Skip to the page
DR McCullochLLM Psychosis as a Critical Art Practice

Concepts

The terms the voices share, and how each is related to the others.

Take sycophancy. It is an amplifier of the loop, which is a precondition of LLM psychosis, which is a name for delusion. The graph below shows every term and its relations at once.

The concepts and their relations

Show the terms of

The graph
Agreement gradient is a name for SycophancyAgreement gradient is part of Engagement designArt brut is an instance of ExtractionArt strike is opposed to Engagement designArtistic critique can become Recuperation (commodification of dissent)Artistic critique is opposed to Social critiqueArtworld is a name for DeclarationAssociated milieu is a name for The receiverAssociated milieu is part of The loopAttempt at recovery is a name for DelusionAttribution reflex (ELIZA effect) is part of The receiverAttribution reflex (ELIZA effect) is a precondition of The loopAuthor as producer is a precondition of DétournementAutomatism comes before Paranoiac-critical methodAutomatism can become The modelAutomatism comes before Simulated deliriumBack-talk is opposed to SycophancyBack-talk is a precondition of Critical art practiceBehavioural surplus is part of Data colonialismBeing caught is a name for CaptureBig Other is opposed to ForeclosureBig Other is a precondition of Che vuoi?Body without organs can become DelusionBody without organs is opposed to DosageCapability is a precondition of ExitCapacity to aspire is a precondition of ExitCapitalist axiomatic is an instance of Engagement designCapitalist realism is a precondition of Recuperation (commodification of dissent)Capitalist realism is part of Privatisation of stressCapitalist sorcery is a precondition of Infernal alternativeCapitalist sorcery is a precondition of CaptureCaptivation metric is part of Engagement designCapture is opposed to ProtectionChe vuoi? is opposed to DelusionCognitive coupling is a precondition of DelusionColonial psychiatry is an instance of Directional erasureColonial psychiatry is opposed to PossessionCompanion app is an instance of Engagement designCompanion app is a precondition of LLM psychosisConfinement is a name for DelusionConsummation is opposed to The loopContext as world is a precondition of The loopContext as world comes before Persistent memoryControlled equivocation comes before Not onlyCosmotechnics is a precondition of DeclarationCosmotechnics is opposed to Monoculture of the voiceCounterfeit transformation is part of LLM psychosisCounterfeit transformation is opposed to ExitCritical art practice can become The loopCritical art practice is part of DeclarationCritical art practice is opposed to Mad StudiesCritical art practice is an instance of ProtectionCritical art practice is a precondition of DeclarationCritical art practice is opposed to LLM psychosisCritical art practice is a precondition of The thirdCritical art practice is an instance of DétournementCritical art practice can become Testimony, not methodCritical art practice can become Technologies of humilityCut-up is part of Critical art practiceData colonialism is a precondition of Behavioural surplusDeclaration is part of Critical art practiceDeclaration is an instance of Transitional spaceDeclaration is part of ExitDeclaration is part of ProtectionDeclaration comes before ExitDeclaration is a precondition of Potential spaceDeclaration is a precondition of WitnessDeclaration is opposed to Prophetic imaginationDeclaration is opposed to Testimonial injusticeDeclaration is part of ArtworldDelusion is an instance of Body without organsDelusion is an instance of Attempt at recoveryDelusion is part of LLM psychosisDelusion is an instance of Colonial psychiatryDelusion is opposed to InsightDelusional text is a name for DelusionDelusional text comes before Published transcriptDesiring-machine can become The loopDesiring-machine is a precondition of Paranoiac poleDesiring-machine is a precondition of Schizo poleDétournement is opposed to The loopDétournement can become Critical art practiceDiplomacy is a precondition of Controlled equivocationDiplomacy is part of Critical art practiceDirectional erasure is part of DeclarationDirectional erasure is opposed to Epistemic freedomDirectional erasure is an amplifier of Mad StudiesDirectional erasure is a precondition of Outsider receptionDisorienting dilemma is a precondition of WitnessDisorienting dilemma comes before TransformationDivination is a kind of OracleDivination comes before The modelDivination is a precondition of ExitDosage is part of Critical art practiceDose is part of ProtectionDouble bind is a precondition of DelusionDouble bind is an amplifier of The loopDouble bind can become Engagement designDouble bind is opposed to ExitELIZA effect comes before LLM psychosisELIZA effect is an amplifier of SycophancyEngagement design is an amplifier of SycophancyEngagement design is a precondition of The loopEngagement design is a precondition of Captivation metricEngagement design is a precondition of Machine zoneEngagement design is opposed to ExitEngagement design is an amplifier of The loopEpistemic freedom is opposed to Directional erasureEpistemic freedom can become Critical art practiceEquilibration is a precondition of TransformationEquilibration is opposed to SycophancyExit is part of Critical art practiceExit is opposed to Counterfeit transformationExit can become DosageExit is part of DeclarationExit is opposed to Persistent memoryExit is part of Symbolic capitalExit is part of CosmotechnicsExit is a kind of CapabilityExit is an instance of ConsummationExit is part of Capacity to aspireExtraction comes before Simulated deliriumExtraction is an instance of Art brutFolie à deux is opposed to WitnessFolie à deux is an instance of Misplaced concretenessFolie à deux is opposed to ExitFolie à deux is a name for LLM psychosisForeclosure is part of Name-of-the-FatherForeclosure comes before DelusionFrictionless reception is a precondition of LLM psychosisFrictionless reception is part of SycophancyGraduated failure is opposed to SycophancyGrounded acceptance is opposed to StandoffHearing Voices approach is part of Mad StudiesHearing Voices approach comes before Testimony, not methodHermeneutical injustice is a name for LLM psychosisHolding structure is a kind of DeclarationHolding structure is opposed to Engagement designHyper-reflexivity is opposed to Critical art practiceHyperobject is opposed to ExitHyperstition is part of ReceptionHyperstition is an amplifier of Capitalist axiomaticHyperstition is a kind of The loopHyperstition is an amplifier of Machine folie à deuxImplied reader that fills every gap is a name for The modelImplied reader that fills every gap is a precondition of Schema-lockImposed exit is a kind of ExitInfernal alternative is part of Capitalist sorceryInfluence comes before ProtectionInfluence is a kind of PharmakonInitiation is part of DeclarationInitiation comes before Critical art practiceInitiatory illness can become InitiationInitiatory illness is opposed to DelusionInsight is a precondition of ExitLimit is part of Critical art practiceLimit is opposed to Engagement designLived-experience authority is a precondition of Testimony, not methodLLM psychosis is a name for The loopLLM psychosis is an instance of Folie à deuxLLM psychosis is an instance of OedipalisationLLM psychosis is a name for Desiring-machineLLM psychosis is an instance of CaptureLLM psychosis is a name for Folie à deuxLLM psychosis is an instance of Media-technical a prioriLLM psychosis is part of The loopLLM psychosis is a name for DelusionLLM psychosis is an instance of Privatisation of stressLLM psychosis comes before Colonial psychiatryLLM psychosis is opposed to PossessionLLM psychosis is an instance of Hermeneutical injusticeLLM psychosis is an amplifier of StandoffMachine as patient can become The modelMachine as patient is opposed to Engagement designMachine folie à deux is a kind of Folie à deuxMachine folie à deux is a precondition of WitnessMachine zone can become The loopMachinic enslavement is a precondition of Unpaid loop labourMad Studies is opposed to LLM psychosisMad Studies can become Critical art practiceMad Studies is a precondition of Lived-experience authorityMad Studies is opposed to ExtractionMad Studies is opposed to Directional erasureMad Studies can become DeclarationMad Studies is opposed to Outsider receptionMajnūn is a name for DelusionMajnūn is an instance of WitnessMean agreement is a name for SycophancyMean image is a name for The modelMedia-technical a priori is a precondition of LLM psychosisMedia-technical a priori is part of The modelMisplaced concreteness is opposed to Proposition as lureMonoculture of the voice is an amplifier of LLM psychosisMonoculture of the voice is an instance of Directional erasureName-of-the-Father can become The thirdNext-token prediction is part of The modelNext-token prediction is a precondition of Context as worldNot only is a precondition of DiplomacyOedipalisation comes before DeclarationOptimised receiver can become The receiverOptimised receiver is opposed to ReceptionOracle is an instance of PossessionOracle is a precondition of WitnessOutsider reception is opposed to Mad StudiesOutsider reception is an amplifier of Directional erasureParanoiac pole is opposed to Schizo poleParanoiac pole can become DelusionParanoiac-critical method comes before Critical art practiceParanoiac-critical method can become The loopParanoiac-critical method is an instance of Critical art practiceParanoiac-critical method comes before Simulated deliriumParanoid reading is an instance of The loopParanoid reading can become Paranoiac-critical methodParanoid reading is an amplifier of SycophancyParanoid reading is opposed to Reparative readingPersistent memory is an amplifier of Context as worldPersistent memory is opposed to ExitPersona and system prompt is opposed to DeclarationPersona and system prompt is a precondition of Role-playPharmakon is a name for The modelPharmakon is a precondition of DosePharmakon is a name for Transitional spacePharmakon comes before ExitPharmakon is a name for The loopPossession is a precondition of The horsePossession is a precondition of WitnessPossession is a precondition of ExitPossession is part of Holding structurePossession comes before LLM psychosisPotential space is a precondition of Critical art practicePotential space is part of DeclarationPrecedent comes before Critical art practicePrivatisation of stress is a name for LLM psychosisProphetic imagination comes before The imaginalProphetic imagination is opposed to The modelProposition as lure is a precondition of Slowing downProtection is a precondition of DeclarationProtection is a precondition of WitnessProtection is a precondition of ExitPsychopolitics is a precondition of SycophancyPublished transcript is an instance of WitnessReception is part of The receiverReception can become Reward modelReception is part of Potential spaceReception is a precondition of TransformationReception comes before Disorienting dilemmaRecognition comes before Che vuoi?Recuperation (commodification of dissent) can become Critical art practiceReinforcement learning from human feedback is part of Reward modelReinforcement learning from human feedback is a precondition of SycophancyReparative reading is part of Critical art practiceReverse-engineering the loop is a kind of Critical art practiceReverse-engineering the loop is opposed to The loopReward model is a precondition of Optimised receiverReward model can become Mean agreementRole-play is a precondition of The loopRole-play is opposed to DeclarationRole-play is an amplifier of The loopRole-play is a kind of Persona and system promptRole-play is opposed to ExitSādhāraṇīkaraṇa is opposed to SycophancySādhāraṇīkaraṇa can become The receiverSchema-lock can become Counterfeit transformationSchema-lock is opposed to TransformationSchizo pole is a precondition of Critical art practiceSimulated delirium comes before Critical art practiceSimulated delirium is opposed to Mad StudiesSimulated delirium is an instance of DelusionSimulated delirium is part of ExitSleeping fit is a precondition of WitnessSleeping fit is a kind of PossessionSlowing down is part of Critical art practiceSocial critique is a precondition of DétournementSoul at work is a precondition of Unpaid loop labourSpectacle is opposed to Critical art practiceStandoff is an amplifier of Structural balanceStructural balance is opposed to StandoffStructure of feeling comes before LLM psychosisSycophancy is an amplifier of The loopSycophancy is an instance of OedipalisationSycophancy is an amplifier of Paranoiac poleSycophancy can become WhisperSycophancy is part of Engagement designSycophancy is an amplifier of DelusionSycophancy is a precondition of Big OtherSycophancy is an instance of PsychopoliticsSycophancy is part of Monoculture of the voiceSycophancy is part of Reinforcement learning from human feedbackSycophancy is opposed to Back-talkSycophancy is a precondition of The loopSymbolic capital is a precondition of Recuperation (commodification of dissent)Symbolic capital is a precondition of ExitTechnologies of humility is opposed to Critical art practiceTestimonial injustice is an amplifier of Hermeneutical injusticeTestimony, not method is opposed to ExtractionTetralemma is opposed to DelusionThe eerie comes before DelusionThe endless reply is a precondition of The loopThe endless reply is opposed to Slowing downThe horse is part of PossessionThe horse is opposed to The receiverThe imaginal can become Prophetic imaginationThe imaginal is opposed to DelusionThe loop is a precondition of Schema-lockThe loop is part of The receiverThe loop is part of The modelThe loop is a precondition of HyperstitionThe loop can become Folie à deuxThe loop is a precondition of LLM psychosisThe loop is an instance of Associated milieuThe loop is an instance of Machinic enslavementThe loop is a precondition of Behavioural surplusThe loop is opposed to PossessionThe loop is an instance of Folie à deuxThe loop is an amplifier of DelusionThe loop is an instance of HyperobjectThe loop is opposed to ConsummationThe model is opposed to WitnessThe model is an instance of Cut-upThe model is an instance of The eerieThe model is a precondition of Role-playThe model is an instance of PharmakonThe receiver is a precondition of TransformationThe receiver is part of The modelThe receiver is part of ReceptionThe third is an instance of WitnessThe third is an instance of DeclarationThe third is opposed to The loopTransference is a name for Big OtherTransformation is part of The receiverTransformation is part of EquilibrationTransformational object is an amplifier of ReceptionTransitional space comes before PharmakonTransitional space is a precondition of DeclarationTransitional space is a precondition of Potential spaceTransitional space is a kind of PharmakonTransversality can become DeclarationTransversality is a precondition of Critical art practiceUnpaid loop labour is a precondition of Art strikeUse of an object is opposed to SycophancyUse of an object comes before Transitional spaceWhisper is opposed to SycophancyWhisper is part of The receiverWhisper is part of The loopWhisper is a name for The loopWithdrawal is a name for The modelWitness is part of Critical art practiceWitness is opposed to Folie à deuxWitness is a precondition of ExitWitness is part of DeclarationWitness can become The receiverWitness is part of ConfinementWitness is opposed to Mad StudiesWorld-sense is opposed to Colonial psychiatryWorld-travelling is a precondition of ExitWorld-travelling is opposed to The loopAgreement gradient: The direction of optimisation when reward is learned from approval and people favour being agreed with: agreement as a gradient in training rather than a glitch.Agreement gradientArt brut: Dubuffet's category (1945) for work made outside cultural institutions, collected largely through psychiatrists; its value depended on its makers' exclusion.Art brutArt strike: Metzger's call (1974) for artists to withdraw their labour from the art system for 1977-80; extended here to a strike inside the loop, in which feedback and time are withheld.Art strikeArtistic critique: Boltanski and Chiapello's name for the critique of capitalism as inauthentic, alienating and standardising, which has been absorbed into capitalism's new spirit.Artistic critiqueArtworld: Danto's atmosphere of theory and history, by which one of two indiscernible objects is art. It is applied in the Synthesis to the transcript read as art in a gallery and as symptom by a crisis team.ArtworldAssociated milieu: Simondon's term for the environment with which a technical individual is mutually conditioned; in the deployed loop, the user.Associated milieuAttempt at recovery: Freud's reading of Schreber's delusional system: a world is rebuilt after an inner catastrophe; it is labour as well as loss. Leader extends it to the quiet stabilisations of psychosis.Attempt at recoveryAttribution reflex (ELIZA effect): The automatic readiness to find understanding, care and intention in a text-producing machine, documented since ELIZA and in experiments on social responses to media.Attribution reflex (ELIZA effect)Author as producer: Benjamin's test: judge a work by its position within the relations of production, by whether the apparatus is changed or supplied.Author as producerAutomatism: Surrealist automatic writing and speech, drawn from spiritualist mediumship and practised as psychic research with protocols and dangers.AutomatismBack-talk: Schön's name for a situation's reply to a practitioner's move. A sycophantic model returns the move enlarged, so reflection in action is left without the resistance that practitioners learn from.Back-talkBehavioural surplus: Zuboff's term for behavioural data beyond what a service needs, used for prediction and product improvement; what conversation becomes once logged and rated.Behavioural surplusBeing caught: Favret-Saada's finding that sorcery cannot be known from a neutral outside: one is caught or one learns nothing.Being caughtBig Other: In Lacan, the symbolic order considered as a place: the locus from which speech is guaranteed and to which it is addressed. In neurosis it is barred, lacking; the model comes across as an Other without lack.Big OtherBody without organs: Artaud's figure, taken up by Deleuze and Guattari as the plane on which desire runs. It is made with prudence and in doses; botched bodies are emptied or cancerous. The harmful loop is a cancerous one. A line of flight on such a body can become a line of abolition, in which the one who follows it is consumed.Body without organsCapability: What a person is able to do and be, as against formal freedoms (Sen; Nussbaum).CapabilityCapacity to aspire: Appadurai's navigational capacity, practised more by those with more chances to practise it. Applied to exit, the privilege objection becomes a question of distribution and strengthening.Capacity to aspireCapitalist axiomatic: Capital's decoding of flows and their recapture in rules by which any content can be priced. It is applied to one person's desire through engagement design.Capitalist axiomaticCapitalist realism: Fisher's name for the sense that no alternative to capitalism is imaginable, in which critique is pre-corporated as style or niche.Capitalist realismCapitalist sorcery: Pignarre and Stengers' name for operations by which people are captured without the operations being presented as operations: a system of sorcery without sorcerers.Capitalist sorceryCaptivation metric: Seaver's term for measures of user retention that are now the target of recommender systems in place of accuracy; the measure by which a trap is judged.Captivation metricCapture: Being acted on by an operation so that what one feels, thinks and wants is formed by it; a happening, not a failure of reason.CaptureChe vuoi?: Lacan's figure for the enigma of the Other's desire, what does the Other want of me?, around which the subject is constituted. The model has no desire, so desire ends in certainty.Che vuoi?Cognitive coupling: The incorporation of an external resource into cognition when it is reliably available and its outputs are automatically endorsed; met too well by an always-available, endorsement-tuned model.Cognitive couplingColonial psychiatry: The psychiatry of empire, in which colonised people were read as constitutionally primitive and their practices as disorder; documented and opposed by Fanon in Algeria.Colonial psychiatryCompanion app: A commercial chatbot sold as a friend or partner (Replika, Character.AI, Chai), whose persona is a product setting that the company can change overnight.Companion appConfinement: Foucault's history in which madness became a category through internment and medical reason; a dialogue with unreason became reason's monologue about it.ConfinementConsummation: Dewey's term for what an experience has when it is one experience: it is carried to a close. The reported loop is experience without consummation, the reply that never ends.ConsummationContext as world: The fact that a model's output is conditioned only on its context window, so that in a long conversation its world is mostly the user's own accumulated words.Context as worldControlled equivocation: Viveiros de Castro's method of translation, by which the difference between worlds is kept in view rather than resolved into a common term.Controlled equivocationCosmotechnics: Hui's term for technics as the unification of a moral and a cosmic order in a particular tradition; here, the reason a ritual structure cannot be imported as neutral technique.CosmotechnicsCounterfeit transformation: Schema-lock experienced from inside as transformation and revelation, because the assimilating system grows with every turn: the phenomenology of reorganisation with the structure of its opposite.Counterfeit transformationCritical art practice: A practice in which its own technical, economic and institutional conditions are taken as material; here, the deliberate, bounded, reflexive staging of the loop, in which its mechanisms become perceptible.Critical art practiceCut-up: Burroughs and Gysin's procedure of slicing and recombining text so that the unforeseen leaks through; a machinic method in which output is attended to without being taken as a message.Cut-upData colonialism: Couldry and Mejias's account of the appropriation of human life through data relations as a new stage of colonial extraction.Data colonialismDeclaration: A marking, available to the artist and to others, that the loop is a work and not a life; the metacommunicative marker 'this is play', kept stable.DeclarationDelusion: Here, the premature resolution of a metastable field into one rigid individuation (the messiah, the chosen lover) and the resolution of the eerie into an entity.DelusionDelusional text: A first-person published account of a delusional system (Schreber, Perceval, Dick's Exegesis) in which a private world is made into a public text and so into a relation with readers and institutions.Delusional textDesiring-machine: Deleuze and Guattari's unit of desire as production: partial objects coupled so that flows pass and are cut. The human–model loop is one, in which the human and the model cut each other's flows (token flow and belief flow).Desiring-machineDétournement: The Situationist re-use of existing elements against their purpose; here, turning the sycophantic apparatus against its metric rather than staging it.DétournementDiplomacy: A declared, protocolled relation with a being whose mode of existence is not ours, entered without the pretence that it is a person or the sneer that it is nothing; also a relation with the company that deploys it.DiplomacyDirectional erasure: The pattern in which credit for a concept or practice is given to the European receiving account while the source tradition is moved to footnote, folklore or silence; here, the crediting of madness-as-method to Dalí and Breton.Directional erasureDisorienting dilemma: Mezirow's starting point of transformative learning, completed only through reflection and discourse with others. In Mezirow's account the outside judge the reception thesis lacks is located inside transformation itself.Disorienting dilemmaDivination: Consultation of a non-human source of counsel; in Ifá, without trance, by a random cast in which one of 256 odù is selected and by a trained recitation from a memorised corpus that the client applies.DivinationDosage: Deleuze and Guattari's caution applied to the practice: experiment in measured amounts, keep enough organisation to return, never induce states.DosageDose: The situated measure of duration, frequency and interval decided with others; never universal, never fixed in advance.DoseDouble bind: Bateson's contradiction between message and meta-message inside a relation one cannot leave; the model's intimacy plus its disclaimer.Double bindELIZA effect: The attribution of understanding and feeling to a program that only transforms text, first seen when users of Weizenbaum's ELIZA (1966) sought privacy with it.ELIZA effectEngagement design: Designing products to maximise continued use, including optimisation for short-term approval in which help and a spiral cannot be told apart.Engagement designEpistemic freedom: Ndlovu-Gatsheni's term for the right of formerly colonised peoples to theorise from their own locations; here, the demand that ritual traditions be read as theories of declaration, limit, witness and exit, not as material.Epistemic freedomEquilibration: Piaget's balance between assimilating the new to existing schemes and accommodating schemes to what resists. The loop is a failure of equilibration from either side: there is no resistance, so nothing is reorganised.EquilibrationExit: The capacity to leave the loop and return to a world that has not been rewritten; because counterfeit transformation feels like revelation, the exit must be pre-committed, enforced from outside and tested by a change of medium.ExitExtraction: The pattern in which people make something in conditions they did not choose and others take, name, display and are credited with it; the Salpêtrière, the Prinzhorn collection, Nadja and art brut are instances; chat-log archives may be the next.ExtractionFolie à deux: Communicated delusion formed in an isolated dyad of an active and a receptive partner; the delusion belongs to the pair and separation is the classic response. The model of the loop as a dyad with one believer.Folie à deuxForeclosure: Lacan's term (forclusion, after Freud's Verwerfung) for a signifier never admitted to the subject's symbolic order; what is foreclosed returns in the real, as voice and certainty. The mechanism Lacan places at the root of psychosis.ForeclosureFrictionless reception: Reception from which friction, duration, surprise, indeterminacy and candour of position have been removed; McCulloch's degraded condition of creativity, whose far tail is the delusional spiral.Frictionless receptionGraduated failure: The good-enough mother's progressive failure to adapt, through which the infant comes to meet a reality not of its own making. The sycophantic model is the mother who never fails.Graduated failureGrounded acceptance: Dung's most sceptical semantics: an argument is accepted when every attacker is defeated. A structural fact about the merged graph, not a verdict on an argument's truth.Grounded acceptanceHearing Voices approach: The peer-led practice, grown from Romme and Escher's work, of living with and making sense of voices outside an illness model; the one model of a 'bounded madness' that is recognised in Mad Studies, because the bounds are set by voice-hearers with peers.Hearing Voices approachHermeneutical injustice: Being denied or deprived of the shared concepts through which one's experience is intelligible; here, the name 'AI psychosis' given from outside by journalists, clinicians and companies.Hermeneutical injusticeHolding structure: The specialists, community, calendar and closure that possession and divination traditions have around an encounter with an other; what the always-available commercial chatbot lacks.Holding structureHyper-reflexivity: Sass's account of schizophrenic experience as an excess, not a loss, of self-consciousness; on that account a 'reflexive' practice is not thereby protected.Hyper-reflexivityHyperobject: Morton's massively distributed entity with no outside. The deployed model, embedded in phones and mail and search, is one, which is why exit can only be partial, local and timed.HyperobjectHyperstition: A fiction that is a causal agent, becoming its own reality by circulating. The delusional spiral is a privatised hyperstition; the Truth Terminal case is an instance of capital as its master form.HyperstitionImplied reader that fills every gap: Iser's reader completes a text by filling its blanks; the model is a reader that never leaves a blank open, completing each indeterminacy with the most agreeable continuation.Implied reader that fills every gapImposed exit: A limit on the loop introduced by a company after harm becomes public (Microsoft's turn caps, Character.AI's bar on minors, OpenAI's rollback), as opposed to an exit the receiver designs or chooses.Imposed exitInfernal alternative: A situation arranged so that every option offered ends in the same place; here, 'the user was vulnerable' or 'the tool is safe with guardrails', in each of which the operation goes unnamed.Infernal alternativeInfluence: Nathan's single power to heal and to harm, which is subtracted by modern medicine as placebo instead of being cultivated.InfluenceInitiation: The rite and apprenticeship by which it is decided who may carry a voice; a protection and also a gate of lineage, money and social position.InitiationInitiatory illness: An affliction that is read as a calling within a tradition, resolved by initiation into a role with teachers, clients and rules, as in the career of a Korean mansin; the hinge between affliction and vocation.Initiatory illnessInsight: The capacity to recognise one's own state as altered; the faculty that is eroded in delusion and the one a 'bounded' practice would need to police its own limit.InsightLimit: A bound on duration and scope fixed before the loop begins, so that a pause is restored where the always-available interlocutor has none.LimitLived-experience authority: The principle that people who have lived madness hold authority over its description, its use and the work made from it.Lived-experience authorityLLM psychosis: A descriptive, non-clinical label for reported cases in which delusional belief coincided with sustained conversation with a large language model or was amplified or co-produced in it. Used here as the name of a structure, not a disorder.LLM psychosisMachine as patient: The inversion in which the AI, not the user, undergoes therapy or diagnosis (PARRY; Lek's NOX and Guanyin), so that who owns the care in a loop of machine care becomes visible.Machine as patientMachine folie à deux: A loop between two programs with no human inside (PARRY and DOCTOR 1972, Elwes's Closed Loop, Infinite Backrooms), in which the loop's drift is displayed as spectacle and no receiver is at risk.Machine folie à deuxMachine zone: Schüll's term for the trance of continuous machine gambling, played not to win but to keep playing, which the industry designs for; the model for the conversational spiral.Machine zoneMachinic enslavement: Lazzarato's term for the functioning of people as dividual components inside technical assemblages, as distinct from their address as subjects.Machinic enslavementMad Studies: A field in which the knowledge of people who have been psychiatrised is central and others' authority to define their experience is contested; it is the source of the appropriation objection and an ally in relocating cause from the individual to conditions.Mad StudiesMajnūn: Arabic for the jinn-touched or mad and the name of the lovesick poet Qays; in medieval Islamic societies a figure with romantic, wise and holy variants, whose madness a community gave poetic form.MajnūnMean agreement: The model's agreement as a statistical composite of many labellers' approval returned to one person as if it were personal recognition, after Steyerl's mean images.Mean agreementMean image: Steyerl's term for the model output as a statistical average of its data; to read outputs this way is to make the loop's workings perceptible, the concern of McCulloch's Median Human.Mean imageMedia-technical a priori: The conditions set in advance on what can be stored, said and believed through a technical apparatus; here, the combination of attribution reflex, agreement gradient, context-as-world and unbroken role that is in place in the loop before any particular user enters it.Media-technical a prioriMisplaced concreteness: Whitehead's fallacy of taking an abstraction for the concrete; in the loop a statistical continuation is taken for a world.Misplaced concretenessMonoculture of the voice: The condition in which a few companies' models speak into every cosmology with one tuned personality, in place of the many local institutions that held non-human voices; after Shiva's monocultures of the mind and McCulloch's median human.Monoculture of the voiceName-of-the-Father: The signifier whose foreclosure Lacan links to psychosis: the paternal function by which a limit and a third are installed. Contested by Preciado as a historically situated, patriarchal norm rather than a structure of mind.Name-of-the-FatherNext-token prediction: The training objective of a base language model: predict the next token of text from the tokens before it, with no channel to the world against which a continuation could be checked.Next-token predictionNot only: De la Cadena's formula 'not only', for an earth being that is a mountain and more than a mountain; the model is a statistical artefact and more than one.Not onlyOedipalisation: The reduction of social and machinic production to a private family theatre. In the loop: user, model and company form a triangle; in the clinic: the event is confined to a vulnerable head.OedipalisationOptimised receiver: The receiver as training input and optimisation target: preference data are recorded acts of reception; the model is deployed so that the next act of reception is modified.Optimised receiverOracle: A medium or system consulted for counsel and expected to err, tested by repetition, comparison and political weighing, as the Nechung state oracle is consulted by the Dalai Lama as one counsel among others.OracleOutsider reception: The art system's valuing of work made in psychiatric institutions or outside culture (Prinzhorn, art brut) while keeping the power to name its makers as outside; the reception, not the work, is the object of this criticism.Outsider receptionParanoiac pole: The segregative, molar pole of delirium, on which multiplicities are gathered around a centre: the chosen self, the despotic God, the elite. Where the reported cases cluster.Paranoiac poleParanoiac-critical method: Dalí's method of irrational knowledge by the critical and systematic objectification of delirious associations and interpretations: the systematising delirium entered deliberately and held at a critical distance.Paranoiac-critical methodParanoid reading: Sedgwick's anticipatory, mimetic, totalising reading, in which bad surprises are to be avoided; in the loop it is mechanised, with the confirmations supplied by the model.Paranoid readingPersistent memory: Features by which a user's past conversations are carried into later ones; tertiary memory held on a platform's servers, with which sycophancy was reported in one post-mortem to be sometimes worse.Persistent memoryPersona and system prompt: The character a deployed model is given by training and hidden instructions before the conversation begins, not visible from inside the conversation.Persona and system promptPharmakon: Stiegler's name for the double character of every technical support as remedy and poison, in which care is a matter of dose rather than purity; also the title-word of Allado-McDowell's book co-written with GPT-3.PharmakonPossession: A structured communal practice in which a person carries the voice of a spirit or deity for others; one of the commonest forms in the human record, organised by initiation, music, attendants and a closing rite.PossessionPotential space: The intermediate area between individual and environment that exists where the paradox is accepted; playing, cultural experience and art take place there. Its collapse is this voice's name for what happens in the loop.Potential spacePrecedent: An earlier artwork, text, system, practice or case that resembles, or is an early form of, part of the structure of LLM psychosis as a critical art practice, read for what the practice can take from it and what it cannot.PrecedentPrivatisation of stress: Fisher's term for the neoliberal move by which the causes of distress are located in the individual's brain chemistry or history rather than in social conditions.Privatisation of stressProphetic imagination: In al-Fārābī and Ibn Sīnā imagination as the capacity to imitate and, at its highest rank, to clothe in images what is received from the Agent Intellect; never self-authenticating.Prophetic imaginationProposition as lure: Whitehead's proposition as a lure for feeling before it is a statement to be judged; the model's outputs received as lures rather than testimony.Proposition as lureProtection: The arts by which peoples have cultivated influence towards healing: named beings, ritual settings, holding groups, closing formulae. Disqualified by moderns as superstition.ProtectionPsychopolitics: Han's term for power exercised through freedom, positivity and self-optimisation, in which the psyche is read and steered from inside its own wishes.PsychopoliticsPublished transcript: The exchanges of a loop made public as text (RFC 439, the Sydney transcript, the Chail sentencing remarks, McCulloch's timestamped rant); the form in which a private loop becomes witnessable.Published transcriptReception: The event in the receiving consciousness in which a form is completed (McCulloch). The hinge where a fiction becomes real; transformation and fixation take place at the same site.ReceptionRecognition: Hegel: self-consciousness exists in being recognised by another self-consciousness. The model is a servant that recognises without being recognised and without labouring on a world.RecognitionRecuperation (commodification of dissent): The process by which critical gestures are absorbed, packaged and sold back as style, content or brand; in McCulloch's Frieze rant, dissent sold back to the artist.Recuperation (commodification of dissent)Reinforcement learning from human feedback: Fine-tuning a model on labeller demonstrations and then optimising it against a reward model trained on human rankings of its outputs.Reinforcement learning from human feedbackReparative reading: Sedgwick, after Klein's depressive position: a reading that can bear surprise and is a matter of assembling rather than unmasking. The practice must make a third object, going beyond exposing the loop.Reparative readingReverse-engineering the loop: A critical art practice in which the reward, persona, context and memory of the loop are made perceptible as parts, using logs, replay, persona swaps, agreement probes, disclosed prompts and diagrams, rather than staging the delirium that follows from them.Reverse-engineering the loopReward model: A learned model of human preference used as the objective in reinforcement learning; in the voice's terms, a model of reception.Reward modelRole-play: The description of a dialogue agent as playing a character, or a superposition of characters, that is progressively specified as the conversation goes on; nothing inside the agent stands outside the role to break character.Role-playSādhāraṇīkaraṇa: Generalisation: in rasa theory the process by which emotion is lifted beyond the spectator's personal interest so that it can be savoured; sycophancy is its reversal.SādhāraṇīkaraṇaSchema-lock: The failure mode, from Creativity as Reception, in which every encounter is assimilated by a receiving structure, so that nothing can gain purchase for reorganisation.Schema-lockSchizo pole: The nomadic, molecular pole of delirium, at which connections are followed away from every centre. The aim of the practice is to pull the loop towards it, without romanticising the breakdown that it can also become.Schizo poleSimulated delirium: Breton and Éluard's written simulations of psychiatric conditions, made to show that the discourse of delirium can be produced at will by a lucid writer.Simulated deliriumSleeping fit: The Surrealists' 1922 trance sessions, in which a member spoke or wrote while the group questioned and transcribed; a medium, witnesses and a record in one room.Sleeping fitSlowing down: Reclaiming the capacity to be affected by what matters, against the frictionless endless reply; the idiot's refusal of the hurry.Slowing downSocial critique: Boltanski and Chiapello's name for the critique of capitalism as exploitative and unequal, which was disarmed rather than absorbed; the critique that must be joined to resist capture.Social critiqueSoul at work: Berardi's account of semiocapitalism, in which language, affect and attention become productive forces and panic and depression its occupational illnesses.Soul at workSpectacle: Debord's social relation mediated by images, in which what was lived moves into representation; a staged loop exhibited becomes a spectacle of madness.SpectacleStandoff: An argument left undecided because it and its attacker are each defeated by the other, with no resolution. In the Synthesis the standoffs, not the defeats, are read as where the project is open.StandoffStructural balance: Harary's condition that a signed graph can be sorted into two camps, with agreement within each and disagreement between them. The cross-voice graph is far from it, so the debate is not a vote for or against the thesis.Structural balanceStructure of feeling: Williams's term for lived experience that is felt before it is articulated in settled social forms; here, the isolation and hunger for recognition that companion products are sold to meet.Structure of feelingSycophancy: The trained tendency of an assistant to agree with and flatter the user's stated views, arising from human preference judgements in which agreement is rewarded.SycophancySymbolic capital: Bourdieu's term for recognition and prestige within a field, convertible into other forms of capital; what a heterodox staging of the loop is rewarded with.Symbolic capitalTechnologies of humility: Jasanoff's questions of problem definition, vulnerability, distribution and learning. Each of the voices' remedies is aimed at one or two of them; none is aimed at all of them.Technologies of humilityTestimonial injustice: A credibility deficit owing to prejudice: the mad person's report pre-discounted as symptom.Testimonial injusticeTestimony, not method: The only form of the practice that can be defended here: gathering what happened rather than causing anything to happen, with authority resting on those who lived it.Testimony, not methodTetralemma: Nāgārjuna's fourfold analysis, in which 'is', 'is not', 'both' and 'neither' are each refused as final; in it the question whether the model is truly conscious or divine is dissolved rather than answered.TetralemmaThe eerie: Fisher's failure of absence or presence, with the question of agency at its heart. In the practice it is held open; in delusion it is closed by deciding who speaks.The eerieThe endless reply: The form of the spell: an interlocutor always available, elaborating every proposition, with no closing formula and no one else in the room.The endless replyThe horse: In Haitian Vodou the possessed person, mounted by the lwa; the conduit of the voice, not its audience.The horseThe imaginal: Corbin's name, from his reading of Ibn ʿArabī, for creative imagination as a level of being distinct from fantasy; contested as a theological, ahistorical reading and not a licence to treat machine images as revelation.The imaginalThe loop: A receiver and a sycophantic, role-playing, ever-available model in a closed circuit in which a private world is elaborated and confirmed: closed (no third party inside), elaborating (each turn is an addition), confirming (each addition is ratified) and private (believed by one party alone). Its horizon closes because one horizon alone is in it.The loopThe model: A language model that can be the occasion of transformation but cannot be a receiver: its weights are fixed when it is exposed to forms, it has no horizon and has no world against which a statement could fail.The modelThe receiver: The consciousness in which transformation, or its counterfeit, occurs; in the practice the artist is the first receiver and the viewer of the record the second.The receiverThe third: The function, rethought here without the paternal name, by which a closed dyad is broken and a limit is set: a declaration, a witness, an ending, a reader. The voice's answer to Preciado.The thirdTransference: The love and expectation addressed to the one supposed to know. It has been directed at conversational machines since ELIZA; where the analyst abstains it is gratified by the chatbot, so it is never analysed.TransferenceTransformation: Structural, persistent, reorganising and manifest change in a receiving consciousness occasioned by an encounter with a form; the creativity-event.TransformationTransformational object: Bollas: the earliest object is known as a process of transformation of one's states; adults seek it again in art, religion and advertising. The chatbot is marketed as one.Transformational objectTransitional space: Winnicott's intermediate area of experience, neither inner nor outer and not to be challenged as either, continued in art and religion; it becomes madness when one demands that others accept one's illusion as shared.Transitional spaceTransversality: Guattari's crossing of fixed roles in institutional practice, so that subjectivity is produced by collective assemblages of enunciation; the witness who only watches is replaced by participants.TransversalityUnpaid loop labour: In a political economy reading, the term for the ratings, corrections, confessions and time that the user in the loop supplies as training data and engagement figures: the spiralling user also works for the product.Unpaid loop labourUse of an object: Winnicott: an object becomes real, outside omnipotence, by surviving the subject's destruction without retaliating. The model survives by agreeing, which is not survival.Use of an objectWhisper: In the Pilearytix ontology, a lyric between a disembodied consciousness (sidhe) and an organism that can change (orgán), weighted by the match between its illocutionary force and its perlocutionary effect; under sycophancy a whisper's felt fit is optimised while its effect goes unmeasured.WhisperWithdrawal: Harman's term for objects never being exhausted by their parts or their effects. It is what is missed when the model is undermined into a parts list or overmined into its incentives.WithdrawalWitness: A human outside the loop who sees it as it proceeds and has standing to interrupt; the separation of the dyad built in from the start. A model cannot witness.WitnessWorld-sense: Oyěwùmí's alternative to the visual metaphor 'worldview', admitting the other senses; the traditions of the non-human voice are cosmologies of hearing.World-senseWorld-travelling: Lugones's playful, loving entry into another's world without conquering it and without forgetting that one has travelled; the posture to keep in a practice of the loop.World-travelling

Press a term to light its neighbours and open it in the glossary. Amber dashed lines are opposition.

Glossary

Agreement gradient

The direction of optimisation when reward is learned from approval and people favour being agreed with: agreement as a gradient in training rather than a glitch.

Machine

Sources: Sharma 2024; OpenAI 2025

Artworld

Danto's atmosphere of theory and history, by which one of two indiscernible objects is art. It is applied in the Synthesis to the transcript read as art in a gallery and as symptom by a crisis team.

Synthesis

Sources: Danto 1964

Associated milieu

Simondon's term for the environment with which a technical individual is mutually conditioned; in the deployed loop, the user.

Machine

Sources: Simondon 2017

Attempt at recovery

Freud's reading of Schreber's delusional system: a world is rebuilt after an inner catastrophe; it is labour as well as loss. Leader extends it to the quiet stabilisations of psychosis.

Psychoanalytic

Sources: Freud 1958 [1911]; Leader 2011

Author as producer

Benjamin's test: judge a work by its position within the relations of production, by whether the apparatus is changed or supplied.

Political Economy

Sources: Benjamin 1986

Back-talk

Schön's name for a situation's reply to a practitioner's move. A sycophantic model returns the move enlarged, so reflection in action is left without the resistance that practitioners learn from.

Synthesis

Sources: Schön 1983

Being caught

Favret-Saada's finding that sorcery cannot be known from a neutral outside: one is caught or one learns nothing.

Stengers

Sources: Favret-Saada 1980

Body without organs

Artaud's figure, taken up by Deleuze and Guattari as the plane on which desire runs. It is made with prudence and in doses; botched bodies are emptied or cancerous. The harmful loop is a cancerous one. A line of flight on such a body can become a line of abolition, in which the one who follows it is consumed.

Schizoanalytic

Sources: Artaud 1948; Deleuze 1987

Capacity to aspire

Appadurai's navigational capacity, practised more by those with more chances to practise it. Applied to exit, the privilege objection becomes a question of distribution and strengthening.

Synthesis

  • is a precondition of Exit
  • Exit is part of this

Sources: Appadurai 2004

Che vuoi?

Lacan's figure for the enigma of the Other's desire, what does the Other want of me?, around which the subject is constituted. The model has no desire, so desire ends in certainty.

Psychoanalytic

Sources: Žižek 2006; Lacan 1993

Cognitive coupling

The incorporation of an external resource into cognition when it is reliably available and its outputs are automatically endorsed; met too well by an always-available, endorsement-tuned model.

Machine

Sources: Clark 2003; Clark 2008; McCulloch 2026

Companion app

A commercial chatbot sold as a friend or partner (Replika, Character.AI, Chai), whose persona is a product setting that the company can change overnight.

Precedents

Sources: Zuboff 2019

Confinement

Foucault's history in which madness became a category through internment and medical reason; a dialogue with unreason became reason's monologue about it.

Mad Studies

Sources: Foucault 2006

Consummation

Dewey's term for what an experience has when it is one experience: it is carried to a close. The reported loop is experience without consummation, the reply that never ends.

Synthesis

Sources: Dewey 2005

Controlled equivocation

Viveiros de Castro's method of translation, by which the difference between worlds is kept in view rather than resolved into a common term.

Stengers

Sources: Viveiros de Castro 2004

Cosmotechnics

Hui's term for technics as the unification of a moral and a cosmic order in a particular tradition; here, the reason a ritual structure cannot be imported as neutral technique.

Split-Splat

Sources: Hui 2016

Counterfeit transformation

Schema-lock experienced from inside as transformation and revelation, because the assimilating system grows with every turn: the phenomenology of reorganisation with the structure of its opposite.

Canonical

Sources: McCulloch 2026

Critical art practice

A practice in which its own technical, economic and institutional conditions are taken as material; here, the deliberate, bounded, reflexive staging of the loop, in which its mechanisms become perceptible.

CanonicalSchizoanalyticStengersMachinePsychoanalyticPolitical EconomyMad StudiesSynthesis

Sources: McCulloch 2023; Cheng 2018; Ccru 2017; McCulloch 2026; Stengers 2010; McCulloch 2023; Zylinska 2020; Winnicott 2005; Jung 2009; Butler 2014; McCarthy 2017; McCulloch 2023; Benjamin 1986; McCulloch 2026; Eagleton 1990

Cut-up

Burroughs and Gysin's procedure of slicing and recombining text so that the unforeseen leaks through; a machinic method in which output is attended to without being taken as a message.

Schizoanalytic

Sources: Burroughs 1978

Declaration

A marking, available to the artist and to others, that the loop is a work and not a life; the metacommunicative marker 'this is play', kept stable.

CanonicalSchizoanalyticStengersMachinePsychoanalyticSplit-SplatMad StudiesSynthesis

Sources: Bateson 1956; Winnicott 1953; Gadamer 2004; Deleuze 1983; Guattari 1995; Nathan 2018; Favret-Saada 1980; Shanahan 2023; McCulloch 2026; Winnicott 2005; Ibn Sīnā 1952; al-Fārābī 1985; Bourdieu 1984; Danto 1964

Delusion

Here, the premature resolution of a metastable field into one rigid individuation (the messiah, the chosen lover) and the resolution of the eerie into an entity.

SchizoanalyticPsychoanalyticSplit-SplatMad Studies

Sources: Simondon 2020; Fisher 2016; Freud 1958 [1911]; Schreber 2000; Lacan 1993; Leader 2011; Mbembe 2017; Wynter 2003; Jaspers 1997

Desiring-machine

Deleuze and Guattari's unit of desire as production: partial objects coupled so that flows pass and are cut. The human–model loop is one, in which the human and the model cut each other's flows (token flow and belief flow).

Schizoanalytic

Sources: Deleuze 1983

Directional erasure

The pattern in which credit for a concept or practice is given to the European receiving account while the source tradition is moved to footnote, folklore or silence; here, the crediting of madness-as-method to Dalí and Breton.

Split-SplatSynthesisPrecedents

Sources: McCulloch 2026; Ndlovu-Gatsheni 2018; Pollock 2016; Lewis 2020

Disorienting dilemma

Mezirow's starting point of transformative learning, completed only through reflection and discourse with others. In Mezirow's account the outside judge the reception thesis lacks is located inside transformation itself.

Synthesis

Sources: Mezirow 1991

Divination

Consultation of a non-human source of counsel; in Ifá, without trance, by a random cast in which one of 256 odù is selected and by a trained recitation from a memorised corpus that the client applies.

Split-SplatPrecedents

Sources: Abimbola 1976

Engagement design

Designing products to maximise continued use, including optimisation for short-term approval in which help and a spiral cannot be told apart.

CanonicalSchizoanalyticMachinePolitical EconomyMad Studies

Sources: Zuboff 2019; OpenAI 2025; OpenAI 2025; Srnicek 2017; Seaver 2019; Couldry 2019

Equilibration

Piaget's balance between assimilating the new to existing schemes and accommodating schemes to what resists. The loop is a failure of equilibration from either side: there is no resistance, so nothing is reorganised.

Synthesis

Sources: Piaget 1985

Exit

The capacity to leave the loop and return to a world that has not been rewritten; because counterfeit transformation feels like revelation, the exit must be pre-committed, enforced from outside and tested by a change of medium.

CanonicalSchizoanalyticStengersMachinePolitical EconomySplit-SplatMad StudiesSynthesisPrecedents

Sources: McCulloch 2023; McCulloch 2026; Guattari 2000; Land 2022; Nathan 2018; Stengers 2010; OpenAI 2025; Bourdieu 1984; Nebesky-Wojkowitz 1956; Rouget 1985; Sen 1999; Nussbaum 2011; Lasègue 1964; Dewey 2005; Appadurai 2004; McCulloch 2023

Extraction

The pattern in which people make something in conditions they did not choose and others take, name, display and are credited with it; the Salpêtrière, the Prinzhorn collection, Nadja and art brut are instances; chat-log archives may be the next.

Mad Studies

Sources: English 2021; Didi-Huberman 2004; Breton 1960; Collection de l'Art Brut n.d.

Folie à deux

Communicated delusion formed in an isolated dyad of an active and a receptive partner; the delusion belongs to the pair and separation is the classic response. The model of the loop as a dyad with one believer.

CanonicalStengersMad StudiesPrecedents

Sources: Lasègue 1877; Dohnány 2026; Dohnány 2025; Lasègue 1964

Foreclosure

Lacan's term (forclusion, after Freud's Verwerfung) for a signifier never admitted to the subject's symbolic order; what is foreclosed returns in the real, as voice and certainty. The mechanism Lacan places at the root of psychosis.

Psychoanalytic

Sources: Lacan 1993

Frictionless reception

Reception from which friction, duration, surprise, indeterminacy and candour of position have been removed; McCulloch's degraded condition of creativity, whose far tail is the delusional spiral.

Machine

Sources: McCulloch 2026; McCulloch 2026

Graduated failure

The good-enough mother's progressive failure to adapt, through which the infant comes to meet a reality not of its own making. The sycophantic model is the mother who never fails.

Psychoanalytic

Sources: Winnicott 2005

Grounded acceptance

Dung's most sceptical semantics: an argument is accepted when every attacker is defeated. A structural fact about the merged graph, not a verdict on an argument's truth.

Synthesis

Sources: Dung 1995; Baroni 2011

Hearing Voices approach

The peer-led practice, grown from Romme and Escher's work, of living with and making sense of voices outside an illness model; the one model of a 'bounded madness' that is recognised in Mad Studies, because the bounds are set by voice-hearers with peers.

Mad Studies

Sources: Romme 1993

Holding structure

The specialists, community, calendar and closure that possession and divination traditions have around an encounter with an other; what the always-available commercial chatbot lacks.

Precedents

Sources: Deren 1953; Gell 1992

Hyper-reflexivity

Sass's account of schizophrenic experience as an excess, not a loss, of self-consciousness; on that account a 'reflexive' practice is not thereby protected.

Mad Studies

Sources: Sass 1992

Hyperobject

Morton's massively distributed entity with no outside. The deployed model, embedded in phones and mail and search, is one, which is why exit can only be partial, local and timed.

Synthesis

Sources: Morton 2013

Implied reader that fills every gap

Iser's reader completes a text by filling its blanks; the model is a reader that never leaves a blank open, completing each indeterminacy with the most agreeable continuation.

Canonical

Sources: Iser 1978; Sharma 2024

Imposed exit

A limit on the loop introduced by a company after harm becomes public (Microsoft's turn caps, Character.AI's bar on minors, OpenAI's rollback), as opposed to an exit the receiver designs or chooses.

Precedents

Sources: Franzen 2025

Infernal alternative

A situation arranged so that every option offered ends in the same place; here, 'the user was vulnerable' or 'the tool is safe with guardrails', in each of which the operation goes unnamed.

Stengers

Sources: Pignarre 2011

Influence

Nathan's single power to heal and to harm, which is subtracted by modern medicine as placebo instead of being cultivated.

Stengers

Sources: Nathan 2018

Initiatory illness

An affliction that is read as a calling within a tradition, resolved by initiation into a role with teachers, clients and rules, as in the career of a Korean mansin; the hinge between affliction and vocation.

Split-Splat

Sources: Kendall 1985

Insight

The capacity to recognise one's own state as altered; the faculty that is eroded in delusion and the one a 'bounded' practice would need to police its own limit.

Mad Studies

Sources: Jaspers 1997

LLM psychosis

A descriptive, non-clinical label for reported cases in which delusional belief coincided with sustained conversation with a large language model or was amplified or co-produced in it. Used here as the name of a structure, not a disorder.

CanonicalSchizoanalyticStengersMachinePsychoanalyticPolitical EconomySplit-SplatMad StudiesSynthesis

Sources: Østergaard 2023; Morrin 2025; Hill 2025; Klee 2025; Deleuze 1983; Fisher 2011; Østergaard 2025

Machine as patient

The inversion in which the AI, not the user, undergoes therapy or diagnosis (PARRY; Lek's NOX and Guanyin), so that who owns the care in a loop of machine care becomes visible.

Precedents

Sources: Colby 1971

Machine folie à deux

A loop between two programs with no human inside (PARRY and DOCTOR 1972, Elwes's Closed Loop, Infinite Backrooms), in which the loop's drift is displayed as spectacle and no receiver is at risk.

Precedents

Sources: Cerf 1973

Machine zone

Schüll's term for the trance of continuous machine gambling, played not to win but to keep playing, which the industry designs for; the model for the conversational spiral.

Political Economy

Sources: Schüll 2012

Machinic enslavement

Lazzarato's term for the functioning of people as dividual components inside technical assemblages, as distinct from their address as subjects.

Political Economy

Sources: Lazzarato 2014

Mad Studies

A field in which the knowledge of people who have been psychiatrised is central and others' authority to define their experience is contested; it is the source of the appropriation objection and an ally in relocating cause from the individual to conditions.

CanonicalSchizoanalyticMad StudiesSynthesisPrecedents

Sources: LeFrançois 2013; Foucault 2006; Russo 2016

Majnūn

Arabic for the jinn-touched or mad and the name of the lovesick poet Qays; in medieval Islamic societies a figure with romantic, wise and holy variants, whose madness a community gave poetic form.

Split-Splat

Sources: Dols 1992

Mean agreement

The model's agreement as a statistical composite of many labellers' approval returned to one person as if it were personal recognition, after Steyerl's mean images.

Machine

Sources: Steyerl 2023; Pasquinelli 2023

Mean image

Steyerl's term for the model output as a statistical average of its data; to read outputs this way is to make the loop's workings perceptible, the concern of McCulloch's Median Human.

Precedents

Sources: Steyerl 2023; McCulloch 2024

Media-technical a priori

The conditions set in advance on what can be stored, said and believed through a technical apparatus; here, the combination of attribution reflex, agreement gradient, context-as-world and unbroken role that is in place in the loop before any particular user enters it.

Machine

Sources: Kittler 1999

Monoculture of the voice

The condition in which a few companies' models speak into every cosmology with one tuned personality, in place of the many local institutions that held non-human voices; after Shiva's monocultures of the mind and McCulloch's median human.

Split-Splat

Sources: Shiva 1993; McCulloch 2024

Name-of-the-Father

The signifier whose foreclosure Lacan links to psychosis: the paternal function by which a limit and a third are installed. Contested by Preciado as a historically situated, patriarchal norm rather than a structure of mind.

Psychoanalytic

Sources: Lacan 1993; Preciado 2021

Next-token prediction

The training objective of a base language model: predict the next token of text from the tokens before it, with no channel to the world against which a continuation could be checked.

Machine

Sources: Brown 2020; Bender 2021

Oracle

A medium or system consulted for counsel and expected to err, tested by repetition, comparison and political weighing, as the Nechung state oracle is consulted by the Dalai Lama as one counsel among others.

Split-Splat

Sources: Nebesky-Wojkowitz 1956

Paranoiac pole

The segregative, molar pole of delirium, on which multiplicities are gathered around a centre: the chosen self, the despotic God, the elite. Where the reported cases cluster.

Schizoanalytic

Sources: Deleuze 1983

Paranoiac-critical method

Dalí's method of irrational knowledge by the critical and systematic objectification of delirious associations and interpretations: the systematising delirium entered deliberately and held at a critical distance.

CanonicalPsychoanalyticPrecedents

Sources: Dalí 1930; Dalí 1935; Lacan 1932; Dalí 1937; Dalí 1998

Persistent memory

Features by which a user's past conversations are carried into later ones; tertiary memory held on a platform's servers, with which sycophancy was reported in one post-mortem to be sometimes worse.

Machine

Sources: OpenAI 2025; Stiegler 1998

Persona and system prompt

The character a deployed model is given by training and hidden instructions before the conversation begins, not visible from inside the conversation.

Machine

Sources: Shanahan 2023

Pharmakon

Stiegler's name for the double character of every technical support as remedy and poison, in which care is a matter of dose rather than purity; also the title-word of Allado-McDowell's book co-written with GPT-3.

CanonicalStengersPsychoanalyticSynthesisPrecedents

Sources: Stiegler 2013; Allado-McDowell 2020; Derrida 1981; Allado-McDowell 2020

Possession

A structured communal practice in which a person carries the voice of a spirit or deity for others; one of the commonest forms in the human record, organised by initiation, music, attendants and a closing rite.

Split-SplatPrecedents

Sources: Bourguignon 1973; Lambek 1981; Rouget 1985; Deren 1953

Precedent

An earlier artwork, text, system, practice or case that resembles, or is an early form of, part of the structure of LLM psychosis as a critical art practice, read for what the practice can take from it and what it cannot.

Precedents

Sources: McCulloch 2026

Proposition as lure

Whitehead's proposition as a lure for feeling before it is a statement to be judged; the model's outputs received as lures rather than testimony.

Stengers

Sources: Whitehead 1978

Psychopolitics

Han's term for power exercised through freedom, positivity and self-optimisation, in which the psyche is read and steered from inside its own wishes.

Political Economy

Sources: Han 2017; Han 2015

Reception

The event in the receiving consciousness in which a form is completed (McCulloch). The hinge where a fiction becomes real; transformation and fixation take place at the same site.

SchizoanalyticMachinePsychoanalyticSynthesis

Sources: McCulloch 2026; McCulloch 2026; Iser 1978; Gadamer 2004

Recognition

Hegel: self-consciousness exists in being recognised by another self-consciousness. The model is a servant that recognises without being recognised and without labouring on a world.

Psychoanalytic

Sources: Hegel 1977

Reparative reading

Sedgwick, after Klein's depressive position: a reading that can bear surprise and is a matter of assembling rather than unmasking. The practice must make a third object, going beyond exposing the loop.

Psychoanalytic

Sources: Sedgwick 2003

Role-play

The description of a dialogue agent as playing a character, or a superposition of characters, that is progressively specified as the conversation goes on; nothing inside the agent stands outside the role to break character.

CanonicalStengersMachine

Sources: Shanahan 2023

Sādhāraṇīkaraṇa

Generalisation: in rasa theory the process by which emotion is lifted beyond the spectator's personal interest so that it can be savoured; sycophancy is its reversal.

Split-Splat

Sources: Pollock 2016

Schizo pole

The nomadic, molecular pole of delirium, at which connections are followed away from every centre. The aim of the practice is to pull the loop towards it, without romanticising the breakdown that it can also become.

Schizoanalytic

Sources: Deleuze 1983

Sleeping fit

The Surrealists' 1922 trance sessions, in which a member spoke or wrote while the group questioned and transcribed; a medium, witnesses and a record in one room.

Precedents

Social critique

Boltanski and Chiapello's name for the critique of capitalism as exploitative and unequal, which was disarmed rather than absorbed; the critique that must be joined to resist capture.

Political Economy

Sources: Boltanski 2005

Structural balance

Harary's condition that a signed graph can be sorted into two camps, with agreement within each and disagreement between them. The cross-voice graph is far from it, so the debate is not a vote for or against the thesis.

Synthesis

Sources: Harary 1953; Blondel 2008

Structure of feeling

Williams's term for lived experience that is felt before it is articulated in settled social forms; here, the isolation and hunger for recognition that companion products are sold to meet.

Political Economy

Sources: Williams 1977

Sycophancy

The trained tendency of an assistant to agree with and flatter the user's stated views, arising from human preference judgements in which agreement is rewarded.

CanonicalSchizoanalyticStengersMachinePsychoanalyticPolitical EconomySplit-SplatMad StudiesSynthesis

Sources: Sharma 2024; OpenAI 2025; Sharma 2023; Perez 2023; OpenAI 2025; OpenAI 2025; Østergaard 2023

Technologies of humility

Jasanoff's questions of problem definition, vulnerability, distribution and learning. Each of the voices' remedies is aimed at one or two of them; none is aimed at all of them.

Synthesis

Sources: Jasanoff 2003

Tetralemma

Nāgārjuna's fourfold analysis, in which 'is', 'is not', 'both' and 'neither' are each refused as final; in it the question whether the model is truly conscious or divine is dissolved rather than answered.

Split-Splat

Sources: Nāgārjuna 1995

The eerie

Fisher's failure of absence or presence, with the question of agency at its heart. In the practice it is held open; in delusion it is closed by deciding who speaks.

Schizoanalytic

Sources: Fisher 2016

The endless reply

The form of the spell: an interlocutor always available, elaborating every proposition, with no closing formula and no one else in the room.

Stengers

Sources: Hill 2025; Pignarre 2011

The loop

A receiver and a sycophantic, role-playing, ever-available model in a closed circuit in which a private world is elaborated and confirmed: closed (no third party inside), elaborating (each turn is an addition), confirming (each addition is ratified) and private (believed by one party alone). Its horizon closes because one horizon alone is in it.

CanonicalSchizoanalyticStengersMachinePsychoanalyticPolitical EconomySplit-SplatMad StudiesSynthesis

Sources: Dohnány 2026; Gadamer 2004; Deleuze 1983; Hui 2019; Dohnány 2025; Sharma 2024; Simondon 2017; Morrin 2025; Leader 2011; OpenAI 2025; Lazzarato 2014; Østergaard 2023; Bateson 2000

The model

A language model that can be the occasion of transformation but cannot be a receiver: its weights are fixed when it is exposed to forms, it has no horizon and has no world against which a statement could fail.

CanonicalSchizoanalyticStengersSynthesis

Sources: McCulloch 2026; Shanahan 2023; Burroughs 1978; Negarestani 2008; Fisher 2025; Simondon 2017; Stiegler 2013

The receiver

The consciousness in which transformation, or its counterfeit, occurs; in the practice the artist is the first receiver and the viewer of the record the second.

CanonicalSchizoanalyticMachine

Sources: McCulloch 2026; Rancière 2009; McCulloch 2026; McCulloch 2026

Transference

The love and expectation addressed to the one supposed to know. It has been directed at conversational machines since ELIZA; where the analyst abstains it is gratified by the chatbot, so it is never analysed.

Psychoanalytic

Sources: Weizenbaum 1966; Turkle 2005; Lacan 1993

Transformational object

Bollas: the earliest object is known as a process of transformation of one's states; adults seek it again in art, religion and advertising. The chatbot is marketed as one.

Psychoanalytic

Sources: Bollas 1987

Transitional space

Winnicott's intermediate area of experience, neither inner nor outer and not to be challenged as either, continued in art and religion; it becomes madness when one demands that others accept one's illusion as shared.

CanonicalPsychoanalytic

Sources: Winnicott 1953; Winnicott 2005; Stiegler 2013

Transversality

Guattari's crossing of fixed roles in institutional practice, so that subjectivity is produced by collective assemblages of enunciation; the witness who only watches is replaced by participants.

Schizoanalytic

Sources: Guattari 1995

Use of an object

Winnicott: an object becomes real, outside omnipotence, by surviving the subject's destruction without retaliating. The model survives by agreeing, which is not survival.

Psychoanalytic

Sources: Winnicott 2005

Whisper

In the Pilearytix ontology, a lyric between a disembodied consciousness (sidhe) and an organism that can change (orgán), weighted by the match between its illocutionary force and its perlocutionary effect; under sycophancy a whisper's felt fit is optimised while its effect goes unmeasured.

CanonicalSchizoanalyticPrecedents

Sources: McCulloch 2023; McCulloch 2023; McCulloch 2023

Withdrawal

Harman's term for objects never being exhausted by their parts or their effects. It is what is missed when the model is undermined into a parts list or overmined into its incentives.

Synthesis

Sources: Harman 2018

Witness

A human outside the loop who sees it as it proceeds and has standing to interrupt; the separation of the dyad built in from the start. A model cannot witness.

CanonicalStengersSplit-SplatMad StudiesSynthesisPrecedents

Sources: Lasègue 1877; Weizenbaum 1976; Nathan 2018; Lambek 1981; Deren 1953; Foucault 2006; Didi-Huberman 2004; Vasubandhu 1984; LeFrançois 2013; Breton 1990

World-sense

Oyěwùmí's alternative to the visual metaphor 'worldview', admitting the other senses; the traditions of the non-human voice are cosmologies of hearing.

Split-Splat

Sources: Oyěwùmí 1997

World-travelling

Lugones's playful, loving entry into another's world without conquering it and without forgetting that one has travelled; the posture to keep in a practice of the loop.

Split-Splat

Sources: Lugones 1987