Taylor's intellectual formation combined unschooled childhood (she was homeschooled in Athens, Georgia, and never attended conventional school) with later academic engagement at The New School and Brown University. This trajectory positioned her to critique institutional education's assumptions while possessing the scholarly rigor to make the critique substantive. Her work consistently examines the gap between democratic rhetoric and plutocratic reality, between technological promise and exploitative practice, between the language of liberation and the structure of control. The fauxtomation concept belongs to this larger project of naming what power conceals.
Her engagement with Cowan's work was explicit and sustained. The 'Automation Charade' essay opens with domestic technology as paradigm, quoting Cowan directly and applying the household paradox to platform labor. Taylor recognized that the washing machine's lesson—that labor-saving technology serves capital more reliably than labor—had been forgotten or ignored by the digital revolution's enthusiasts, and that relearning it was urgent. Her contribution was demonstrating that the lesson applied at global scale: the platform economy's 'automation' was substantially labor redistribution from visible employees in wealthy countries to invisible contractors in poor ones.
Taylor's political commitments distinguish her from purely academic critics. The Debt Collective, which she co-founded, organized debtors—particularly student debtors—as a class with collective interests. The organizing work embodied the principle her criticism articulated: that structural problems require collective structural response, that individual solutions to social problems are inadequate, and that the people bearing the costs of technological transition must be the ones building the institutions that govern it. The principle applies directly to AI governance: the workers absorbing shadow labor, the displaced data laborers, the junior employees assigned to 'easy' evaluation tasks—these are the constituencies whose voice must shape the consumption junction, not as tokens in stakeholder consultations but as architects of the structures that will govern their own working lives.
Taylor's critique of automation emerged from her observation that the digital platforms presenting themselves as efficiency marvels were, on closer inspection, labor exploitation machines dressed in algorithmic clothing. The appearance of automation served to justify labor conditions—piece rates, no benefits, algorithmic management—that would have been illegal if applied to formal employees. By calling the labor 'gig work' and the relationship 'independent contracting,' platforms avoided labor law while extracting labor at scale. The fauxtomation concept made this dynamic visible by insisting that the automation was substantially fake and that the fakery served specific economic interests.
Her work gained urgency during the 2020s AI deployment, when the automation narrative intensified despite the technology's dependence on massive hidden labor forces. Data annotation, content moderation, and RLHF work expanded even as AI companies marketed their systems as increasingly autonomous. Taylor's framework provided the vocabulary to name the contradiction: the more 'autonomous' the AI appeared, the more human labor was required to produce the appearance, and the labor was hidden more thoroughly to maintain the illusion that the machine worked alone.
Automation is often a charade. Technologies presented as autonomous frequently depend on hidden human labor whose invisibility is functional—maintaining the illusion serves the platform's economic interests while exploiting the hidden workers.
Labor is redistributed, not eliminated. Self-service platforms transfer work from paid employees to unpaid users; AI systems transfer evaluation work from designers to end users and training work to invisible Global South laborers—the total labor persists, the distribution changes.
Debt as organizing principle. Student debt, medical debt, and the debt economy generally function as mechanisms of social control—organizing the Debt Collective as a counterforce demonstrated that the people bearing these burdens could claim collective power.