a:["$","main",null,{"className":"flex flex-col items-center px-6 py-16","children":["$","div",null,{"className":"max-w-3xl w-full space-y-8","children":[["$","div",null,{"className":"text-sm text-zinc-400","children":["$","a",null,{"href":"/archive","className":"underline underline-offset-2 hover:text-zinc-600 dark:hover:text-zinc-300","children":"← All issues"}]}],["$","header",null,{"className":"space-y-2 pb-6 border-b border-zinc-200 dark:border-zinc-800","children":[["$","h1",null,{"className":"text-3xl font-bold tracking-tight text-zinc-900 dark:text-zinc-50","children":"Open Beats Closed, Edge Beats Cloud: AI's Great Efficiency Revolution"}],["$","time",null,{"dateTime":"2026-04-16T00:00:00+00:00","className":"text-sm text-zinc-400","children":"April 16, 2026"}],["$","p",null,{"className":"text-lg text-zinc-600 dark:text-zinc-400","children":"Gemma 4, Mistral Medium 3, and on-device inference are quietly resetting AI economics — why the open-edge stack is suddenly the cheap path to production."}]]}],["$","article",null,{"className":"prose dark:prose-invert max-w-none","dangerouslySetInnerHTML":{"__html":"

Gemma 4, Mistral Medium 3, and on-device inference are quietly resetting AI economics — why the open-edge stack is suddenly the cheap path to production.

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Open Beats Closed, Edge Beats Cloud: AI's Great Efficiency Revolution

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— Bhanu @ superml.dev

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