Blueprint

Reinforcement Learning for Privacy: Training Local Models on the Anonymization Frontier

It Begins with Privacy

Verifiable MCP Servers

Sovereign Agents

Reflections // 2049 : Autonomous pipeline

Verifiable Games: Trust Anchors in the Age of AI

Reality Oracles: Verifiable Data as the Catalyst for AI Coordination
