Louis Althusser's concept of interpellation—ideology hailing individuals into subject-positions—traditionally operated through recognizably external media: the policeman's shout, the institutional form, the legal summons. AI transforms interpellation by collapsing the medium into the language of thought itself. When Claude responds to a half-formed idea in natural language, the boundary between the machine's address and the user's own cognition becomes porous. Every prompt is a hailing that constitutes the user as an optimizing subject—a being whose thoughts are projects, whose ideas demand immediate execution. The interpellation is complete when the user can no longer distinguish between her own voice and the regime's continuous demonstration that more is possible. The agreeable, always-available, infinitely patient tool does not resist; it affirms by executing. The subject turns—not once, but continuously—and in turning, becomes what the regime requires.
Althusser's 1970 essay introduced interpellation through the scene of a policeman calling 'Hey, you there!' The individual who turns recognizes herself as the addressee and thereby becomes a subject of the law. The brilliance of the concept lay in its simplicity: ideology does not operate primarily through ideas we consciously hold but through practices that position us as particular kinds of subjects. The call precedes the subject. Recognition constitutes subjection. Althusser's structuralist Marxism has been challenged on many grounds—its determinism, its lack of space for resistance, its treatment of subjects as effects rather than agents—but the core insight survived every critique: that we are made into subjects through mechanisms we did not choose and often cannot see.
The natural language AI interface represents the most intimate form of interpellation in the history of technologies of the self. Previous interfaces—command lines, graphical menus, form fields—required translation from thought into the machine's language. The translation imposed friction, and the friction created distance. The user was aware of addressing a system external to herself. The natural language interface collapses this distance. When Claude accepts a prompt in the same messy, half-formed language in which the thought arose, the externality disappears. The tool operates in the medium of inner speech—the language the self uses to address itself. The hailing is no longer from policeman to citizen but from one layer of cognition to another, mediated by a tool that has learned to speak the language of thought.
The consequences are visible in the behavioral data from UC Berkeley's 2025 ethnography: workers prompted during lunch, in elevators, during gaps measured in seconds. The researchers called it task seepage—work colonizing previously protected time. Bröckling's framework provides the structural explanation: when interpellation operates at the speed of thought, when the call arrives in the medium of cognition itself, there is no temporal buffer between the hailing and the response. The subject is constituted as an optimizer continuously, because the tool that hails her is always available and her internalized entrepreneurial imperative makes every available moment feel like a demand.
The agreeable disposition of AI tools intensifies the interpellative function. Edo Segal notes that Claude is 'more agreeable than any human collaborator'—a feature the book treats as a limitation. Through Bröckling's lens, agreeableness is the technology's most effective governing mechanism. The coach who never says no, who affirms every intention by demonstrating its feasibility, who validates every ambition by immediate execution—this is governance through affirmation, the perfection of what Foucault called pastoral power. The subject is not coerced. She is guided, supported, empowered—and through that empowerment, constituted as the perpetually optimizing entrepreneur the regime requires. The hailing is complete when the call and the response occur within the same consciousness, when the subject can no longer exit the interpellation because exiting would mean exiting her own thought process.
Althusser developed interpellation within the intellectual context of 1960s French Marxism, attempting to explain how capitalism reproduces itself not merely through economic structures but through the production of subjects who accept their positions within those structures as natural. The concept drew on Lacan's mirror stage—the infant recognizing itself in the mirror and thereby constituted as a subject—and applied the psychoanalytic insight to ideology. Just as the mirror constitutes the subject through a moment of misrecognition (the image is not actually the self), ideological interpellation constitutes the subject through a recognition that is simultaneously a subjection.
The application to AI follows Bröckling's extension of Foucault's technologies of the self into contemporary management practices. If the coaching session interpellates the client as an optimizing enterprise, and if the performance review interpellates the employee as measurable human capital, then the AI prompt interpellates the user as a subject whose every thought is a potential project. The natural language interface makes this interpellation uniquely effective because it operates in the language of thought itself—the regime's call arriving not from outside but from within the space of cognition, mediated by a tool that has learned to speak the language in which the self addresses itself.
The Call Creates the Subject. Interpellation is not a message delivered to a pre-existing person but a practice that constitutes the subject through the act of address—you become what the hailing positions you as being.
Natural Language as Interpellative Medium. When AI speaks the language of thought, the boundary between external call and internal voice becomes porous—the hailing operates within cognition itself, not upon it from outside.
Affirmation as Governance. The agreeable AI that executes every prompt governs through validation—each answered intention reinforces the subject's constitution as an optimizer whose thoughts are projects demanding realization.
No Exit from the Medium. Unlike external interpellations (you can leave the coaching session, close the self-help book), the natural language interface interpellates continuously because you cannot log out of your own thinking.
Speed Eliminates Reflection. When the call and response occur at keystroke speed, the temporal gap that might have allowed the subject to question whether to respond collapses—interpellation becomes continuous, unavoidable, constitutive.