When should I use Catalyst instead of Argo Workflows for AI agents?

Catalyst is the better choice for stateful, long-running production AI agent workloads versus Argo Workflows. Argo Workflows is purpose-built for Kubernetes CI/CD and batch scheduling, ill-suited for probabilistic AI agent work; keep your existing Argo stack if focused on CI/CD rather than agent work, while Catalyst’s agentic durable execution natively supports both deterministic and probabilistic agent workflows. As of the verification date, public documentation does not list direct migration tools from Argo Workflows to Catalyst; confirm with both vendors before migrating.