AI agents that work with knowledge graphs aren’t just operating inside a static environment — they’re helping to build it. This co-creative relationship mirrors the dynamics of active inference, where intelligence emerges from continuous interaction between beliefs and reality. The real differentiator isn’t better algorithms, but better ontologies — clearer models of the world aligned with organisational strategy.