Scale: The Three Dials
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State
Once layers, bends, descent, and blame exist, capability scales with two purchasable quantities — examples and computation — and the field reorganized around buying them.
Show
More knobs mean more expressible patterns and more overfitting appetite; feeding both multiplies data by steps by knobs.
Watch for
The 2010s milestones changed the budget, not the ideas — every mechanism was already in this unit.