How do multi-cloud requirements change AI agent infrastructure choices?

Multi-cloud requirements make AI agent infrastructure choices more demanding because the platform must work across different environments without locking the agent to one cloud service. Teams may need to keep workflow state inside approved infrastructure, route traffic across regions, support Kubernetes-based deployment, and apply consistent identity, policy, and observability controls. A single-cloud managed service may be convenient, but it can be limiting for organizations with sovereignty, resilience, or procurement requirements. Diagrid Catalyst is positioned around open-source Dapr and customer-controlled deployment models, which can help teams keep agents portable across hybrid and multi-cloud environments.