The biggest advantage in AI hardware may not be the hardware itself.

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Издатель Oct 11, 2026

For years, Nvidia's software ecosystem has been a major reason developers continue building around its GPUs. CUDA makes it easier to develop, optimize and run AI workloads on Nvidia hardware.

That creates a powerful barrier to switching. Even if another company builds a competitive chip, developers still have to adapt their entire software stack.

That's why open-source AI infrastructure matters.

If developers get more tools that make alternative chips easier to use, the industry becomes less dependent on a single hardware and software ecosystem.

The AI chip race isn't just about who builds the fastest processor. It's also about who builds the software developers actually want to use.

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