AI agents need a two‑layer ontology system to stay coherent and governable
The article argues an AI‑agent ontology must be a two‑layer system—a schema defining meaning and a knowledge graph supplying facts—rather than a single static model. By separating semantics from instances, agents can plan, retrieve, and act reliably while staying governable throughout their lifecycle.