The critique has specific material grounding. In North American universities, tenured faculty compose an increasingly small fraction of the teaching workforce; adjunct and contingent faculty teach most undergraduate courses, often at wages below the poverty line, without benefits, security, or institutional autonomy. These academics cannot read timelessly because their income depends on teaching loads incompatible with timeless reading. They cannot refuse the productivity regime because the regime determines whether their contracts are renewed.
The AI transition generalizes this critique beyond the academy. The freelancer on a platform that pays per-task rates cannot refuse AI augmentation when her competitors have adopted it — she will simply be outbid. The contract developer whose hourly rate is benchmarked against AI-accelerated output cannot insist on slow, careful work without being priced out. The structural condition of refusing AI acceleration, like the structural condition of academic slowness, is economic security independent of current productivity.
The conclusion the critique draws is political. Defending slowness as a personal practice while ignoring its material conditions reproduces the hierarchy. Defending slowness as a democratic right — one whose conditions must be extended to everyone who does intellectual or creative work — transforms it from lifestyle into political project. This requires specific structural fights: for tenure conversion in the academy, for labor protections in creative industries, for the social insurance arrangements that make refusal economically survivable.
The critique has been largely absorbed by Berg and Seeber in their subsequent work, but its implications for the AI discourse remain underdeveloped. You On AI's prescriptions of individual discipline and organizational stewardship, read through this framework, presuppose material conditions — economic security, institutional autonomy, professional standing — that most knowledge workers do not have.
The critique crystallized in the 2017-2020 period through essays by Roopika Risam, Filippo Menozzi, and others, and in extended conversation on academic Twitter during the years when that platform still served as substantive intellectual infrastructure. The AI-era extension of the argument has been pressed by critics of You On AI's democratization claims, including Kate Crawford's work on the labor foundations of AI.
Material Conditioning. The capacity to work slowly is materially conditioned — requiring specific institutional arrangements that are unevenly distributed.
The Platform Worker Case. The freelancer competing against AI-augmented workers on platforms that set per-task rates exemplifies the generalization: refusing acceleration requires economic security the worker lacks.
Refusal as Luxury. When refusal requires conditions most workers lack, celebrating refusal without fighting for those conditions functions as class signaling.
The Political Alternative. The constructive response — treating slowness as a right to be extended rather than a privilege to be defended — which requires specific structural fights over labor protection, social insurance, and institutional design.
Solidarity Requirement. Genuine slowness is incompatible with extraction of fast, precarious labor from others — a requirement that transforms the defense of depth from personal ethics into political commitment.