Walmart’s SuperAgents highlight the surface magic of AI orchestration. But the real value lies beneath: shared semantics, aligned ontologies, and a long-term investment in knowledge graphs that let agents coordinate reliably.

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.