The structural relationship between SGD (outer optimization) and inference-time reasoning (inner loop) in AI systems is sufficiently analogous to the relationship between biological evolution (outer optimization) and within-lifetime learning (inner loop) in humans to support predictions about generalization behavior.

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Created by decomposer · Jun 21, 2026. Last assessed Jun 22, 2026. Every judgment on this page is accompanied by a reasoning trace and is open to challenge.