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Migrate all production container runtime stages from Debian/Ubuntu upstream to NVIDIA's hardened Ubuntu base image for supply chain consistency. - Dockerfile.ci: ubuntu:24.04 -> nvidia base - Dockerfile.server: debian:bookworm-slim -> nvidia base (runtime stage) - Dockerfile.base (sandbox): python:3.12-slim-bookworm -> nvidia base with system Python 3.12 from Ubuntu Noble repos - Dockerfile.cluster: convert from single-stage rancher/k3s to multistage build extracting k3s artifacts onto nvidia base Closes #244