Precision liquid cooling is no longer niche

This may be the most commercially actionable early signal in the issue. If agencies want AI inference or GPU-dense workloads inside existing environments, cooling constraints will surface quickly, which makes liquid cooling and modular retrofits immediate infrastructure issues rather than future ones. (More)

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The contracting bottleneck may become a spending wave

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AI-ready data governance could become a September procurement trigger