CONCEPT
AI Practice Framework (Nakamura Reading)
The organizational and personal structures required to preserve vital engagement against the current of AI-accelerated production — the dam Nakamura's framework requires.
An
AI Practice Framework, as articulated through Nakamura's lens, is the set of deliberate structures that preserve the conditions for
vital engagement when AI tools make those conditions optional. The framework operates at three levels: the individual (reflective practices, structured pauses, the discipline of asking whether sessions served meaning or sensation), the organizational (protected mentoring time, sequenced rather than parallelized workflows, community practices that maintain shared standards), and the cultural (educational institutions designed around engagement cultivation, professional communities that shift from functional assistance to developmental sustenance). None of these structures optimize immediate productivity. All of them sustain the condition in which productivity remains connected to meaning.
In The You On AI Field Guide
The term 'AI Practice' was introduced by the 2026 Berkeley researchers who studied AI adoption in working environments. Nakamura's framework reveals that what the Berkeley study called AI Practice is functionally equivalent to what the contemplative traditions called practice itself — the cultivation of specific conditions that produce specific human capacities. The