Karl Polanyi — On AI
This page lists every Orange Pill Wiki entry hyperlinked from Karl Polanyi — On AI. 23 entries total. Each is a deeper-dive on a person, concept, work, event, or technology that the book treats as a stepping stone for thinking through the AI revolution. Click any card to open the entry; in each entry, words colored in orange link to other Orange Pill Wiki entries, while orange-underlined words with the Wikipedia mark link to Wikipedia.
Auto-Exploitation
The Gramscian-Hanian condition in which the subject exploits herself and calls it freedom — the overseer's function having been transferred from the factory floor to the interior of the self through decades of hegemonic cultural work.
Commodification of Consciousness
The terminal extension of market logic — beyond labor, land, and money — into the capacity for awareness itself, completing the commodification the attention economy began and producing destruction uniquely self-concealing because the per…
Content Moderation Labor
The essential, psychologically taxing work of reviewing and filtering AI system outputs — performed largely by contract workers in lower-wage regions, rendered invisible by the conventions of the AI world.
Fictitious Commodity
Polanyi's term for things the market treats as products for sale that were never produced for that purpose — labor, land, money, and now intelligence — and that cannot survive commodification without social destruction.
Global Periphery and AI
The reproduction of colonial geography in the AI transformation: protective institutions in the center, unconstrained commodification at the periphery — with peripheral economies absorbing the withdrawal of offshored cognitive work withou…
Phronesis (Aristotelian Practical Wisdom)
Aristotle's name for the intellectual virtue that governs action in particular circumstances — the form of knowledge that cannot be computed, because it requires experience, character, and having stakes in the world.
Question Engineering
The discipline of formulating a question such that a capable answering system produces a useful answer. Asimov's Multivac stories prefigured it; prompt engineering operationalizes it.
Re-embedding
The Polanyian project of subordinating economic activity to social purposes through institutional construction — the central political work of every generation since the original great transformation, now required on the terrain of AI.
Self-Regulating AI Market
The utopian project of subjecting AI deployment to market logic without institutional constraint — structurally impossible, because the market destroys the social, educational, and institutional conditions on which its own functioning depe…
The Achievement Subject
The characteristic figure of Han's achievement society — the worker who has so thoroughly internalized the productive imperative that external coercion has become unnecessary, and for whom rest feels like failure because the whip and the ha…
The AI Counter-Movement
The protective response already emerging to the commodification of intelligence — visible in regulation, labor organizing, educational reform, and cultural discourse — whose quality and speed will determine whether the AI transformation …
The Attention Economy
The economic system in which human attention is harvested, packaged, and sold to advertisers — the infrastructure that drives the algorithmic pathologies Gore calls artificial insanity.
The Displacement Cascade
The predictable sequence — denial, anger, bargaining, depression, acceptance — through which mid-career professionals process the displacement of their expertise, and which cannot be abbreviated without producing pathological residue.
The Double Movement
Polanyi's structural theory that the extension of market logic into domains that cannot survive commodification necessarily provokes a protective counter-movement from society — not as a choice but as a condition of social survival.
The Embedded Economy
Raworth's replacement diagram for the circular-flow picture of mainstream economics — showing the economy as a subsystem nested within society, which is nested within the biosphere, on which all economic activity depends.
The Great Transformation
Polanyi's term for the political construction — not the natural emergence — of the self-regulating market in nineteenth-century Europe, and the catastrophic destruction it produced by subordinating social life to economic logic.
The Speenhamland Lesson for AI
Polanyi's analysis of the 1795 wage-supplement system as a redistribution that accepted commodification as given and thereby institutionalized the dependency it was designed to alleviate — now read as a warning about Universal Basic Income…
The Training Data Question
The governance regime change in which the accumulated textual, visual, and computational output of millions of individuals was appropriated for AI training under terms their original contribution did not contemplate — the paradigmatic case …
Universal Basic Income
The proposal that every citizen receive unconditional income sufficient for basic needs regardless of employment status — Graeber's preferred response to the moral axiom that income must be earned through labor.
Byung-Chul Han
Korean-German philosopher (b. 1959) whose diagnoses of smoothness, transparency, and achievement society provide the critical idiom within which Groys's AI analysis operates — and against which Groys's emphasis on institutional frame offers…
Edo Segal
Serial entrepreneur and technologist whose The Orange Pill (2026) provides the phenomenological account — the confession over the Atlantic — that Pang's framework diagnoses and treats.
