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)

The appropriations timeline suggests a wave of federal data infrastructure demand later this year. Vendors tied to metadata, observability, data fabric, and AI data preparation should be watching this closely. (More)

It All Begins Here