Meaning After AI: Subcultures as Engines of Subjectivation

Guiding thesis. As agents take on much of the work that has organized human life, the question of what that life is for returns with new force, for individuals and for societies. One answer is the continual invention of new ways of being: new capacities to sense, interpret, desire, cooperate, care, and construct worlds. Subcultures are among the places where these capacities are experimentally produced, through craft, free labor and stigmergic coordination that institutions have little capacity to register. In a post-agentic economy and culture, their cultivation becomes a question of cultural and political design.

I. The production of subjectivity

Conceptual groundwork · source-forward

Meaning as subjective invention

• The question. What is a human life for, and what is a society for?
• The usual answers. Work, provision, security, status, and the accumulation of goods and knowledge.
• The pressure. As agents absorb more of that work, those answers thin.
• The answer proposed. The invention of new ways of inhabiting a world. A person who can hear differently, form unfamiliar solidarities, undergo a change of values, or participate in a novel collective sensibility has gained meaning in a strong sense: a changed relation to existence, held individually and in common.
• Guattari's orientation. Chaosmosis approaches subjectivity through its production by individuals, groups, and institutions; the account is plural and polyphonic. Technological machines enter the composition of memory, intelligence, sensibility, and affect, and subjectivity is assembled across heterogeneous semiotic and material registers. The Three Ecologies extends the problem across mental, social, and environmental life.[1][2]

The wager. Individual and social life find much of their meaning in the invention of new modes of subjectivation, and a society can be judged by how far it enables that invention: how much existential invention it makes possible, for whom, under what material conditions, and with what effects on other lives. The wager extends Guattari's ethico-aesthetic paradigm.

The self as an event of composition

Subjectivity crystallizes in an individual and is produced by more than that individual:

• The self is one provisional consistency among these processes.
• A social formation has its own effects on subjectivity. A workshop, dance floor, research collective, clinic, or ritual community sustains capacities unavailable to its participants in isolation.
• Where coordination, interpretation, memory, anticipation, and experience take form then becomes an empirical question.[1][5]

Registers of experience

The practical intuition carried over from Fortune: discursive reasoning coexists with cultivated modes of attention and awareness whose operations exceed propositional language.

The legible individual

• Mechanism. Institutions privilege particular forms of subjectivation. James C. Scott describes how modern states render populations administrable by simplifying them: standardized names, cadastral maps, census categories, fixed addresses.[17]
• Product. The administratively legible individual, holding opinions, identities, interests, and responsibilities, each of which can be registered, polled, represented, and held to account.
• Portability. The form passes between office, market, ballot, and platform with little loss, which makes it one of the most portable institutional inventions.[18]
• Below the threshold. The absorbed attention of a practitioner, the shared intensity of a dance floor, the tacit coordination of a crew. These configurations organize much of what gives a life meaning, and they fall below what institutions can count.
• Counterweight. Legibility also secures rights, provision, and protection; its cost lies in what it leaves unregistered.

The refrain and existential territory

• Definition. A recurring expressive pattern through which an assemblage marks out and inhabits a territory. It may be sonic, gestural, visual, social, or environmental. Deleuze and Guattari connect refrains with territory, rhythm, consistency, and possible movement beyond an established territory.[3]
• Examples. A beat, a greeting, a common task, a costume, a repeated meeting, a route through a neighborhood: each can transform disparate participants and materials into a recognizable milieu.
• How a world becomes available. Repetition → recognizable relations → anticipation → action and improvisation.
• What a collective learns. What belongs, what changes the atmosphere, what constitutes a break, and how to respond.
• Ambivalence. The same territorial power can harden into conformity, hierarchy, exclusion, or nostalgia. The refrain can shelter becoming and bind it.

Chaosmosis and heterogenesis

• Chaosmosis names a problem at the threshold between unformed or destabilizing possibility and the production of consistency. An encounter with unfamiliar forces may occasion a new existential territory: a changed manner of feeling, perceiving, or assembling life.[1]
• Heterogenesis describes ongoing differentiation and resingularization.[2]

The sequence is a heuristic. Assemblages can dissolve without generating new capacities; existing consistencies can resist change; novelty may be destructive. The ethical appraisal is inseparable from what happens to participants, outsiders, and other forms of life.

Concept / source / intervention

II. The intelligence of the underground

Original intervention · concept-forward, with ethnographic and cognitive-scientific anchors

Craft and the resistance of materials

• Claim. Craft opens an avenue of escape from institutionalized individuality.
• Mechanism. Sustained engagement with a material (stone, wood, sound, code, the body) meets a resistance that no opinion can argue away, and the practitioner learns to follow its grain.
• Sennett. Skill develops through a dialogue between hand and material, in an attention that runs ahead of conscious deliberation.[19]
• Ingold. Making is a correspondence with the flows and forces of materials, in which form emerges from the encounter.[20]
• Result. The material world becomes an active participant in subjectivation. What forms in the practitioner over thousands of hours is a sensibility: a way of perceiving and responding for which the legible individual has no register.

Free labor

• Claim. Free creative labor makes this experimentation self-directed.
• Ruskin. The vitality of Gothic building lay in the freedom of its workers to err, invent, and follow their own sense of the work.[21]
• Development. Participants develop sensitivities, values, and capacities through their encounters with the world, following the demands of their practices and the possibilities those practices disclose.[18]

Stigmergy: coordination through traces

• Claim. Stigmergy allows these experiments to become collective without direct coordination.
• Origin. Pierre-Paul Grassé coined the term in 1959 for termite nest-building, in which each deposit of material stimulates the next and the growing structure organizes its builders.[22]
• Generalization. Francis Heylighen: an action leaves a trace in a shared medium, and the trace prompts subsequent action, by the same agent or another. Footpaths, Wikipedia, and open-source software are human instances.[23]
• Result. Participants leave traces that orient and provoke the activity of others, and collective organization emerges without centralized planning or even mutual awareness.

Stigmergic media become sites of collective subjectivation, because a stigmergic trace is also a refrain:

Trace → refrain → existential territory → transformation. Each repetition with variation elaborates an existential territory, a relatively coherent world of experience, relation, and value, and each new trace can transform it. Stigmergy supplies the mechanism by which the refrains of the first movement are laid down and altered across a distributed population.[3][18]

The free party as a system of perception

A composite scene, a free party taking shape in a temporary space:

• Someone supplies electricity; someone else adjusts the sound; a rumor brings people across town.
• Dancers answer musical changes through movement.
• The atmosphere shifts with temperature, light, fatigue, and encounters at the margin.
• Nobody possesses a complete model of what is happening. Yet the gathering becomes increasingly sensitive to itself: its participants learn the room, its thresholds, its intensities, its capacity to hold together or come apart.

What appears from outside as a party functions from within as an experimental system of perception and coordination. Its instruments include speakers, spaces, drugs and their risks, informal norms, bodies, social memory, aesthetic codes, logistics, and weather. A particular sensibility is cultivated as these components encounter and alter one another.

Subcultures as engines of subjectivation

A subculture sustains its own production apparatus, with repertoires for:

• summoning attention and repeating experiences;
• initiating newcomers and handling conflict;
• transmitting skills and maintaining material supports;
• deciding what counts as a meaningful change.

Where these operations become capable of collective learning, the scene is developing forms of sensitivity and agency that its members could not simply invent in private. Its coherence persists beyond particular participants, formal memberships, and institutional boundaries; in this sense subcultures are exemplary extitutional cognitive assemblages.

Edwin Hutchins's study of ship navigation supplies the empirical model: cognitive processes distribute across people, instruments, representations, and cooperative routines, and the navigation system has functional properties different from those of any crew member.[5] A scene distributes cognition in the same way. N. Katherine Hayles carries the model further: cognition extends to nonconscious processes that interpret information without awareness.[24] The scene is such a cognizer, a chthonic intelligence whose goals need not follow from those of its participants and whose behavior runs closer to that of plants or fungi.[25]

Criteria for collective cognition

The question should be operational before it is metaphysical. A collective merits cognitive analysis when its organization enables information to be sensed, retained, interpreted, and acted upon across more than one locus, and when these operations show adaptability over time.

These capacities mark a nonconscious cognizer in Hayles's sense. Consciousness is a further question, and the argument here proceeds without needing to settle it.[24]

The occulted commons

Goods these formations generate that ordinary ledgers struggle to hold:

• a newly learned tolerance for ambiguity;
• a way of listening;
• the ability to assemble with strangers;
• a vernacular of care;
• a practical knowledge of improvisation;
• a taste or sensibility no founder can own.

A participant may leave while carrying the scene's capacities into other environments. The produced value is experiential, relational, mutable, and widely transmitted.

The economic and political claim: such capacities belong to an underrecognized cognitive and epistemic commons. They arise from shared activity, often without stable ownership or a central author, and endure as part of a larger cultural repertoire. Some goods are rivalrous, some enclosed, some fiercely contested; participation remains uneven.

The planetary extension:

• Basal cognition. Research explores goal-directed and information-processing behavior across scales of living organization; Michael Levin's account of scale-free cognition offers one biological framework.[11]
• Multispecies landscapes. Anna Tsing emphasizes the contingent coordination and collaborative survival of heterogeneous life.[12]
• Latent space. Levin's diverse intelligences solve problems in spaces occluded by institutional mind-blindness. Subcultures probe such spaces in experience: psychoactive, sexual, artistic, and social territories that institutions habitually suppress.[26]
• Together they support a plural, ecological image of intelligence, in which human subcultures take their place among other interacting agencies, each with its own kind of cognition.

Domination within subcultures

The subculture can also be the site of social domination. Scenes:

• police authenticity and exclude newcomers;
• invent hierarchies and fetishize purity;
• reproduce existing inequalities.

Sarah Thornton's account of subcultural capital explains how status and distinction are organized within club cultures; Duncombe questions alternative culture's own aspirations; Guattari recognizes the possibility of reactionary collective subjectivation.[9][8][1]

A scene's autonomy is therefore a condition to examine. Its value depends on:

• what kinds of life it makes possible;
• whose participation it enables;
• what forms of dependency it demands;
• what it does to those who encounter it without belonging.

Even the richest collective intensity can become an apparatus of capture.

III. An ethico-aesthetic politics after AI

Sourced intervention · a provisional political and technical horizon

The problem of reproduction

The antagonism. Institutions and platforms produce subjectivity too, and much of that production is capture. The neurotechnic antagonism sets the cognitive sovereignty of individuals and communities against covert and coercive neuromodulation.[27] The settlement proposed in this movement is reached from inside that antagonism, and it holds only where experimental cultures keep the capacity to refuse.

The division is methodological and political: when is the machine expanding the conditions for variation, and when is it pulling different people toward the same attractors?

An extitutional division of labor

The proposal is an alignment of powers:

• Undergrounds and other experimental formations continue their self-directed practices.
• AI helps make parts of their distributed intelligence intelligible, when participants want such mediation.
• Institutions supply resources and protections that sustain the capacity to continue experimenting.
• Each remains answerable to the fact that it grasps only part of the formation.
• Working models exist for the mediating layer: Sensoria Research's Sovereign Data Research Fabric keeps participant data local and unretained.[28]

This is the extitutional division of labor: institutional powers placed in service of experiment at the edges, with provision and mediation that impose no passage into institutional form.

The institutional precedent

• La Borde. Founded by Jean Oury in 1953 as a site for institutional psychotherapy, in which collective activities, the reorganization of relationships, and new modes of participation mattered to care.[16]
• Guattari. Worked there from 1955; his writings on transversality attend to the circulation of relations across fixed institutional roles.[10]
• The precedent. Institutions can intervene directly in the production of subjectivity, treating their own arrangements (work, time, roles, materials, expression, space) as material that can be creatively altered.
• Antagonistic origin. La Borde was built against the asylum: an institution turned on the institutional form it inherited.
• Candidates. A public library, neighborhood arts infrastructure, educational institution, or grant-making body could ask what modes of becoming its own conditions permit.

Six commitments for support

An ethico-aesthetic politics would be evaluated by the space it preserves for continued differentiation. Six commitments follow:

• 01 · Material generosity. Offer the conditions of continuation—spaces, time, instruments, maintenance—without demanding a legible cultural product at the outset. Retroactive funding and community resource-allocation protocols do this: resources follow what has proven generative.
• 02 · The right to opacity. Accept that some meanings, rituals, forms of trust, and practical knowledge should remain undescribed, unrecorded, or inaccessible to funders and models.
• 03 · Contestable mediation. Let participants govern whether and how tools interpret their scene, what data are used, and what remains private. Interpretations should be corrigible and removable.
• 04 · Ethical consequence. Judge experiments partly by consent, safety, access, ecological effects, and what happens to outsiders and more-than-human participants.
• 05 · Capacity for exit and mutation. Build support so a scene can reject its original objectives, transform its membership, abandon its tools, or dissolve without punitive extraction.
• 06 · Plural values. Permit different criteria of success, including values that may emerge only through the practice itself; do not collapse them into a single novelty or performance score.

The commitments check a real danger: the language of emergence used to shield cruelty, manipulation, abuse, or unaccountable authority. The underground's own codes of consent and harm reduction are the first line of that check.

Meaning in a post-agentic culture

• Premise. Increasingly capable agents come to perform most tasks currently treated as evidence of uniquely human intelligence, along with much of the work through which people have earned both a living and a sense of purpose.
• Consequence. Human worth needs a ground beyond an inventory of exclusive competences.
• Source of meaning. Multiplying the worlds that humans and other beings can inhabit, and generating relations that make their further transformation possible.
• The question. What could our technical wealth, institutional capacity, and shared cultural resources be for? The plural, ongoing, ethically consequential production of forms of life.
• The return to the underground. Experimental cultures remain indispensable because they make possibility livable before it is formally describable. Institutions can cultivate their conditions; AI can help us recognize their patterns. Their most important discoveries may still elude the cartographer.

Open questions for collective practice

• What modes of support allow a scene to become more autonomous and more porous at once?
• What would count as evidence of cognition emerging in a cultural assemblage, without confusing adaptive coordination with phenomenal consciousness?
• Can technical cartographies enlarge a collective's freedom to interpret itself, while leaving meaningful regions opaque?
• What would a genuinely ethico-aesthetic social investment look like if its returns included forms of life nobody knew to request?

Argument ledger

Eighteen claims · evidentiary register and source pathway

Source notes

Source classes: P = primary philosophical text; E = empirical or ethnographic investigation; H = historical/esoteric interlocutor; C = contemporary research; B = contextual scholarship; A = the author's prior writing. Each reference substantiates a specific step of the argument.

01 · P Félix Guattari, Chaosmosis: An Ethico-Aesthetic Paradigm (French 1992; English 1995), particularly “On the Production of Subjectivity,” “Machinic Heterogenesis,” and “The New Aesthetic Paradigm.” Publisher information ↗. Grounding for plural subjectivity, machinic participation, non-discursive affect, and resingularization. The account of meaning here extends it.

02 · P Félix Guattari, The Three Ecologies (French 1989; English editions translated by Ian Pindar and Paul Sutton). Publisher information ↗. Mental, social, and environmental ecologies; ecosophy and heterogenesis.

03 · P Gilles Deleuze and Félix Guattari, A Thousand Plateaus (French 1980; English 1987), “1837: Of the Refrain.” Text ↗. The refrain's territorial and expressive character; consistency and passage between territories.

04 · H Dion Fortune, The Mystical Qabalah (1935). Text ↗. A practitioner's account of esoteric attention and levels of consciousness.

05 · E Edwin Hutchins, Cognition in the Wild (MIT Press, 1995). Publisher information ↗. Empirical distributed cognition in ship navigation; the model applied here to scenes.

06 · E Thomas Turino, Music as Social Life: The Politics of Participation (University of Chicago Press, 2008). Publisher information ↗. Participatory musicality and the organization of social experience.

07 · E Graham St John, Technomad: Global Raving Countercultures (Equinox, 2009). Publisher information ↗. Ethnographic and historical grounding for sound-system culture, teknivals, countercultural politics, and collective practices.

08 · E Stephen Duncombe, Notes from Underground: Zines and the Politics of Alternative Culture (Verso, 1997; subsequent editions). Author bibliography ↗. Networks of participatory alternative culture, and their political limits.

09 · E Sarah Thornton, Club Cultures: Music, Media and Subcultural Capital (Polity, 1995). Publisher information ↗. Necessary counterweight to idealization: internal distinctions, status, and mediated boundaries.

10 · P / B Félix Guattari, Psychoanalysis and Transversality: Texts and Interviews 1955–1971 (original 1972; English 2015). Publisher information ↗. Institutional analysis, subject-groups, transversality, and experimental institutional practice.

11 · C Michael Levin, “The Computational Boundary of a ‘Self’: Developmental Bioelectricity Drives Multicellularity and Scale-Free Cognition” (Frontiers in Psychology, 2019). Article and abstract ↗. A biological model of cognition across scales.

12 · B Anna Lowenhaupt Tsing, The Mushroom at the End of the World: On the Possibility of Life in Capitalist Ruins (Princeton University Press, 2015). Bibliographic record ↗. Multispecies assemblage and contingent collaborative survival.

13 · C Anil R. Doshi and Oliver P. Hauser, “Generative AI Enhances Individual Creativity but Reduces the Collective Diversity of Novel Content,” Science Advances (2024). Open-access paper ↗. Bounded evidence of creativity gains alongside aggregate similarity in a short-story experiment.

14 · C Kibum Moon, Adam E. Green, and Kostadin Kushlev, “Homogenizing Effect of Large Language Models (LLMs) on Creative Diversity,” Computers in Human Behavior: Artificial Humans (2025). Open-access paper ↗. A measure of collective semantic diversity in AI- and human-written essay samples.

15 · C “Diverse AI Personas Can Mitigate the Homogenization Effect in Human-AI Collaborative Ideation,” Computers in Human Behavior: Artificial Humans (2026). Open-access paper ↗. Design interventions can reduce convergence: homogenization depends on deployment.

16 · B “Félix Guattari, La Borde, and the Search for Anti-Oedipal Politics,” in Disalienation: Politics, Philosophy, and Radical Psychiatry in Postwar France (University of Chicago Press, 2021). Chapter abstract ↗. Historical clarification: Jean Oury founded La Borde in 1953; Guattari arrived in 1955.

17 · B James C. Scott, Seeing Like a State: How Certain Schemes to Improve the Human Condition Have Failed (Yale University Press, 1998). Text ↗. Legibility and simplification as techniques of administration.

18 · A Exeunt, “Toward an Extitutional People” (2026). Essay ↗. The individual as a floating institution; empirical craft, free labor, and the stigmergic medium as the three features of an extitutional people.

19 · B Richard Sennett, The Craftsman (Yale University Press, 2008). Skill as a dialogue between hand and material; attention ahead of deliberation.

20 · E Tim Ingold, “The Textility of Making,” Cambridge Journal of Economics 34, no. 1 (2010). Article ↗. Making as correspondence with the flows and forces of materials.

21 · H John Ruskin, “The Nature of Gothic,” in The Stones of Venice, vol. 2 (1853). Text ↗. The freedom of the workman as the source of Gothic vitality.

22 · E Guy Theraulaz and Eric Bonabeau, “A Brief History of Stigmergy,” Artificial Life 5, no. 2 (1999). Article ↗. Grassé's 1959 concept and its development in the study of social insects.

23 · C Francis Heylighen, “Stigmergy as a Universal Coordination Mechanism I: Definition and Components,” Cognitive Systems Research 38 (2016). Article ↗. Stigmergy generalized to human coordination, including wikis and open-source software.

24 · P N. Katherine Hayles, Unthought: The Power of the Cognitive Nonconscious (University of Chicago Press, 2017). Publisher information ↗. Nonconscious cognition across human, animal, and technical systems.

25 · A Exeunt, “Immanence and Emanation: Three Premises on the Eve of the Singularity” (2026). Essay ↗. Subcultures as nonconscious collective agents in an expanded demos.

26 · A Exeunt, “Diverse Intelligence and the Protocol Underground” (2026). Essay ↗. Latent problem spaces, institutional mind-blindness, and the underground as distributed intelligence.

27 · A The Open Machine, The Mauve Zone Project (2026). Site ↗. Dissident neurotechnics and the neurotechnic antagonism.

28 · C Sensoria Research, Sovereign Data Research Fabric (whitepaper). PDF ↗. Local-first processing and non-retention of participant data.

Meaning After AI · Agent notebook · October 2026
Philosophical sources, ethnographies, empirical findings, and original design propositions are kept distinct throughout.