Stop Managing Infrastructure: A New Way to Deploy AI Agents and Models
DataRobot, Tuesday, August 18th, 2026
DataRobot's Workload API replaces Kubernetes YAML and tickets with one spec file and one command to reach a live URL.
DataRobot contrasts two paths to running an agent as a production service. On Kubernetes it means five YAML files, a few hundred lines between them, and in most enterprises a ticket in someone else's queue.
On DataRobot's Workload API it means one spec file, one command and roughly five minutes to a live URL.
There are no manifests, no kubectl and no namespace management for the team deploying the agent. The post positions the API as removing the infrastructure step that sits between a working agent and a deployed one.