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The Real AI Competition Is Now at the Infrastructure and Execution Layer

As benchmark differentiation between frontier models narrows, competitive advantage is shifting to the execution environments, developer toolchains, and workflow integration surfaces through which AI agents act — with the additional dynamic that AI systems are increasingly being applied to accelerate their own development and safety work.

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