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The article explores how Enterprise Linux will anchor the next wave of AI: hardened, compliant platforms optimized for GPUs and accelerators; container-native MLOps on Kubernetes; hybrid and edge deployments; automated observability and lifecycle management; supply‑chain security and SBOMs; and open‑source ecosystems. It outlines roadmaps, best practices, and how EL distros will turn AI pilots into production at scale.