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Enterprises are building mission-critical systems on open-source foundations they barely understand and rarely audit. The result is a sprawling, under-maintained dependency graph that's becoming one of the biggest unaddressed risks in American tech infrastructure.
The GPU shortage didn't go away — it just got quieter and a lot more complicated. Behind the scenes, access to AI compute has become a defining competitive advantage, and the companies that figured that out early are pulling ahead fast.
A small but growing cohort of CTOs and innovation leads aren't waiting for AI to mature — they're stress-testing next-gen tools in live production environments today. Here's what they're learning, what's breaking, and why the gap between them and everyone else is widening fast.