Decoupling of Learning and Producing

Eleanor Gibson's research on perceptual learning established that the organism learns through the same engagements through which it acts. The infant learning to crawl does not first crawl in a simulation and then crawl for real; she learns by crawling. The builder who debugs a race condition does not first study race conditions abstractly and then encounter them; her perceptual differentiation develops through the debugging itself, with the productive activity and the developmental activity fused. The apprenticeship model across every skilled trade in human history embedded learning inside production: the apprentice learned by doing the work, and the friction of the work was the mechanism of the learning. The AI-augmented environment dissolves this coupling. The builder can now produce without undergoing the exploratory engagement that historically drove differentiation. The production looks identical — the output is shipped, the feature works, the metric registers. The learning has not occurred. Whether this