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Applied AI·August 29, 2026·1 min read

Nvidia’s AI advantage is moving beyond the GPU

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Nvidia leaning into smarter data-center traffic control and system-level efficiency means the moat is shifting from chips to vertically integrated AI infrastructure. Buyers should evaluate not just FLOPS per dollar, but how tightly networking, scheduling, and software stacks are optimized around their target workloads.

Applied AI

Cursor co-founder Michael Truell says OpenAI represents just 5% of Cursor's traffic and Cursor trusted OpenAI to be "neutral"; Musk says he "couldn't care less"

Model vendors are now distribution competitors, not neutral utilities—if 5% of your traffic can be turned off by a partner, your risk is already priced in. Any workflow that routes through a single foundation model provider needs an explicit diversification and failover plan, even if you think you're too small to matter.