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Applied AI·August 3, 2026·1 min read

AI is starting to rewrite the software that made Nvidia untouchable

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If AI coding agents can help generate alternatives to CUDA, Nvidia’s moat shifts from software lock-in to raw performance, ecosystem, and supply. Infra teams should track emerging portability layers and compilers closely—being able to move workloads across accelerators could become real leverage in vendor negotiations.