Deployment

Practical guides, tutorials, and updates from the Polyaxon team.

Latest articles

The latest guides, tutorials, and product updates.

Roll out a new model when every GPU is occupied

Plan GPU inference rollouts around surge capacity, temporary reduced availability, model warmup, and request draining with a worked Deployment scenario.

Aug 17, 2026

KubernetesInferenceDeployment

Deploy AI agents as Polyaxon services

Package and deploy an AI agent as a Polyaxon service with explicit ports, health checks, scoped connections, and release evidence.

Nov 7, 2025

AI AgentsDeploymentServices