The Social Transmission Gap

The ascending-friction thesis—the idea that AI does not eliminate difficulty but relocates it to a higher cognitive floor—addresses only the individual learner. But every profession, every craft, every form of practiced expertise develops customs for transmitting knowledge from experienced practitioners to novices that are not about information transfer alone. The apprenticeship, the clinical rotation, the articling period, the code-review conversation each serves a function that extends beyond the transmission of technical skills: it transmits the profession’s values, develops the judgment that separates a competent technician from a wise practitioner, and creates the social relationships that sustain the profession as a community rather than a collection of isolated contractors competing for prompts. When the AI tool reduces the novice’s dependence on the experienced practitioner, the cognitive challenge may indeed ascend. But the social dimension of the encounter—the observation of how judgment is exercised under