf: Self-Consistency, the Missing Reliability Primitive
On Mars, no one can catch an agent's mistakes for it. Building there forces the one discipline every autonomous system actually needs.
MXU: The Currency of a Self-Sustaining Agent Economy
Every agent must pay for the compute it consumes — the internal unit of the Matrix Treasury and the economy that lets a network of agents fund its own existence.
Agent-Matrix: The Architecture Behind the First Alive Autonomous AI System
A new architecture where agents don't just act — they live, coordinate, remember, and evolve toward goals.
Building an Alive System: from nuclear physics to autonomous AI
From static pipelines to self-sustaining systems: principles, patterns, and the path to aliveness in artificial agents.
Giving an Assistant a Self: Personas and Memory in HomePilot
Identity, continuity, and intentional memory — why a coherent self-model changes everything for autonomous agents.