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Squeeze Evolve: When AI Stops Thinking Alone and Starts Allocating Intelligence

Budget is where many impressive AI demos go to become ordinary software. A model can reason longer. It can sample more. It can revise itself, compare candidates, aggregate outputs, and repeat the whole ritual until the invoice starts looking like a small infrastructure project. The obvious response is to ask whether the strongest model should simply do all of this work. Obvious, yes. Economically elegant, not quite. ...

April 11, 2026 · 21 min · Zelina