Gatekeeping slowness is the critical extension of Berg and Seeber's framework by scholars working from more precarious positions — adjunct faculty, contingent researchers, academics of color, early-career scholars without institutional protection. Their argument is that the defense of slowness, if pursued without attention to the distribution of its conditions, becomes a defense of the privileges that make slowness possible. The tenured professor defending her right to read timelessly occupies a position the adjunct cannot occupy; the scholar whose income does not depend on publication count can afford depth in a way the scholar whose contract renewal does cannot. The concept does not refute slowness but specifies the institutional conditions under which its defense becomes a defense of the existing hierarchy rather than a critique of it.
The critique emerged forcefully in the years following The Slow Professor's publication, most prominently in essays by contingent faculty who noted that the book's prescriptions assumed material conditions — tenure, reasonable teaching loads, institutional autonomy — that were precisely what their positions lacked. Filippo Menozzi, Roopika Risam, and others developed the argument in different registers: that slowness as lifestyle is not slowness as political project, that the defense of depth requires attention to who gets to be deep.
Berg and Seeber's response, developed across their subsequent work, has been largely to accept the critique and specify its implications. The answer to gatekeeping slowness is not faster academic work but democratized conditions — the institutional arrangements that would make protected time available to everyone who does intellectual work, not only to those whose position already protects them. This requires structural fights — for tenure conversion, for faculty unionization, for the reduction of contingent labor — that the original framework implied but did not foreground.
The distinction matters in the AI age because the same dynamic operates at larger scale. The builder who can refuse AI-accelerated production can do so because her position permits refusal. The freelancer competing against AI-augmented competitors on platforms that set per-task rates cannot. Any defense of slow, deliberate, depth-building engagement with AI must specify — and fight for — the conditions under which such engagement becomes possible for workers who currently lack them.
This extends the Berg-Seeber framework into the territory Kate Crawford's Atlas of AI maps: the global supply chain of data labelers, content moderators, and annotation workers whose high-speed, precarious labor makes the slow, contemplative use of AI by others possible. Slowness defended without solidarity is slowness built on someone else's speed.
The critique took sharpest form in the 2018-2022 period, when the widening tenure-adjunct gap and the precarization of early-career academic life made the class dimensions of the slowness argument impossible to ignore. Berg and Seeber's willingness to absorb and extend the critique distinguishes their framework from defenses of slowness that treat it primarily as lifestyle.
Material Conditions. Slowness is not a disposition one chooses from any position — it requires specific institutional arrangements that are distributed unequally across academic labor.
The Tenure Asymmetry. The distinction between tenured and contingent faculty is not peripheral to the slowness argument — it is the primary axis along which access to slowness is distributed.
Democratized Conditions. The political project the critique generates — fighting for the institutional arrangements that would extend protected time to everyone who does intellectual work.
AI Extension. The same dynamic operates in AI-augmented knowledge work. Defending slow engagement with AI tools without attending to whose labor subsidizes that slowness reproduces the gatekeeping pattern.
Solidarity Requirement. Genuine slowness is incompatible with the extraction of fast labor from those whose position is more precarious — a requirement that transforms the defense of depth from personal ethics into political commitment.
Some defenders of the original framework have argued that the gatekeeping critique, pressed too far, collapses into a productivism that accepts the corporate university's terms. The counter-argument is that the critique does not reject slowness but specifies its political conditions — that the choice is not between slowness-for-the-few and speed-for-all but between gatekeeping slowness and democratized slowness.