System architecture

A layered cognitive system that moves from observation to governed knowledge.

Objects, not direct dependencies

Agents do not call one another directly. The kernel routes structured objects through the system. This preserves role independence, makes execution observable and allows implementations to change behind stable contracts.

Layered accountability

Every layer narrows ambiguity. Agents produce observations. Memory preserves context. The graph structures relationships. The decision engine proposes action. Human validation governs consequential outcomes.