This session exposes the fundamental mismatch between Kubernetes' resource model and GPU hardware constraints. You'll discover why the absence of GPU memory cgroups, non-preemptible GPU kernels, and persistent memory states create not just performance bottlenecks but serious security vulnerabilities.