Recent research indicates that 82% of organizations now use Kubernetes for production, with two-thirds specifically leveraging it for AI inference. While AI-generated code creates new bottlenecks in DevOps and security, platform engineering teams are expanding to provide safe guardrails for both human and non-human developers.