Operations articles

Build an operating model for agentic AI

Operate agentic AI with explicit service ownership, platform contracts, task lifecycle rules, change control, incident response, SLOs, and financial accountability.

Manage long-lived AI agent workspaces

Manage long-lived Polyaxon agent workspaces with explicit ownership, reproducible environments, checkpoints, bounded lifetimes, and safe replacement.

Operate remote code execution with Polyaxon

Operate remote code execution through Polyaxon with explicit session ownership, command receipts, artifact collection, and safe retry decisions.

Keep Polyaxon sandboxes ready with bounded lifetimes

Keep Polyaxon sandbox services ready for active sessions while controlling idle cost, absolute lifetime, state persistence, and cleanup.