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AI-Ready Infrastructure Starts with Data, Not GPUs

calendar_today June 3, 2026 person Janakiram MSV domain portworx

An AI-ready infrastructure strategy starts with the data layer, not the GPU layer. Enterprises invest billions in accelerated compute while training datasets and inference caches remain on storage unsuited for AI access patterns. This mismatch results in idle hardware, stalled pipelines, and missed project targets.

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