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The Last Mile of Digital Transformation: Where Enterprise AI Either Survives…or Fails
The industry is still debating model performance. But at enterprise scale, AI rarely fails at the model layer. It fails at the integration, governance, and adoption layers. After 15+ years leading hybrid cloud and IT-OT modernization in regulated, infrastructure-heavy environments, I’ve seen the same pressure points repeat across industries. Different sectors. Same physics. 1️⃣ The…
Utilities are the AI Kingmakers: Why Physics Always Wins the Negotiation
Utilities are the AI kingmakers…and the tech world is about to find out that Physics doesn’t care about your GPU roadmap. We’re watching a structural shift. The recent PJM capacity auction cleared with a 6,516 MW shortfall. Prices spiked nearly 900%…jumping from $28.92 to $269.92/MW-day. This is the loudest reliability signal we’ve seen in decades…
What Really Powers AI: Inside the Modern GPU Data Centers That Give It Space to Think
Most people meet AI at the surface…a chatbot response, an image, a dashboard, a demo.But the real intelligence…the part that trains for weeks, syncs gradients across thousands of GPUs, and responds in milliseconds…lives in a place most people never see. Inside the AI data center. Not just the cloud…but racks and rows of accelerated systems,…