Kubernetes is an open-source platform that automatically deploys, scales, and manages containerized applications across many servers. For AI teams, it is the machinery that keeps models running in production: if a fraud detection service at a bank suddenly receives ten times more traffic, Kubernetes spins up more copies; if a server fails, it restarts the workload elsewhere. Think of it as an operations manager for software, constantly monitoring, replacing, and rebalancing.