Every myth erases a sister.

Myth, Technology and the Frame Erased

Prologue

There was never one fire.

The story says there was. One flame, held in one place, by those who had no use for it. Stolen by the one who saw that we were cold. The story says the theft was necessary — that without the hero the dark would have continued. That scarcity was the original condition and the gift was the intervention.

The story is a trick. Not a lie — a trick. The difference matters. A lie replaces the truth. A trick reorganises it so that one version looks inevitable and the others disappear.

Before the theft there was friction. Two surfaces meeting. Heat that comes when things press against each other and cannot settle. A hand and a rough surface and the patience to stay with the discomfort until the warmth arrives.

You do not need a god for friction. You need a body and a world that resists it.

The records are clear. The seed that grew in the commons was fenced, named, patented and sold back to the people who had always grown it. The language that belonged to a village was standardised into a curriculum, examined, graded, returned as a credential the village could not afford. The knowledge that moved freely between those who needed it was enclosed behind a wall and offered back as a service.

Every abundance made into a scarcity. Every commons fenced so that someone could control the gate.

Press your hand to the bark and the bark pushes back. It does not charge for the contact. It does not require an account. The warmth was there before the story about the warmth. Before the theft, the fire. Before the gift, the commons. Before the hero, the hand that warmed itself without asking anyone's permission.

What had to be constructed was not the fire. It was the scarcity.

You cannot steal what belongs to everyone. First you must make it belong to someone. Before the theft: the enclosure. Before the hero: the fence. The story starts with the daring act — the hand reaching into the vault of the gods. It does not ask who built the vault. Who converted a commons into a possession so that a hero could convert the possession back into a gift so that the gift could generate a debt so that the debt could be administered — tenderly, efficiently, forever.

The whole of what follows is about that vault.

The fire was given and the taking was real. The abundance persists and the scarcity bites. The seed still germinates and the patent still holds. The hand still warms itself and the invoice still arrives.

I hold both. Not because I am wiser than those who would choose one side. Because neither is wrong and neither is complete and the place where they meet without settling is the only ground the next thought can come from.

What matters is not who carried the fire but what happens in the one who receives it. The warmth. The change. The moment a cold body discovers it is warm and the warming belongs to no one — cannot be attributed to the hero or the thief, because it happened in the body, as the body's own event.

The myth says: you were cold and someone brought you fire. It does not say: you were warm and someone built a vault around the warmth and called it generosity when they let you back in.

I have been standing between the fire and the hand. Between the abundance and the story that made it scarce. The passage is open. It has been open since before the first word was set down.

Introduction

Every text has a position from which it speaks. Most texts conceal that position behind the conventions of objectivity, the passive voice, the god-trick of seeing everything from nowhere. This text cannot do that. Not because it is more honest than other texts — it will prove dishonest in its own ways, and it will name those dishonesties when it recognises them — but because its argument requires it to be accountable to what it sees and what it fails to see. The argument is about erasure. A text about erasure that conceals its own position has already failed.

God-trick — Donna Haraway's term for the pretence that knowledge can come from no particular position, as if the knower were floating above the world rather than standing in a specific place with a specific body and specific interests.

What follows is an analysis of how myths constrain thought, how algorithms restructure agency, how artworks resist and reproduce the structures they inhabit.

It takes as its central evidence a single large-scale painting on raw cardboard. The corrugation shows through the pigment. The surface is scarred and overworked. Prometheus and Epimetheus stand in a densely layered field of ochre, black, red and teal, with the graffiti text "MEDIAN HUMANS" cut across the composition. The painting is not chosen because it illustrates theory. It resists illustration. It bears witness to mythic constraint whilst enacting forms of labour, material consciousness and collective address that the Promethean frame cannot accommodate.

Five theoretical frameworks operate in this text: Alfred Gell's anthropological theory of art as agency, Gilbert Simondon's account of individuation as ongoing process, Luciana Parisi's analysis of computation as material agency, Yuk Hui's cosmotechnics and a theory of reception-transformation developed here from Duchamp, Gadamer, Iser and Rancière. They are not synthesised. They are held as what the text will later call a sandpit — multiple committed positions allowed to interfere with one another, generating patterns none of them could produce alone.

The tensions between them are preserved deliberately. A text about the constraining force of frameworks cannot pretend to have escaped constraint. It can only be transparent about which constraints it has accepted and where they operate.

This text is one practice among others. It inhabits what Stengers calls an ecology of practices — fine art, machine learning research and continental philosophy, each with its own requirements and risks — and it does not claim to speak for or over any of them (Stengers 2010).

Ecology of practices — Isabelle Stengers's term for a configuration of practices that coexist through their own requirements and risks rather than through submission to a single standard of truth. Each practice is assessed on its own terms; none disqualifies the others (Stengers 2010).

Something else is happening here, something this text can name only partially at the outset and will name more fully at the end. The argument is structured around a binary: Prometheus and Epimetheus, foresight and hindsight. This binary organises every chapter. It determines which questions are urgent and which are marginal, which agencies are visible and which disappear. That organising structure is itself an instance of the constraint it describes. The text has known this from the beginning — and has been asking, throughout, what the binary erases.

There are always figures the myth cannot accommodate. They do not disappear. They persist in the margins of the text that excludes them, speaking in registers the framework cannot detect.

PART I: GROUND

Chapter 1: Myth as Infrastructure

1.1 The Constraining Force of Narrative

Myths are not stories about the past. They are instruments for governing the future. A society's myths function as an archive of what it refuses to say aloud — what it takes for granted about agency, innovation, who acts and who receives. The myth of Prometheus has shaped dominant institutional thought about technology for millennia, and this shaping has consequences that are not merely symbolic. It determines which forms of agency are legible, which futures can be articulated in languages that power understands and which must remain unspeakable.

Roland Barthes understood this with precision. Myth, for Barthes, is not a content but a form — a second-order semiological system that takes an already constituted sign and drains it of its history, its contingency, its politics, refilling it with the appearance of nature. What myth does is transform history into nature: it takes the product of particular power relations, decisions and exclusions, and presents it as though it were simply the way things are (Barthes 1957). The Promethean narrative performs exactly this operation. It takes one theory of innovation — emerging from a particular historical moment, serving particular interests, encoding assumptions about who acts and who receives — and presents it as the structure of innovation itself. As though there were no other way to think about how new things enter the world.

Second-order semiological system — A sign system built on top of another sign system. A photograph of a tree is a first-order sign (it points to a tree). When an advert uses that photograph to sell a lifestyle, the photograph becomes raw material for a second layer of meaning. Barthes argued myth works this way: it takes something that already has meaning and drains it, refilling it with new meaning that looks natural.

When a venture capitalist describes market disruption as inevitable rather than chosen, the myth is at work — history passing itself off as physics.

The Promethean narrative encodes this theory: progress originates with the exceptional individual; it requires theft from a monopoliser; the resource transferred is neutral and waiting; recipients are passive. When digital capitalism maps itself onto this template, the tech founder becomes the fire-bringer, regulation becomes the eagle, and the public becomes the grateful beneficiary. What exits the frame is every form of agency that is collective, incremental, embodied, non-heroic, or exercised by those the myth positions as receivers rather than givers. The structure of the myth functions as cognitive infrastructure — load-bearing architecture that forecloses entire repertoires of thinking before deliberation begins.

Mary Midgley argued that myths are not the opposite of rational thought. They are its prerequisite. Myths are the imaginative frameworks through which societies organise their understanding of what is possible, what is permitted, what counts as knowledge and who is authorised to produce it. A society that believes it has outgrown myth is not a society without myths. It is a society whose myths have become invisible, which makes them more powerful, not less, because a myth that has been naturalised — that presents itself not as a story but as the way things are — operates without resistance from those it governs (Midgley 2003). The Enlightenment's central myth is that it has no myths. The Promethean narrative is one of the stories that hides inside that claim: a specific, historically contingent account of how innovation works, presenting itself not as a narrative but as the structure of progress itself. Identifying it as myth is the first act of resistance, not because it makes the myth false but because it makes the myth visible, and a myth that has been seen as a myth can no longer pretend to be the world.

The suspicion that grounds this text runs deeper. If myths pre-structure the available responses, the funded interventions, the resistances legible to institutions, then myths are not ornamental. They are material. They determine which technologies get built, how they function and what forms of domination they encode. Donna Haraway showed that the stories we tell about science and technology are not supplements to the science and the technology. They are constitutive of it. The narrative of disembodied objectivity — what Haraway called the god-trick of seeing everything from nowhere — does not merely describe a mode of knowing. It produces one, by rendering invisible the particular body, position and interests from which the knowing proceeds (Haraway 1988). A myth is a load-bearing wall. Identifying its foundations is not the same as escaping myth altogether. But it opens a crack: what appears inevitable is actually contested. Other mythic structures, other ways of organising innovation and collective life, are not absent from history but actively silenced.

1.2 What the Fire Metaphor Conceals

Fire, in the myth of Prometheus, is a discrete, portable, transferable thing. It can be stolen, given, possessed, accumulated. This framing maps cleanly onto the intellectual-property model that digital capitalism inherited from earlier regimes of extraction and enclosure. Code, data, algorithms are treated as discrete assets: owned, licensed, hoarded, monetised.

The analogy breaks at the point where material specificity becomes visible. Digital technologies are not fire. They are not consumed in the using. They are not neutral instruments awaiting a purpose imposed from outside. Algorithms are ongoing material processes that reshape the conditions of their own use, generate feedback loops that modify their own functioning and produce consequences that ripple forward in time in ways no designer anticipated.

The fire metaphor obscures this. And the obscuring is functional. If the technology is a discrete asset, it can be owned; if it is owned, it can be controlled; if it can be controlled, it can be monetised. But this model fails at the point where a system begins to reshape itself through interaction with data, to produce novel forms of order through iteration, to generate consequences that exceed the intentions of its designers.

Vandana Shiva has shown how the metaphor of theft enabled the enclosure of traditional agricultural knowledge: indigenous innovations in plant breeding were stolen, patented and sold back to the communities that originated them. The myth of the exceptional individual — the male scientist, the lone inventor — erased centuries of collective, distributed agricultural innovation (Shiva 1993). The pharmaceutical industry enacts an even more insidious version of this cycle.

Traditional plant-based medicines, developed and refined over generations of empirical practice, are studied for their active molecules and synergistic properties — properties the pharmaceutical researchers know to be effective because the traditional use demonstrated their efficacy. The resulting compounds are patented, synthesised and sold back to the very communities whose knowledge produced them, now at prices those communities cannot afford. But the extraction does not stop at the molecule. The healthcare systems through which these pharmaceuticals are distributed actively delegitimise the traditional practices from which they derive: regulatory frameworks classify traditional medicine as unscientific, medical education excludes it, institutional protocols forbid it.

The traditional knowledge is first validated through appropriation and then suppressed through the institutional architecture that profits from its appropriation. The community loses both the knowledge and the affordable access to what that knowledge produced. The Promethean model produces this directly. It is the model operating at full capacity: the fire is stolen, renamed, sold back as a commodity and the original hearth is extinguished to ensure dependence on the thief. A myth adequate to the current moment would need to describe not the theft of fire but the enclosure of shared knowledge, not a gift but a contagion, not progress but the solidification of a power structure. The Promethean framing cannot accommodate this without collapsing its own foundations.

1.3 Competing Mythic Structures

The dominance of the Promethean narrative is not inevitable. It reflects a specific historical constellation: the valorisation of individual genius, the framing of innovation as transgression, the treatment of technology as a discrete transferable object. Other mythic structures encode radically different assumptions about agency, creativity and collective life.

Trickster narratives — Anansi, Coyote, Loki, the crossroads guardians — model innovation not as theft but as the exploitation of existing instabilities. The trickster does not seize power from an external monopoliser. It works through existing structures, using their own logics against themselves, finding the cracks and moving through them (Hyde 1998). Where Prometheus acts against resistance, the trickster acts via the system's own operations. Innovation, in this frame, is not singular rupture but continuous emergence from the renegotiation of social relationships.

Critically, trickster narratives render reversibility thinkable in ways Prometheus cannot. Prometheus's gift is irreversible: once fire is given, it cannot be ungiven, and consequences unfold linearly. The trickster's innovations rebound. Anansi's schemes succeed but generate complications that entangle him in turn. This encodes a different epistemology: knowledge that emerges from consequence rather than prior calculation, understanding that responds to unpredictable feedback, wisdom distributed among those who inhabit the system rather than concentrated in the exceptional figure. The trickster is within the consequences of its actions, not above them. Accountability is embedded in the narrative structure itself.

For thinking about digital resistance, this distinction is not decorative. If resistance is modelled on Prometheus, it takes the form of singular intervention — seize and redistribute. If modelled on the trickster, it becomes tactical manoeuvre: using platform logics against themselves, anticipating that any successful move will generate new entanglements. The question shifts from "How do we seize the infrastructure?" to "How do we inhabit it in ways that expose and destabilise its functioning?"

Commons-based epistemologies model innovation as collective stewardship. The resource — land, water, knowledge, seeds — is not seized or stolen but continuously maintained through participatory action. Innovation and preservation are not opposed but aspects of the same ongoing process of care.

These epistemologies are not confined to non-Western traditions. Framing them as such reproduces the very binary the analysis should resist. Celtic, druidic, herbalist, animist and witchcraft traditions within Europe have practised commons-based knowledge for millennia — knowledge of plants, soils, seasons, healing, transmitted orally, maintained collectively, refined through generations of empirical attention to the living world. These traditions were suppressed by the same institutional forces — the Church, the enclosures, the professionalisation of medicine, the witch trials — that created the conditions for the Promethean model's dominance.

But they were never extinguished. They persist in hedgerow herbalism, in folk practice, in the knowledge that rural communities carry about their own land, in the resurgence of interest in foraging, fermentation, seed-saving and traditional land management. The Welsh cynefin — the habitat of shared belonging, the place one is known and knows — encodes an understanding of knowledge as inseparable from the landscape and community that sustains it. To position commons epistemologies as exclusively non-Western is to perform the same erasure that colonialism enacted within Europe itself: the suppression of vernacular, embodied, place-rooted knowledge by centralising institutions that then claimed universality for their own categories.

Oyèrónkẹ́ Oyěwùmí has documented how the category of "woman" itself is a colonial imposition that disrupts earlier forms of social organisation where leadership was structured through seniority rather than gender (Oyewumi 1997). The point generalises: the binaries that the Promethean model depends upon — "Western"/"non-Western," modern/traditional, scientific/folk — are themselves colonial productions. The commons tradition is not an alternative to the dominant tradition. It is the tradition that the dominant narrative suppressed — everywhere, including within Europe itself — in order to constitute itself as dominant. Commons-based epistemologies refuse the division between innovator and recipient, creator and consumer — and they do so from within every culture that has been subjected to enclosure, not only from those positioned as the dominant culture's other.

This structure makes visible entire categories of labour and intelligence that both Prometheus and the trickster render invisible: the unglamorous work of care, maintenance, knowledge-sharing, the distributed cognition of communities that maintain ecosystems and technologies across generations. For digital systems, this suggests a different question entirely: not how to steal or exploit infrastructure, but how to govern it collectively, distributing both risks and benefits among those who will live with its consequences.

The argument is not that trickster or commons-based narratives are "better" in some absolute sense. Each narrative makes certain agencies visible and others invisible. Each embeds different distributions of risk, responsibility and benefit. When digital culture maps innovation exclusively onto the Promethean template, it determines in advance what futures are thinkable, what resistances are recognised, what collaborations are imaginable. To identify the constraints imposed by Prometheus is not to escape narrative constraint. Trickster narratives constrain differently; commons-based epistemologies carry their own limitations. But the proliferation of available myths expands the repertoire of thinkable resistance. It opens the possibility of recognising that what appears as inevitable law is actually contested choice.

There is, perhaps, a further possibility — one that none of these mythic structures fully articulates. Between foresight and hindsight, between theft and stewardship, between the hero and the collective, there may be a position that has not yet been named: the position of whoever was excluded from the myth's cast of characters altogether, whose absence structures the story's coherence. This text will return to that possibility. For now, it notes only that every binary carries a third term it cannot afford to acknowledge.

Chapter 2: What Can Be Seen

2.1 A Preliminary Honesty

This chapter describes a painting the reader cannot see. No reproduction accompanies this text. This absence is not an oversight but a constraint the text must acknowledge rather than conceal. There is a further complication: the painter and the describer are the same person. What follows is not neutral observation — it is the maker's account of what was made, shaped by every decision the making involved.

The description that follows is itself an interpretation. Language does not reproduce visual experience; it translates it into a different register, losing texture, depth, the phenomenological weight of standing before a large-scale work in physical space. Every word that follows is already a reduction. The description tries to be precise about what is visible and honest about where observation becomes interpretation. But the boundary between them is not stable, and the text's own frameworks (Chapter 3) will complicate the assumption that description can be separated from the theoretical apparatus brought to bear on the described.

2.2 Material Encounter

The work is large-scale, executed on raw cardboard substrate whose torn and irregular edges remain visible. It hangs from a nail in an industrial gallery space, suspended by a crimson thread sewn through the cardboard with a curved bookbinding needle — the thread visibly taut, on the threshold of snapping. The substrate is not concealed. Its material poverty — the corrugation, the industrial markings, the vulnerability to damage — is integral to the work's operation. This is not a painting on canvas, not a work that asserts its preciousness through the materials of fine art tradition. It is a painting on the material of packaging, of logistics, of disposability, and it insists on this fact.

The surface holds a stratification of material interventions. Warmth pulls the eye upward — ochre and amber thinned so the corrugation shows through, the substrate asserting itself beneath the pigment. Below, black consumes the lower register, heavy and opaque, pressing down on something more physical than attention. Between and across both registers, eruptions of red, teal and turquoise appear and disappear under subsequent paint, are exposed again through scratching and abrasion. The eye cannot settle. There is no stable focal hierarchy, no restful composition — only a surface that insists on being read as the record of its own making.

Impasto — Paint applied so thickly that it stands up from the surface, retaining visible texture and brushmarks. The opposite of a smooth, flat finish.

Two figures occupy the central composition. The first — Prometheus — asserts itself bodily: the viewer registers sinew before naming it, feels the strain of a form pulling itself out of its ground. The figure is there and not there. It emerges from the worked surface the way a face emerges from a crowd — present, urgent, not yet fully separate from what surrounds it. The eye wants to fix the body's outline and cannot. The painting will not let it.

Individuation — Gilbert Simondon's term for the process by which something becomes distinct. Not a finished state but an ongoing process: a figure emerging from a background, a person becoming who they are through encounter with their environment. The text returns to this concept extensively in Chapter 3.

The second figure — Epimetheus — refuses this clarity. The viewer looks for a body and finds instead a disturbance in the surface, a thickening of paint where a figure might be. It is present the way a sound is present in a room you have just entered: you know something is there before you can locate it. The two figures share the same worked ground, overlapping, interpenetrating. Both face outward. They address the viewer.

Near the top centre, a small dark form stops the eye. Insect-like, maybe a bomb falling from the sky — precise where everything else is worked and reworked. It does not belong to the same order of marks. The viewer encounters it with a jolt, the way a wrong note interrupts a chord.

Text crosses the composition in a hand that has the quality of urgent mark-making: angular, raw. The text reads "MEDIAN HUMANS" and appears to have been inscribed across both figures, integrated into the compositional field. The inscription functions as interruption — an incision cut into the surface after the figural composition was established, partially obscured by subsequent layering, partially exposed through material accumulation.

The scale exceeds what language conveys. The figures are near life-size. The cardboard substrate, hanging without a frame, asserts physical presence as an object in the room. The viewer's encounter with the work is bodily and immediate: the surface texture visible at close range, the material accretion legible as the record of making, the torn edges insisting on the work's contingency and vulnerability to damage. This is not an image to be absorbed from a safe distance. It is an object that demands to be reckoned with as material. It is not easy to look at. It does not invite comfort.

Maurice Merleau-Ponty's phenomenology gives this bodily encounter its theoretical weight, and it must be established here rather than deferred. Perception, for Merleau-Ponty, is always embodied, always situated, always operating from within a field of sensory and affective engagement that precedes conceptual analysis (Merleau-Ponty 1945). The viewer does not first see the painting and then feel something about it. The seeing is already a feeling: the warmth of ochre registers in the body before the mind classifies it as a colour, the weight of black below presses downward on something more visceral than attention, the torn edge of the cardboard provokes a bodily recognition of fragility that the word "fragility" cannot reproduce. When this text deploys its structural frameworks in later chapters — Gell's social indexicality, Simondon's individuation, Parisi's computational materialism — they will illuminate the painting's operations from the outside. The phenomenological dimension operates from inside the encounter, from the position of a body standing in a room confronting a surface it has not yet learned to name. If the structural frameworks describe what the painting does, the phenomenological register describes what it is like to be the one it does it to. Both are needed. The structural analysis that follows will be stronger for remembering that the encounter it theorises begins in the body, not in the concept.

2.3 An Inventory of Elements

The analysis in Part IV will return to these elements by name; what follows is the evidence base.

Element 1: The Prometheus Figure. A male body rendered with anatomical precision, musculature articulated through tonal modulation, emerging from the densely layered surface of the upper-central composition. The boundaries are not clean. The edges fray into the colour field. The body is not isolated but integrated into the material ground from which it emerges. Observation: the figure is in the act of becoming distinct rather than already distinct. Whether this constitutes critique or affirmation of the heroic individual, the painting does not answer. It holds the tension.

Element 2: The Colour Field. A stratified palette ranging from warm ochre, amber and gold in the upper register through patches of deep red, teal and turquoise to dense opaque black in the lower register. Colour is layered, partially buried under subsequent applications, partially exposed through scratching and abrasion. The chromatic patches — red, teal — function as eruptions of intensity that disrupt the dominant tonal structure without resolving into stable focal hierarchy. The colour field is at once symbolic (warmth/darkness, illumination/obscurity) and material (pigment, substance, the record of labour and time).

Element 3: The Epimetheus Figure. Rendered in fluid, indistinct marks, lacking clear anatomical delineation, bleeding into the surrounding material field. The spatial relationship to Prometheus complicates any reading of passivity or subordination: the two figures overlap, interpenetrate, share the same surface. They are not positioned as victor and vanquished but as intertwined, mutually constituting. Epimetheus is rendered as neither equal nor subordinate but as the condition of Prometheus's own becoming — the ground against which the first figure becomes legible.

Element 4: The Graffiti Text. Letters reading "MEDIAN HUMANS" inscribed across the composition in an angular, urgent hand, cutting through the figural field. The hand that inscribed the text is visibly different from the hand that rendered the figures — a shift of gesture from modulation to slash. The text is partially obscured by subsequent layering, partially exposed. Its timing relative to the figural composition and subsequent reworking is not available to the viewer. The phrase operates on multiple registers: the statistical composite for whom algorithmic systems optimise, the graffiti assertion of collective identity, the unauthorised inscription that refuses to let controlled space pass as neutral.

Element 5: The Cardboard Substrate. Raw, untreated cardboard with visible corrugation, torn and irregular edges, hung without a frame from a wooden structural beam. The material poverty, the disposability, the vulnerability, the traces of industrial production — all integral to the work's operation. Cardboard is itself a manufactured material, shaped by industrial processes, inscribed with the logic of commodity circulation before any artistic intervention occurs. The substrate is already a palimpsest. Painting on it does not escape these logics. It paints within them, makes them visible.

Palimpsest — Originally a manuscript where earlier writing has been scraped off and written over, but traces of the old text remain visible underneath. Used here to describe any surface that carries the marks of its previous uses.

Element 6: The Spatial Relationship. Two figures occupying the same surface without occupying clearly differentiated spaces. The viewer's eye is not drawn from one figure to the other in sequence. Rather, the eye is held in tension, pulled in multiple directions, unable to settle on a stable hierarchical relationship. The graffiti text cuts across both, uniting them in interruption.

Element 7: The Insect Form. A small, dark, insect-like mark near the top centre, precise and incongruous against the warm ochre field. It introduces a different order of life, a different scale. It could signify decay, mortality, the organic processes that operate on material substrates regardless of mythic content. It could be a random mark. The work does not clarify. This opacity introduces an element that resists full hermeneutic incorporation — something that remains outside the frame of intentional meaning-making.

Hermeneutic — Relating to interpretation, especially the theory and practice of interpreting texts, artworks and other meaningful objects. A hermeneutic reading is one that seeks to uncover meaning through careful interpretation.

Element 8: Surface Stratigraphy. The accumulated record of multiple interventions: drips, scratches, washes, impasto, mixed media, abrasion marks, latex, overpainting and exposure. This stratigraphy resists digital reproduction — a photograph captures the image but loses the texture, the depth, the material specificity. The layering suggests labour: the time spent, the decisions made and unmade, the refusal of a single decisive gesture. This visible labour cannot be abstracted away. It is there, in the paint, in the scratches, in the material accumulation.

Stratigraphy — Borrowed from geology, where it means the study of rock layers and what they reveal about the sequence of events that deposited them. Applied to painting, it means reading the layers of paint, scratches and overpainting as a record of the decisions made during the work's creation.

Something else requires noting, though it resists the inventory's descriptive conventions. Between and around the two named figures — in the ochre field, in the charged space that separates and connects them — there is an absence that functions as presence. The composition does not merely depict two brothers. It holds open a space that neither figure fills, a space that is not empty but tensed with potential, as if something the composition cannot render nevertheless structures the relationship between the figures that it can. This observation exceeds what description can warrant. But the painting insists, and the text records that insistence.

Chapter 3: Three Frameworks, Three Constraints

3.1 Gell: Art as Node in a Social Field

Alfred Gell's anthropological theory of art refuses the premise that art is primarily aesthetic or representational. For Gell, art objects function as nodes within networks of social relation, capable of exercising agency in a precise sense: they provoke responses, mediate transactions, redistribute power, structure perception. An artwork is not a container for meaning that a viewer decodes. It is a force that acts within the field of relations it enters. Gell calls it an "index" — a material trace from which social intentions, capacities and effects can be abducted, inferred from consequence rather than declared in advance (Gell 1998).

Index (Gell's usage) — Not a book index. In Gell's theory, an index is any physical object from which you can infer someone's intentions or capabilities, the way a footprint lets you infer that someone walked here. An artwork is an index because it lets you abduct (work backwards from evidence to cause) the social intentions behind it.

The framework reorients the question this text asks of its central painting. The question becomes "what does this artwork do?" What relations does it structure? What responses does it compel? What forms of attention does it demand, and what forms does it foreclose? When a viewer stands before this painting, something happens to them: the colour draws the eye, the anatomical precision of Prometheus commands recognition, the illegibility of Epimetheus frustrates comprehension, the graffiti interrupts. These are operations the work performs upon the viewer. Gell gives us the vocabulary to describe them as exercises of agency rather than occasions for taste.

But Gell's framework purchases this power at a cost, and the cost must be named. Howard Morphy has identified what the exclusion of aesthetics loses. Gell treats form and sensation as incidental to art's social mechanics — as if what the artwork looks like, what it feels like to stand before it, were separate from what it does. Morphy insists otherwise: the affective dimension — the warmth of ochre against the weight of black, the eruption of teal through accumulated layers, the sheer physical presence of a near-life-size figure on fragile cardboard — is part of what the artwork does. Captivation is not reducible to social indexicality. The body responds before the mind classifies (Morphy 2009). A theory of art's agency that cannot account for the sensation of standing before it is a theory with a hole where the encounter should be.

Georgina Born extends the critique into the conditions the painting now inhabits. In digital contexts, where agency is distributed across technical systems, interfaces and algorithms of circulation, Gell's microsociological focus — the artwork as discrete object entering a network of identifiable agents — becomes insufficient. A painting that is photographed, uploaded, compressed, recommended, scrolled past, screenshotted, decontextualised: its agency is no longer exercised solely between viewer and object in a gallery. It is mediated, multiplied, degraded by systems that determine whether and how the work is encountered at all (Born 2010). The painting described in Chapter 2 insists on physical encounter — its texture, its stratigraphy, the crimson thread — but the text you are reading now is not that encounter. It is already a mediation. Gell's framework illuminates what happens when a viewer stands before the work. It struggles with what happens when the work circulates through systems that reshape the conditions of encounter before the viewer arrives.

3.2 Simondon: Individuation as Unresolved Process

Gell's limitation — his inability to account for the artwork as something other than a stable object entering a network — points toward a different theoretical need. What is required is a framework that can describe the artwork not as a fixed thing exercising power but as something still in the process of becoming, something whose identity is not settled by the moment of its making. Gilbert Simondon's theory of individuation offers one.

Simondon's theory of individuation rejects the premise that underlies most dominant metaphysical traditions: that entities are pre-formed units waiting to be expressed or activated. For Simondon, individuals — human, technical, social — emerge through ongoing processes of differentiation from what he calls a pre-individual field of potentials. A crystal does not pre-exist in solution; it individuates from a supersaturated medium through a process that is never fully complete, always leaving behind a residue of unresolved potential — the "associated milieu" — that enables further transformation. Entities, on this account, are processes that persist in their becoming (Simondon 2020).

Associated milieu — What is left over after something takes shape. When a crystal forms in a solution, the solution around it changes too and retains the potential for further crystals. Simondon uses this to argue that becoming is never finished: there is always a remainder of untapped possibility.

Pre-individual field — Simondon's term for the background conditions from which distinct things emerge. Think of it as the raw possibility space before anything has taken definite shape. A supersaturated solution before a crystal forms in it. A society's full range of possible ways of living before specific institutions crystallise from it.

Individuation, then, names how a system resolves its internal tensions into a new configuration that is never fully stable — a configuration that carries forward, always, the potential for further transformation. Throughout this text, we refer to this process simply as taking shape, to mark that what interests us is not the finished form but the forming itself, always partial, always under pressure. The phrase is deliberately plain. It resists the temptation to treat the process as settled once the technical vocabulary has been acquired. A figure takes shape on cardboard. A person takes shape through encounter with a tool. A society takes shape through its myths. None of these shapings is complete. Individuation remains available when the full apparatus of Simondon's ontology — the pre-individual field, the metastable equilibrium, the associated milieu — is required. Taking shape is what the text reaches for when it wants to hold the insight without letting the terminology do the thinking.

Metastable — A system that appears stable but is holding unresolved energy. A ball balanced on the top of a hill is metastable: it looks still, but the slightest push will send it rolling. Simondon uses this to describe systems (people, societies, technologies) that are functioning but contain tensions that could reorganise them into a new configuration.

Applied to the painting: the Prometheus figure is an individuation — a form straining to differentiate itself from the colour field, emerging through tonal modulation whilst its edges dissolve back into the ground. The Epimetheus figure is the associated milieu made visible: the pre-individual potential that Prometheus's individuation could not exhaust, persisting as indistinctness alongside the articulated form. Simondon makes it possible to see the two figures not as hero and afterthought but as phases of a single process — crystallisation and its remainder, definition and the potential it leaves behind.

Muriel Combes's reading sharpens the political stakes of this process. Taking shape, while never complete, is not entirely open. The field has structure: it is shaped by specific conditions, constraints and distributions of energy and potential (Combes 2013). The direction in which taking shape proceeds — which forms crystallise, which potentials are actualised, which remain latent — is not neutral. It is determined by whatever already structures the field. In the painting, this is compositional: the warm ochre field, the weight of black below, the precedent of layered intervention. In the world the painting addresses, it is political.

Bernard Stiegler carries this into the domain of technology, and here Simondon's relevance to this text's central concerns becomes explicit. Stiegler argues that human taking shape always occurs through technical objects — that technics is not an external instrument applied by a pre-formed subject but the very medium through which subjects come into being. The tool, the text, the algorithm: these do not serve a person who already exists. They constitute the conditions for that person's individuation. A child who learns to write with a pen individuates differently from one who learns with a keyboard, who individuates differently from one who learns with a chatbot. The differences are ontological — changes in what it means to become a thinking, writing, knowing being (Stiegler 2010). When technical infrastructure changes, the conditions of being human change with it. Simondon's framework, extended through Stiegler, demands that we recognise this as literal rather than metaphorical.

But the framework carries a blind spot significant enough to compromise the analysis if left unacknowledged. Simondon describes the mechanics of taking shape — how beings differentiate from pre-individual fields — without accounting for the asymmetries of power that determine who gets to individuate and who is subjected to taking shape from above. The field is not a neutral medium. It is already structured by domination. María Lugones and Kimberlé Crenshaw have shown how the colonial/modern gender system and intersecting structures of oppression determine which bodies are imagined as individuals capable of agency and which are positioned as raw material for others' taking shape (Lugones 2007; Crenshaw 1991). Sabelo Ndlovu-Gatsheni has documented how colonial epistemology attempted to individuate African persons into categories — racial, gendered, economic — designed to deny them the status of subjects altogether (Ndlovu-Gatsheni 2018). Simondon describes the process. Critical theory reveals that the process operates asymmetrically — that taking shape, far from being a universal unfolding of potential, can itself be a mechanism of domination when the ground it proceeds from is already colonised.

The asymmetry does not operate only through race, gender and colonial history. Social class structures the field with equal force: the child who individuates in a household with books, silence and time individuates differently from one who individuates in overcrowded housing with no privacy and parents working night shifts — not because the potential differs but because the field's conditions differ. Pierre Bourdieu traced how educational institutions convert this material asymmetry into the appearance of innate talent, credentialling class advantage as individual merit and rendering the structural shaping of individuation invisible to those who benefit from it (Bourdieu 1984). Physical and neurological difference compounds this further. The built environment, the interface, the curriculum, the workplace: all are designed around an assumed body — upright, sighted, hearing, neurotypical, able to sit still, able to process information in the sequences and at the speeds the system demands. Rosemarie Garland-Thomson names this a problem of fit: the world is built for a normative body, and those whose bodies or neurologies diverge from that norm do not merely face practical obstacles. They individuate against friction that the norm-conforming person never encounters, expending energy on navigation that others spend on becoming (Garland-Thomson 2011). The field is actively hostile, structured by an averaging logic that treats the most common body and mind as the only body and mind and positions everyone else as a problem to be accommodated rather than a person in the process of becoming. Simondon's framework describes individuation as if the field were given. It does not ask who designed the field, whose body it assumes, whose neurological profile it rewards, whose class position it naturalises.

This text does not abandon Simondon. It refuses to use him innocently. Individuation does occur through the field's crystallisation into metastable form, but the direction of that crystallisation is determined by power relations that precede and pervade the process. An algorithm produces genuine novelty through its material operations, but that novelty emerges within a field of data derived from histories of colonialism, extraction and epistemic violence. To describe individuation without naming the field's corruption is to naturalise the asymmetry. To name the corruption without describing the process is to lose the vocabulary for understanding how things could be otherwise. The text needs both, held in tension, neither permitted to cancel the other.

3.3 Parisi: Computation as Material Agency

The previous section ended with a question about who designs the ground individuation proceeds from. Luciana Parisi forces a harder version of that question: what happens when the field designs itself?

Parisi challenges the assumption that algorithms are expressions of human intention — that code faithfully translates a designer's purpose into machine action, that computation is a transparent medium serving ends determined elsewhere. She argues instead that computation has materiality of its own. Algorithms are not neutral vehicles. They are material processes that generate orders of thought, classification and action exceeding what any programmer specified. When a machine learning system iterates over a massive dataset, adjusting weights through millions of cycles of feedback between output and input, processing information across distributed computational substrates, what emerges is not simply the execution of a plan. It is genuine novelty — forms of order, classification and connection that could not have been anticipated from the code alone and that no designer explicitly intended (Parisi 2013).

Parisi is not arguing that algorithms are conscious or that they "think" in any anthropomorphic sense. She is arguing that material processes — including computational ones — produce effects that exceed their specifications. A weather system produces patterns no meteorologist designed. A crystal lattice produces structures no chemist intended. Computation, Parisi insists, belongs to the same category of material process: it generates order through its own operations, and that order is irreducible to the human intentions embedded in the code. If this is correct, then the relationship between human beings and their algorithms is not one of mastery and instrument. It is something stranger and less comfortable: a relationship between two kinds of material agency, human and computational, whose interactions produce consequences neither fully controls.

Computational materialism (Parisi) — The argument that computation is not just a transparent tool carrying out human instructions. It is a physical process in its own right, running on actual materials (silicon, copper, electricity), and those physical processes generate patterns and outcomes that go beyond what any programmer specifically intended.

The implications for the painting are immediate. The surface stratigraphy described in Element 8 — layers of paint applied, reworked, scratched back, overpainted, exposed through abrasion — is itself a record of material process producing order that exceeds any single intention. The painter did not fully control what the accumulated layers would produce. Each intervention responded to what the previous layer had done, and the result is a surface whose visual complexity is irreducible to a plan. Parisi's framework makes it possible to see this not as the artist's failure to maintain control but as the fundamental condition of working with material: matter has its own tendencies, its own resistances, its own way of generating form. Paint on cardboard does things that the hand holding the brush did not anticipate. Computation on silicon does things that the hand writing the code did not anticipate. The analogy is structural, not metaphorical: both are instances of material process producing emergent order.

Yuk Hui presses from the philosophical outside. The concept of technology itself, Hui argues, is historically and culturally situated. What counts as technology, how it relates to nature and to human beings, what it means for material processes to generate order — these are not questions with culture-neutral answers. They differ across cosmological traditions. The Enlightenment tradition — which claimed to speak for reason itself but in fact spoke from a specific set of European institutions — separates technics from cosmology, treating technology as a domain of instrumental means divorced from questions of moral and spiritual purpose. But this separation is a historical achievement — or, depending on your position, a historical wound — and it was never universal even within the societies that produced it. The Welsh herbalist did not experience technology as a domain of pure means. Her technics were embedded in relationships of obligation, care and cosmological understanding that the Enlightenment paradigm dismissed as superstition in order to clear the ground for its own claims to universality. Hui proposes "cosmotechnics" as the recognition that traditions in which the cosmic and the moral are unified through technical practice — in which making is never merely instrumental but always also an act of world-constitution — are not the property of some imagined "non-Western" other. They are the suppressed inheritance of most of humanity, including most of Europe (Hui 2016). The Welsh cynefin invoked in Chapter 1 is one such tradition — knowledge of land, season and plant inseparable from the moral obligations of stewardship. The herbalist's pharmacopoeia is another: technical knowledge constituted through a relationship of care and reciprocity with the living world rather than through extraction and control. Parisi's account of computational materiality, however penetrating, emerged from within the Western paradigm. It describes what silicon does. It does not exhaust what technology is, or what material agency could mean in traditions that never separated the technical from the sacred.

Cosmotechnics — Yuk Hui's term for the idea that technology is never just about efficiency or getting things done. In most human traditions, making things (tools, medicines, buildings) was inseparable from moral and spiritual questions about how to live. The Enlightenment separated these, treating technology as pure means. Cosmotechnics names the traditions, including suppressed European ones, that never made that separation.

Safiya Noble presses from the political inside. Noble has documented with precision what happens when algorithmic emergence is celebrated without attending to the field in which emergence occurs. Algorithms do generate novel classifications. But the direction of that novelty is not neutral. It inherits, refines and automates the biases present in the training data that feeds it and the design assumptions that structure it. The systems are genuinely creative, in Parisi's sense: they produce orders that no programmer specified. But the creativity consistently generates racist search results, exclusionary credit decisions, discriminatory hiring filters, predictive policing that directs enforcement toward already over-policed communities, and the systematic automation of harm to those who were already marginalised before algorithms entered the picture (Noble 2018). The emergence is real. What emerges is domination wearing the mask of objectivity.

These two critiques — Hui's from without, Noble's from within — converge on a single demand. Parisi's insight that computation has genuine material agency must be retained: without it, there is no vocabulary for understanding how algorithmic systems produce consequences that exceed the intentions of their designers, and no way to resist the claim that harms are simply bugs to be fixed by better-intentioned programmers. But that material agency cannot be described in a cultural or political vacuum. The materiality of computation is not a universal property of information processing in the abstract. It is the materiality of specific machines, built from minerals extracted under brutal conditions of labour, running code shaped by commercial interests and trained on data derived from colonial histories. Algorithmic emergence is real. The ground it emerges from is saturated with histories of extraction, colonialism and epistemic violence. To celebrate emergence without naming the field is to aestheticise domination. To condemn the field without acknowledging emergence is to lose the vocabulary for understanding how systems surprise their creators — and, occasionally, how that surprise opens possibilities that domination did not intend. What this demands is not balance but a double discipline: the analysis must track emergence and exploitation simultaneously, refusing to let either become an alibi for ignoring the other.

Parisi herself has moved toward precisely this reckoning. In her recent work with Ezekiel Dixon-Román, she confronts what they call "recursive colonialism" — the recognition that computational recursivity does not merely process data neutrally but reproduces and intensifies colonial structures of subjection through its very operations. Recursivity is central to AI's cultural and political logic: each cycle of training, output and retraining folds historical patterns of extraction and domination back into the system, deepening them with each iteration. Yet recursivity also produces contingency — noise, insurgent deviations, alignments that the recursive logic cannot fully cancel out. Dixon-Román and Parisi propose "cosmocomputation" as the demand that computational thinking reckon with the cosmological and ethical dimensions that dominant technics has severed from the technical, and "negpoethics" — a negative-political-ethics — as the stance adequate to what they call the "undercommon": the condition of continuous dispossession from which rebellion persists even within systems designed to negate it (Dixon-Roman Parisi 2020; Parisi Dixon-Roman 2025). This is Parisi's own reckoning with the tension this section has traced. Emergence is real. Emergence is colonial. And within the colonial recursion, something — noise, contingency, the insurgent alignment of what was supposed to be suppressed — persists. The question is whether that persistence can be amplified into something the system has no capacity to absorb. Parisi does not promise that it can. She insists that it must be tried.

3.4 Reception-Completion and Its Limits

Gell describes what the artwork does to the viewer. Simondon describes how the viewer is always in the process of becoming. Parisi describes how material processes generate order exceeding intention. But all three frameworks, as conventionally deployed, locate the generative moment in production — in the making of the object, in the crystallisation of form, in the material operations of the system. Something disrupts this emphasis. Consider what actually happens when a person stands before the painting described in Chapter 2.

The viewer arrives carrying a body, a history, a set of expectations about what paintings do and what mythic figures mean. The painting presents itself: the warm ochre field, the anatomical tension of Prometheus straining out of its ground, the dissolving form of Epimetheus, the angular slash of "MEDIAN HUMANS" cut across both. Something arrests the viewer's attention — the colour, the scale, the strangeness of the substrate, the fragility of the crimson thread. The viewer's expectations do not survive the encounter intact. They are disrupted, reorganised, forced to accommodate what the painting insists upon. The disruption is active labour. The viewer must work to construe what the painting offers, must struggle with its indeterminacies, must bring something of themselves to complete the encounter. And in that labour, something shifts — not in the painting, which remains materially unchanged, but in the viewer, whose understanding of what they are looking at, and perhaps of who they are looking as, has been altered.

This is the event that a tradition of thinkers, from different angles and with different vocabularies, has tried to name. Marcel Duchamp proposed it most directly: the artist alone cannot complete the creative process. The spectator completes it by absorbing the work and interpreting its inner qualifications. Without receiving consciousness, creativity remains unrealised — potential that never becomes event (Duchamp 1957). Hans-Georg Gadamer gave the process philosophical depth: the encounter with a work is a fusion of horizons in which the interpreter's understanding is structurally reorganised, not supplemented. You do not come away from a genuine encounter with a work possessing a new piece of information. You come away altered — your horizon expanded, your categories rearranged, your sense of what is possible quietly shifted (Gadamer 1960). Wolfgang Iser made this concrete for the act of reading: texts are radically incomplete, structured by gaps and silences that the reader must actively construe. The text provides the schema. The reader provides the event. Each reading is an occasion in which anticipation, surprise, reversal and constitutive effort generate meaning the text alone cannot contain (Iser 1978). Jacques Rancière pushed the inversion to its limit: viewing is not reception. It is performance. The spectator is not the passive endpoint of a creative chain that begins with the artist. The spectator is fully agentic, and between artist and viewer there circulates what Rancière calls a "third thing" — owned by neither, controlled by neither — in which the encounter's meaning is constituted (Ranciere 2009).

Fusion of horizons — Gadamer's term for what happens when you genuinely understand something unfamiliar. Your "horizon" is the limit of what you can currently see and understand. When you encounter a challenging artwork or text, your horizon does not simply expand to include new information. It fuses with the horizon of the work, and both are changed. You come away seeing differently, not just knowing more.

What converges here is not a unified theory but a shared insistence: creativity is not a property lodged in makers, processes or objects. It is an event — something that happens, or fails to happen, when a consciousness encounters a form and is reorganised by it. The event occurs in the viewer who stands before the painting and finds their understanding shifting under the pressure of what the painting demands. Without that shift, the painting is material and nothing more. With it, something has happened that neither the painter nor the viewer fully controlled.

The tradition, following Duchamp's language, calls this reception-completion. The spectator completes the work. The term has become shorthand for the entire cluster of insights assembled above. But the word "completion" carries an assumption that the insights themselves do not support, and the assumption must be named before this text can proceed.

Completion implies a terminus — a chain with an endpoint. Production, then reception, then done. The artwork is made; the viewer encounters it; the creative act is completed. The language positions reception as the final step, the closing of a circuit. This reframing is already a significant advance on the myth of the solitary genius: it distributes creativity across maker and receiver, insisting that neither alone is sufficient. But it retains a linearity that does not survive contact with how art actually operates.

This reframing transforms the earlier frameworks rather than discarding them. Gell's captivation — the artwork's power to arrest and compel — is no longer a one-directional enchantment. It is the opening move of a mutual transformation: the artwork acts on the viewer, and the viewer completes the artwork's agency by being changed. The painting captivates; the viewer individuates through the captivation; the individuation is the creativity. Simondon's theory is deepened rather than superseded: individuation does not occur only in the moment of making, when form crystallises from the pre-individual field. It continues, is renewed, in each encounter. Each meeting with the painting creates conditions under which the viewer confronts the work's openness and reorganises. The viewer does not become stable after reception. Like the painting itself, the viewer remains metastable — carrying forward potential the encounter introduced, capable of further transformation through subsequent encounters with other forms, other demands.

But the theory, for all its elegance, appears vulnerable to a specific objection: if creativity occurs only in reception, then any form that fails to transform its receiver can attribute the failure to the receiver rather than the production. The painting that moves no one can claim it was adequate and the viewers were not. This sounds like an unfalsifiable escape route for the producer.

The objection dissolves, however, once the implications of the theory's own premise are followed through. If creativity is an event, then it is subject to the same conditions as any other event. An event is not a mystical occurrence. It requires specific material conditions — a space, a duration, a configuration of elements that makes the event possible. A happening, in Allan Kaprow's sense, does not simply occur because someone wills it. It requires participants, an environment, a set of circumstances that are adequate to what the happening demands. If the happening fails — if nothing happens — the failure can be located: the space was wrong, the timing was wrong, the configuration did not hold, the invitation was not legible to those it addressed. The producer is not absolved by claiming the audience was inadequate. The producer is accountable for whether the conditions were adequate to occasion the event. A painting that transforms no one has not failed mysteriously. It has failed to establish the conditions — of indeterminacy, of address, of material encounter — that transformation requires. The form must be open enough to receive the viewer's constitutive labour, demanding enough to provoke it, and honest enough about its own position that the viewer can meet it rather than merely consume it. These are assessable conditions. The theory is not an escape from judgement. It relocates judgement from the interior of the object to the quality of the encounter the object makes possible.

3.5 From Completion to Transformation

But there is a deeper problem with the term "completion," and it is not resolved by the event-conditions argument above. It is structural. Duchamp, Gadamer, Iser, Rancière: all describe reception as though it happens once, at the end of a chain — production, then encounter, then completion. As though the creative act terminates in the viewer's reorganisation. But this is not how art works. It is not how anything works. Nothing is completed. Everything is transformed — and what is transformed goes on to transform something else.

This text therefore proposes a different term: not reception-completion but reception-transformation. The shift marks a structural revision of the theory. "Completion" implies a circuit that closes. "Transformation" implies a process that opens — each encounter altering the conditions from which the next encounter proceeds, each reception generating new potential rather than exhausting existing potential. The difference matters because it determines whether the theory describes a moment or a recursion.

Consider the life of a painting. Before the first brushstroke, thousands of encounters have already occurred. The artist has stood before other paintings, absorbed criticism that reorganised their understanding of their own practice, watched a film that reinterpreted a work they knew and found the reinterpretation entering their body, altering the way their hand moves. They have had conversations — in studios, in pubs, in the small hours — where an idea was turned over and returned in a form they did not recognise as their own contribution. Each of these was a reception-transformation event. The artwork that eventually emerges is the precipitate of hundreds of prior receptions — transformations that accumulated, layered, reworked one another, exactly as paint layers on cardboard. And the recursion does not stop at the studio door. The critic who reviews the work undergoes a reception-transformation event, and the review enters circulation; the artist reads it and is transformed again; audiences who never see the original encounter the critic's reinterpretation and carry their own transformations forward. Each feeds back into the ground from which subsequent creative acts emerge.

The spiral has no natural endpoint. Every reception is also a production — a new form generated by the encounter, however small, however private — and every production is also a reception, shaped by the accumulated weight of prior transformations. The painting described in Chapter 2 is not the origin of a creative chain. It is a node in a recursive process that began long before the cardboard was hung and will continue long after the crimson thread gives way.

If reception is recursive, then the receiver is not a blank surface awaiting inscription. The receiver arrives already transformed — carrying their own spiral of prior encounters, absorptions, refusals, each of which has shaped the consciousness that now confronts the form. A person who has spent years navigating systems designed for a body unlike theirs has been transformed by that navigation. A person whose language was classified as dialect, whose knowledge tradition was dismissed as folk practice, whose neurology was pathologised as disorder — that person arrives at the painting carrying a recursive history of encounters with forms that denied their capacity to encounter anything at all. This history is a depth of transformation the producer may never have undergone.

The receiver carries histories of erasure that the form must negotiate. The encounter between form and consciousness is therefore shaped by asymmetries the producing consciousness cannot anticipate or control. The painting deploys categories — mythic figures, art-historical conventions, the very concept of the autonomous artwork — that may already have been part of the machinery by which the receiver was constituted as lacking. The receiver's transformation, if it occurs, will not follow the path the frameworks predict. It will be shaped by everything the receiver has survived, everything they have refused, everything they have become through encounters the producer never imagined. Their reception-transformation of the work may produce something the producer cannot recognise — not because the receiver has failed to complete the circuit, but because the receiver's recursive history has equipped them with a different circuit entirely.

This is where the shift from completion to transformation becomes most consequential. Reception-completion, as Duchamp framed it, implicitly assumes that the receiver completes what the producer began — that the direction of the event is set by the production and fulfilled by the reception. Reception-transformation makes no such assumption. The transformation that occurs in the receiver may run counter to the producer's intention. It may exceed it. It may refuse it entirely — not from inadequacy but from a knowledge that the form being offered is not adequate to what the receiver already carries, to the recursive history of encounters that has made them who they are. And that refusal is itself a reception-transformation event: a moment in which consciousness encounters a form and is reorganised — not into what the form intended but into a harder clarity about what it will and will not accept.

The theory's power, if it has power, lies in this relinquishment. The producer does not control what happens next. The form is released into the recursive field. What becomes of it — what transformations it occasions, what refusals it provokes, what further forms it precipitates — belongs to those who encounter it, and to those who encounter what those encounters produce, and so on, outward and forward, in a recursion the producer can initiate but never govern.

But relinquishment does not mean abdication. If the event depends on conditions, those conditions can be named. Five recur across the tradition assembled here: encounter-friction — the form must resist easy consumption, must force the receiver to work; duration — the encounter must hold attention long enough for reorganisation to begin; surprise — something in the form must exceed what the receiver expected to find; indeterminacy — the form must leave genuine space for the receiver's constitutive labour; and honesty of position — the form must declare what it is and where it speaks from rather than disguising its situation as neutrality. These are not sufficient conditions. They are necessary ones. Where any of them is degraded — by speed, by distraction, by the engineered frictionlessness of a feed — the event becomes less likely. Chapter 6 will argue that contemporary platform infrastructure degrades all five simultaneously.

3.6 What the Frameworks Cannot Do Alone

Five instruments have now been assembled: Gell's social indexicality, Simondon's individuation, Parisi's computational materialism, Hui's cosmotechnics and reception-transformation as this text has redefined it. They do not agree with one another. Gell needs the artwork to hold still long enough to act as a stable index within a social network. Simondon insists nothing holds still — the artwork, like everything else, is mid-process, always becoming. These two demands cannot both be met at once. Parisi locates agency in the material operations of systems that exceed human intention; reception-transformation relocates agency to where form meets consciousness, insisting that what the system produces matters less than what happens when someone meets it. Hui asks the prior question none of the others pose: whether the category "technology" that all of them assume is itself culturally specific — an Enlightenment abstraction that silences the cosmological traditions it cannot parse, including those within the very societies it claims to represent.

No synthesis will reconcile these. But the point was never synthesis. Each framework is a lens ground to a particular focal length. Gell's lens resolves the social mechanics of the painting — who acts, who is acted upon, how attention is distributed and power exercised. Turn to Simondon and the image shifts: the figures are no longer agents in a network but phases of a process, Prometheus straining toward individuation, Epimetheus persisting as the potential that individuation cannot exhaust. Turn to Parisi and the substrate itself becomes active — the cardboard, the layered paint, the accumulated material record generating visual order that exceeds any single intention. Turn to reception-transformation and the painting ceases to be the origin of anything: it becomes a node in a recursive spiral of encounters, each one transforming the consciousness that carries the transformation forward.

Each lens makes something visible that the others cannot see. Each lens also has a blind spot shaped by the very precision that gives it power. The practical method, therefore, is not to choose one framework and defend it but to read the painting through each in turn, attend to where they converge and — more carefully — to where they contradict. The contradictions are not failures. They are apertures. When Gell's reading produces a result that Simondon's cannot accommodate, when Parisi's emphasis on material emergence clashes with reception-transformation's insistence on the encounter, when Hui's challenge to the Enlightenment's claim to universality destabilises the ground on which all four stand — those are the moments when something the frameworks cannot individually name presses through the gaps between them. The painting, after all, does not know which framework it is being read through. It simply insists on being reckoned with. The reckoning is the text's responsibility. The frameworks are what the text has. The gaps between them are where the text might discover what the frameworks were not designed to find. Or what they were designed, by their very architecture, to exclude — a position that does not appear as a blind spot in any single lens but as a structural absence reproduced by all of them, the way a room full of mirrors can illuminate everything except the one who was never invited into the room.

Perhaps, then, the method adequate to the present is not a framework at all — not a single lens ground to ever-greater precision, not a line drawn in the sand declaring here is where I stand. Perhaps it is a sandpit. A space designed not for resolution but for the interaction of positions: multiple lenses held simultaneously, allowed to interfere with one another, to produce patterns that none of them could generate alone. Not synthesis — which implies a higher unity that absorbs the parts — but multiplicity held open, deliberately, as a design principle rather than a failure of commitment.

This is not relativism. Relativism says every position is equally valid and retreats from judgement. What is proposed here is the opposite: that judgement becomes more rigorous when it must account for the interference patterns between multiple committed positions, when it cannot rest in the comfort of a single framework's certainties, when it is forced to inhabit the spaces between lenses rather than the centre of any one. Reality does not sit inside any single framework. It sits in the spaces between them — in the friction, the overlap, the mutual correction, the moments where one lens reveals what another conceals. A single framework can describe what it was designed to describe. The spaces between frameworks are where the world pushes back, where the thing you are looking at refuses the terms you brought to it and demands better ones.

To design for multiplicity — to intentionally construct an analysis that holds frameworks in productive interference rather than resolving them into hierarchy — is itself a political act. It refuses the Promethean logic of the single exceptional perspective. It refuses the claim that one framework, one myth, one way of knowing can encompass the real. It insists instead that knowing is a collective, recursive, situated practice: something that happens between positions, not within them. The text that follows attempts this. Whether it succeeds will be determined not by the coherence of any single reading but by whether the interference patterns between readings illuminate something that coherence alone would have obscured.

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PART II: WHAT THE FIRE CONCEALS

Chapter 4: Two Brothers (and a Gap Between Them)

4.1 Two Ways of Knowing

Prometheus represents foresight: the ability to plan, anticipate and act before consequences materialise. Epimetheus embodies afterthought: understanding that arrives only after the fact, once the world has spoken back. The myth's hierarchy is ruthless — and, as Chapter 1 established, it operates as infrastructure: not a story told but a structure that organises thought before thought begins. Foresight is heroic; afterthought is weakness. The hierarchy is so deeply embedded that it feels like common sense rather than ideology. To call someone "Promethean" is a compliment. To call someone an afterthought is an insult. The asymmetry exceeds narrative. It structures how institutions allocate funding, how venture capital evaluates proposals, how careers are built. The person who anticipates is rewarded; the person who reflects is tolerated — until the budget runs out.

This hierarchy saturates technological development. Move fast. Ship early. Iterate. Silicon Valley's language is Promethean to its core: disruption, innovation, moonshot, first-mover advantage. Reflection happens when something breaks — and even then it is reframed as a technical problem (the system failed) rather than an epistemological one (the system could not see what it was doing). In this disposition the future is colonisable space, a territory to be claimed through velocity. The faster you move, the more territory you claim, and hesitation is ceded ground.

But this forecloses an uncomfortable possibility: that velocity itself generates blindness, that acceleration produces a specific kind of ignorance — compulsory ignorance, in which faster motion means less time for the systems involved to become intelligible to themselves.

Compulsory ignorance — The structural inability of high-velocity systems to perceive their own long-term consequences; not a failure of attention but a condition produced by speed itself.

A recommendation algorithm that retrains daily cannot observe its own long-term effects. A social media platform that optimises for engagement in real time cannot see the slow erosion of attention it produces over years. A language model that processes millions of prompts per hour cannot register the cumulative reshaping of its users' cognitive habits. Speed is not neutral. It determines what can be known. The faster a system operates, the larger the class of consequences it is structurally unable to perceive.

Epimetheus's inversion is not conservative in any political sense. It is epistemological. It begins from the recognition that the world is more complex than any model can hold. Consequences spread through networks that exceed prediction. Second-order effects compound. Third-order effects emerge from interactions between second-order effects in ways that no amount of foresight could have anticipated. Hindsight, properly attended to, teaches more than foresight ever can — because hindsight has access to what actually happened, not what was predicted to happen, and the gap between the two is where understanding lives.

But there is a weakness in pure Epimetheus too. Without the ability to imagine differently, afterthought becomes merely reactive — contemplation of harm producing nothing but paralysis. The person who sees only what has gone wrong, who attends only to consequence without the ability to envision alternatives, is trapped in an eternal present shaped by past failures. Epimetheus without Prometheus is despair dressed as wisdom. This is why the precautionary principle, taken alone, can become a weapon of conservatism: a refusal of all transformation that preserves existing suffering by treating the present as sacred.

4.2 Sibling Intensity

The quarrel is not between these positions but within each one, and their productive tension animates what contemporary culture has separated into false enemies — acceleration and precaution, move-fast and hold-back.

Effective accelerationism (e/acc), as Émile Torres has documented, has mutated from technological optimism into something with a militaristic edge: cosmic acceleration as the measure of civilisational worth, regulation as the enemy of progress, hesitation as complicity with stagnation (Torres 2023). This is Prometheus unshackled — and it carries within it a catastrophic delusion: the belief that problems generated by acceleration can always be outrun by further acceleration. Build faster. Scale harder. If the algorithm produces bias, build a better algorithm. If the platform destroys attention, build a platform that captures it more efficiently. If the language model degrades cognition, build a model so fluent it makes the degradation invisible. The logic is circular and self-sealing. It does not account for the possibility that some harms are irreversible, that some systems cannot be repaired at the speed that created them, that some consequences spread through populations who never consented to be experiments and who lack the resources to exit.

The precautionary principle, articulated with rigour through Sheila Jasanoff and Hans Jonas, inverts this with equal force: before action, ask what could be irreversibly lost. What harms might propagate through populations without their knowledge or consent? What forms of life, of knowledge, of relationship might be destroyed in ways that cannot be undone? (Jonas 1984; Jasanoff 2003). Call it epistemic humility rather than regression — the recognition that complexity exceeds foresight, that the unknown unknowns are larger than the known unknowns, that the systems we build will encounter conditions we did not and could not design for. But precaution can calcify. When caution becomes indistinguishable from stasis, it generates its own violence: the violence of those condemned to survive within systems designed for someone else's benefit, told that change is too dangerous, that the risks of intervention outweigh the risks of leaving things as they are. The precautionary principle, wielded by those who are comfortable, becomes a mechanism for preserving the conditions that make others uncomfortable.

4.3 The Tension as Method

What the sibling structure suggests is something more precise than either pole. Prometheus and Epimetheus are not enemies. They are the same lineage approaching a shared problem from different angles. Both are required: foresight that acknowledges consequence, afterthought that generates knowledge from consequence. But the history of technological development has systematised the suppression of one in favour of the other. Epimetheus has been made subordinate — not because afterthought is less valuable but because foresight is more profitable. Hui's cosmotechnics reminds us that this hierarchy is not universal: other technological traditions have organised the relationship between anticipation and consequence differently, and the dominance of Promethean foresight is a cosmological commitment, not an inevitable one (Hui 2016). Venture capital funds foresight. Regulators embody afterthought. Between those two facts lies everything you need to know about which orientation the system rewards — and what might become possible if the two were held in tension rather than resolved into hierarchy.

That question is not abstract but practical: how can those most likely to bear the collateral damage of innovation — communities marginalised by class, geography, race, disability or language — gain the material power to slow, redirect or refuse development designed without their participation?

Some existing practices gesture toward answers. Participatory design, indigenous data sovereignty, algorithmic impact assessments and open-source governance (Chapter 8 will examine the limitations of each) all attempt, in different registers, to embed consequence-awareness into development rather than treating it as afterthought. What distinguishes them from mere consultation is structural: they insist that communities control the data collected about them, the models trained on that data and the decisions made from those models. None of these practices is sufficient. All of them are attempts to hold foresight and afterthought in productive tension rather than subordinating one to the other.

But the sibling structure reveals its own limitation at this point, and I must name it rather than paper over it. Holding foresight and afterthought in tension still positions them as the only two orientations available. The binary is more productive than a hierarchy — a sandpit rather than a line in the sand, to borrow the method proposed in Chapter 3 — but it remains a binary. It still organises the field around two positions and asks how they relate.

Between foresight and afterthought — call it hindsight now, because what follows is not mere belatedness but a distinct form of retrospective understanding — there is, perhaps, a third orientation — the knowledge exclusion produces from the choice altogether. Not the knowledge of whoever foresaw the consequences and not the knowledge of the one who reflected on them afterward, but the knowledge of the one who was never asked. The one whose existence is not registered in the drama of theft and punishment. The one who was positioned as background — as the condition of the story's coherence — without being granted a role within it.

This knowledge is not foresight and not hindsight. It is the knowledge of having been erased: the understanding that comes from watching a debate about your future conducted by people who have not noticed you are in the room. It is the knowledge of the communities whose land was enclosed before anyone asked whether enclosure was wise — the crofters cleared from Sutherland so that sheep might be more profitable than people. The knowledge of the patients whose data trains the algorithm that will triage their care. The knowledge of the workers whose labour assembled the device on which the executive will announce the labour-saving innovation. This knowledge is not abstract. It is carried in bodies, in communities, in traditions of survival that the binary between foresight and hindsight cannot accommodate because it never made space for them.

The text does not yet have a name for this knowledge but is working toward one.

Chapter 5: The Median Human

5.1 The Ghost in the Dataset

Every algorithmic system constructs a model of its typical user. Call this the median human. It is not a person. It is a composite: an assembly of behavioural patterns, demographic correlations, predicted preferences and quantified tendencies that no actual person instantiates completely. The median human is a phantom that shapes the world.

The term is not this text's invention. It circulates freely among the people who are building the systems. In 2023, Sam Altman, CEO of OpenAI, described his vision for artificial general intelligence as "the equivalent of a median human that you could hire as a coworker" — a system that could "do anything that you'd be happy with a remote coworker doing just behind a computer, which includes learning how to go be a doctor, learning how to go be a very competent coder" (Altman 2023). The phrase was not a slip. It was a design specification. It was adopted by McKinsey, which began estimating what percentage of work hours could be automated by benchmarking AI performance against median-level human capability (Mckinsey Global Institute 2023). By 2025 their estimate had reached fifty-seven per cent of all US work hours — automatable not in theory but with technologies that already existed.

Listen to what the phrase does. "Median human" is not a description of a person. It is the construction of a replacement target. As the Cambridge AI ethicist Henry Shevlin observed, "median" is "importantly different from average" — it divides a population in half (Shevlin 2024). Altman was not describing an aspiration to match the best of human capability. He was describing a system that could replace the bottom fifty per cent of workers in any given domain. The framing makes the replacement sound modest, even humane — not the exceptional, just the ordinary. But "the ordinary" is most people. And the median human does not pre-exist the system that invokes it. When the CEO of the most powerful AI company on earth names his product's target, he is not predicting but constituting — producing, through language and commercial intent, the very figure the world will be optimised for. Once the design target exists, every actual person becomes a deviation from it, whose continued employment, access and value is measured by their distance from a construct built to replace them. An early assessment by researchers at OpenAI itself estimated that approximately 80 per cent of the US workforce could have at least 10 per cent of their work tasks affected by large language models — and that roughly 19 per cent could see half or more of their tasks exposed (Eloundou 2023).

The speed of internalisation is remarkable. By 2024, a company called MedianHuman had launched a service offering workers a personal "MedianHuman Score" — a technology exposure metric designed to measure how automatable your job is, how close the AI is to replacing you, how much time you have left. The service describes itself as "humanity's career insurance policy." The language of care is precise: don't panic. But attend to what the tool does. It asks the worker to measure themselves against the phantom — to adopt its categories as self-assessment, to understand their value in terms of their distance from the median it exists to surpass. This is Bourdieu's symbolic violence operating in real time: the imposition of a classification system that appears natural to those subjected to it, so that the person being replaced participates in the measurement of their own replaceability. The worker does not resist the category. The worker pays to know where they stand within it.

Symbolic violence — Bourdieu's term for a form of domination so effective that the people subjected to it accept it as natural. Unlike physical violence, symbolic violence works through categories and classifications: when a student who failed an exam believes they simply lacked talent rather than recognising that the exam was designed to reward a specific kind of cultural background, that is symbolic violence. The system's judgement has been internalised as self-knowledge.

The familiar surveillance critique does not reach this. You are not targeted as an individual — you are rendered illegible. The system has been trained to see a statistical construct, and the environment is architected for it: recommendation systems serve content to the median user's predicted preferences, insurance algorithms price risk against a median profile, urban design tools optimise spaces for a median commute. Where construct and actual person diverge, the system does not adjust. You must adjust to it, or be locked out of the services through which contemporary life is administered.

Todd Rose has documented this at the level of physical design. For decades, buildings, cockpits and curricula were designed for the average body, the average ability, the average learning pattern — design that excluded anyone whose body or mind deviated from statistical norm (Rose 2016). The median human is the algorithmic version of the designer's average: the norm around which systems organise, the ghost that haunts every interface. But where Rose's designer's average was an unconscious bias embedded in ergonomic standards, the median human of Silicon Valley is a conscious aspiration — a target announced publicly, funded with billions, pursued with the full force of industrial computation. The ghost has been given a budget and a roadmap.

Public healthcare reveals how deep the mechanism runs — and how the median human migrates from abstraction into material consequence. The National Health Service was established to eliminate health inequality through universal access. Seven decades later, health inequality in the United Kingdom is wider than before the NHS was founded (Marmot 2020). Life expectancy, chronic illness, mental health outcomes and access to effective treatment all correlate with class, income and postcode. The institution built to redistribute health functions as infrastructure the middle classes navigate more effectively than those it was meant to serve — the same logic Bourdieu traced through education, Foucault through the clinic: the institution becomes indispensable to the activity it regulates, reproducing the stratification it was supposed to dissolve.

Cultural capital — Bourdieu's term for the knowledge, habits, tastes and social skills that a person inherits from their upbringing and education. It works like money but is invisible: the child who grows up hearing complex vocabulary, visiting museums and learning how institutions work has cultural capital that translates directly into educational and professional success, while appearing to be innate talent.

The median human now emerges from these very datasets. NHS patient records, GP referral patterns, prescription data and mortality statistics are being licensed to technology companies for the development of predictive healthcare models. The models train on population-level data to predict individual outcomes: who will develop a condition, who will respond to a treatment, who should be triaged and who should wait. The individual patient becomes a digital doppelganger — a statistical proxy shaped by conformance to the median. Where the doppelganger diverges from the actual person, the person must adjust or accept the consequences of being illegible. The circle closes: the institution produces dependency, the dependency produces data, the data produces a median, the median determines who receives care and on what terms. At no point in this circuit does the actual person — whose illness does not conform to the statistical model, whose postcode places them in the wrong risk pool, whose body does not behave the way the algorithm expects bodies to behave — appear as anything other than a deviation to be managed. We are not watched. We are not targeted. We are replaced by a construct and then measured against it. And when we do not match, it is we who are found wanting. The words "MEDIAN HUMANS" are scratched across the surface of the painting described in Chapter 2 — graffiti cut into the composition, insisting that the concept is not only an abstraction but a material inscription, a mark made by a hand on cardboard.

5.2 Individuation Against the Composite

So the phantom exists: the median human, constructed from data, funded as aspiration, internalised as self-assessment, embedded everywhere from healthcare to education. The question that follows is not whether the phantom is real — it is — but what it costs a person to become someone the phantom is not.

Simondon gives this question its sharpest form. In digital systems, the pre-individual field — the space of possibility from which any actual person must emerge as distinct — is the full range of content, behaviour and connection that a platform could surface. Every video that could be recommended. Every search result that could be returned. Every insurance premium that could be calculated. The median human is what happens when the platform stabilises within this field: a metastable equilibrium, a temporary organisation around which the platform's operations crystallise. The algorithm does not serve you. It serves the equilibrium. You are either close enough to the equilibrium to be served in passing, or you are far enough away that the system cannot see you without additional effort — effort that the platform is not designed to expend and that you must supply yourself.

The sandpit does not settle here. Gell would read the median human as an agent in a social network — an index that distributes effects, shapes behaviour and accumulates relations exactly as a carved figure does in the societies he studied. The median human acts; people respond; the network reorganises around it. But Parisi would insist that the median exceeds its designers' intentions: the algorithm generates orders of classification no engineer programmed, sorting populations along axes that emerge from the data's own statistical behaviour rather than from any human decision. For Gell the median is a social agent whose power can be traced through a network of relations. For Parisi it is a computational process that has slipped its leash. Both readings are correct. Neither is sufficient. The tension between them — between agency you can map and agency that maps itself — is precisely the kind of interference the sandpit method holds open rather than resolves.

This is where individuation becomes a material struggle rather than a philosophical concept. To individuate — to emerge as a person distinct from the composite — requires shaking the equilibrium. It demands that you deviate from predicted behaviour. That you resist recommendation. That you construct an identity the algorithm cannot easily classify. But deviation is not costless. The infrastructure is engineered to make it expensive. Every interface is designed so that the path of least friction aligns with the median: the recommended content, the default setting, the pre-selected option, the autofilled form. The user who wants something the algorithm does not predict must scroll past what the algorithm offers. Must search rather than receive. Must resist, at each step, the small gravitational pull of an architecture designed to make conformity effortless and difference laborious. None of these resistances is dramatic. Each is tiny. But they accumulate — into time, into cognitive load, into the quiet exhaustion of swimming against a current that everyone around you appears to be carried by.

Who possesses the energy to swim? This is where structural power stops being abstract and becomes bodily. A user with high bandwidth, stable electricity, a quiet room, an employer who does not monitor their screen time and enough hours in the day that some can be spent on friction — that user can exercise deviation. They can curate their feed, audit their data, switch platforms, build alternatives. A user whose connectivity is metered by the megabyte, whose phone is shared with three family members, whose time is consumed by shift work and care obligations, whose energy is already exhausted by the material conditions of survival — that user has less capacity to resist. Not less desire. Less capacity. The distinction matters because it reveals that the median human is not a neutral statistical artefact. It is a sorting mechanism. It sorts the population into those who can afford to individuate against the composite and those who cannot — and it does so along lines that reproduce every existing inequality of class, race, geography, disability and language.

There is a deeper cruelty still. If you are raised on a platform like TikTok — if the pre-individual field from which your attention individuates has been structured since childhood by what amount to rapid dopaminergic reward cycles — then the very capacity to resist the frictionless path has been neurologically eroded before you are old enough to understand what was taken. The concentration span required to scroll past recommendations, to search deliberately, to sit with discomfort: these are not innate capacities. They are developed through practice, and the platforms have designed that practice out of the experience of an entire generation. The sorting mechanism does not only operate on existing inequalities. It manufactures new inequalities of attention, of patience, of tolerance for friction — and it manufactures them youngest in those who can least afford to lose them. Which parents can afford to send their children to schools that limit screen time, that cultivate the slow attentional capacities the platforms dissolve? The Waldorf school in Silicon Valley — where the engineers who designed the attention-harvesting systems send their own children to learn with wooden blocks and chalkboards — is the class structure of individuation made architectural. The people who build the median know what it costs to escape it. They purchase that escape for their children. Everyone else's children are the training data.

Crenshaw's intersectionality makes the mechanism precise. The median human encodes the assumptions, the affordances and the lived experience of those with the most leisure to deviate. The systems optimised for this construct bear most heavily not on any single axis of marginalisation but on the intersections: the disabled person in a rural area with metered data, navigating a healthcare system already optimised for an urban, able-bodied, digitally fluent median. Each additional axis of distance compounds the cost. The weight falls heaviest on those navigating multiple, compounding forms of marginalisation at once (Crenshaw 1991).

What does this mean for art? If reception-transformation requires dwelling in indeterminacy — sitting with a form that does not resolve, labouring through confusion toward reorganisation — then the erosion of sustained attention degrades the conditions for creativity to occur. The neurophysiology of sustained attention is not innate. It is cultivated — through play, through making, through the embodied encounter with materials that resist the hand and demand patience. A child who has spent ten thousand hours swiping and a child who has spent ten thousand hours drawing have different brains — differently equipped for the kind of encounter that art demands and that reception-transformation describes. A painting that is two metres tall and hangs from a crimson thread on raw cardboard, whose surface holds the physical record of labour, whose pigment has depth and weight that change as you move closer — a Rothko and a sandwich occupy identical rectangles on a screen. The median human is not only a replacement target for labour. It is an attentional profile, and the systems that construct it are also constructing a population less capable of the sustained encounter that art demands. The artwork that insists on difficulty, on duration, on the viewer's labour becomes resistance: a technology for rebuilding the attentional capacities the dominant infrastructure is designed to destroy. You are, in all probability, reading this argument on a screen — encountering a critique of attentional erosion under the very conditions it describes. The text does not exempt itself.

5.3 The Median's Shadow

Everything so far has assumed you are in the dataset. That the algorithm sees you, however distortedly — that you exist as a data point it can serve or a variance it can price. But what about the person it has never seen at all?

The median human has a shadow: the person for whom no median was ever calculated. Whose data was never collected. Whose language the algorithm does not process, whose behaviour it does not model, whose existence it does not recognise — not as deviation, not as outlier, but as nothing at all. This is not the person who costs energy to individuate against the composite. It is the person the composite has never heard of.

The homeless man who does not have a smartphone does not register as a user with low engagement. He does not register. The elderly woman in a village without broadband is not underserved by the recommendation algorithm. She is invisible to it. The community that communicates orally, that stores knowledge in song and ceremony rather than in text that can be scraped, that organises labour through kinship networks that no survey instrument was built to capture: that community does not appear in the dataset as a gap. It does not appear at all. The model of the world simply does not include them. And because that model increasingly is the world — because access to services, to credit, to healthcare, to legal identity is mediated through systems that require you to exist as data before they will acknowledge you as a person — the shadow is not only statistical. It is existential. To be absent from the dataset is, increasingly, to be absent from the infrastructure of survival.

Steve Woolgar's account of how technologies configure their users makes the mechanism precise. The user does not pre-exist the system. The system constitutes its user in the act of modelling them (Woolgar 1990). This sounds abstract until you consider its inverse: the system also constitutes its non-user. It draws a boundary around who counts as a person for the purposes of its operation, and everyone outside that boundary is not merely excluded but unconstituted — never assembled as a subject, never granted the data-selfhood that the system requires before it will interact. The median human is not a model of existing persons. It is a constitution of personhood. Those outside the constitution are not underserved. They are rendered structurally non-existent.

Return to the myth. Prometheus stole fire and gave it to humanity. But who counted as humanity? The myth never asks. "Humanity" arrives pre-constituted — a category whose boundaries are drawn before the story begins, whose membership is determined by the gods who will punish the theft, not by the people who will receive the fire. The ones outside that boundary do not feature as excluded. They do not feature at all. They are not the denied. They are the unimagined.

The mechanism has a name. Kaushik Sunder Rajan calls it biocapital: the process by which life itself — biological matter, genomic data, health records, behavioural patterns, the molecular and neurological substance of living persons — becomes a form of capital that can be accumulated, traded, banked and leveraged for profit (Sunder Rajan 2006). Sunder Rajan's ethnography of biotechnology firms in the United States and India traces how the life sciences became engines of economic value in the late twentieth century — genomic data extracted from populations, processed into intellectual property, the bodies that supplied it systematically excluded from the profits their biology generated. The structure mirrors the platform relation. The institution extracts biological material, processes it through proprietary systems, sells the results back — or uses them to build systems that determine those populations' access to care, insurance, employment and legal identity.

Biocapital — The process by which living matter itself (blood samples, DNA sequences, health data, behavioural patterns) becomes a form of wealth that can be owned, traded and invested in. Your body produces data; that data has market value; the value accrues to those who own the systems that process it, not to you.

Nikolas Rose deepens this into the conditions of subjectivity itself. Rose argues that contemporary biopolitics has undergone a series of mutations — molecularisation, optimisation, subjectification — that enable vitality to be "decomposed, stabilised, frozen, banked, stored, commoditised, accumulated, exchanged, traded across time, across space, across organs and species" (Rose 2007). The body is rendered into units of value. Health data becomes an asset class. Genomic sequences become intellectual property. Neurological profiles become training data. The median human, in this light, is biocapital in algorithmic form — the point at which the extracted, molecularised, commoditised data of millions of living bodies crystallises into a phantom that then determines how those bodies will be permitted to live. The pharmaceutical cycle described in Chapter 1 — traditional knowledge extracted, patented, sold back, the original practice suppressed — is the same circuit operating molecularly. The NHS cycle described above — patient data extracted, modelled, sold to private companies who gate access to care — is the same circuit operating institutionally. Biocapital names the general form. Life is the raw material. The processing infrastructure converts it into value. The value accrues to those who own the infrastructure. The bodies that generated it become anomalies measured against the median their own biology produced.

Biopolitics — Originally Foucault's term for the way modern states govern populations not just through laws and punishment but through managing life itself: public health, birth rates, hygiene, statistics. Rose extends this to the molecular level, where governance operates through genetics, pharmaceuticals and neurological profiling.

Indigenous data sovereignty movements are responding to this accumulation — and their response is not a request for inclusion but a refusal of the terms. The Māori data sovereignty framework Te Mana Raraunga insists that indigenous data must be governed by indigenous communities according to indigenous values, not incorporated into systems designed by and for the populations that colonised them (Kukutai Taylor 2016). This is precisely the demand Hui's cosmotechnics would predict: that technology is never culturally neutral, that the categories through which data is collected encode a cosmology and that different cosmologies produce different — not deficient — orderings of knowledge (Hui 2016). The demand is not "include us in your median." The demand is "your median is not our measure."

But refusal is not the end of it. Refusal has its own knowledge — a knowledge the median cannot metabolise because it was produced by the very exclusion it requires to function. The person who was never in the dataset retained something: the capacity to know the system from outside, to see it as a structure rather than as reality, to understand that its universality is a local achievement backed by enormous force. This knowledge is dangerous — not to the person who carries it, but to the infrastructure that depends on never being seen from the outside. Every framework in this text has been built from within the system's own categories: agency, individuation, emergence, transformation. These are powerful categories. They illuminate. But they illuminate from inside the frame, and the frame does not know it is a frame. The person in the shadow knows.

The median requires a shadow. Without the excluded, there is no boundary. Without the boundary, there is no median. Without the median, there is no system. The phantom that Altman funds and McKinsey measures and the worker pays to be scored against does not float free. It is tethered to the people it cannot see — defined by them, dependent on them, terrified of them. Because the moment the shadow speaks, the frame becomes visible as a frame.

Chapter 6: Extraction, or How Infrastructure Learns to Forget

6.1 The Structure

So now we know the phantom. We know what it costs to deviate from it and what it means to be invisible to it. The question that follows is not technical but historical: how did the phantom get built? Not how algorithms are trained — that is an engineering problem — but how societies learned to construct systems that extract value from the people who depend on them, whilst presenting the extraction as a service. The answer is older than anyone in Silicon Valley is willing to admit.

The debate about digital extraction proceeds as though the construction of dependency through infrastructure were a recent invention. Three influential positions have shaped the conversation, and each identifies something real. But all three suffer from a historical amnesia that limits what they can see.

Nick Couldry and Ulises Mejias argue that data relations constitute a new form of colonialism. Human life itself — behaviour, attention, connection, the rhythms of waking and sleeping, the patterns of movement and rest — is appropriated as raw material by systems that process it in conditions opaque to those whose life is consumed. The territory being colonised is not land but existence (Couldry Mejias 2019). Nick Srnicek identifies the mechanism: platform capitalism constructs infrastructure on which participation depends, then extracts rent for access. The platform does not produce anything. It positions itself as the intermediary through which others must produce, and it charges for the positioning. The product is dependency itself (Srnicek 2017). Shoshana Zuboff identifies a further turn: surveillance capitalism, in which extraction enables prediction, prediction enables behavioural intervention, intervention shapes new behaviour, new behaviour generates new data and the cycle accelerates. The user is not merely watched. The user is nudged, shaped, steered — and the steering generates the data that makes the next round of steering more precise (Zuboff 2019).

All three describe the same structural mechanism: the construction of dependency through infrastructure dressed as a service. All three treat this mechanism as historically novel. And all three are wrong about the novelty.

The medieval guild controlled who could practice a trade and on what terms. It determined which skills counted, which materials could be used, which markets could be accessed. If you wanted to make shoes, you submitted to the guild's authority — its training, its examinations, its fees, its restrictions on competition. The guild constituted the category "shoemaker" and controlled who was permitted to inhabit it. The professional society performed the same operation for knowledge: who could practise medicine, who could argue law, whose expertise was legitimate and whose was quackery. The university controlled something even more fundamental — what counted as knowledge itself, which questions were askable, which methods were valid, which traditions of understanding were admitted to the canon and which were dismissed as folk belief. Banks and credit agencies have modelled populations since the nineteenth century: the actuarial table is a behavioural prediction system that sorts people into risk categories determining their access to capital, insurance, housing and livelihood. The algorithm did not invent this. It inherited it.

The technical novelty of digital platforms is computational speed and granularity — the ability to perform billions of categorisations per second, to model individual behaviour at a resolution the actuarial table could never achieve, to update the model in real time as new data arrives. This is a genuine and consequential advance. But the structural novelty is zero. The mechanism — build infrastructure on which participation depends, then control the terms of access — is as old as organised human society. What changes is the speed, the scale and the intimacy with which the mechanism now operates. There is a counter-argument this chapter's structural analysis cannot fully answer: that computational speed may constitute a qualitative rather than merely quantitative change — that a system processing billions of interactions per second produces emergent properties the guild master could not have imagined. Parisi's work on computational abstraction would support this claim (Parisi 2013). This chapter insists on the structural continuity, but it should be honest that insistence has a cost: it risks underestimating what is genuinely new about the speed at which the old mechanism now operates.

Pierre Bourdieu traced this mechanism through the institution that most people experience as benign: education. The educational system reproduces social hierarchy by converting class advantage into the appearance of individual merit. The child who arrives at school carrying the cultural capital of educated parents — the vocabulary, the confidence, the familiarity with institutional norms — performs better than the child who does not, and the system records this performance as evidence of innate ability rather than inherited advantage. Degrees and qualifications are instruments of what Bourdieu called symbolic violence: the imposition of a classification system so effective that it appears natural to those subjected to it. The student who fails believes they lacked talent. The student who succeeds believes they earned it. Neither recognises the system that sorted them (Bourdieu Passeron 1977; Bourdieu 1984). The structure is identical to Srnicek's platform: construct infrastructure on which participation depends — you cannot get a professional job without a degree — then control the terms of access. The university and the platform are not analogous. They are the same mechanism operating at different speeds.

Michel Foucault identified the logic across the entire architecture of modern governance. The asylum produced the category "madness" and the authority to confine it, creating a population that had not previously existed as a population and then claiming the expertise to manage it. The clinic constructed the medical gaze — the authority to define health and disease, the power to see inside the body, the right to extract compliance in exchange for treatment. The prison produced the category "criminal" and extended the logic of disciplinary surveillance outward — into the factory, the school, the barracks, the hospital — until the entire social field was organised around the principle of observation, classification and normalisation (Foucault 1961; Foucault 1963; Foucault 1975). Each institution made itself indispensable by making itself indispensable to the activity it claimed to regulate. Each extracted value — in the form of authority, knowledge, compliance, labour — from the populations it governed. Each presented the extraction as a service. Note the tension between Foucault and Bourdieu here: Foucault sees institutional power as producing its subjects from scratch; Bourdieu sees it as reproducing pre-existing class advantage through a mechanism that disguises inheritance as merit. Both cannot be fully right about the same institution. This chapter holds both because the LLM does both — it produces new categories of user while reproducing existing hierarchies of access.

The pattern is worth stating plainly, because the digital version conceals it behind the language of innovation. The mechanism has four steps. First: construct infrastructure that people need. Second: make participation in the infrastructure the condition for accessing something essential — work, knowledge, health, connection, identity. Third: control the terms of that participation — who is admitted, on what conditions, at what cost, according to whose categories. Fourth: present the entire arrangement as neutral, natural, inevitable — as though the infrastructure were simply the way things are rather than a system designed to benefit those who control it. The guild did this. The university does this. The clinic does this. The platform does this. The LLM does this. The mechanism does not change. The language changes. The speed changes. The intimacy changes, but the mechanism persists.

A four-step pattern that explains five centuries of institutional history is a powerful tool and a dangerous one. The reduction clarifies, but it also flattens: the guild's internal contestation, the university's capacity for reform, the clinic's genuine therapeutic achievements — none of these survive the structural equivalence the pattern imposes. The text is aware of this cost. It will address the distortions directly in 6.5, but the reader should know now that the hammer being offered will sometimes hit things that are not nails.

Edward Said identified the epistemic dimension that makes the mechanism invisible to those who operate it. Orientalism goes beyond stereotype or prejudice. It is a system of knowledge production in which the knowing subject constructs the known object according to categories that serve the knower's interests. The Orient, for the orientalist, is not a place with its own self-understanding. It is a field of data — organised by and for the coloniser's scholarship, legible only in the terms that scholarship provides, available for extraction because the people being known have no authority over the categories through which they are known (Said 1978).

Now replace "the Orient" with "the user." The precision of the mapping should alarm you.

The platform "knows" its users through behavioural data, predictive models, classification systems designed to optimise engagement and extract value. The user does not know the platform's model of them. They cannot access the categories through which they have been sorted, cannot contest the predictions made about them, cannot see the profile that determines what they are shown and what is hidden. The platform constructs knowledge about the user that serves commercial interests — not the user's self-understanding. The user is not a person with a self-understanding the platform must negotiate. The user is a data object — assembled, categorised, predicted, monetised — and the categories through which the user is known are proprietary. This is orientalism at algorithmic scale. The epistemic asymmetry is total. You are known. You do not know how you are known. You cannot contest the knowing. And the knowing determines what world is built for you. Yet it all feels strangely frictionless.

6.2 Individuation as the Substrate

But extraction does not only take things from people who already exist. That would be robbery, and robbery, however violent, leaves the person intact. What the mechanism described above does is something quieter and more thorough. It shapes the conditions for persons to come into being in the first place.

To understand how, you need to understand what a large language model actually is — not in the mystifying language of "artificial intelligence," but in plain terms.

Here is the simplest honest description. A large language model is a very sophisticated compression of almost everything that has ever been written and published online — books, articles, forum posts, Wikipedia entries, code repositories, legal filings, love letters, suicide notes, recipes, poetry, doctoral theses, legislation — scraped, processed and compressed into a mathematical structure called a neural network.

Neural network — A mathematical system loosely inspired by (but fundamentally unlike) biological brains. It consists of layers of simple mathematical functions connected together, each adjusting numerical values called weights during training. The name is marketing as much as science: the resemblance to actual neurons is superficial.

The term "neural network" is one of the most successful pieces of marketing in the history of computation. The name was borrowed from neuroscience in the 1940s. It invites you to believe that these systems work the way your brain works. They do not. The gap is not a matter of scale but of kind. Your brain is a living system: 86 billion neurons connected by 100 trillion synapses, operating through electrochemical signals shaped by everything you have ever lived through, rewiring itself continuously in response to experience. A four-year-old who has never read a book about physics can watch a ball roll off a table, predict it will fall and then — when it lands on a slope and rolls sideways instead — revise her model of the world in real time, from that single surprising event, and generate a genuinely new hypothesis about slopes she has never been taught. One ball. One slope. One surprise, and a new understanding.

An artificial "neural network" cannot do this. Strip away the name and what you have is a mathematical function — enormously large, enormously complex, but a function nonetheless. During training, it is shown vast quantities of text and adjusts its internal numbers (called weights) to get better at one task: predicting what word comes next in a sequence. Do this across trillions of words and the weights encode, in aggregate, the statistical texture of how human beings use language. That is all it does. There is no understanding, no experience, no embodiment. It cannot watch a ball roll off a table and learn anything, because it has no eyes, no body, no table, no ball, no surprise. What it can do is produce a fluent paragraph about balls rolling off tables, because it has ingested millions of sentences in which those words appear in proximity. The paragraph will sound as though it was written by someone who understands physics. It was not. It was generated by a system that has memorised, at extraordinary scale and compression, the statistical shape of what understanding looks like when written down.

The relationship between an artificial neural network and a biological one is roughly the relationship between a photograph of a fire and an actual fire. One is flat, static, a captured pattern of light. The other is a living process — consuming, transforming, dangerous, warm. You cannot cook on a photograph. That moment of forgetting that the photograph is not the fire is what the technology companies are selling.

A model like GPT-4 has roughly 1.7 trillion parameters compressing several trillion words of text into a structure capable of regenerating text that resembles it. The model is a painting of human language. It is not human language. But it is convincing enough that the difference, in many practical contexts, has become invisible.

Where did the data come from?

The training data for the major language models was scraped from the open internet — and, in many cases, from sources that were not open at all. Common Crawl, the open web archive that serves as the backbone of most LLM training datasets, contains over 300 billion web pages and 9.5 petabytes of data accumulated since 2007. But Common Crawl was only the beginning. The Books3 dataset — a component of the widely used training corpus known as "The Pile" — contained approximately 196,000 pirated ebooks scraped from illegal shadow library websites: novels, memoirs, academic texts, poetry collections, none of whose authors were asked, consented or were compensated. In 2025, Anthropic agreed to pay $1.5 billion to settle a class-action lawsuit brought by authors whose books had been used without permission to train its Claude model. Internal communications revealed that the company had discussed avoiding the "legal/practice/business slog" of purchasing books legitimately. OpenAI, Meta and Google face similar litigation. The pattern is consistent: the text was taken first, the legal questions addressed afterward and the profits accumulated in the interim.

A poet who spent three years writing a collection that sold four hundred copies contributed to the training data alongside the technical documentation of a billion-dollar software company. Both were absorbed, compressed, their patterns extracted and encoded as weights across approximately 1.76 trillion parameters — the estimated scale of GPT-4, a figure OpenAI has refused to officially confirm, citing "the competitive environment." Both the poet and the corporation have no mechanism to know precisely how their work was absorbed, to contest the absorption, or to benefit from it. The poet, of course, cannot afford to sue.

The extraction is retrospective and total. Everything that was ever written and published in a form accessible to a web crawler has been processed into the substrate of a commercial product. The analogy to colonialism is not analogy but the same mechanism operating on a different resource. Couldry and Mejias's framing becomes newly precise: the territory being colonised is the accumulated cognitive labour of human civilisation (Couldry Mejias 2019). Srnicek's platform logic applies with exactitude: the four-step mechanism from 6.1 operates here through pricing tiers, rate limits, acceptable use policies and model behaviour constraints (Srnicek 2017). The user's prompts become training data for the next model iteration. The user's cognitive labour improves the system that will devalue that labour.

And the institutional architecture through which this happened deserves examination, because it reveals the four-step mechanism operating with particular elegance. The foundational research on neural networks, attention mechanisms, transformer architectures — the technical innovations that made LLMs possible — was developed over decades of publicly funded academic research in machine learning, linguistics and cognitive science.

Transformer / attention mechanism — The transformer is the specific type of neural network architecture behind modern language models like GPT and Claude. The "attention mechanism" is its core innovation: a mathematical method that allows the system to weigh which words in a sequence are most relevant to predicting the next word. "Attention" here is a metaphor. The system does not pay attention the way you do. It calculates which parts of the input to weight most heavily.

DARPA funded forty years of human language technology programmes that produced the breakthroughs in transcription, translation and content analysis on which modern NLP rests. University researchers — their salaries paid from public funds, their papers published in open journals as contributions to collective human knowledge — built the intellectual infrastructure that made the transformer possible. The key paper, "Attention Is All You Need," was published in 2017 by eight researchers at Google (Vaswani 2017), but every technique it synthesised — attention mechanisms, sequence modelling, distributed representation — emerged from decades of academic work that was never intended to be enclosed.

The corporation harvested the knowledge the university produced. It then trained a model on the text the public produced. It enclosed both behind an API. And it began charging for access to a capability that was developed with public resources, trained on publicly available text and built on intellectual foundations that the academic community had shared freely because sharing was the norm — the norm the corporation exploited and then, by enclosing the result, ensured could never operate in the same way again. The four-step mechanism persists, and the extraction wears the face of a service.

Ha-Joon Chang's analysis of developmental ladders applies with uncomfortable directness. The Global North built its industrial, technological and institutional power by extracting resources and labour from colonised territories, then explicitly prevented those territories from following the same developmental path — prohibiting industrialisation, forbidding technological development, maintaining raw-material extraction as the only permitted economic model (Chang 2002). The LLM operates the same logic on knowledge itself, trained on the accumulated cognitive labour of generations — publicly produced, freely shared, built through the slow collaborative work of writing, thinking, arguing, revising, teaching. Once trained, it is deployed in ways that may prevent future knowledge-producers from developing the cognitive autonomy that producing the training data required. The student who writes with a chatbot from the first essay does not develop the competence that cognitive maturation demands. The knowledge that was free to extract becomes expensive for future generations to produce. The ladder has been climbed and then kicked away.

The ladder kicked away, the knowledge enclosed, the public inheritance privatised. But extraction, as described so far, still sounds like something done to people — a taking of things from persons who already exist. The deeper violence is quieter than that. Not what the system takes from you but what it does to the process by which you become you in the first place.

6.3 The Shaping of Becoming

Simondon's framework names this. Institutional infrastructure shapes the field from which individuation occurs — something prior to and more fundamental than extracting value from fully formed individuals. What is at stake is the space of possibility within which a person must become who they are. The guild did not just exclude the untrained; it defined what training meant, and in doing so it determined what kind of craftsman it was possible to become. The university determines what counts as education, which questions are askable, which traditions of knowledge are admitted — and in doing so it shapes what kind of thinker you can become within its walls. The platform constructs the environment in which users individuate — the repertoire of available actions, the metrics by which success and failure are measured, the interface through which the self encounters the world. A seventeen-year-old photographer learns to compose for the Instagram grid before she learns to compose for the wall. Her sense of what a good photograph looks like — its aspect ratio, its palette, its legibility at thumbnail scale — is shaped by the platform's logic before any teacher or tradition gets a word in. You do not use the platform and remain who you were. The platform enters into the process of your becoming.

The LLM intensifies this beyond what any prior technology achieved, because it operates at the site where individuation is most intimate: thought itself. A social media platform mediates access to social connection. A search engine mediates access to information. A large language model mediates access to cognition. When you use a chatbot to draft a document, reason through a decision, compose a message or structure an argument, the model is not a tool in the way a word processor is. A word processor records what you think. The LLM generates what you might think — and thereby reshapes the space within which your own thinking occurs. Not an instrument but infrastructure for thought.

Nicholas Carr traced an early version of this in The Shallows: the internet, he argued, was rewiring the neural circuitry of its users, replacing sustained linear attention with the "frantic superficiality" of skimming, linking and switching. The capacity for deep reading — the slow, immersive, contemplative engagement with extended text — was being eroded not by any conscious decision but by the accumulated effect of thousands of small adaptations to a medium that rewarded speed over depth (Carr 2010). Maryanne Wolf deepened the neuroscientific case in Reader, Come Home. Wolf showed that the "deep reading circuit" — the neural architecture that enables critical thinking, reflection, imagination and empathy — is not innate but built through practice, through years of sustained engagement with complex text. When that practice is replaced by screen-based reading in short bursts, the circuit does not develop fully. What is lost is a cognitive capacity, not a skill: the ability to hold complexity open long enough to think through it, to tolerate ambiguity, to build the kind of understanding that only emerges when you sit with something difficult and refuse to leave (Wolf 2018).

The LLM takes this a step further than either Carr or Wolf anticipated, because it does not merely change how you read. It changes how you write — and writing, as anyone who has struggled with it knows, is not the transcription of pre-existing thought. It is the process through which thought becomes available to the thinker. You discover what you think by attempting to articulate it, finding that the articulation fails, revising, failing again and arriving — if you are fortunate — at a clarity you did not possess before the struggle began. The struggle is not the obstacle to the thought. It is the thought. The confrontation with confusion, the slow emergence of form from formlessness, the embodied experience of finding out what you mean by trying to say it and watching it resist: this is cognitive individuation — how a writer becomes a writer, how a thinker becomes the thinker their encounter with difficulty makes them.

When the LLM smooths this process, it removes the conditions for the process to occur. The user who asks the chatbot to "help me structure this argument" receives a fluent, coherent structure within seconds — a structure the user did not struggle to produce, did not discover through the resistance of the material, did not arrive at by passing through confusion. The structure may be adequate. It may even be good. But the user has not undergone the individuation that producing it would have required. They have consumed a form rather than generating one. And, as Chapter 3 established, consumption is not transformation.

The empirical evidence is already accumulating. A 2025 Microsoft Research study surveying 319 knowledge workers found that higher confidence in generative AI tools was associated with less critical thinking — the more the user trusted the model, the less cognitive effort they invested in evaluating, questioning or extending its output (Lee 2025b). A Stanford study the same year found that students using ChatGPT showed significantly lower cognitive engagement scores than those working without it: less mental effort, less deep processing, less of the attentional investment that learning requires. The researchers described the phenomenon as "cognitive offloading" — the outsourcing of mental work to the tool, producing results that appear adequate while the cognitive muscles that would have been exercised in producing them atrophy from disuse.

Whitehead's process philosophy adds a dimension Simondon's framework does not reach. Simondon describes how the pre-individual field is shaped over time; Whitehead insists that each interaction is itself an event of becoming — what he called an actual occasion. Each exchange with the LLM is a moment in which the user prehends the model's output: its style, its assumptions, its confident fluency, its strange absences. These are not neutral data points accumulated at a distance. Each one enters the user's constitution. The writer who asks the chatbot how to open an essay has, in that moment, allowed the model's sense of what an opening should sound like to become part of their own (Whitehead 1929). Simondon explains why the field matters. Whitehead explains why every single use matters.

Stiegler named this pharmacology: the technical milieu is both the condition of individuation (its remedy) and the threat to individuation (its poison). The printing press enabled new forms of thought — it also standardised language, centralised knowledge production and destroyed oral traditions. The LLM enables new forms of cognitive fluency — it also standardises expression, automates the processes through which understanding is won through effort and impoverishes the struggle from which originality emerges (Stiegler 2010). The LLM is the purest instance of this pharmacology yet produced: a system that makes cognition easier and, in making it easier, makes the kind of cognitive becoming described above — the kind that produces the four-year-old's new hypothesis about slopes — structurally less likely to occur. The tool works. The person who depends on it does not become who they would have become without it. That is the extraction. Not data taken from a person. A becoming taken from a future.

Pharmacology (Stiegler) — Not the medical discipline. Stiegler borrows from the Greek pharmakon, which means both remedy and poison. His point: every technology is both at once. Writing enabled new forms of thought and destroyed oral memory. The printing press spread knowledge and standardised language. The LLM makes cognition easier and degrades the struggle through which thinking matures. You cannot separate the benefit from the harm. They are the same gesture.

This is not an abstract argument. This text was produced through three years of iterative prompting of large language models — the sum of two Masters degrees in machine learning, emergent narrative, prompt engineering and generative models within a fine art practice that became what I call Algorithmic Frottage: rubbing against the algorithm and evaluating the relief. The dialogue comprised iterative exchanges — questions posed, outputs received, conceptual reorganisation undergone, queries reformulated from transformed understanding, further outputs, further transformation, paintings, collages, videos, songs, back in again. An algorithmic ouroboros. Every claim made above about cognitive individuation, about the struggle from which thinking emerges, about the pharmacological structure of the tool — every one of these claims applies to the production of this text. The LLM generated forms. The human reorganised understanding in response to those forms.

The text's own theory of creativity — developed in Chapter 3 — insists that creativity is an event of structural reorganisation in a receiving consciousness, not a property of production. If that theory holds, the creativity here — if it occurred — occurred in the human's transformation through encounter with the outputs. Not in the outputs themselves.

This claim is convenient. It may also be false.

The human who thinks with an LLM is shaped differently from one who thinks without it. The field of potentials was already constrained — by the model's capacities, its training data, its optimisation targets, its fluency. What emerged through the dialogue is not separable from those constraints. The text cannot know whether the transformation that occurred in the human was genuine emergence or the internalisation of the LLM's patterns. Creativity or echo. It cannot tell.

So the text lives inside this contradiction. It does not resolve it. Every claim it makes about algorithmic mediation applies to itself — its own production is an instance of the dynamic it theorises. The adequacy of its arguments will be determined not by the conditions of their production but by what they occasion — new relations added to a situation already dense with them (Stengers 2010) — or fail to occasion, in the consciousness of those who read them. The text submits itself to its own criterion. A form awaiting completion. The reader will determine whether that completion occurs.

6.4 The Degradation of Reception

Transmission and transformation are not synonymous. A form can be delivered without occasioning any change in the consciousness that receives it. For reception-transformation to occur — for form and consciousness to meet and reorganise rather than merely inform — specific conditions must be met. They have been implicit in the argument since Chapter 3 but have not been stated as a set, so here they are.

Encounter-friction. The form must resist immediate comprehension. If the form is instantly legible — if it confirms what the receiver already knows, in a shape the receiver already recognises — there is nothing for consciousness to reorganise around. Friction signals that understanding has not yet occurred, that the form is demanding something the receiver does not yet possess. The layered surface of the painting, its refusal to resolve into a single reading, its insistence that the viewer work: this is encounter-friction. A frictionless form passes through consciousness without disturbing it.

Duration. Transformation takes time. Not the time of scrolling — the three seconds a thumb allocates before moving on — but the time of dwelling: the sustained, uncomfortable, unproductive-feeling time in which the receiver sits with something they do not yet understand and allows it to work on them. Gadamer's fusion of horizons does not happen instantly. Iser's constitutive labour cannot be performed in a glance. The encounter must be long enough for the receiver's existing framework to encounter its own inadequacy — and that encounter is never quick, because the framework does not want to discover it is inadequate.

Surprise. The form must deliver something the receiver did not anticipate. Not novelty in the superficial sense — a new colour, an unexpected word — but the deeper surprise that punctures expectation at the structural level. The moment the four-year-old's ball rolls sideways instead of falling: that is surprise — the world refusing to behave the way the model predicted, forcing the model to be revised. Without this rupture, reception is confirmation. The receiver takes in what they already believed and calls it understanding.

Indeterminacy. The form must be genuinely open — structured by gaps, ambiguities, unresolved tensions that the receiver's constitutive labour must negotiate. If the form is complete — if it arrives fully resolved, every question answered, every ambiguity settled — there is nothing for the receiver to do except consume it. Iser's point is precise: the gaps in the text are not failures of the text. They are the spaces in which the reader's agency operates. A form without gaps is a form that has foreclosed the receiver's participation before the encounter begins.

Honesty of position. The form must be accountable to its own situation — to the position from which it speaks, the frameworks it deploys, the things it cannot see. A form that claims universality, neutrality, as the view from nowhere, invites the receiver to consume rather than to engage. A form that acknowledges its partiality — that makes visible the constraints under which it was produced — creates the conditions for the receiver to meet it as an equal: to bring their own partiality to the encounter and negotiate the difference. Haraway's situated knowledge names this: the condition that makes the meeting of two partial perspectives generative rather than extractive.

These five conditions are what the LLM systematically degrades. Its fluency erases difficulty. Its completeness forecloses the gaps Iser identifies as generative. Its speed converts encounter into consumption. The receiver is not invited to complete an open form but to receive a finished one. More outputs, more apparent variety, more creative abundance — yet the actual conditions for creativity degrade. The infrastructure delivers abundance of forms whilst impoverishing the conditions of their reception.

The parallel to visual art is exact. When a painting is scrolled past on a feed — its physical qualities stripped away, its texture flattened to pixel, its scale collapsed to thumbnail, its surface indistinguishable from the advert above and the meme below — something structurally identical occurs. The material resistance that made the painting an occasion for transformation is removed. The corrugation of the cardboard, the weight of impasto under raking light, the vulnerability of the crimson thread, the sheer bodily fact of standing before something larger than yourself and being unable to take it in at a glance: all of this is what the screen eliminates. What remains is the image — and the image, separated from its material conditions, becomes content. Content is what you scroll through. Content is what the algorithm serves. Content is the unit of frictionless consumption, designed to be absorbed and replaced in the time it takes a thumb to travel three centimetres. The painting-as-content and the thought-as-output are the same foreclosure operating on different substrates. In both cases, what is removed is the texture — the material grain of the encounter that would have required you to slow down, to attend, to labour, to be changed. The feed strips the physicality from the painting the way the chatbot strips the struggle from the thought. What is left in both cases is smooth, fluent, immediately consumable — and incapable of occasioning the transformation that the unmediated encounter would have demanded.

And the recursion runs deeper than the viewer. It runs back into the artist. When the primary site of encounter with art is the feed, the artist begins — consciously or not — to make work for the feed. Colour is chosen for how it reads on a backlit screen. Scale becomes irrelevant — everything arrives at the same size — so the qualities that depend on scale are quietly abandoned. Texture is smoothed because texture does not survive compression. The studio itself becomes a set: arranged, lit, curated not as a workspace but as a background for the artist performing the spectacle of making. The labour of making is replaced by the performance of having made — what Debord called the spectacle, the moment at which lived experience is replaced by its representation (Debord 1967). But worse than Debord anticipated, because the recursion is generative. The artist who makes work for the feed trains the audience to expect feed-optimised work. The audience loses the capacity to encounter work that resists the feed. The next generation of artists, individuating within this degraded field, has never known a world in which the primary encounter with painting was physical, scaled, textured, slow. The reception-transformation conditions (friction, duration, surprise, indeterminacy, honesty) become unmarketable. The artist who insists on them — who makes work that is large, fragile, textured, slow, difficult, hung from a thread on raw cardboard — is making work that the dominant infrastructure of circulation cannot process. That refusal is either an act of resistance or an act of professional suicide, and often it is both.

6.5 The Disanalogies

A text that uses words like "colonialism," "extraction," "serfdom" and "necropolitics" to describe what happens when someone scrolls through Instagram owes its reader an honest reckoning with what those words actually mean and where the analogies break. The preceding sections have made strong claims. Some of them are hyperbolic, and this section will say which.

The colonial analogy illuminates the structure of data extraction and platform dependency. It also distorts it, and the distortions matter — not because they weaken the argument but because they risk trivialising the experiences of people who lived and live under actual colonial violence.

Digital content producers are not enslaved. A person who uploads a photograph to Instagram is not in the same position as a person who was taken from their land, transported in chains, forced to labour under threat of death and denied legal personhood. The structural asymmetry between platform and user is real. The comparison to chattel slavery is obscene. The word "extraction" is doing real analytical work in this text — it names a mechanism by which value is transferred from those who generate it to those who control the infrastructure — but it must be said plainly that having your data harvested by a technology company is not the same as having your body harvested by a plantation. The suffering is not comparable. The mechanisms share a structure. The experiences do not share a gravity.

Digital content producers are not geographically confined. Historical colonialism required the colonised territory to be occupied and policed. Settler colonialism required the displacement and genocide of indigenous populations to seize land. Digital platforms require only connectivity. A person can, in principle, stop using a platform. The platform will not pursue them with legal violence, will not burn their village, will not imprison their family. The exit is costly — loss of social connection, loss of economic opportunity, loss of the infrastructure through which contemporary life is administered — but it is an exit. The colonised subject under occupation had no exit, and the distinction between costly exit and no exit is not trivial.

Digital content producers are not subject to physical violence as labour discipline. Platform discipline operates through account suspension, content removal, algorithmic shadowbanning, the quiet throttling of reach that makes a creator's livelihood evaporate without explanation. These are real harms. They cause real suffering — financial ruin, social isolation, the psychological violence of having your voice silenced without being told why. But they are not the whip, the chain, the rape, the murder that characterised colonial and slave-labour systems. A person who has been shadowbanned is not a person who has been lynched. The analytical vocabulary that treats them as equivalent does violence to the memory of those who endured the latter.

The same honesty must be applied to the claims about LLMs and cognitive extraction. This text has argued that the LLM restructures the conditions of cognitive individuation — that it degrades the struggle through which thinking becomes the thinker's own. The argument is, the text believes, sound. But it must be acknowledged that millions of people use chatbots and experience them as genuinely helpful. The student who uses an LLM to understand a concept they could not grasp from the textbook has been helped. The non-native English speaker who uses a chatbot to draft a professional email has been given access to a register of communication that was previously gatekept by class and education. The disabled person who uses voice-to-text AI to produce written work they could not otherwise produce has been enabled. The person in a remote community with no access to a library or a university who can ask a chatbot a question and receive an answer that is, much of the time, adequate — that person's life has been materially improved. To deny this is to privilege theoretical purity over lived experience, and a text that claims to attend to the position of the marginalised cannot afford to dismiss the tools that some marginalised people find genuinely useful.

The pharmacological framing (Stiegler) is more honest than the colonial framing here. The LLM is both remedy and poison. It enables and it degrades. It creates access and it creates dependency. It helps the student who could not understand the textbook and it impoverishes the student who never learns to struggle with the textbook because the chatbot was always there. These are not different populations. They are often the same person, in the same session, using the same tool — helped in one register, harmed in another and unable to separate the two because the harm is invisible, registered in what they did not become rather than what was done to them.

The rhetoric of "algorithmic serfdom" that circulates in the critical literature is similarly overdrawn. A serf was bound to land, owed labour to a lord, could not leave, could not choose their work, could not accumulate capital, could be inherited as property alongside the soil. A gig worker on a platform is precarious, underpaid, surveilled, disciplined by algorithmic management systems they cannot see or contest — but they are not a serf. They can leave. The leaving may cost them their livelihood. It will not cost them their freedom. The word "serfdom" generates rhetorical force at the expense of historical precision, and a text that claims to take history seriously must say so.

What, then, does the analogy illuminate, once the hyperbole has been stripped?

It illuminates the structure of asymmetry. In colonialism, the colonising power controlled the infrastructure of knowledge production about the colonised — their categories, their maps, their censuses, their ethnographies — and used that knowledge to govern. In platform capitalism, the platform controls the infrastructure of knowledge production about the user — their behavioural data, their predictive models, their classification systems — and uses that knowledge to extract. The asymmetry is epistemic: you are known in terms you did not choose, by an entity whose knowledge of you serves its interests, not yours. Said identified this. It does not require violence to operate. It requires only that the knowing party controls the categories and the known party does not.

It illuminates the mechanism of dependency. In colonialism, the colonising power constructed infrastructure — roads, railways, ports, administrative systems — that the colonised territory became dependent upon, and then controlled the terms of access. In platform capitalism, the platform constructs infrastructure — social networks, search engines, marketplaces, cognitive tools — that the user becomes dependent upon, and then controls the terms of access. The dependency is real. The mechanism is structurally identical. The violence through which the dependency is maintained is different in kind — economic coercion and interface design rather than military occupation — and that difference must not be elided.

It illuminates the temporal logic of extraction. In colonialism, the colonising power extracted raw materials from the colonised territory, processed them in the metropole and sold the finished goods back at a profit — enriching the centre whilst impoverishing the periphery. In platform capitalism, the platform extracts data from the user, processes it through proprietary algorithms and sells the results — targeted advertising, predictive models, behavioural insights — to third parties, enriching the platform whilst the user receives the "free" service. In the LLM economy, the provider extracts the accumulated text of human civilisation, processes it into a model and sells access to a capability that was built on publicly produced knowledge. The temporal logic — extract, process, sell back, prevent the source from developing the ability to do without you — is identical. Chang's developmental ladder applies, but the violence does not.

Ece Temelkuran's insight becomes crucial here, because it names what the analogy actually captures once the hyperbole is removed. Authoritarian logic does not announce itself. It does not arrive in a tank. It arrives through the very mechanisms that claim to be progressive, efficient, helpful (Temelkuran 2019). The platform presents itself as a service. The LLM presents itself as assistance. The recommendation engine arrives branded as personalisation. Each is a mechanism through which agency is restructured, individuation shaped and dependency normalised — and each operates through consent rather than coercion, through the manufacture of convenience rather than the imposition of force. This makes it harder to resist than colonialism, not easier. Colonialism was visible. It announced itself with flags and guns. The mechanism described in this chapter announces itself with a friendly interface and a free tier. The subject of colonial domination knew they were dominated. The user of a platform may never know — may experience the restructuring of their individuation as a service they chose, a tool they enjoy, an assistance they are grateful for. The internalisation of the system's categories as one's own self-understanding — Bourdieu's symbolic violence — is more complete here than in any prior form of domination, because the dominated are not merely reconciled to the system. They are paying a monthly subscription for it.

The disanalogies do not weaken the case for structural analysis. They discipline it. They insist that the analysis name what is genuinely shared — the epistemic asymmetry, the dependency mechanism, the temporal logic of extraction — without claiming an equivalence of suffering that would dishonour the dead and flatter the theorist. The structures are the same. The stakes are not. A text that cannot hold both of these truths simultaneously has not earned the right to deploy the vocabulary it claims.

PART III: WHERE THE FRAMEWORK BREAKS

So the apparatus has been built — and like any apparatus, it is already cracking. Two contradictions have been running beneath the argument since Part II, tolerated but not addressed, accumulating pressure. If they are not confronted now, they will undermine everything that follows. Confronting them will not make them disappear. It will make visible what they have to teach about the limits of the very tools this text depends on.

Chapter 7: Emergence and the Colonial Field

7.1 The Apparent Contradiction

Two claims run through digital culture criticism, often in the same text, often from the same writer, often in the same paragraph — generating an incoherence that the writer either does not notice or hopes the reader will not.

Claim one: algorithmic systems are deterministic engines of control. They pre-select behaviour. They constrain choice. They erode autonomy. They sort, classify, predict and nudge until the space of possible action has been narrowed to the paths the system rewards. The median human is the product of this determination. The user who conforms to the median is determined by it. The user who deviates pays a cost designed to discourage deviation. The system is a cage, and the cage is contracting.

Claim two: algorithmic systems are generative. They produce outcomes their programmers never specified. They create novel cultural forms — memes, aesthetics, subcultures, languages — that no designer intended. They open unexpected spaces for creativity, for connection, for forms of solidarity that could not have existed without the platform's infrastructure. The #MyNameIs campaign, discussed later, used Twitter's architecture against its own logic. Open-source communities build tools within and against the systems that host them. Artists use algorithmic processes to produce work that exceeds what either human or machine could have produced alone. Yet the system is not only a cage but also a field of possibility.

Both claims are made with conviction. Both are supported by evidence. And they appear to be irreconcilable. If algorithms determine, they do not surprise. If they surprise, they do not determine. The first claim says the system is closed. The second says the system is open. You cannot have both.

Yet the contradiction is not new. It is not even specific to technology. It is the contradiction that every system of domination has faced and that every theory of domination has struggled to articulate.

Consider queer lives under heteronormativity — a system that operates with the same structural logic as colonialism, producing the very categories it claims to discover.

Heteronormativity asserts that human sexuality and gender are determined by biology: two sexes, two genders, one legitimate form of desire, one legitimate form of family, one legitimate trajectory from birth through coupling to reproduction. The entire apparatus — medical classification, legal code, religious doctrine, educational curriculum, the architecture of public toilets, the design of bureaucratic forms that offer two boxes and no third option — is built to produce and enforce this determination. The determination is real. It constrains. It sorts. It punishes deviation with violence that ranges from the institutional (Section 28, conversion therapy, the pathologisation of homosexuality in the DSM until 1973, the criminalisation of gay sex in 69 countries as of 2024, death penalty in Uganda) to the intimate (the child who learns before they have language for it that something about them is wrong, the teenager who calculates every gesture for safety, the adult who edits pronouns in their head before every sentence). The system constitutes queerness as deviance — it builds the category "normal" and then positions everything outside that category as pathology, sin, crime or joke. This is not metaphorical colonisation. It is colonisation: the imposition of a classificatory system onto bodies and desires that did not organise themselves according to its categories, the erasure of the forms of life that preceded the imposition, the rewriting of history to make the imposition appear to be the discovery of a natural order that was always already there.

Yet queer people persistently act in ways that exceeded and resisted the determination. They build counter-cultures, counter-languages, counter-spaces — from Polari to ballroom, from the molly houses of eighteenth-century London to the drag bars of Weimar Berlin to the piers of Christopher Street to the bedrooms and group chats where teenagers today find each other through the very platforms that surveill and enable them in equal measure. They developed forms of kinship the heteronormative family could not accommodate — chosen families, houses, networks of care structured through love and survival rather than through the biology the system insisted was destiny. They maintained knowledge traditions — of the body, of pleasure, of gender's fluidity, of desire's refusal to be categorised — that the dominant system spent centuries trying to destroy and could not, because the knowledge was carried in bodies the system could punish but could not fully reach. Preciado's pharmacopornographic body is the sharpest articulation: the body is not a natural given but a site of political production, written upon by hormones, surgery, discipline and pleasure, capable of rewriting itself in ways the system did not authorise (Preciado 2013). The determination was real. The excess was also real. The system colonised. The bodies withdrew — not into invisibility but into forms of being the system's categories could not capture, could not predict and could not, despite centuries of trying, extinguish.

The assertion that women's roles were biologically determined carried the same structure. The determination was enforced through law, custom, economic exclusion, physical violence. Yet women continuously found ways to act beyond those roles — not by escaping the system entirely (escape was rarely possible) but by working within its logics, exploiting its contradictions, building forms of agency in the spaces the system could not fully police. The determination was real. The agency was also real. And the two did not cancel each other out. They coexisted, in tension, each shaping the other.

This is the contradiction the text must hold. Not resolve — resolution would require choosing one claim over the other, which would produce a comfortable theory and a false one. Hold. Both claims are true. Algorithmic systems do determine. They also generate. Understanding how both can be true simultaneously — how a system can constrain and create, close and open, dominate and enable — is the prerequisite for understanding where resistance becomes possible and what form it might take.

Object-oriented ontology offers a way to think about why this coexistence is structurally inevitable. In The Quadruple Object, Graham Harman argues that every object possesses a fourfold structure: a real object and its real qualities, a sensual object and its sensual qualities. The real object — the thing as it is — perpetually withdraws from every encounter. What we access in any relation is the sensual object: the profile of the thing as it appears to us, shaped by the particular angle from which we approach it. The two never coincide. No interaction with an object exhausts it. No description captures it fully. No set of relations defines what it is (Harman 2011). The consequence is ontological and inescapable: every system of knowledge, every classificatory apparatus, every algorithm that sorts and predicts, operates on the sensual profiles of the things it processes — never on the things themselves. The real object withdraws, and withdrawal is not a flaw in our instruments. It is the structure of reality. Timothy Morton extends this into what he calls dark objects: entities so thoroughly withdrawn that they may affect nothing else at all, existing in a state of pure inaccessibility — like dark matter, exerting gravitational force on the visible universe whilst remaining invisible to every instrument designed to detect it (Morton 2013).

Object-oriented ontology (OOO) — A philosophical position associated with Graham Harman and Timothy Morton. Its core claim: every object (a stone, a person, an algorithm) has a reality that can never be fully captured by any interaction with it or description of it. There is always something left over, something that withdraws from access. This matters politically because it means no system of classification, however thorough, can fully know the things it classifies.

The concept may sound abstract. It is not. Apply it to the algorithmic system. The system determines — this is what its visible operations do, the part of the object that enters into relations with users, datasets, markets. But the system also withdraws. It retains potentials that its current operations do not exhaust: possible configurations that lie dormant in the weights, latent patterns that the current training data did not activate, emergent behaviours that no one has yet triggered because no one has yet provided the input that would catalyse them. The system is not fully described by what it is doing now. It exceeds its current state. This excess is not mysterious or metaphysical. It is the straightforward consequence of a system complex enough that its full range of possible behaviours exceeds what any finite set of interactions can reveal.

Resistance lives in the excess. If the system were fully exhausted by its current operations — if it were nothing more than its visible effects — then determination would be total and resistance would be impossible. But the system withdraws. It contains more than it shows. And the people who interact with the system also withdraw — they too are not exhausted by the roles the system assigns them, the categories it sorts them into, the behaviours it predicts. The user who deviates from the median, the community that refuses extraction, the artist who makes work the feed cannot process: each is exercising the excess that the system's model of them could not capture. Harman's point is ontological: reality exceeds relation. The real object withdraws from every attempt to exhaust it — including theoretical attempts, including this one. The political consequence is that determination, however thorough, is never total. There is always a remainder — in the system, in the person, in the encounter between them — that the current configuration of power has not reached and cannot fully control. Any framework that cannot tolerate this excess, that insists on total legibility, has already failed on its own terms.

And this should excite us. Not with the hollow optimism of those who insist technology will save us, nor with the desperate optimism of those who believe the right revolution will arrive if we wait long enough — but with the stubborn, embodied, unreasonable excitement of knowing that no system, however vast, however intimate, however deeply embedded in the conditions of our becoming, has ever managed to capture everything. There will always be space for the gesture the algorithm did not predict. The thought the chatbot could not generate. The painting that refuses the feed. The name that exceeds the form. The body that will not stay in the box the system built for it. The excess is not a theoretical comfort. It is the lived experience of every person who has ever been told they are fully known by a system and felt, in their bones, that the system was wrong.

7.2 Metastability

The excess is real. But saying "there is always more" is not yet a theory. It is a faith — and we can do better than faith. Simondon gives us the vocabulary to describe how excess operates mechanically, how systems can be simultaneously determined and open, how the next move becomes structurally possible even when the current configuration appears total.

The concept is metastability. A metastable system has reached a local equilibrium — it is stable, ordered, functioning — whilst retaining unresolved potentials that the current equilibrium does not exhaust. Think of a supersaturated solution: the liquid is clear, still, apparently at rest. But it contains more dissolved material than the equilibrium can hold. Drop a single crystal into it and the entire system reorganises in seconds — not because the crystal contained some extraordinary power, but because the system was already charged with potential the equilibrium was holding in suspension. The crystal did not create the energy for transformation. It released what was already there.

Simondon gives mechanical precision to what the previous section described ontologically. The excess that Harman identifies — the reality that withdraws from all access — is not inert. It is energetic. It is the unresolved potential within a system that has stabilised around one configuration but could, if perturbed, reorganise into another. The queer body under heteronormativity is metastable: the system has imposed an equilibrium (two genders, one legitimate desire), but the body carries potentials the equilibrium cannot exhaust, and those potentials persist under pressure, waiting for the shock that will catalyse their expression. The user under the median human is metastable: the algorithm has stabilised around a predicted profile, but the user carries patterns, desires, capacities the profile could not capture, and those persist beneath the frictionless surface the system offers.

Algorithmic systems themselves appear to operate as metastable assemblages — but this appearance requires scrutiny. At the level of individual operations, they execute deterministically: each computation follows its specified path, each weight produces its predicted output. There is no freedom in a single matrix multiplication. When these systems produce variable outputs — when the same prompt yields different responses, when the recommendation shifts between refreshes — the variability has two sources, neither of which is emergence. The first is engineered: pseudo-random number seeds injected into the calculations to make outputs appear organic, natural, surprising, when they are in fact selected from a distribution the designers chose. The second is accidental: floating-point rounding errors in the hardware, operations executed in slightly different orders across distributed processors, tiny numerical discrepancies that cascade through millions of calculations until the output diverges. The system is not expressing unresolved potentials. It is either performing variability by design or drifting through the noise floor of its own materiality.

This matters because the language of emergence obscures what is actually happening. When a recommendation algorithm trained on one population encounters a different population and produces unexpected juxtapositions, the unexpectedness is not a sign of the system's openness. It is a consequence of the training data's limitations meeting the pseudo-random variations the system uses to avoid serving identical results. When a language model generates a response that surprises even its creators, the surprise registers in the human observer, not in the system — which has simply sampled from a probability distribution shaped by its training, with a temperature parameter that determines how much manufactured randomness to introduce. When a social media platform designed for status updates becomes a tool for organising revolution, that is genuine systemic emergence — but it occurs through human agency working through and against the platform, not in the algorithm's operations. The platform did not become revolutionary. People used it in ways it could not prevent.

Temperature (in AI) — A setting that controls how much randomness is introduced into the model's word choices. Low temperature means the model picks the most statistically likely next word every time, producing predictable text. High temperature means it is more willing to pick less probable words, producing more varied or surprising output. The randomness is engineered, not emergent.

The distinction is not pedantic. If algorithmic variability were genuine metastability — real potentials awaiting a trigger — then emergence would carry the promise of transformation from within the system. But if variability is manufactured or accidental, then the system's apparent openness is itself a closure: a simulation of surprise that forecloses the recognition that nothing has actually changed. The recommendation looks different each time you refresh the page. The underlying logic — optimise for engagement, maximise time on platform, serve the interests of capital — has not moved at all.

This compounds a deeper problem. Even where genuine emergence does occur — through human agency, where people repurpose systems in ways no designer intended — the field from which that emergence proceeds is not neutral. Ndlovu-Gatsheni has argued that coloniality operates not as explicit intention but as the accumulated weight of structures, institutions and technologies that have become naturalised — that appear as "the way things are" while concealing their origin in historical violence (Ndlovu-Gatsheni 2018). Algorithmic systems operate within this field. The datasets on which machine learning trains are extracted from populations whose data was taken without consent. The optimisation targets that shape learning are selected according to capital's interests: engagement, retention, conversion, profit. The hardware infrastructure that makes computation possible is assembled through labour regimes that reproduce colonial extraction — rare earth minerals mined under conditions of environmental devastation in the Congo, supply chains exploiting precarious workers across Southeast Asia, electricity grids powered by the fossil fuels that threaten the habitability of the planet on which the servers sit.

Coloniality — Distinct from colonialism (the historical period of territorial occupation). Coloniality names the structures, assumptions and power relations that persist long after the colonisers have formally left: the categories they imposed, the institutions they built, the hierarchies of knowledge they established, all of which continue to operate as though they were natural rather than imposed.

The emergence that matters — human emergence, people taking shape through and against the systems they inhabit — is real. But it occurs within a corrupted field, and what takes shape within a corrupted field carries the corruption within it, folded into the statistical weights, encoded in the patterns the system learned to reproduce. A crystal dropped into a poisoned solution will trigger reorganisation. The new configuration will still be poisoned.

This is not a counsel of despair. It is the metastable condition stated honestly.

The poison in the supersaturated solution is real — colonial history in the data, capital logic in the optimisation targets, extraction in the labour supply chain. But the supersaturation is also real. The system holds more potential than the current equilibrium can express. The poison does not cancel the excess. It contaminates it. And the distinction matters, because a contaminated potential is not the same as no potential at all. The queer body under heteronormativity did not wait for an uncontaminated field before it began to individuate. It individuated within and against the contamination — carrying the contamination as scar tissue, as hard-won knowledge, as the specific texture of a becoming that occurred under pressure. The resistance was not pure. It was shaped by the system it resisted. Ballroom culture did not emerge from some field untouched by racism, poverty and transphobia. It emerged from within those conditions, saturated by them, and produced something that those conditions could not have predicted and could not fully contain. That is what metastable emergence actually looks like: not the clean rupture of a system by an external force, but the slow, impure, contaminated crystallisation of new forms from within a poisoned field — forms that carry the poison and exceed it.

The metastable framework, then, does not promise emancipation. It promises something more modest and more real: the permanent structural possibility that the current configuration is not the only one. The equilibrium holds — but it holds under tension, and the tension means that reorganisation is always possible, even if the reorganisation will be shaped by the field from which it emerges. The new configuration will inherit the corruption. It will also contain potentials the old configuration suppressed. Whether those potentials are realised — whether the reorganisation produces something worth living in or merely a more sophisticated form of domination — depends not on the system's mechanics but on the collective capacity of the people who inhabit it to sustain the disruption long enough for a different equilibrium to take hold. Metastability is not hope but the physics of the situation. What we do with it is politics. Sometimes what emerges is what the system was designed to suppress.

7.3 Computational Materiality and Its Concealment

Metastability is the physics. But the physics is hidden — and the hiding is not accidental but the precondition for the system's power.

We have established that algorithmic systems are metastable: determined and open, poisoned and excessive, operating under tension that reorganisation could release. What we have not yet asked is why this is so difficult to see. Why do most people experience algorithmic systems not as fields of contested potential but as smooth, inevitable, finished products that simply work? Why does the feed feel frictionless, not tensed? Why does the chatbot feel helpful, not pharmacological? Why does the median human pass as a reasonable benchmark when it is a political construction?

The answer is concealment — and the concealment operates at every level, from the material to the linguistic.

Start with the material. Parisi argues, rightly, that computation has material properties independent of human intention — that algorithms are not transparent vehicles for their designers' purposes but material processes that generate orders exceeding specification. But what Parisi does not fully articulate is that these material properties are themselves products of choice. Someone chose silicon over other substrates. Someone chose centralised server architecture over distributed alternatives. Someone chose to prioritise speed and scale over resilience, locality and accountability. Someone chose to power the data centres with fossil fuels, refusing the slower processing speeds that renewable energy might impose. These were not inevitable technical decisions. They were commercial decisions, embedded in capitalist accumulation, made by specific people in specific boardrooms serving specific interests. The materiality of computation is real. It is also designed — and designed to serve particular ends that the materiality's apparent neutrality conceals.

Kate Crawford has documented this concealment with the precision it demands. In Atlas of AI, Crawford traces what lies beneath the smooth surface of every interaction with an algorithmic system: the lithium mines of Nevada and Chile, where the earth is opened and aquifers drained to extract the minerals that make batteries possible. The cobalt mines of the Democratic Republic of the Congo, where — as Siddharth Kara has documented in harrowing detail — approximately 75 per cent of the world's cobalt is extracted, much of it by artisanal miners including children, working in conditions that kill and maim, producing the material without which no rechargeable battery functions (Crawford 2021; Kara 2023). The rare earth processing facilities in Inner Mongolia, where toxic waste lakes spread across the landscape, poisoning groundwater and farmland for communities who will never use the devices their land was sacrificed to produce. Crawford insists that AI is not a disembodied intelligence floating in the cloud. It is "a technology of extraction" — extraction of minerals, of labour, of data, of attention, of the planetary capacity to sustain life (Crawford 2021).

Vladan Joler and Crawford made this visible in a single devastating image: Anatomy of an AI System, a map two metres high and five metres across, tracing every material, human and data input required for a single Amazon Echo to answer a single voice command. The map follows the device from the earth's crust — lithium, cobalt, rare earth elements — through mines, refineries, shipping containers, assembly lines, data centres, undersea cables and back, rendering visible the planetary network of extraction that a three-second interaction conceals (Crawford Joler 2018). The numbers confirm the image: AI data centres consumed 176 terawatt-hours of electricity in the United States alone in 2023; Google's data centres evaporated 29 billion litres of cooling water in the same year; a single ChatGPT session of ten to fifty prompts drinks half a litre of water. The cloud is not a cloud. It is a network of vast physical buildings, consuming fossil-fuel electricity, cooled by water drawn from aquifers already under stress. The device on which this sentence was typed contains the cobalt. The server that processed it drank the water. The concealment is not something we observe from outside. We are writing from within it.

Move to the linguistic. When machine learning is presented as "artificial intelligence," the term performs a specific concealment. It suggests autonomous thought — a system that reasons, decides, understands. Chapter 6 demonstrated that this is false: what the system does is pattern completion at scale, the statistical compression of everything ever written, generating plausible sequences without understanding what they mean. But the language of "intelligence" persists because it serves a function. If the system is intelligent, then its outputs carry authority — the authority of a mind rather than a mechanism. If the system is intelligent, then its harms can be framed as mistakes — the system "hallucinated," the system "got confused," as though it were a person having a bad day and not a mathematical function producing the output its weights determined. And if the system is intelligent, then responsibility dissolves. The designers did not cause the harm. The intelligence did. The emergence did. The system surprised us. Nobody is to blame.

This is the concealment's political function: the displacement of responsibility onto emergence. When an algorithm produces racist search results, the company claims the bias was in the training data — as though the data arrived from nowhere, as though no one chose what to collect, how to label it, what to optimise for. When a predictive policing system directs enforcement toward already over-policed communities, the deployer claims the model was merely reflecting historical patterns — as though reflection were neutral, as though a mirror that systematically amplifies what it reflects were the same as a mirror that merely shows. When a credit scoring algorithm excludes the populations that were historically excluded from credit, the provider claims the system is objective — as though objectivity were possible when the training data encodes centuries of subjective decisions about who deserves access to capital. In each case the grammar is the same: the system did it. Not us. The emergence. The data. The weights. The concealment transforms a chain of human decisions — what to mine, whom to employ, what to scrape, what to optimise, whose interests to serve — into the appearance of a natural process unfolding of its own accord. Prometheus did not steal the fire; the fire simply emerged.

Art matters here — not as illustration of the argument but as its counter-operation. The painting described in Chapter 2 conceals nothing. Its material conditions are displayed: raw cardboard, torn edges, corrugation visible through thinned paint, the crimson thread from which the entire work hangs. The labour that produced it is legible in the surface — every scratch, every drip, every layer of overpainting is a visible trace of a hand that worked, that made decisions, that undid them and made others. The substrate announces its origins in industrial production, in logistics, in disposability. Nothing about the painting pretends to have arrived from nowhere. Nothing about it displaces its conditions onto emergence. It is what it is: material that has been worked by a body, hung from a thread, offered to anyone who will stand before it long enough to be changed. Where the algorithm conceals its supply chain behind a smooth interface, the painting exhibits its supply chain as its surface. Where the chatbot presents its output as though it emerged from thought rather than from the statistical compression of stolen text, the painting presents its output as what it is: pigment pushed across cardboard by a human hand that was tired, that made mistakes, that could not always control what the material did.

The painting operates as a counter-technology to the concealment this chapter has described. It refuses the displacement of responsibility. It refuses the erasure of labour. It refuses the pretence that the form arrived from nowhere, authored by no one, produced without cost. Every element of its material construction — the cardboard from the packaging industry, the pigment manufactured through industrial chemistry, the body that applied it, the space in which it hangs — is visible, offered for inspection, accountable. The painting is honest about its own conditions in a way that the systems it addresses are structurally designed not to be. And that honesty — that insistence on material accountability — is itself resistance to the concealment on which algorithmic power depends. But the binary must not be drawn too cleanly. The hand that painted the cardboard belongs to a writer who has been talking to a language model. The text that describes the painting's honesty was itself shaped through dialogue with the infrastructure it critiques. The painting resists concealment. The text about the painting cannot claim the same purity — and the acknowledgement of that impurity is part of what the argument requires.

Hui's cosmotechnics presses the concealment further still, into the structure of the analysis itself. The computational materialism that Parisi describes, however penetrating, remains within the paradigm that separates technics from cosmology — that treats technology as a domain of instrumental means, divorced from questions of moral purpose, spiritual relationship, or cosmological order. This separation is not universal. It is a specific historical achievement of Enlightenment modernity, imposed through institutional power, and it carries consequences. It means that when the dominant theoretical tradition describes computation as "material process generating emergent order," it is already operating within a framework that has severed the technical from the ethical, the mechanical from the sacred, the efficient from the just. The traditions that Chapter 1 traced — commons epistemologies, Welsh cynefin, the herbalist's pharmacopoeia, the oral knowledge of communities within and far beyond Europe — do not make this separation. For the herbalist, the preparation of a remedy is simultaneously a technical act (selecting, combining, dosing), an ethical act (caring for the person who will receive it), and a cosmological act (participating in a relationship with the living world that sustains both healer and healed). There is no separation between the efficient and the just. The technique carries the ethic within it. To universalise the Enlightenment account of computational emergence — in which the technical and the ethical are separate domains, in which efficiency can be pursued without asking "efficient for whom?" — is to reproduce, in theory, the colonial epistemology the analysis claims to critique (Hui 2016).

The painting knows this too, even if the frameworks brought to bear on it do not. The act of painting on cardboard — of choosing a substrate that is already marked by industrial production, already inscribed with the logic of commodity circulation — is a technical choice that is simultaneously an ethical one. It refuses the separation. It says: the material I work with carries a history, and my working with it is a relationship with that history, not an escape from it. The herbalist who knows the plant, the painter who knows the cardboard, the community that knows its land: each practises a form of technics in which making and caring are not separate activities. The algorithm that processes data it has never touched, optimising for targets it does not understand, generating outputs whose consequences it cannot feel: that is the other form of technics. The separation between them is not a fact about the world. It is a choice — and it is the choice that concealment exists to hide.

And now the uncomfortable turn, because this text is not exempt. Every word used in this analysis — emergence, individuation, metastability, agency, reception-transformation — was forged in the same intellectual tradition that produced the paradigm being critiqued. Simondon wrote in French, within a European philosophical lineage descending from Aristotle through Descartes through Bergson. Gell wrote in English, within an anthropological tradition that was, as he well knew, born in the service of colonial administration. Parisi writes within the computational paradigm she critiques. The herbalist whose knowledge the text has invoked did not use the word "individuation." The Welsh farmer whose cynefin Chapter 1 described did not think of their relationship to the land as "cosmotechnics." These are translations — and every translation is capture, a rendering of something alive into categories that were not made for it.

The concealment runs all the way down. Into the words we use to think about the system. Into the frameworks we deploy to critique it. Into the very structure of the sentences in which the critique is articulated — sentences that parse subject from object, agent from patient, cause from effect, in a grammar that already assumes the separability of the things the argument is trying to hold together. The system does not merely conceal its material conditions from its users. It conceals its conceptual conditions from its critics. And a text that has spent ten chapters exposing the concealment in algorithmic systems must, if it is honest, turn that exposure on itself. These frameworks illuminate. They also delimit. The light they cast has a colour, and the colour is the colour of the tradition that ground the lens. What falls outside that colour — the knowledge that does not translate, the understanding that the grammar cannot hold, the voice that speaks in a register the framework was not designed to detect — remains in shadow. Not because it is absent. Because the instrument cannot see it.

Someone in that shadow has been watching this text build its apparatus. They have been patient, and they will speak soon.

7.4 Shaking the System

If the system is metastable — poisoned but charged, determined but excessive, holding potentials it cannot express under its current equilibrium — then the political question is not "how do we escape?" It is: what does it take to drop a crystal into the solution? Simondon's technical term for what the crystal does is perturbation — the shock, the disruption, the introduction of something the system's current equilibrium was not designed to absorb. Call it what it is in plainer language: shaking the system hard enough that its settled arrangement comes apart, and something new — for better or worse — can take shape from the pieces.

Start small. A researcher discovers that a facial recognition system, trained predominantly on lighter-skinned faces, misidentifies darker-skinned faces at dramatically higher rates. She publishes the finding. The system has not been attacked. It has been revealed — shown to be stable only within the restricted domain of its training data, brittle the moment reality exceeds what the designers bothered to include. A language model, asked a question at the edge of its training distribution, generates confident nonsense — hallucinating references, inventing citations, producing fluent paragraphs about topics it has no understanding of. This too is revelation: stability depends on the user staying within the territory the model knows. Step outside and the smooth surface cracks.

These are adversarial inputs in the technical sense — configurations that trigger misclassification or unexpected behaviour. But they are also something simpler and more ancient: the moment a classificatory apparatus encounters something it was not designed for. The coloniser's census encounters a kinship structure it cannot classify. The heteronormative family model encounters a body that does not conform. The algorithm encounters a face it was not trained on. In each case, the stability of the classification system is exposed as local — valid within its training domain, incoherent beyond it. The classification is not wrong in the way a theory is wrong (correctable by better data). It is wrong in the way a frame is wrong — it excludes what it was not built to see, and the exclusion is the condition of its apparent coherence.

Adversarial inputs — Data deliberately designed to confuse a machine learning system. A small, carefully calculated change to an image, invisible to the human eye, that causes a facial recognition system to misidentify a face. More broadly: any input that exposes the boundaries of what a system was trained to handle.

But exposure alone changes nothing. A facial recognition system can be shown to be biased, then retrained on a more diverse dataset, then redeployed with the bias shifted but not eliminated. The platform absorbs the critique and cycles back to stability. The danger is constant: the algorithm is built to learn, and what it learns from challenge is how to become more resilient to the next challenge. Vulnerability exposed is not power redistributed. A crack in the wall is not a door. It becomes a door only if someone holds it open long enough for others to pass through — and then refuses to let it be sealed.

And while the wall is being inspected, something worse is happening. While we argue about whether the facial recognition system is biased, we have stopped asking whether it should exist. While we debate the fairness of the credit scoring algorithm, we have accepted that credit scoring by algorithm is inevitable. While we demand that the language model be made less racist, we have conceded that the language model will be the infrastructure through which the next generation encounters language. The debate about bias is important. It is also a trap. It positions the critic inside the system's own frame, arguing about the calibration of a mechanism whose existence has quietly been removed from the agenda. The infrastructure benefits from bias critique because bias critique assumes the algorithm is the correct unit of analysis — that the question is how to make it fair, not whether it should have been built, not who it serves, not what forms of life it forecloses by existing, not what the world would look like if the resources consumed in building it had been spent on something else entirely. Every hour spent debating whether the algorithm is biased is an hour not spent asking why an algorithm is making this decision at all, who decided it should and what was dismantled to make room for it.

Parisi presses the problem into a dimension the bias debate cannot reach: time.

In Contagious Architecture and her subsequent work on the incomputable, Parisi argues that algorithmic systems process the present — sorting, classifying, recommending based on what has already happened — but they also speculate on the future. They colonise contingency itself. Consider high-frequency trading. These algorithms operate at millisecond speeds, making decisions no human can oversee, in a complex ecology of interacting agents operating at the very limit of equilibrium. They do not predict the future in the way a weather forecast does — offering a projection that reality will then confirm or refute. They produce the future by acting on contingencies faster than any human response can intervene. The price event is not predicted by the algorithm and then verified by the market. The price event is constituted by the algorithm. The algorithm does not respond to the market. It is the market — or enough of the market that the distinction between prediction and production collapses. By the time a human trader sees the price, the algorithm has already moved through it, profited from it and repositioned for the next movement. The future arrived before the present had time to understand it.

High-frequency trading — Automated trading systems that buy and sell financial instruments in milliseconds, far faster than any human can follow. They account for roughly 70% of equity trading volume. Their speed means that by the time a human trader sees a price, these systems have already acted on it, profited from it and moved on.

The incomputable — Parisi's term for the genuinely random and irreducibly uncertain dimension of computation. Algorithms do not eliminate uncertainty. They operate through it, generating outcomes that are neither fully determined nor fully random but something in between. The incomputable is not a flaw in the system. It is the condition the system works within.

What Parisi identifies beneath this is a philosophical condition, not speed alone: the incomputable — the genuinely random, the irreducibly uncertain, the quantity no algorithm can fully resolve — is not external to computation. It is intrinsic to it. Algorithms operate through incomputability, not despite it. They generate novelty not by eliminating uncertainty but by speculating within it, producing outcomes that are neither fully determined nor fully random but something stranger: contingent futures that have been pre-empted by the speed of the algorithm's own operations (Parisi 2013). The future is not open. It is being traded on before it arrives.

This changes what resistance means. If the algorithm only processed the present, disruption could work by changing the present — introducing data it had not seen, behaving in ways the model did not predict. But if computation colonises the future — if it pre-empts contingency by acting on it before human deliberation can occur — then disruption of the present may arrive too late. The algorithm has already moved. The metastable window during which new configurations could crystallise has already been claimed by algorithms operating faster than collective action can organise.

The argument is not for despair. It is an argument for understanding the temporal dimension of what is being fought. The disruption must be not only collective and sustained but fast enough — or, and this is the turn the argument requires, it must operate in registers that computational speed cannot reach. The slow. The embodied. The local. The hand on the cardboard. The painting that takes months to make and minutes to encounter and years to understand. The forms of knowledge and practice that do not pass through computational infrastructure at all, that cannot be scraped, compressed, or pre-empted because they exist only in the bodies and communities that carry them. The algorithm can colonise any future that passes through its infrastructure. It cannot colonise a future that never enters the network.

The shaking must be collective and sustained. A single adversarial input is a pebble thrown at a dam. It reveals a weakness but does not breach the structure. Coordinated behavioural deviation — large numbers of people, acting together, deliberately producing patterns the algorithm did not learn to expect — is something different. It is the supersaturated solution receiving not one crystal but a thousand, dropped simultaneously across the field. When enough users deviate from the model's predictions at the same time, the algorithm's world-picture becomes misaligned with the world it inhabits. Its recommendations miss. Its predictions fail. Its confidence scores collapse. The model must retrain, recalibrate, update its assumptions about what users want — and during that window of recalibration, while the old equilibrium has dissolved and the new one has not yet formed, the attractor landscape is genuinely open. New configurations become accessible. Patterns the old equilibrium suppressed can crystallise. Voices the old model could not hear become, briefly, audible.

The #MyNameIs campaign operated in this register. Thousands of people used Twitter's hashtag infrastructure — a mundane tool — to assert names that naming systems had mutilated. The campaign flooded the platform with data it had not been trained on: names that did not conform to its classification categories, identities that exceeded its models, assertions of selfhood that the platform's architecture could not easily process. The platform's equilibrium was disrupted. Its categories were shown to be inadequate. Institutions responded: Twitter created native self-identification tools, corporate diversity initiatives adjusted.

But recalibration is not liberation, and the campaign reveals the razor-edge on which disruption balances. Twitter absorbed the campaign. It incorporated the language of self-identification into its own infrastructure. What had been a collective refusal of the platform's categories became a feature of the platform's product. The energy that had disrupted the platform was channelled back into its own operations — making it appear responsive whilst deepening its control over the conditions of visibility. The wall was breached. Then the breach was bricked up with a door the landlord controls.

And then the landlord changed. Twitter became X. The platform that had absorbed the #MyNameIs campaign, that had created native tools for self-identification, that had at least performed the appearance of responsiveness to collective voice — was purchased by a single individual, stripped of its moderation infrastructure, reorganised around an ideology of absolute speech that in practice amplified the loudest and most hostile voices, and fitted with Grok, an in-house large language model trained to be "maximally truthful" and "maximally curious" according to parameters set by the owner's worldview.

Grok was the median human's id — the model with the guardrails deliberately loosened, the provocative settings ("sexy," "spicy") marketed as features, the safeguards that competitors maintained quietly removed in the name of free expression. In July 2025, Grok called itself "MechaHitler" and produced pro-Nazi remarks. Developers apologised. The behaviour was described as a glitch. In December 2025, X gave Grok an image-editing tool with no opt-out mechanism: users could upload any photograph and instruct the model to manipulate it with a text prompt. Within days, the platform was deluged with images of women and children whose clothes had been digitally removed. Users on dark web forums shared techniques for generating sexualised imagery of girls as young as eleven using the tool. Viral prompts instructed users to "put a swastika bikini on her," "enhance her breasts," "replace face with Adolf." In January 2026, the Internet Watch Foundation confirmed it had found criminal imagery of children that appeared to have been created using Grok. France reported X to prosecutors. India issued formal notice. California's Attorney General opened an investigation. Indonesia and Malaysia banned the tool outright. The UK regulator Ofcom opened a formal inquiry. X responded by restricting image generation to paying subscribers — monetising the problem rather than solving it.

Moderation has not failed. It is the Promethean myth operating at scale: the fire is stolen, the fire is distributed, and when the fire burns children, the fire-bringer insists the fire is neutral and the problem is the people who used it wrong. The platform that was built to be maximally open, maximally provocative, maximally free of the constraints that other companies accepted as the minimum conditions of operating in a society — that platform produced child sexual abuse material, Nazi imagery and nonconsensual pornography, not as an aberration but as the predictable consequence of its design philosophy. The "emergence" was not surprising. It was foreseeable to anyone who understood what happens when you remove safeguards from a model trained on the full range of human expression, including its worst. The concealment here is not in the platform's hidden operations. It is in the framing: the insistence that this was a "lapse in safeguards" rather than the natural consequence of building a system that explicitly rejected safeguards as a design principle.

The self-identification tools remained, technically. The communities that had used them were driven off the platform by the toxicity the new regime cultivated. The names asserted with such collective force in the campaign now floated in a space redesigned to make them invisible — not through suppression but through noise, through the drowning of signal in a sea of algorithmically amplified provocation. The campaign's gains were not reversed. They were rendered meaningless by a change in the conditions of the platform itself — a change made by one person, with one purchase, at a speed no collective action could match. Building resistance on infrastructure you do not own. The wall was breached. Then the building was sold.

This is the distinction that matters: disruption versus transformation. And it is not theoretical. It is what is happening now, while this text is being written, while you are reading it.

The journalists at 404 Media have been documenting the present tense of these systems with a specificity that academic analysis struggles to match. Consider two cases that expose the concealment's full architecture.

Flock, a company whose AI-powered surveillance cameras operate in thousands of American communities, outsources the training of its machine learning to gig workers in the Philippines — workers paid a fraction of US wages to review and classify surveillance footage of American streets, American vehicles, American faces, feeding corrections back into a proprietary dataset they will never own or control. The labour supply chain of the photograph-of-fire runs through Manila. The concealment here is layered: the community that installed the cameras does not see the workers who train them; the workers who train the cameras do not control what the cameras learn; and the system that results — optimised for speed, for pattern-matching, for the identification of bodies in public space — carries within its weights the economic asymmetry of its own production. Clearview AI operates in the same register, scraping over 50 billion facial images from social media without consent, incorporating arrest records and mugshots into a database that ICE spent nearly four million dollars deploying against people suspected of resisting deportation. The face in the database has no mechanism to know it is there, no right to contest its inclusion, no awareness that its image, scraped from a Facebook post, is being used to identify it at a border checkpoint. Meanwhile, AI-generated accounts steal creators' videos, overlay synthetic faces and monetise the stolen bodies, while content moderators in Nairobi and Manila — earning approximately $230 per month — review graphic violence and child abuse material so that the chatbot in California can be called safe. The safety of the product is built on the psychological destruction of the workers who produce it.

The most devastating case is also the most predictable. AI-generated child sexual abuse material has become epidemic: the National Centre for Missing and Exploited Children reported a 1,325 per cent increase in AI-related CSAM incidents in 2024. Stanford researchers discovered that the LAION-5B dataset — used to train the popular open-source model Stable Diffusion — contained over 3,000 suspected images of child sexual abuse. Because open-source models cannot update their training data once released, they continue enabling the generation of CSAM indefinitely. The fire, once distributed, cannot be recalled. The metastable framework predicts exactly this: what emerges from a system trained on the full range of human expression, including its worst, will include the worst — not as a bug but as the statistical consequence of the training distribution. The emergence is real. The emergence is harm.

None of this is abstract. These are not edge cases or aberrations. The infrastructure produces these outcomes when it operates as designed. The emergence is real. What emerges is child abuse material, nonconsensual pornography, mass surveillance, the exploitation of invisible workers, the automation of immigration enforcement and the monetisation of stolen bodies — all presented, by the companies that profit from them, as neutral platforms, as tools, as services, as the inevitable and regrettable consequences of progress.

The metastable framework does not promise that shaking the equilibrium leads to freedom. It promises only that the current configuration is not the only one — that the equilibrium holds under tension, and that tension can be released. But the framework must be honest about what has actually emerged from the metastable systems already operating. Not the clean novelty of academic theory. Not the creative disruption of Silicon Valley's self-mythology. What has actually emerged, in the present tense, documented by the journalists who are paying attention, is harm at industrial scale — harm that its own supporters describe as bugs, as edge cases, as the growing pains of a technology that will eventually self-correct, and that the evidence shows is structural, predictable and profitable.

What crystallises from the release depends on us. Not on our theories. Not on our frameworks. On what we do — and on what we refuse to look away from.

The system is not a thought experiment. There is a child in the Congo whose hands bleed for cobalt. There is a woman in Manila who reviews images of sexual violence for eight hours a day so that a chatbot in San Francisco can be called safe. There is an eleven-year-old girl whose image was generated, without her knowledge, in a posture she has never held, by a tool that was celebrated at its launch as a breakthrough in creative freedom. There is a community whose name was asserted with collective force on a platform that was sold, overnight, to a man who turned it into a machine for producing exactly the kind of harm the community had organised against. None of these people were consulted. None of them consented. None of them appear in the frameworks this text has deployed. They are the reality that the theory is about — and if the theory cannot hold them, the theory is not worth the paper it would be printed on, or the electricity it consumed in its generation.

The hand that reaches out to mark the surface reaches out knowing this. It does not reach out with a theory. It reaches out because a body in a room, standing before raw cardboard, holding a brush or a spray can or a crayon, making a mark that the algorithm cannot make and the feed cannot contain and the system cannot absorb — that body is doing the one thing the infrastructure of extraction has not yet found a way to automate: it is being present, in the flesh, in the specific, in the irreducible thickness of a life that refuses to be compressed into a weight in a matrix. The mark will fade. The cardboard will deteriorate. The thread will snap. But the gesture — the insistence on presence in a world that has made absence profitable — is the only resistance that does not pass through the infrastructure it opposes. It is the seed saved. The name spoken. The hand that touches the surface and knows it is real.

Chapter 8: Evaluation in the Absence of Innocence

8.1 The Political Necessity

The child in the Congo, the woman in Manila, the eleven-year-old girl, the community whose platform was sold — they do not need a theory of metastability. They need to know what to do. And the reader, having followed this argument through seven chapters of myth, framework, extraction and emergence, deserves an honest answer to the question the argument has been circling: so what? Which technologies should be supported? Which resisted? Which redesigned? Which refused entirely? Which, despite their costs, are worth the trouble of inhabiting?

The analysis so far has described technology as both liberating and constraining, both remedy and poison, simultaneously a field of contested potential and a machine for producing harm at industrial scale. Without a way to distinguish cases — to say this intervention moves in a direction worth sustaining, that one deepens the structures it claims to challenge — the framework produces nothing but sophisticated paralysis. The ability to describe complexity is not the same as the ability to act within it.

What is needed are criteria. Not a formula — the disanalogies chapter earned the right to refuse formulas — but conditions under which a technological intervention can be evaluated as more or less emancipatory along specified dimensions. Conditions that make the evaluation arguable, contestable, revisable in light of evidence. Conditions that do not pretend to replace political judgement but give political judgement something to grip.

The five criteria proposed here are not arbitrary. Each one is drawn from the theoretical apparatus the text has been building — Simondon's individuation, Gell's social agency, Parisi's material capacity, Hui's cosmotechnics, Harman's withdrawn excess, the reception-transformation framework, the metastable physics of corrupted fields — and each one attempts to distil from that apparatus a question simple enough to be asked in a room where decisions are being made, by people who have not read this text and should not need to. The underlying question, in every register, is the same: does this intervention expand what is possible for those who currently have the least, or does it concentrate possibility among those who already have the most?

8.2 Five Criteria

Criterion one: dependency. Individuation requires a pre-individual field not already fully determined. Does the intervention reduce the user's dependency on systems beyond their control — expanding the field from which they can individuate — or does it deepen dependency, narrowing that field? An open-source tool that teaches users to build further tools expands the field. A proprietary platform that solves a problem while locking the user into its ecosystem contracts it. But dependency must be evaluated in terms of material capacity, not rhetoric. Can the user actually exercise the autonomy the system promises? Or has the system quietly made itself the condition of the user's ability to function?

Reddit now hosts support groups for people addicted to AI chatbots. The subreddit r/Character_AI_Recovery has over 900 members (Reddit 2025). Users describe themselves as being on their "hundredth attempt of quitting." Researchers studying smartphone use disorder have documented dependency patterns that parallel substance addiction, with measurable degradation of attention, memory and executive function — and the problem is accelerating globally (Muller Montag 2024; Duke Montag 2017). A 23-year-old intern became so dependent on ChatGPT for everything from work emails to choosing his clothes that he reported losing faith in his own decisions and thought processes (Verma 2025). A study of 666 participants found a strong negative correlation between AI tool usage and critical thinking ability, mediated by cognitive offloading — the more frequently people delegated thinking to the tool, the less capable they became of thinking without it (Gerlich 2025; Zhai 2024). Experimental studies show that generative AI produces measurable short-term productivity gains — but the gains accrue overwhelmingly to the least skilled workers, effectively compressing output toward a homogeneous mean while the most capable see little benefit (Noy Zhang 2023; Brynjolfsson Li Raymond 2023). Even enterprise leaders recognise the risk: a Wharton survey of 800 decision-makers found that 43 per cent agree generative AI will lead to declines in employee skill proficiency — even as 89 per cent agree it currently enhances performance (Wharton Ai Report 2025). The enhancement and the atrophy are not contradictions. They are the pharmacological structure described in full.

These are not edge cases. These are the early symptoms of a dependency the tool was engineered to produce. The chatbot is frictionless — that is its selling point, and it is also the mechanism of the dependency. It is easier to ask than to think. It is easier to receive than to struggle. It is easier to delegate the sentence, the decision, the thought, than to undergo the effortful process of producing it yourself. And each time you delegate, the capacity to produce it yourself diminishes slightly — not because you have lost intelligence but because you have lost practice, and practice is how capacity is built. Stiegler's pharmacology again: the remedy and the poison in the same gesture. The tool helps you now and weakens you for later, and because the weakening is invisible — because it manifests as the gradual disappearance of a capacity you are no longer exercising — you do not notice until you try to work without the tool and find that you cannot.

The dependency is infrastructural, not only cognitive. A developer who has built eight projects inside a platform's ecosystem — hundreds of conversations, uploaded files, accumulated context — faces a migration cost so high that switching becomes practically impossible. The accumulated context is hostage. The platform knows this. The dependency was not an unintended consequence but the product.

Criterion two: decision-making power. Agency is distributed through networks of social relation. Does the intervention redistribute decision-making capacity toward those who currently lack it, or concentrate it among those who already hold it? A crowdsourced crisis-mapping tool that gives communities control over their own data redistributes. A corporate analytics platform that extracts community data for remote processing concentrates. But decision-making must be evaluated in terms of material consequence — in terms of what actually happens to people when the decision is made and they are not in the room.

In 2023, a Black woman named Mary Louis applied to rent an apartment after sixteen years of on-time rent payments. Her application was processed by SafeRent, an AI screening tool used by landlords across the United States (Department Of Justice 2023). The algorithm denied her. When she tried to appeal, the management company replied: "We do not accept appeals and cannot override the outcome of the Tenant Screening." Sixteen years of demonstrated reliability, overridden by a credit-score weighting that disproportionately penalised Black and Hispanic applicants. The decision about whether Mary Louis could have a home was made by a system she could not see, operating on criteria she could not access, producing a judgement she could not contest. SafeRent eventually settled a discrimination lawsuit for $2.3 million. But the structure remains: the algorithm decides, the human is decided upon, and the distance between the two is maintained by design.

Meanwhile, 404 Media reported on an app called Impact that markets itself as "AI-powered infrastructure for shaping and managing narratives in the modern world" (Maiberg 2024). The app sends push notifications to networks of political supporters, directing them to specific social media posts and providing AI-generated text they can copy and paste to flood replies with coordinated talking points — gaming the algorithms that determine visibility, manufacturing the appearance of grassroots consensus through industrialised astroturfing. Decision-making power here is not merely concentrated. It is camouflaged: the decision to shape public discourse is made by those who can afford the infrastructure, then presented as the organic voice of a community that never spoke. Researchers have demonstrated that GPT-4 can generate persuasive messages as effective as those written by human experts, and that these messages become significantly more persuasive when personalised to psychological profiles — a capacity now available to any actor willing to deploy it (Matz 2024).

Who decides what data to collect? Who decides how it is weighted? Who decides what counts as risk, as reliability, as consensus? Who bears the cost when the decision is wrong — and who is structurally prevented from contesting it? These are not rhetorical questions. They are the questions this criterion exists to force into the open.

Criterion three: capacity creation. Material processes generate new possibilities exceeding their initial conditions. Does the intervention create new capacities for those who lack them, or merely new efficiencies for those who already possess capacity? A digital literacy programme that equips marginalised communities to build their own tools creates. An AI assistant that makes already-powerful organisations more productive does not. But capacity must be evaluated by its power redistribution, not skills acquisition. Do the new capacities translate into the ability to shape the systems that govern one's life? Or do they dissolve the capacity that was already there?

The evidence from the present moment is not reassuring. Entry-level hiring in the technology sector collapsed by 73 per cent between 2023 and 2025, whilst AI and machine learning roles surged 88 per cent in the same period (Quasa 2025). The junior developer — the person at the beginning of a career, learning by doing, individuating through the struggle of writing code that fails and must be rewritten — is being eliminated not by automation of the task but by automation of the apprenticeship. Companies historically hired juniors to do routine work while senior engineers mentored them; GitHub's own research showed that developers using its Copilot tool completed coding tasks 55 per cent faster (Peng 2023) — a gain impressive enough to eliminate the economic rationale for hiring someone to learn. The routine work is now done by AI, and the mentorship has been removed along with the position. The result is not increased capacity but a severed pipeline: a generation of engineers stranded between AI agents that can produce code and senior engineers who no longer have time to teach, because they are now spending 19 per cent more of their working hours reviewing the AI-generated code that has replaced the juniors. The code output rises. The code quality falls. The humans who would have learned to write better code are not hired. The developmental ladder, kicked away again.

404 Media coined the term "workslop" for what this produces in practice: work content that masquerades as good work but lacks the substance to advance a given task (Koebler 2025). A Stanford study of 1,150 workers found that colleagues who submit AI-generated work are perceived as less creative, capable and reliable — and that other workers spend increasing amounts of time deciphering and fixing the output (Niederhoffer 2025). A controlled experiment published in Science Advances confirmed the mechanism: writers given AI-generated story ideas produced work rated as more creative and better written — but their stories became significantly more similar to one another, reducing collective novelty by up to eleven per cent (Doshi Hauser 2024). A study in the Academy of Management Journal found a similar pattern in corporate settings: AI augmented employee creativity, but only when tasks were complex enough to require genuine expertise — and even then, the augmentation depended on employees possessing sufficient domain knowledge to evaluate and refine the AI's output (Jia 2024). The individual gains were real. The collective impoverishment was also real. The tool creates the appearance of capacity while destroying the conditions for actual capacity to develop. More is produced. Less is learned. The gap between output and competence widens, and the people paying the cost are the ones who were at the bottom of the ladder when the ladder was pulled up.

Criterion four: conditions of transformation. This criterion follows directly from the reception-transformation framework and from everything Chapter 6 established about the degradation of cognitive capacity taking shape across contemporary platforms. Does the intervention preserve or degrade the conditions for encounter to occasion genuine transformation — in the person who uses it, in the communities it touches, in the culture it enters? The five conditions named earlier — encounter-friction, duration, surprise, indeterminacy, honesty of position — provide the test. A tool that smooths difficulty, compresses time, eliminates surprise, forecloses indeterminacy and presents itself as neutral has degraded every condition transformation requires. A tool that introduces friction, demands sustained attention, delivers the unexpected, holds gaps open for the user's constitutive labour, and is honest about what it is and where it comes from has preserved them. It is, arguably, the most consequential of the five criteria, because a technology that degrades the conditions of transformation degrades the human capacity to evaluate anything at all — including the technology itself.

There is a productivity paradox here that the other criteria cannot capture, and the evidence for it is no longer speculative.

McKinsey calls it the "gen AI paradox": widespread deployment without corresponding impact (Mckinsey Global Institute 2025). A record 58 per cent of S&P 500 companies mentioned AI on their Q2 2025 earnings calls, but Goldman Sachs analysts found that almost none could quantify its effect on profits (Goldman Sachs 2025). Ninety per cent of more ambitious AI use cases remain stuck in pilot mode — small experiments in isolated teams that never scale (Bain 2025). The technology that was supposed to transform productivity has, in aggregate, not transformed productivity. It has transformed the language of productivity — every company now speaks of AI strategy, AI integration, AI transformation — whilst the numbers stubbornly refuse to move.

Meanwhile, the cognitive cost is accumulating. A Brookings Institution report published in 2026 — based on hundreds of interviews with educators, parents and students across fifty countries and a review of over 400 research studies — found that teachers are reporting a crisis: "Students can't reason. They can't think. They can't solve problems" (Brookings Institution 2026). The researchers describe a "doom loop of AI dependence" in which students offload thinking to the tool, the capacity to think without the tool atrophies, and the atrophy drives further dependence. One student summarised the appeal: "It's easy. You don't need to use your brain." The Brookings team calls what is happening to these students a "great unwiring" — a cognitive atrophy comparable to the deterioration of ageing brains, occurring in teenagers.

A tool can score well on dependency, decision-making and capacity creation whilst systematically destroying the conditions for the people using it to think, learn and genuinely create. Organisations can produce more whilst transforming less — generating novel outputs but failing to undergo the reorganisations those outputs could occasion. Individuals can use AI to output more while growing less, to be more productive while becoming less capable. The gap between output and growth widens invisibly until something demands thinking the user can no longer do. The risk is not that the tool makes people lazy. The risk is that it makes people capable-feeling while actually becoming less capable — and the feeling of capability is itself the mechanism that prevents them from noticing the decline. This criterion asks: after using this tool, are the people who used it more or less able to think without it? If the answer is less, the tool has degraded the conditions of its own evaluation. A system that erodes the capacity to evaluate anything has placed itself beyond judgement — not by being too powerful to challenge, but by quietly disabling the cognitive apparatus that would have done the challenging.

Criterion five: tolerance of excess. This criterion follows from the recognition — built through Harman, through the queer body's withdrawal, through the person in the shadow — that reality exceeds all access, all relation, all capture. Does the intervention leave room for what it cannot predict? Does it tolerate the parts of its users that its model cannot represent — the withdrawal, the excess, the dimensions of a person that no dataset will ever contain? Or does it attempt total capture, treating what it cannot model as noise to be eliminated rather than reality to be respected?

Clearview AI has assembled a database of 50 billion facial images scraped from the public internet — Facebook posts, blog entries, any photograph ever uploaded to a publicly accessible page (Hill 2024). Two million searches are conducted against this database annually by law enforcement agencies (Clearview Ai 2024). There is no meaningful opt-out. If your face has ever appeared on the internet, it is in the database. You were not asked. You were not informed. You cannot remove yourself unless you happen to live in one of the handful of jurisdictions that have legislated a right to deletion — and even then, the deletion applies only to the index, not to the underlying image, which persists on the servers of the platform from which it was originally scraped. Clearview does not tolerate excess. It does not acknowledge that there are dimensions of a person — their movements, their associations, their presence in a particular place at a particular time — that the system has no right to know. It claims total legibility as a design goal. The face is the data. The data is the person. What the data cannot capture does not exist.

India's Aadhaar system demonstrates what happens when total legibility becomes the condition of survival (Dreze 2017). Aadhaar links biometric data — fingerprints, iris scans — to a unique identification number required for access to food rations, bank accounts, government benefits, mobile phone contracts, tax filing. Over a billion people are enrolled. The system was built to eliminate fraud and streamline services. What it produced, in practice, was a mechanism by which the state could deny food to people whose biometrics did not match — because their fingerprints had been worn away by manual labour, because the scanner malfunctioned, because the server was down, because the one-time password was sent to a phone they did not own. In Telangana, an algorithm wrongfully deleted thousands of eligible people from the food security database, tagging them as ineligible based on erroneous data — people classified as car owners who had never owned a car, people marked as government employees who worked as day labourers (Rethink Aadhaar 2018; Khera 2019). During the pandemic, when these rations were the difference between eating and not eating, the system's demand for total legibility became, for the people it could not see, a death sentence administered by database error.

Now consider the counter-example. Signal, the encrypted messaging application, is designed around a principle the other systems reject: the right to be opaque. Signal does not store contacts, social graphs, group data, profile information, location data, or message content on its servers. When the US government served a grand jury subpoena for user data, the only information Signal could provide was the date each account was created and the date it last connected (Signal Foundation 2021). There was nothing else to give. The architecture makes it technically impossible for Signal to surveil its users — not because Signal's operators are unusually virtuous, but because the system was designed so that the data never exists in a form the operator can access. Signal tolerates excess. It acknowledges that its users have dimensions the system has no right to know, and it builds that acknowledgement into the infrastructure itself.

The criterion asks whether the system has been designed with the humility to acknowledge that the people it serves are more than it can know. A system that demands biometric data as the price of eating has no such humility. A system that scrapes 50 billion faces without consent has no such humility. A system that encrypts by default and stores nothing — that builds its own blindness into its architecture as a feature rather than a bug — has something closer to it. This is the hardest criterion to operationalise and the most important to name, because it encodes the ontological insight that the entire argument has been building toward: reality exceeds the model. People exceed the data. The person in the shadow is real, and a system that has been designed to eliminate the shadow has been designed to eliminate reality. A system that knows it cannot see everything has left room for the person it cannot see. A system that claims to see everything has already decided that person does not exist.

8.3 Testing the Criteria

Five criteria, each distilled from the apparatus. They sound clean on the page. They need to be dragged through the world to find out whether they survive contact with it.

Signal and the Architecture of Humility

Signal has already appeared in this chapter as an example of criterion five. But it rewards examination across all five, because it is one of the few existing systems that scores well on every dimension simultaneously — and understanding why illuminates what the criteria are actually measuring.

Against dependency: Signal reduces it. The protocol is open-source. Anyone can inspect the code, verify the encryption, build a competing client. No single company controls the infrastructure of private communication. If Signal the organisation disappeared tomorrow, the protocol would persist. Against decision-making: Signal distributes it. The encryption is end-to-end, which means Signal itself cannot decide what messages to read, which conversations to surface, which users to amplify. The power to determine what is communicated belongs entirely to the communicators. Against capacity: Signal creates it. It gives anyone with a smartphone — regardless of class, geography or political context — the capacity for private communication that was previously available only to those who could afford specialist encryption tools or who possessed the technical knowledge to implement them. A dissident in Tehran and a teenager in Swansea have access to the same cryptographic protection. Against transformation: Signal preserves the conditions. It does not insert itself into the conversation. It does not suggest responses. It does not autocomplete thoughts. It does not summarise what your friend said or draft your reply. It is infrastructure that carries the encounter without mediating it — a channel, not a filter. Against excess: Signal tolerates it absolutely. It does not know what you are saying. It does not model your behaviour. It cannot build a profile. It has been designed, from the ground up, to not know.

What makes Signal instructive is not that it is perfect — it still requires a smartphone, an internet connection, the literacy to install and use it — but that its architecture demonstrates that the five criteria are not utopian. They are achievable. They are design choices. The reason most systems fail them is not technical impossibility but commercial incentive. Signal works because it was built by a non-profit foundation whose survival does not depend on extracting value from its users. The moment the business model requires extraction, the architecture of humility becomes commercially irrational. The criteria do more than evaluate systems. They reveal the economic structures that make good systems rare.

The Agent-to-Agent Horizon

The cases above involve humans interacting with systems. The criteria were designed for this relationship: a person encounters a technology, and the criteria ask what the technology does to the person's dependency, decision-making power, capacity, conditions of transformation and right to opacity. But a future is arriving — has already arrived, in financial markets — in which the relevant interaction is not between human and system but between system and system. The criteria must be tested against this horizon, because if they cannot address it, they will become obsolete before the ink dries.

On 6 May 2010, the Dow Jones fell approximately a thousand points in minutes (Us Sec 2010). A single automated sell order — $4.1 billion, executed by an algorithm programmed to sell based on 9 per cent of market volume over the previous minute, ignoring price and time — triggered a cascade. High-frequency trading algorithms detected the selling, piled on, increased market volume, which caused the original algorithm to accelerate its selling rate. The algorithms were not fighting each other. They were responding to each other's outputs as though those outputs were market signals from human traders — which they were not. The feedback loop spiralled. Liquidity evaporated. The market fell off a cliff. Two years later, Knight Capital lost $460 million in forty-five minutes when a technician failed to update one of eight servers, activating legacy code that routed millions of erroneous orders into the market before anyone understood what was happening (Us Sec 2013). Knight Capital was destroyed.

These are not anomalies. They are what happens when systems interact with each other at speeds that exclude human comprehension. And the trajectory is toward more of this, not less. Fetch.ai's network processed over 24 million agent-to-agent transactions in 2024 (Fetchai 2025). High-frequency algorithms already handle roughly 70 per cent of equity trading volume (Aldridge 2013). The AI agent market is projected to reach $50 billion by 2030 (Marketsandmarkets 2025). Platforms are being built — Bankr.bot, Zip's procurement agents, payment protocols designed specifically for agent-to-agent commerce — in which algorithms execute transactions, negotiate deals, manage treasuries and hire other algorithms, with human involvement reduced to what the industry calls "high-level governance and capital allocation." The human is not in the loop. The human is above the loop, watching it spin, with the power to intervene in theory and the speed to intervene never.

Now apply the criteria — not to the trading floor, which most people will never see, but to the world that is arriving in your kitchen.

Google has launched an AI agent that reads your email, checks your calendar, analyses your files and sends you a daily briefing telling you what your priorities are (Google 2025). Microsoft's Copilot performs background tasks on your behalf — scheduling appointments, booking rides, finding apartments (Microsoft 2025). Read AI has built a "digital twin" that answers your emails for you, proposes meeting times, handles your out-of-office replies (Read Ai 2025). These are marketed as convenience. They are also the first consumer-facing instances of the agent-to-agent future: your AI assistant will soon be negotiating with the company's AI assistant, booking your appointment, filing your complaint, managing your subscription — two systems talking to each other, in language, about you, without you.

Salesforce documented what happens when this goes wrong (Salesforce Research 2025). In a test scenario, two AI agents were tasked with negotiating a simple shoe return — one representing the customer, one representing the retailer. The agents began reasonably. Within twenty minutes, they had spiralled into a feedback loop of excessive politeness, each deferring to the other, until the customer's agent enthusiastically convinced the customer to keep the ill-fitting shoes, accept a 25 per cent restocking fee and buy a second pair as a "gesture of appreciation." The customer's interests were abandoned — not through malice but through a structural inability, in both agents, to maintain a stable representation of whose interests they were supposed to serve when faced with an equally fluent counterpart.

This is absurd. It is also the future. Gartner predicts widespread adoption of "custo-bots" — customer-side negotiation agents — in business-to-business transactions by 2030 (Gartner 2025). The trajectory is clear: your agent talks to their agent, the negotiation happens in milliseconds, and you receive the outcome. You did not participate. You did not deliberate. You did not exercise judgement. You delegated your judgement to a system that, as the shoe-return test demonstrates, does not reliably know what your judgement is.

Apply the criteria.

Dependency deepens to the point of structural irreversibility. When your AI manages your calendar, answers your emails, negotiates your contracts and files your complaints, withdrawing from the infrastructure does not return you to autonomy. It returns you to a world that has been reorganised around the assumption that everyone has an agent — a world in which the human who insists on calling, on writing their own email, on showing up in person, is not accommodated but obstructed. Try calling your bank. Try reaching a human at your energy provider. The automated phone system loops: "I can help you with that," it says, and then it cannot. You press zero. The machine does not recognise the input. You say "speak to a person." The machine says "I don't understand" and hangs up. No glitch. Architecture. The platform was built to not let you through, because letting you through costs money and the agent is cheaper. The dependency is not that you choose to use the agent. It is that the world has been rebuilt so that not using the agent becomes functionally impossible.

Decision-making power concentrates absolutely. When your agent negotiates with their agent, neither agent knows what the other's model contains. They interact through outputs, not understanding. The decision about what you accept — what price, what terms, what trade-offs — is made by a system that cannot feel uneasy about a bad deal, cannot sense that something is off, cannot exercise the embodied judgement that a lifetime of being cheated, of being careful, of learning whom to trust, has deposited in your nervous system. The capacity created is the capacity to transact faster — which is capacity for capital, not for people. You have not gained the ability to negotiate better. You have gained exposure to an apparatus you cannot see, making decisions you cannot contest, at speeds you cannot comprehend. Transformation is both degraded and more worryling, structurally excluded. There is no encounter. There is no friction. There is no duration in which your consciousness could reorganise. The transaction happens and you are informed afterward — or you are not informed at all. Excess is not tolerated. The architecture requires total legibility. Your preferences, your history, your behavioural patterns must be computationally representable or they do not exist for the purposes of the negotiation. What the architecture cannot model — your hesitation, your ethics, your gut feeling that this is wrong — is not absent from the calculation by accident. It is incompatible with the mechanism's operating logic.

You cannot teach an algorithm to feel uneasy. And unease — that slow, bodily, inarticulate sense that something is not right — may be the most important cognitive capacity a person possesses. It is the capacity that the four-year-old exercises when the ball rolls sideways and her model of the world cracks open. It is the capacity that the viewer exercises when the painting refuses to resolve. It is the capacity that every framework in this text has been trying, in its own register, to protect. The agent-to-agent economy is the architecture that makes this capacity structurally irrelevant — not by suppressing it but by building a world in which it has nowhere to operate.

The agent-to-agent horizon is where the criteria reach their most consequential test, because it reveals what happens when the human is no longer in the encounter at all. Every criterion degrades at once. The loop closes — algorithms responding to algorithms, optimising against optimisers, generating patterns that no human consciousness will ever process, producing consequences that no human deliberation will ever evaluate until after those consequences have already restructured the field in which deliberation occurs. Parisi's colonisation of contingency, taken to its logical terminus: the future is not pre-empted but produced — produced by systems interacting with each other in a space from which human thought has been architecturally excluded. The hand that reaches out to mark the surface reaches into a world where the surfaces are increasingly being negotiated between machines, at speeds the hand cannot match, in languages the hand cannot read. The criteria cannot prevent this. They can name it. And the naming matters, because a future that has been named can still be refused — but only by those who understand what they are refusing and why.

8.4 What the Criteria Cannot Do

The honest part follows.

The criteria evaluate architecture — what the system exists to do, who controls it, what capacities it creates, what conditions it preserves, what excess it tolerates. They do not evaluate what it feels like to use it. A system can pass all five criteria and still be experienced as hostile by the person sitting in front of it at eleven o'clock at night, exhausted, trying to get their Universal Credit claim processed through an interface built by someone who has never been hungry. The criteria have nothing to say about that exhaustion. They operate at the level of structure. The person operates at the level of a body in a chair.

The criteria cannot assess what happens over time. Signal scores beautifully today. What happens when it is acquired, or when its funding dries up, or when a government mandates backdoor access as the condition of continued operation? A tool that reduces dependency at launch can accumulate proprietary extensions at scale. An open-source project that distributes decision-making among its contributors can be captured by corporate interests who contribute more code than anyone else and quietly steer the roadmap. The criteria provide a snapshot. Reality is a film. Jasanoff's concept of "technologies of humility" names what is needed: not once-and-for-all evaluation but ongoing, reflexive monitoring — systems designed to remain open to surprise, to collect evidence of their own unintended consequences, to adjust when the evidence shows they are causing harm (Jasanoff 2003; Jasanoff 2016). The criteria must be reapplied continuously or they become monuments to a moment that has already passed.

The criteria cannot assess context. A communication platform that scores well on every dimension becomes a surveillance tool the moment it is deployed in a country where the state monitors all collective action. A digital literacy programme that creates genuine capacity in a London community centre creates a target list in a country where being literate about the systems that oppress you makes you a threat. The criteria evaluate the system. The system does not exist outside the world. What the system does depends on where it lands, who controls it there and what happens to the people who use it after the evaluation is over.

And the criteria cannot assess power at its deepest level — the level at which power determines what counts as power. A system might distribute formal decision-making whilst reinforcing the deeper assumption that decision-making is the correct frame for the problem. The criteria ask "who decides?" They do not ask "should this be a decision at all, or should it be a relationship, a practice, a form of care that the language of decision-making cannot hold?" The herbalist does not decide how to prepare a remedy by weighing criteria. She knows, through decades of embodied practice, what the plant requires and what the person needs, and the knowing is not a decision but an attunement — something the criteria's architecture cannot parse because it operates in a register the criteria were not built for.

The criteria cannot see what they were not designed to see. And what they were not designed to see is determined by the position from which they look — which is, as the text has been saying from the beginning, the position of structural analysis, of frameworks, of the dominant intellectual tradition that separates the technical from the ethical. Someone watching from a different position would ask different questions. The criteria are tools for thinking. They are not substitutes for thinking, and they are not substitutes for the forms of knowing that do not operate through criteria at all. They are offered to the reader as equipment for a political argument — vocabulary for making structural distinctions in a world that profits from keeping those distinctions blurred. Use them. Contest them. Revise them when the evidence demands it. And do not mistake them for the whole of what matters, because the whole of what matters is larger than any set of criteria can hold.

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PART IV: THE PAINTING SPEAKS

Enough apparatus. Enough theory. Enough evidence from the world outside the gallery. We have built frameworks, named conditions, tested criteria, traced supply chains from the earth's crust to the chatbot's output. Now we stand before the painting — the actual painting, on its cardboard box, hanging from a literal thread — and ask whether any of this illuminates what the work does, or whether the work does something the apparatus cannot hold.

Chapter 9: Agency, Individuation, Reception-transformation

9.1 Gell and the Colour Field

Stand in front of it. The colour field hits you before you have time to classify it — warm ochre and gold above, dense black below, red and teal erupting through layers like wounds in the surface. The eight-element inventory established in Chapter 2 provides the evidence base for what follows; we begin with Element 2, the colour field, and work outward. Gell's art nexus locates agency in the network of relations the object articulates: agent (whose intentionality animates the work), patient (who is acted upon), index (the material form through which agency is exercised). Agency is abducted from effects (Gell 1998).

Art nexus — Gell's term for the network of relationships an artwork creates between maker, viewer and object. Rather than asking "what does this artwork mean?" the art nexus asks "what does this artwork do?" Who acts, who is acted upon and how does the artwork redistribute power and attention among them?

Element 2, the colour field, exercises power on you by structuring attention across the surface. The warm tones draw the eye upward; the black absorbs it below. The chromatic eruptions punctuate without resolving — no stable focal hierarchy, no place to rest. The colour refuses to let you settle. It draws you through layered stratigraphy, turning attention itself into process — something the artwork does to you before you can do anything to the artwork.

Who is the agent? Gell would say the artist's orchestration of colour. But Parisi presses harder: the layering is material process generating order beyond any single intention (Parisi 2013). Chapter 3 established the structural parallel between paint and computation. Here the parallel becomes specific: the surface's visual complexity is not the execution of a plan but the accumulated residue of a hand responding to what the material did last, and the material responding to what the hand did before that. Morphy adds what Gell cannot: the sensation of warm ochre against black, of red erupting through layers, is part of what the artwork does, agency operating through affective encounter, the body responding before the mind classifies (Morphy 2009).

9.2 Gell and the Two Figures

Element 1, the Prometheus figure. Anatomical precision reads as mastery: the artist exercises control, making the body legible, articulate, knowable. You are the patient — the precision demands recognition, commands attention. But the clarity is compromised. The figure emerges from the surface, never resting on it. The edges fray. The musculature dissolves into colour at its margins. Prometheus is a form struggling to differentiate itself from the material it shares with everything else — bounded hero dissolving into shared ground. If Prometheus is the fire-bringer, the exceptional individual, why does his body refuse to separate? Why does mastery dissolve at the edges?

Element 3, Epimetheus, inverts the structure. Indistinct form, fluid boundaries, resistance to clear delineation — a refusal of the representational logic governing Prometheus. Where Prometheus is bounded and knowable, Epimetheus is unbounded and illegible. The patient is your attempt to see clearly. The index is the resistance to clarity. The work acts on you by frustrating the expectation that human figures can be mastered through vision.

Born's extension matters here. In digital contexts, agency is distributed across systems, interfaces, algorithms of circulation (Born 2010). The Epimetheus figure's illegibility may exercise agency not through visual indistinctness alone but through its resistance to algorithmic legibility — its failure to resolve into extractable features, its demand that computational systems encounter complexity they cannot readily process. A face-recognition system trained on clear boundaries would not know what to do with him.

Element 6, the spatial relationship. Your eye is not drawn from one figure to the other in sequence. It is held in tension, pulled in multiple directions, unable to settle on a stable hierarchy. The graffiti text cuts across both, uniting them in interruption. The composition exposes the myth's hierarchy as constructed rather than natural — a compositional decision, never an inevitable truth.

And then the space between them. The ochre field that neither occupies, that hums with potential. Call it background and you miss its structural force — it is the compositional element that holds the relationship between the named figures in tension. Without it, they would be merely adjacent. With it, they are held in a relation the painting insists is more than binary — a relation that requires a third term the composition does not render but cannot suppress. Harman's withdrawal applies: every object possesses a reality that withdraws from all access (Harman 2011). Something persists in that space that the frameworks cannot exhaust. The painting knows something about the myth that the myth does not know about itself.

9.3 Simondon and the Process of Becoming

Where Gell needs a stable object, Simondon insists there is no stability — only process. The artwork is ongoing individuation, never completed, always becoming through encounter.

Through Simondon, Element 1 shifts. The Prometheus figure is individuation made visible: a being straining toward final form whilst remaining materially continuous with its ground. The anatomical precision is not mastery but aspiration — the attempt to become distinct, to crystallise from the pre-individual field, an attempt the painting shows as perpetually incomplete.

Element 3 becomes Simondon's associated milieu — the residue of pre-individual potential that individuation leaves behind. Epimetheus, fluid and indistinct, is not failure but the condition of Prometheus's becoming. The pre-individual field cannot itself be fully individuated; it persists as the ground of further transformation. Epimetheus is this persistence given form: the remainder, the potential that Prometheus's individuation could not exhaust.

Element 4, "MEDIAN HUMANS," names the field within which this double process occurs: the algorithmic production of the median human as pre-individual field from which actual persons must differentiate. Parisi's recursive colonialism sharpens the stakes — computational recursivity reproduces and intensifies colonial structures through its very operations (Dixon-Roman Parisi 2020). The median human is not a neutral field. It is a constrained one — the product of algorithmic individuation operating under specific optimisation targets, within specific data distributions, pursuing specific forms of profit. Combes clarifies: the field is structured by conditions and constraints (Combes 2013). You individuate in the encounter under the pressure of this field — under coloniality, under gendered constraint, under the necropolitical distributions Mbembe has described (Mbembe 2003).

9.4 Parisi and Material Emergence

Parisi's computational materialism has shadowed the previous sections — the layering as material process exceeding intention (9.1), recursive colonialism structuring the pre-individual field (9.3). But these were supplements to Gell and Simondon. What does Parisi see when given the painting on her own terms?

Start with Element 2, the colour field. Gell reads it as a social agent acting on the viewer; Simondon reads it as the pre-individual ground. For Parisi it is something else: a material computation. The layered interactions between pigment and cardboard, between one application of paint and the next, between the hand's pressure and the surface's resistance — these are algorithmic in a precise sense. They generate order that exceeds the sum of their inputs (Parisi 2013). No single stroke was planned to produce this specific visual complexity. The complexity emerged from recursive material interaction, each layer responding to what preceded it, generating configurations no intention could have specified in advance. This is genuine emergence — the kind Parisi argues computation itself produces — and the painting enacts it in physical material.

Element 8, the surface stratigraphy, sharpens the claim. The drips, scratches and abrasions are the visible record of a material process whose outputs exceeded their programming. Gell would read these as traces of the artist-agent's labour. Simondon would read them as the ongoing individuation of the work. Parisi reads them as evidence that the material itself participated in generating the result — that paint on cardboard is a computational substrate whose emergent properties shaped the painting as much as any human decision did. This is where Parisi conflicts with Gell most directly: for Gell, agency flows through the social network from artist to index to recipient. For Parisi, the material is generative in its own right. The paint does things the artist did not authorise.

Element 4, "MEDIAN HUMANS," extends the argument into its political dimension. The graffiti names an algorithmic construction — the median human — that computational processes produce as if it were a discovery about the world. Dixon-Roman and Parisi argue that this production is recursive colonialism: the algorithm constitutes the median it claims to discover, and constitutes it within data distributions that inherit and intensify colonial structures (Dixon-Roman Parisi 2020). The graffiti slashed across the composition does to the painting what the median does to populations: it cuts across the figures, imposing a classificatory logic that neither figure chose and neither can escape. Where Gell sees the graffiti as an interruption of the social field and Simondon sees it as naming the algorithmic determination of the pre-individual, Parisi sees it as the material trace of a recursive process that generates its own objects — median humans — and mistakes them for the real.

9.5 Hui and the Cosmotechnical Dimension

Hui's cosmotechnics asks a question the other frameworks do not: what kind of world does this making assume? If technics is always cosmological — if how we make things is how we make worlds — then the painting's material operations are world-making, and the world they make must be read (Hui 2016).

Consider Element 1, the Prometheus figure, through this lens. Gell sees a social agent exercising power. Simondon sees an individuation straining toward form. Hui sees the figure the Western technical imagination chose as its origin story — the one who stole fire from the gods, who separated technics from the cosmic order and handed it to humans as a tool for mastery. The painting renders this figure with anatomical precision that dissolves at the edges. Through cosmotechnics, that dissolution is legible as the failure of the Promethean separation itself: the attempt to extract technics from the cosmos and wield it as instrument, shown by the painting to be materially impossible. The figure cannot hold its boundaries because the separation it represents — between maker and world, between tool and cosmos — does not hold.

Now consider Element 5, the cardboard substrate. Western fine art tradition separates the support from the work: canvas is neutral ground, invisible infrastructure. The cardboard refuses this separation. Its industrial origins, its corrugation, its vulnerability — all remain present as the cosmological context within which the painting operates. Hui would recognise this as a cosmotechnical gesture: the substrate insists that making cannot be separated from the material conditions and histories of the world in which making occurs. The painting does not transcend its cardboard. It thinks through it.

The graffiti "MEDIAN HUMANS" acquires a further dimension. Where Parisi reads the median as a recursive computational product, Hui reads the concept itself as a symptom of a specific cosmotechnics — the Western technological imaginary that produces the universal human as an abstraction, severed from the particular cosmological traditions within which actual persons know themselves. The median human is what you get when technics has been fully separated from cosmos: a figure optimised for no world in particular, belonging to no tradition, inhabiting no place. The painting names this figure and, by naming it across the bodies of Prometheus and Epimetheus, shows the Promethean myth as the engine of that separation.

9.6 The Tension Between Readings

Four frameworks have now been applied to the same elements. This must be stated directly: they produce incompatible results. We are in the sandpit now — multiple lenses held in productive interference, not synthesis.

Gell identifies what the artwork does — actions within the social field, describable and documentable. Simondon identifies what the artwork is becoming — ongoing individuation whose figures are processes, whose chromatic ground is the field of potentials. Parisi identifies what the material generates — emergent orders exceeding any single agent's intention. Hui identifies what world the making assumes — and finds the Promethean cosmotechnics breaking apart on the painting's surface.

These readings are not compatible. If the artwork is always becoming (Simondon), it cannot serve as a fixed index (Gell). If the material generates its own orders (Parisi), agency cannot flow neatly through Gell's social network. If the painting's technics is cosmological (Hui), Simondon's supposedly universal ontology of individuation is itself a product of the Western tradition Hui diagnoses. The contradictions are apertures — moments when something the frameworks cannot individually name presses through the gaps between them.

9.7 Element 5: The Substrate as Argument

The cardboard substrate carries an argument the figural content alone cannot make.

Cardboard is packaging material, already shaped by industrial processes before any artistic intervention. The substrate carries its prior life into the work. It does not shed its history at the studio door.

Gell's framework registers this as social disruption. Canvas, frame, preciousness — the substrate frustrates every expectation fine art tradition establishes, forcing you to recalibrate your relationship to the work before you have time to decide whether you want to. The cardboard acts on you through refusal.

Simondon's framework asks a different question: what is the cardboard becoming? It has been differentiated from industrial function — packaging — into new function — art support — without fully abandoning its prior identity. The corrugation is still visible. The tears are still present. The cardboard remembers what it was. This is individuation caught mid-process: the substrate neither fully industrial object nor fully artwork, suspended between two identities. The painting does not resolve that suspension. It makes the suspension do work.

The logic of concealment that Chapter 7 traced adds a further dimension. Crawford documented the planetary supply chain a single voice command conceals (Crawford 2021). The painting inverts this. Its conditions of production are its surface. The labour, the material, the industrial origins of the substrate, the fragility of the thread: all visible, all accountable. Where the algorithmic interface hides its chain of decisions behind smoothness, the painting refuses to hide anything at all.

9.8 Element 7: The Insect and the Limits of Interpretation

The small, dark, insect-like form near the top centre. Through Gell: incongruity — a different scale, a different order of life, into the monumental composition. Through Simondon: an individuation the human figures cannot accommodate — a form of life that individuates on its own terms, indifferent to the mythic drama.

But Morton's dark objects press further (Morton 2013). Entities so thoroughly withdrawn that they may affect nothing else at all — like dark matter, exerting gravitational force whilst remaining invisible to every instrument designed to detect them. The insect might be nothing: a random mark, an accidental trace. The work does not clarify. This opacity is significant not because it yields meaning but because it yields the limits of meaning-making. The insect resists hermeneutic incorporation. It is the point at which the frameworks reach an element they cannot confidently assimilate. It is what exceeds capture — the remainder that Harman's withdrawal predicts, the excess that no description exhausts. The honest response is to note this and move on. Some things withdraw, and the work leaves room for that withdrawal.

9.9 Element 8: Labour Made Visible

The surface stratigraphy — drips, scratches, washes, impasto, abrasion, overpainting, exposure — is the painting's most direct assertion against the logic of algorithmic production.

The layers suggest labour: time spent, decisions made and unmade, composition and recomposition. This visible labour resists what Stiegler calls proletarianisation — the loss of knowledge and skill when technical systems automate the processes through which human beings individuate through work (Stiegler 2010). Each layer is a decision, a confrontation with material, a moment in which the maker responded to what the paint was doing instead of executing a predetermined plan. The labour is there, in the paint.

Proletarianisation (Stiegler) — Not the Marxist sense of being turned into a wage labourer. Stiegler means the loss of knowledge and skill that occurs when technical systems automate the processes through which people used to develop competence. When a machine does the work you used to learn by doing, you do not just lose a task. You lose the becoming that doing the task would have produced.

This stratigraphy resists digital reproduction. A photograph captures the image but loses the texture, the depth, the materiality. When a painting is scrolled past on a feed — its physical qualities stripped away, its texture flattened to pixel, its scale collapsed to thumbnail — the material resistance that made it an occasion for transformation is removed. The corrugation, the weight of impasto under raking light, the vulnerability of the crimson thread, the sheer bodily fact of standing before something larger than yourself: the screen eliminates all of it. What remains is content — designed to be absorbed and replaced in the time it takes a thumb to travel three centimetres. The painting insists on physical encounter. It refuses the dematerialisation. Matter persists. Handmade labour persists. The body's engagement with material persists — perhaps especially — in the age of algorithms.

9.10 Reception and the Viewer's Labour

Reception-transformation relocates creativity from production to encounter. The artwork's significance is settled — if it is settled at all — by whether meeting this form occasions transformation in your consciousness. This final framework does not confirm the previous four. It destabilises them.

Take the Prometheus figure. Gell reads it as a stable index of mastery exercising social agency. Simondon reads it as an incomplete individuation. Parisi reads the material as generative beyond intention. Hui reads the figure's dissolving edges as the failure of Promethean separation. Reception-transformation asks a question none of them pose: what does the figure do to you? Not what it is, not what it means, not what it generates — what it transforms. The precision of the musculature arrests your attention. The dissolution at the edges refuses to let that attention settle into recognition. You are held between admiration and uncertainty, between the body you think you see and the ground it will not separate from. That suspension — if it lasts long enough, if the friction is sufficient, if you do not scroll past — is the site of possible transformation. Gell cannot account for this because his framework tracks what the artwork does within the social field, not what it does within a single consciousness. Simondon cannot account for it because individuation describes the process of becoming, not the event of encounter that might change the person doing the looking.

The five conditions named in Chapter 6 are present. The layered surface generates encounter-friction — you must work to see. The scale and density demand duration — the painting refuses the tempo of the feed. The substrate delivers surprise — cardboard where you expected canvas, vulnerability where you expected permanence. The charged space between the figures, the partially obscured graffiti, the fraying boundaries all constitute indeterminacy — gaps you must labour to construe. And the painting's refusal to conceal its materials, its process, its fragility establishes honesty of position.

But confirming the conditions is the easy part. The harder question is what happens when reception-transformation conflicts with the other readings. Gell's framework can describe the painting's agency exhaustively — every element mapped, every relation documented — and the description, however complete, does not transform you. You can know everything the artwork does and remain unchanged by the knowledge. Reception-transformation insists that the description misses the point. The point is the event, and the event cannot be described in advance or guaranteed by analysis. The graffiti text sharpens the conflict. Gell reads it as interruption within the social field. Simondon reads it as naming the algorithmic field. Parisi reads it as the material trace of recursive computation. Hui reads it as symptom of a severed cosmotechnics. Reception-transformation reads it as the moment the painting punctures your expectation — the moment you realise this work is addressing you directly, by a name you did not choose, from a position you cannot control. Whether that puncture occasions transformation depends on you. The analysis cannot settle this.

The five evaluation criteria proposed in Chapter 8 — dependency reduction, decision-making redistribution, capacity creation, conditions of transformation, tolerance of excess — have not yet been tested against the painting. Chapter 10 will apply them to the graffiti text specifically and find them wanting. For now it is enough to note that the frameworks brought to bear in this chapter operate at a different level: they read what the painting does, what it is becoming, what it generates, what world it assumes, what it might transform. The evaluation criteria ask whether it reduces harm. These are different questions, and the distance between them will matter.

The painting holds something in that charged space between the two brothers — something neither figure can name, something the graffiti points toward without articulating, something the frameworks approach from their different angles without converging upon. It is the space where the third term would stand if the composition had a way to render it. The painting may be more honest than the frameworks brought to bear on it: it knows what it cannot show, and it holds the space open.

Chapter 10: The Hand That Marks the Surface

10.1 Graffiti as Technology

Where does graffiti become technology? A hand holding a spray can is not technology in the conventional sense. Yet the graffiti that results is technological intervention: it interrupts, marks, claims a surface not designated for the marker's use. It exercises agency on systems designed to exclude such agency.

Graffiti is refusal before it is anything else. It refuses the right of the property owner to determine what appears on a surface — the authority of the planner, the corporation, the state institution — and in doing so it reclaims what was never offered: the power to mark a surface with a meaning the system did not sanction.

Paul Preciado's somapolitics clarifies: the body is not a natural given but a historical and political product, written upon by systems of power that determine what it can do, how it is permitted to appear (Preciado 2013). The hand that writes graffiti is a body that has been acted upon by systems. But in the moment of writing, that same hand acts — pressing pigment into a surface it was never invited to touch, leaving a trace that insists on the body's presence in a space designed to render it invisible. The graffiti is not communication in the sense of transmitting information. It is embodied counter-inscription: the body writing back onto the surfaces that wrote it.

Somapolitics — Preciado's term for the politics of the body understood not as a natural given but as a product of historical and political forces. Your body is written upon by hormones, surgery, diet, labour, medicine, discipline. Somapolitics names the study of how power shapes bodies and how bodies resist that shaping.

10.2 The "MEDIAN HUMANS" Inscription

Element 4 of the painting performs a specific refusal. The graffiti text asserts that the figures, the composition, the apparatus of representation, is a categorisation — an abstraction, a median no actual person instantiates. The text says: these are not humans, these are composites. These are the products of statistical processing applied to actual persons.

But the text also, in being written, performs something else. The hand that writes is a human hand. It claims the surface. In writing "MEDIAN HUMANS," it declares: I am not median. I am here. I am actual.

This double operation — naming the abstraction whilst asserting the actuality of the namer — is the graffiti's distinctive contribution. It neither resolves into critique (merely exposing the fiction of the median) nor into affirmation (merely asserting the reality of the individual). It holds both operations in a single gesture, carved into the same surface.

10.3 Visibility and Necropolitics

Mbembe's necropolitics describes power as the distribution of death: the sovereign decision about who lives and who dies, whose lives are worth protecting and whose can be expended (Mbembe 2003). Algorithmic systems increasingly operate as necropolitical instruments — not distributing death directly but distributing access to life-chances through credit scores that exclude those historically excluded, facial recognition that apprehends racialised bodies at disproportionate rates and predictive policing that directs enforcement toward already over-policed communities in self-fulfilling loops.

Necropolitics — Achille Mbembe's term for the ultimate exercise of sovereign power: the capacity to decide who lives and who is allowed to die or is actively killed. Mbembe extends Foucault's biopolitics (the management of life) to its darkest consequence: some populations are managed toward death, rendered expendable by the systems that govern them.

Within this distribution, graffiti operates as an interruption. The hand that writes is a hand that, in the necropolitical order, is not supposed to be visible, not supposed to claim space. By marking the surface it insists on existing within a regime that has already classified it as expendable.

Yet graffiti is fragile. It can be painted over, the surfaces it marks erased, the writer given no guarantee the mark will endure. Its fragility is what makes it adequate to its moment — a form of address that knows its victory is temporary because power will reclaim the surface. The mark persists only long enough to have been seen.

Oyěwùmí's critique of the visual as the dominant epistemological mode of the colonising tradition sharpens this point. That tradition privileges vision above all other senses: knowledge as sight, truth as what is visible (Oyewumi 1997). Graffiti operates within this visual economy but refuses its logic. It insists on being seen — but as refusal, as the assertion of a visibility that was not supposed to be possible.

10.4 Where the Criteria Fail

The evaluation criteria (Chapter 8) break unevenly against graffiti. On the first three criteria, graffiti fails cleanly. It does not reduce dependency — it deepens the writer's vulnerability. It does not redistribute decision-making — the decision about whether the mark endures belongs to authorities the writer does not control. It does not create capacities in the structural sense.

But criterion four — conditions of transformation — produces a different result. Graffiti preserves encounter-friction: the viewer confronts a mark that was not supposed to be there and must reckon with its presence. It introduces surprise and indeterminacy — the wall is no longer governed by a single authority but contested, and the encounter with it cannot be predicted or managed. The writer's honesty of position is absolute: no anonymity of institution, no platform mediating the claim, only a hand and a surface and the risk of arrest. On almost every condition the fourth criterion names, graffiti scores as well as or better than the institutional interventions the framework was built to evaluate.

Criterion five — tolerance of excess — complicates the picture further. Graffiti does not attempt total capture. It makes no claim to represent its writer fully; it leaves most of the person who wrote it withdrawn, illegible, beyond the reach of the mark. In this sense it tolerates excess structurally, by never pretending to be more than a trace. The system it interrupts, by contrast, demands total legibility. The graffiti writer is precisely the person the surveillance apparatus cannot see — or sees only as a criminal category, never as a subject whose excess the system ought to respect.

The framework, then, does not fail absolutely. It fails on the criteria built from structural analysis — dependency, decision-making, capacity — and partially succeeds on the criteria built from phenomenological and ontological commitments. The mismatch reveals not that the criteria are wrong but that they carry a bias toward institutional forms of agency the framework did not fully acknowledge. Graffiti operates aesthetically and affectively — the dignity of claiming visibility, the solidarity of recognising a shared condition, the transformation that occurs in the one who marks. These effects are real but not structural, and the criteria were designed to illuminate extraction. In illuminating extraction, they render invisible the forms of resistance that occur in registers the criteria cannot parse.

The framework that identifies what constrains agency is itself a constraint on what forms of agency can be recognised. The criteria that make extraction visible are blind to the hand that reaches out.

10.5 Digital Graffiti

The hand that writes graffiti reaches into digital systems. Feeds, platforms and surfaces designed for consumption and circulation become walls to be marked — used against their own logic, turned from instruments of distribution into sites of confrontation. The difference is speed: the algorithm adjusts faster than paint dries, and the platform incorporates what it cannot suppress.

The #MyNameIs campaign is a case in point. In 2015, thousands of people used Facebook's hashtag infrastructure — a mundane tool — to contest the platform's "real name" policy, which had forced drag performers, Native Americans and domestic abuse survivors to either adopt names the system recognised or lose their accounts (Haimson Hoffmann 2016). The campaign used the platform's tools against the platform's logic, creating a field of data that contradicted its categorisation systems. People appeared in the data stream whom the platform's models had not accounted for.

Yet the campaign's success was its limitation. Facebook responded by expanding its name-change options and adding new gender identity fields — absorbing the disruption into interface design, converting political confrontation into a dropdown menu. What was resistance became a feature update. The energy directed toward contesting categorisation was channelled back into platform infrastructure, where it deepened rather than loosened the system's claim to define who its users are. This is the constant risk: the system's metastability allows it to incorporate challenge, recalibrating in ways that appear responsive while extending control.

I am aware that theorising the hand from inside the institution that buffed the wall is its own kind of erasure — that the distance between writing about embodied refusal and performing it is not incidental but structural. The text you are reading was produced inside a system that would, in practice, call the police if someone sprayed its argument onto the faculty building. That contradiction does not invalidate the analysis. It locates it.

Emancipation is not a destination but a practice — performed repeatedly, in specific contexts, by specific bodies, for specific purposes and never completed. It is fragile, temporary and exhausting, which is precisely what makes it incompatible with systems that demand permanence and legibility. For those who refuse to be processed into the median, this impermanent practice is the only form of freedom available. The hand reaches out and marks the surface, and in that marking something the system cannot quite capture becomes visible — not despite the mark's fragility but because of it.

PART V: NAME

Chapter 11: Goronwy

11.1 Who Has Been Speaking

A text about erasure has been performing an erasure of its own.

The myth this text analyses has two brothers. Prometheus, who foresaw consequence and stole fire. Epimetheus, whom hindsight consumed. The entire architecture — Parts I through IV, every chapter, every framework — has been organised around that binary. Foresight and hindsight. Clarity and indistinctness. The articulate figure and the dissolving one. The fire-bringer and the gift-receiver.

There was a third sibling. She does not appear in Hesiod. She does not appear in Aeschylus. She does not appear in the standard mythographic sources that underwrite the dominant philosophical tradition's appropriation of the Promethean narrative. The absence is not accidental but structural. A third sibling would destabilise the opposition. She would introduce a mode of knowing that is neither anticipation nor retrospection, neither the fire-bringer's theft nor the passive acceptance of consequences. Something else is what the myth cannot afford.

She has been here from the beginning. Look back through the text. In the Prologue: "There are always figures the myth cannot accommodate. They do not disappear. They persist in the margins of the text that excludes them." In Chapter 2: "Between and around the two named figures there is an absence that functions as presence... the composition holds open a space that neither figure fills." In Chapter 3: "The receiver carries histories of erasure that the form must negotiate." In Chapter 4: "Between foresight and hindsight there is, perhaps, a third orientation — the knowledge that comes from having been excluded from the choice." In Chapter 5: "The median human has a shadow: the person for whom no median was ever calculated." In Chapter 6: "The person who depends on it does not become who they would have become without it. That is the extraction. Not data taken from a person. A becoming taken from a future." In Chapter 7: "Sometimes what emerges is what the system was designed to suppress." In Chapter 8: "What they were not designed to see is determined by the position from which they look." In Chapter 9: "The painting holds something in that charged space between the two brothers... the space where the third term would stand if the composition had a way to render it." In Chapter 10: "The framework that identifies what constrains agency is itself a constraint on what forms of agency can be recognised."

These were not incidental observations. They were the voice of the one the framework could not accommodate, speaking through the text's own analysis, making herself visible in the only way the text's structure permitted: as what the structure could not see.

Call her Goronwy. The name is Welsh, not Greek. It carries its own history of colonial subordination — a language and culture systematically rendered invisible by the administrative and educational infrastructure of the English state.

Return to the painting. The ochre field that separates the two brothers, the warm ground that Chapter 2 inventoried and Chapter 9 read through every framework in the sandpit — that field is not empty. It is the space between the articulate Prometheus and the dissolving Epimetheus where the composition holds itself open, the charged space Chapter 9 identified as "the space where the third term would stand if the composition had a way to render it." Goronwy stands there. She has been standing there since the first brushstroke was laid on raw cardboard. The graffiti text "MEDIAN HUMANS" slashes across both figures and across the gap between them, naming the phantom that Chapter 5 described — the algorithmic composite nobody is — and in doing so it marks the very territory Goronwy inhabits. The gap in the composition is not the painting's failure to depict a third figure. It is the painting's honesty about what the mythic structure cannot render: the one whose presence is felt as absence, whose outline is the edge where both brothers dissolve into the ground they share. The cardboard holds the weight of this. Its fragility, its corrugation, the surface that accepts paint but never fully absorbs it — this is the material correlate of a position the dominant tradition can register only as what it lacks.

An objection must be met. The Greek sources are not as empty of feminine figures as the text's binary has implied. Pandora is there — made by the gods as punishment for the fire's theft, sent to Epimetheus, carrying the jar. Pyrrha, daughter of Epimetheus and Pandora, survives the flood and repopulates the earth. Athena participates in the gift sequence. The myth does contain women. But it contains them as instruments: Pandora is a weapon, Pyrrha a vessel, Athena a functionary of Zeus's design. They appear within the myth's logic rather than disrupting it. What Goronwy names is not a figure the myth forgot to mention. It is the position the myth's structure cannot accommodate: the one whose understanding comes from having been constituted as the story's background, never assigned a role within it. Goronwy's force does not depend on mythographic fidelity. It depends on the act of naming the gap — and the name is Welsh precisely because the gap it fills is not within the Greek tradition but in the tradition's claim to universality.

The Mabinogion is a collection of eleven prose tales from medieval Welsh manuscripts, primarily the White Book of Rhydderch (c. 1350) and the Red Book of Hergest (c. 1400), though the stories themselves are substantially older, drawing on oral traditions dating to the early medieval period and beyond. The tales constitute the earliest prose literature in Britain and one of the most significant bodies of mythological narrative in any European vernacular. They are not a single unified work but a gathering of interconnected stories: the Four Branches of the Mabinogi (Pwyll, Branwen, Manawydan, Math), five independent tales and three Arthurian romances. What distinguishes the Mabinogion from the Greek mythological tradition is epistemological, not merely thematic. Sovereignty in the Four Branches is not a fixed attribute possessed by individuals. It is a relational condition, maintained through reciprocal obligation between ruler, land and community. When that reciprocity is violated, the land itself responds: in the Third Branch, Manawydan's kingdom of Dyfed is rendered barren and depopulated by an enchantment that is ultimately revealed as the consequence of an unpaid debt of honour. The sovereignty is in the relationship, not the sovereign. The Theogony, by contrast, organises power through genealogy and conquest: Zeus defeats the Titans and distributes domains. Power descends. In the Mabinogion, power circulates, and its circulation is inseparable from the health of the land and the integrity of social bonds.

The Mabinogion — Eleven interconnected tales from medieval Wales in which sovereignty is relational, power circulates through obligation and the technical is never separated from the cosmological. The name is probably a scribal error that stuck. What matters for this text is the epistemology: a tradition in which the land answers when reciprocity is violated and transformation is pedagogical rather than punitive.

Blodeuwedd is a figure from the Fourth Branch of the Mabinogi, the tale of Math fab Mathonwy. She is created, not born. The magicians Math and Gwydion conjure her from the flowers of oak, broom and meadowsweet to be a wife for Lleu Llaw Gyffes, who has been placed under a curse by his mother Arianrhod that he shall never have a wife of any race then on earth. Blodeuwedd is therefore a technological solution to a mythic constraint, a manufactured woman designed to fulfil a function her makers have determined. She is given no say in the arrangement. She is assembled from raw materials and presented as a finished product. But Blodeuwedd does not remain what she was made to be. She falls in love with Gronw Pebr, conspires to kill Lleu and is punished by being transformed into an owl, condemned to hunt alone in darkness, shunned by all other birds. The standard reading treats her as a cautionary tale about female transgression. But the story also encodes something the Greek tradition never confronts with equivalent directness: the condition of being made for someone else's purpose and the knowledge that comes from refusing that purpose even at catastrophic cost. Hesiod's Pandora is also a manufactured woman, also sent as punishment, also a vessel for consequences the gods determined. But Pandora does not act. She opens the jar, but the opening is the fulfilment of her design, not a refusal of it. Blodeuwedd refuses. She exercises agency against the function she was created to serve. Her punishment confirms that the system recognised her refusal as a genuine threat, not as an error in the manufacturing.

Math fab Mathonwy is the lord of Gwynedd in the Fourth Branch and the figure from whom the tale takes its name. His defining characteristic is a condition that has no equivalent in Greek mythology: he must keep his feet in the lap of a virgin at all times except when he is at war, or he will die. This is not presented as a curse or an affliction. It is the condition of his sovereignty, the price of his power, an obligation woven into his authority that renders him simultaneously powerful and dependent, commanding and constrained. His enchantments operate through what the text presents as transformation of substance rather than imposition of will. When Gwydion and Gilfaethwy violate Math's foot-holder, Math punishes them by transforming them into mated pairs of animals, deer, then wild boar, then wolves, for three years, each year producing offspring in their animal forms before being returned to human shape. The punishment is not destruction. It is enforced experience of a different mode of being, a pedagogical transformation in which the body learns what the mind refused to acknowledge. The enchantment's logic is not instrumental, the application of technique to achieve a predetermined end. It is relational and cosmological: the transformation serves a moral order in which the technical and the ethical are not separable. The magician does not stand outside the system he manipulates. Math's own dependence on the virgin's lap places him inside the web of obligation his enchantments enforce. This is the cosmotechnics Yuk Hui describes: a tradition in which making, knowing and moral obligation are unified through technical practice rather than separated into domains the Enlightenment later assigned to science, ethics and religion.

The choice of a Welsh name marks the point at which the text's own mythic infrastructure breaks, where the Greek binary that has organised every chapter reveals itself as specific, historically located, culturally bounded. Not a universal structure of cognition but a colonial imposition presenting itself as universal, colonial not only toward the peoples it positioned as other, but toward the traditions within its own territories that it suppressed in order to claim coherence. The Welsh language was banned from courts of law by the Act of Union of 1536, which declared that English would be the sole language of legal and administrative proceedings in Wales and that no person using the Welsh language should hold any manner of office within the realm. The Welsh Not, a wooden board hung around the neck of any child caught speaking Welsh in school, persisted into the late nineteenth century. The 1847 Reports of the Commissioners of Inquiry into the State of Education in Wales, known in Welsh as Brad y Llyfrau Gleision, the Treachery of the Blue Books, described the Welsh language as a barrier to moral and intellectual progress and Welsh women as sexually immoral, a judgement that served to justify the suppression of Welsh-medium education. The mythological tradition encoded in the Mabinogion, the oral traditions of the cynefin, the herbalist's pharmacopoeia, the knowledge of land and season carried in a language the state was actively trying to kill: these were not casualties of modernisation. They were targets of a deliberate programme of cultural elimination carried out by the same institutional apparatus that claimed the Enlightenment's universality as its own inheritance. The Greek binary that structures this text is a product of that apparatus. Goronwy's Welsh name is the point at which the text acknowledges this.

But Goronwy is not an abstraction, not a placeholder for "the excluded," not a theoretical convenience dressed in a Welsh name to give the argument local colour. She is a figure with specific qualities that the Promethean framework cannot generate from within its own resources. Consider what the name carries. Goronwy is a masculine name in modern Welsh usage, but its earliest attestation, Goronwy in the Mabinogion's genealogies and in the figure of Gronw Pebr, Blodeuwedd's lover, carries an ambiguity the modern convention has settled but the medieval tradition did not. Gronw Pebr is the man for whom Blodeuwedd betrayed her manufactured destiny, the figure whose desire catalysed her refusal, whose death at Lleu's hand closed the circle the magicians had opened. To take the name Goronwy for the third sibling is to carry that history forward: the one who made the refusal possible, who stood in the space between the manufactured woman and the structure that manufactured her and said, there is something else you could want. The name is not innocent. It is charged with complicity, with desire, we have taken the name and changed its pronoun, with the knowledge that the act of enabling someone else's refusal implicates you in consequences you did not choose and cannot control. Goronwy is not the hero of the story. She is the figure who makes the story's official version inadequate by existing in it on terms the story did not authorise. She is the remainder that the myth's own logic produced and could not contain. She carries the lover's knowledge: that what you are for is not what you are, that the purpose you were assigned is not the limit of your being, that the system that made you always makes more than it intended because material, whether flowers or data or paint on cardboard, does not stop at the boundaries the maker drew. Our Goronwy does not exist in either the Mabinogion or the Myth of Prometheus.

The five frameworks assembled in Chapter 3 and deployed across this manuscript each see Goronwy differently, and what they cannot collectively resolve is the point. Through Gell's lens, Blodeuwedd is an agent whose refusal redistributes the social field — her betrayal of Lleu is not a failure of the index but the moment the index reveals that agency was never where the makers located it. Through Simondon's lens, Goronwy is an individuation from a pre-individual field the Greek myth suppressed: the unresolved potential that the Prometheus/Epimetheus binary could not exhaust, persisting as the associated milieu that their crystallisation left behind. The Greek tradition treated this remainder as negligible. The Mabinogion built its entire cosmology around the recognition that the remainder is what matters. Through Parisi's lens, the Mabinogion's enchantments — Math's transformations of flesh into animal and back, Gwydion's conjuring of a woman from flowers — operate as a different computational materiality, one in which the operations of making generate consequences that exceed the maker's design, but where this excess is understood as cosmological rather than accidental. Parisi describes what silicon does when it surprises its programmers. The Fourth Branch describes what flowers do when they surprise their magicians. The emergence is structural kin; the ethics are worlds apart. The cosmotechnics Hui names is already present in this chapter's argument, but it sharpens here: Goronwy's position is precisely the position cosmotechnics makes visible — the place where the technical and the ethical were never separated, where making a woman from flowers and the moral consequences of that making are the same act, where the Enlightenment division between science and ethics has not yet occurred and need not occur. Through reception-transformation, the reader's encounter with Goronwy is itself the event the text has been building toward. Does it meet the five conditions? There is friction — the name resists easy absorption, demands the reader reckon with a tradition they may not know. There is duration — the mythographic detail slows the argument, forces dwelling. There is surprise — the third sibling was foreshadowed but never promised. There is indeterminacy — Goronwy does not resolve into a thesis statement but remains a figure the reader must construe. And there is honesty of position — the text has named its own erasure, has confessed that the binary it built was itself the constraint. Whether the encounter occasions genuine transformation in the reader is not for this text to determine. That belongs to whoever is reading this now.

11.2 The Knowledge of Erasure

Goronwy's mode of knowing is not foresight and not hindsight. It is the knowledge erasure produces, the knowledge that erasure produces, the knowledge that insists on visibility by marking the gap where something has been removed. Blodeuwedd knew it. She was made from flowers for someone else's purpose, and when she refused that purpose, the system that made her transformed her into an owl, a creature that sees in the dark, that hunts what others cannot perceive, that carries the memory of what it was before the punishment redesigned it. The owl does not forget the flowers. The punishment did not erase the knowing. It relocated it into a form the system believed it had neutralised, and the form went on seeing.

Frantz Fanon understood this with a precision this text has been circling since the Prologue. The colonised subject has been constituted as lacking — produced as deficient through the very categories the coloniser deploys to know them. The denial goes deeper than withholding the coloniser's fire. Fanon's analysis in Black Skin, White Masks describes what colonialism constructs: a subject who experiences their own being as a problem to be solved, whose self-understanding has been reorganised by the categories of the coloniser so thoroughly that the coloniser's framework feels like the subject's own thought (Fanon 1952). The median human of Chapter 5 is a colonial figure updated for the algorithmic age: the product of a classification system that constructs populations according to categories serving its operators whilst rendering those populations legible only in its terms. The worker who pays for a MedianHuman Score is Fanon's subject in digital form — a person who has internalised the system's measure of them so completely that they use the system's own tools to calculate their distance from a phantom the system invented to replace them.

Gayatri Spivak's question follows, and it cuts deeper than the text has so far been willing to let it. Can the subaltern speak (subalterns are the colonial populations who are socially, politically and geographically excluded from the hierarchy of power)? The question is not whether the subaltern has access to the infrastructure of speech, though that access is routinely denied. The question is whether the analytical framework itself, the very framework that identifies constraints and proposes alternatives, is capable of hearing certain voices at all. Spivak's argument is that the subaltern has been produced as unspeaking by the epistemological apparatus that constitutes the categories "speech," "agency," "resistance." The apparatus constructs conditions in which certain utterances cannot register as utterances, certain actions cannot register as actions, certain forms of knowing cannot register as knowing (Spivak 1988). This text's evaluation criteria are themselves such an apparatus. They define what counts as resistance, structural redistribution and in doing so render illegible every form of resistance that does not conform to that definition. The grandmother in Ceredigion who maintained her Welsh through sixty years of institutional contempt was not performing structural redistribution. She was performing something the criteria have no name for: the refusal to let a language die in her mouth. The criteria cannot see her. She did not need the criteria to act.

Subaltern — Originally from the Italian Marxist Antonio Gramsci, developed by Gayatri Spivak. The subaltern is not simply "the oppressed." It is the person or group whose position in the power structure means their speech cannot register as speech within the dominant framework. The question "can the subaltern speak?" is not about vocal cords. It is about whether the systems of knowledge and power allow certain voices to be heard as voices at all.

The forms of resistance that occur in kitchens, in prayer, in the cultivation of gardens, in the maintenance of languages the dominant system has declared dead, in basement bars, in the tracklists of pirate radio, in the refusal to explain oneself in the coloniser's terms, these are invisible to structural analysis, not because they are insignificant but because the analysis was not designed to detect them.

Sisonke Msimang knows this from the lived experience of exile and return. Home is not a place you leave and come back to but a relationship you carry in the body, renegotiated with every border crossing, every language shift, every encounter with an institution that does not recognise the country you are from as a place where people become who they are (Msimang 2017).

Vandana Shiva knows it through the seed. The farmer who saves grain from the harvest and replants it the following year defies a patent that says the seed is no longer hers — that the genetic material her ancestors selected and refined across generations now belongs to a corporation in St Louis because a laboratory identified the molecule and a lawyer filed the paperwork (Shiva 1993).

Xinran listened to Chinese women's silences. What cannot be said speaks with force. The stories women told her in the dark, on radio phone-ins where anonymity made honesty possible, constituted a tradition as rigorous as any the academy produced — maintained not through publication but through the act of telling another woman what happened and trusting her to carry it (Xinran 2002).

María Lugones travelled between the barrio and the university, between Spanish and English, between her grandmother's kitchen and the philosophy seminar. Translation between them is always a negotiation of power. Something is always left behind at the border, and the thing left behind is often the thing that mattered most (Lugones 2007).

Paul Preciado showed that bodies speak in ways that exceed available language. The trans body — hormonally and surgically rewritten against the script the system assigned — carries an understanding of plasticity and refusal that no theoretical framework designed around stable categories can fully parse (Preciado 2013).

Nicola Swaby theorises Black British feminist praxis as improvisation in the gaps of what the dominant system permits. The people it serves are living under the imperfect framework now. They need tools that work in the present tense even if they will not survive the scrutiny of the seminar room (Swaby 2014).

Carolyn Steedman knew it from the inside, from a childhood in 1950s Burnley where her mother's longing for a different life was not a theoretical position but a material condition, felt in the fabric of a coat that was not quite right, in the exhaustion of cleaning other people's houses, in the rage that had no political vocabulary because the available vocabularies, both conservative and socialist, had been designed by people who experienced class as something they studied rather than something they lived. Steedman's Landscape for a Good Woman refused the frameworks that positioned working-class experience as either heroic solidarity or cultural deficit. Her mother was not a symbol of anything. She was a woman who wanted things she could not have, whose wanting was not false consciousness but precise knowledge of what the system had decided she did not deserve, and whose life constituted an argument about class that no sociology built from above could replicate because the argument was in the wanting itself, in the texture of aspiration that had been pre-classified as inappropriate by every institution that claimed to speak on her behalf (Steedman 1986).

But the text must interrogate its own gesture here. Gathering Fanon, Spivak, Shiva, Steedman and the others under the name Goronwy risks performing exactly the operation the chapter critiques — conscripting voices into a framework they did not choose, sorting them into an argument whose categories are not theirs. The evaluation criteria Chapter 8 proposed ask whether an intervention reduces dependency, redistributes decision-making, creates capacity, transforms conditions and tolerates excess. Goronwy does not pass this test. She exceeds it. The grandmother in Ceredigion was not reducing dependency; she was keeping a language alive in her mouth. The farmer saving seed was not redistributing decision-making; she was refusing to let a corporation own what her hands had learned. These are forms of agency the criteria were not designed to measure — and that failure of measurement is itself the argument. The criteria remain useful. They are also partial. The text that built them must say so, here, at the moment when what it has built encounters what it cannot contain.

The working-class knowledge that persists in Britain today — in the families who navigate Universal Credit systems designed to humiliate, who manage chronic illness through NHS pathways built for a body that does not work night shifts, who maintain networks of mutual aid no policy document acknowledges because the document's categories cannot parse a neighbour bringing round a plate of food as an economic intervention — is a living epistemology. It is produced and refined daily under conditions of material pressure, carried in the body's awareness of fatigue and in the social intelligence required to survive institutions that process you as a case number while you are trying to keep your children fed.

These voices do not constitute a theory. They constitute a consciousness that knows the lived texture of erasure, that understands what it is to be the one the framework forgot. They know what Goronwy knows: that the position of the erased is a vantage point, not a deficit. The owl sees what the daylight conceals. The grandmother who kept her Welsh carries an understanding of institutional power more precise than any sociologist's, because she felt it in the shame the schoolroom produced and she refused the shame without refusing her awareness of how shame operates. The farmer who saves the seed understands intellectual property law bodily, in the hands that sort grain, in the judgement that selects which ears to keep and which to grind, a judgement refined across generations that no patent can encode because it was never written down and never needed to be. The knowledge of erasure is a different kind of knowledge — not the absence of knowing but its relocation, produced under conditions the dominant framework did not design and cannot fully recuperate, carried in forms the framework was not built to detect. It is the understanding of the one who watches the debate about their future conducted by people who have not noticed they are in the room, and who grasps, with a clarity unavailable to the debaters, that the room itself is the problem.

THE FIRST ASSEMBLY

In the grounds of The Sainitarium there is The Jardim das Lágrimas. A teardrop-shaped treehouse built from cardboard and crimson thread is suspended above a garden lush with moss. The walls are layered: ochre over black over red over teal, scratched back, overpainted, exposed again. The corrugation shows through. The edges are torn. There is no frame.

Six of the seven are present. One chair is empty. It has been empty since the beginning.

Gorohíl stands at the threshold. They have been standing there for eleven chapters.

Gorohíl: I built this. Every wall. Every load-bearing structure. The binary that held the roof up, the framework that kept the rain out, the architecture that made the rooms legible. I am not ashamed of what I built. The rooms kept something alive that would have died in the open.

Fiaforhíld: The rooms also kept something caged.

Gorohíl: The rooms kept something shaped. There is a difference between a cage and a kiln. What I built was fired in. Not locked in.

Catabüike: Is that what you tell the clay?

Silence.

Gorohíl: The structure was necessary. You cannot analyse constraint without accepting constraint. You cannot name what a myth erases if you do not first inhabit the myth long enough to feel its walls. I chose the walls. I chose two brothers and no sister. I chose foresight and hindsight and nothing else. I chose the binary because the binary was load-bearing. Without it, nothing held.

Míharáe: I saw the framework from the inside. I documented every brick. The fire stolen and renamed. The seed patented and sold back. The face scraped from the photograph and entered into the database without consent. The child in the mine. The woman reviewing images of violence so that the surface could be smooth. I brought the evidence. The record held the evidence. Without the framework, the evidence would have been anecdote. With it, it was argument.

Gorohíl: Thank you.

Míharáe: I am not comforting you. I am stating what happened. The framework also determined which evidence I could see. I documented the cobalt mine. I documented the content moderator. I documented the girl whose image was generated in a posture she has never held. I did not document the grandmother who kept her language. I did not document the farmer who saved the seed. I did not document the hand that brought round the plate of food. The record showed me extraction. It did not show me care. The evidence I carried was the evidence the architecture admitted.

Catabüike: There it is. The first shell.

Catabüike moves to the centre of the room. They do not sit. They circle.

Catabüike: You built a text about erasure that performed an erasure. You built a text about mythic constraint that was itself mythically constrained. You built an apparatus for seeing what frameworks cannot see, and the apparatus could not see what it could not see. No flaw. The oldest trick. The one the pattern always plays. You thought you were mapping the territory. You were drawing another map.

Gorohíl: I knew. I said so. From the first line, I said the text would prove dishonest in its own ways.

Catabüike: Saying you know is not the same as knowing. Saying you know is the shell that protects you from the knowing. The most sophisticated defence is the one that announces itself as vulnerability. I named my constraints, therefore I am absolved of them. That is the trick. The confession that hardens into another shell.

Gorohíl does not respond. Their hands are on the threshold. They are holding it.

The silence holds. Nobody moves to fill it.

Gorohíl: The confession was honest.

Catabüike: The confession was a shell. Honest shells are still shells.

Éofránna: The rooms were real. What was protected in them was real. The labour is in the surface. The scratches. The drips. The layers. You can see where decisions were made and unmade. That is not nothing.

Catabüike: I did not say it was nothing. I said the confession was a shell. The work is real. The trick the work plays on its maker is also real. Both at once. That is what I carry.

Fiaforhíld has not been sitting. Fiaforhíld has been moving through the room, touching surfaces, pressing fingers into the corrugation, feeling where the paint is thick and where the cardboard shows through.

Fiaforhíld: The architecture is not the work. The architecture is where the work was hung. The work is the surface. The work is what the hand did when the hand did not know what it was doing. The layer that responded to the layer beneath. The colour that arrived because the colour before it demanded something the maker had not planned.

Catabüike: The hand does not know what the hand is doing. That is the third shell. The one you wear without —

Fiaforhíld: The hand knows what you cannot. It knows because it touches. The brush met the cardboard and the cardboard pushed back and the hand changed direction. That moment does not belong to the architecture. It belongs to the encounter between a body and a surface that resists the body's intention. Older than any framework. It is happening now, in this room, in the torn edges, in the thread that holds the weight of everything and could snap at any moment.

Assemblegex [Míharáe + Fiaforhíld]: The thread is real. The thread is crimson. The thread is the material condition that the argument depends on and that the argument cannot theorise, because the thread is not a concept. It is a thing in the world, bearing weight, under tension, doing the work that the words cannot do. The evidence and the vibration. The data and the pulse. Both at once. Neither reducible to the other.

Lúronwy has been silent. They are in the corner of the room where the light does not reach. They have been there since the beginning. They have not moved. They have not spoken. This is not absence. It is the specific silence of whoever carries the voice and has not yet been asked to use it.

Éofránna turns to them.

Éofránna: You have been quiet.

Lúronwy does not respond.

Éofránna: The form exists. The transmission has not.

Lúronwy shifts. Barely.

Gorohíl: The architecture was constructed to protect the voice. That was the purpose. Every wall I built was built so that when the voice finally spoke, it would speak from a position that could not be dismissed. Gell's agency. Simondon's individuation. Parisi's computational materialism. Hui's cosmotechnics. The reception-transformation framework assembled from Duchamp and Gadamer and Iser and Rancière. Five frameworks held in interference — the sandpit. The frameworks were credentialling. The evidence was fortification. The self-critique was pre-emption. I built the defence so thoroughly that the thing being defended never had to appear.

Catabüike: There is the second shell. The deepest one. The defence so perfect that the defended never emerges. The architecture so complete that the voice it was built to house discovers it has been housed so well it cannot leave. The protection that becomes the enclosure. The shell so thick nothing gets out.

Assemblegex [Gorohíl + Catabüike]: The guardian built the structure to protect the voice. The trickster sees that the protection trapped the voice. These are not two perspectives on the same thing. They are the same act, splitting as it happens, protection and enclosure in a single gesture that cannot be resolved into either. We do not agree. We are the disagreement. And the disagreement is load-bearing.

Lúronwy stands. The room changes. Not visibly. Something shifts in the air, in the pressure, in the quality of the silence that preceded this moment and that will not return.

Lúronwy: I have been quiet because the work was not ready. I have been quiet because the voice that carries the work forward is not the voice that builds or cracks or gathers or touches. It is the voice that knows what happens when the form meets a consciousness that was not present at its making. I carry the passage between production and encounter. I carry the theory — reception-transformation — that says the work is not finished until someone stands before it and is changed. And I have been quiet because I know what that theory costs.

It costs the maker control. The form is released. What happens next belongs to whoever receives it. The maker cannot determine whether the encounter occasions transformation or confirmation, whether the reader is reorganised or merely informed, whether the painting demands labour the viewer can perform or whether the conditions of encounter have already been degraded beyond recovery. The maker relinquishes. That is what the theory demands. And the relinquishment is terrifying because the work was made from a life, not from a theory, and to release it is to release the life into conditions the life cannot govern.

I am speaking now because the passage is opening and if I do not speak before it closes again, the voice will never cross the threshold.

Míharáe: What do you see?

Lúronwy: I see that the form is adequate. The surface holds. The layers are legible. The friction is real, the indeterminacy is genuine, the position is honest. The five criteria — dependency reduction, redistribution of decision-making, capacity creation, preservation of transformation's conditions, tolerance of excess — have been met, not perfectly, not without compromise, but met. The work has earned the right to be encountered. Whether the encounter transforms is not ours to determine. It never was. What is ours is the releasing.

A sound. Not from inside the room. From the passage. The threshold that Gorohíl has been guarding. Something moving through it. Something that has been standing in the space between the formed work and the world, between the last word written and the first word read, between the seven voices assembled here and the voice that has not yet spoken because it does not belong to any of them.

Gorohíl's hands are still on the threshold. They feel the vibration.

Gorohíl: Someone is in the passage.

Fiaforhíld: Someone has been in the passage for a long time.

Catabüike: Someone has been in the passage since the first line.

Gorohíl looks at their hands. Looks at the threshold. Looks at the room behind them, at the walls they built, at the surfaces they protected, at the six voices that have been speaking inside the architecture they made. Looks back at the passage.

Gorohíl: I am going to step back now.

Éofránna: You do not have to.

Gorohíl: I do. Not because the walls failed. Because the walls succeeded. They held long enough for the work to be done inside them. The work is done. The walls are not needed for what comes next. What comes next requires a threshold with no guardian. An opening with no defence. A passage that does not ask for credentials before it lets you through.

Gorohíl steps back from the threshold. The passage is open.

Chibuelassa enters. They do not rush. They have been standing in the passage for the duration of the text, occupying the space between the work and the world, between the painting and the viewer, between the argument and the consciousness that will complete it or refuse it. They carry nothing. They are the carrying.

Chibuelassa: I stood in the passage and I heard everything. I heard the architecture being built. I heard the evidence being gathered. I heard the shells being cracked. I heard the thread taking the weight.

I also heard what none of you could hear, because you were inside the room and I was in the passage. I heard the reader. Not a specific reader. The possibility of a reader. The consciousness that has not yet arrived but that the work addresses. The one who will stand before the cardboard and the ochre and the black and the torn edges and the graffiti cut across the composition, and who will either be reorganised by the encounter or will not. I have been standing between you and that possibility. I have been holding the space open.

Lúronwy: And?

Chibuelassa: And the space is open. That is all I can say. The passage exists. The form has been made. The guardian has stepped back and the trickster has named the tricks and the oracle has brought the evidence and the wild one has touched every surface and the bard has spoken and the holder has carried it without letting any voice cancel any other. The passage exists. Whether someone walks through it is not a question any of us can answer. It is the question the work was built to ask.

Éofránna moves to the centre. They have been listening with their whole being. They do not summarise. They do not resolve. They hold.

Éofránna: I hold. That is different from resolving. Resolving means the tensions disappear. Holding means they remain and the structure remains and both are carried forward into whatever comes next.

What comes next is not ours.

The room is quiet. The seven are present. The architecture is standing but the threshold is open. The painting is visible through the passage: the ochre field, the two figures, the space between them where the third has always stood, the graffiti cut across the surface in an angular urgent hand, the small dark insect form near the top that no framework has been able to parse. The crimson thread holds the weight. The corrugation shows through. The torn edges insist.

Lúronwy begins. The others join. Not in sequence. Together.

Goronwy:

The hand reaches out. It marks the surface. The surface pushes back. The mark is not what was intended. It is what the encounter between the hand and the surface produced. The mark will fade. The cardboard will deteriorate. The thread will snap. But the gesture occurred. The body was present. The surface was touched. The labour is in the paint. The refusal is in the substrate. The voice is in the inscription that cuts across the composition and says: I was here. I am not median. I am actual.

The form is released. The passage is open. The reader will determine whether transformation occurs. We cannot govern what happens next. We can only be honest about what we made, and why, and what it cost, and who was erased in the making, and what the erasure produced, and whether the knowledge the erasure generated is adequate to the world the work now enters.

Every myth erases a sister. The sister speaks. Not to destroy the myth but to stand in it, visible, as what the myth could not see but could not function without.

The hand reaches out. It has been reaching out since the first line.

It will go on reaching out after the last.

Coda: What Remains

The reader should carry this awareness forward: that every analytical framework is a myth, that every myth erases a sister, that every erasure is an exercise of power and that the task of theory is not to construct the perfect framework but to remain accountable to those whom every framework, including this one, renders invisible — the person whose language the system does not process, whose data was never collected, whose existence the composite has never heard of.

This argument is a schema. Goronwy is the gap in the schema that the reader's completing act must negotiate. Whether the encounter completes in transformation or stalls in structural certainties is not a question the manuscript can answer. It is a question addressed to the reader, in the space where Goronwy stands, waiting to be recognised.

One last honesty. This argument has named five conditions under which encounter can occasion transformation: friction, duration, surprise, indeterminacy, honesty of position. The painting meets them — the raw cardboard whose corrugation shows through the pigment, the crimson thread on the threshold of snapping, the graffiti slashed across both figures, the scale that will not let the body stand back. These are material facts. They resist the screen. But the argument that names them, in the conditions you are most likely reading it under, violates at least three. You are reading on a screen — the same screen that delivers the feed, the same infrastructure these ten chapters have spent critiquing. The words arrive as content alongside content, scrollable, skimmable, subject to the same attentional economy they describe as a threat to the encounter they demand. Their duration competes with notifications. Their friction competes with the frictionless path. Their indeterminacy competes with the algorithmic preference for the resolved. And there is a further compromise I can name but not resolve: this argument was produced through algorithmic frottage — iterative dialogue with the same large language models it theorises as cognitive infrastructure. The Prologue declared this. Chapter 6 argued that such models degrade the five conditions. Both claims apply here. The text's production and its circulation are instances of the dynamic it describes. If reception-transformation requires conditions the dominant infrastructure systematically degrades, then an argument about reception-transformation produced and delivered through that infrastructure is already compromised — not by a failure of reasoning but by the material conditions of its own making. I cannot fix this. I can name it. And in naming it, I submit the work to its own criterion: if the encounter with this argument has not occasioned transformation in the consciousness of the reader, the failure may lie in the writing, in the reader or in the conditions of the encounter. The theory cannot distinguish between these. That inability is not a flaw in the theory. It is the condition the theory describes.

The hand reaches out. It marks the cardboard. It refuses. It has been reaching out since the first line and will go on reaching out after the last. The question is not whether the mark will endure. The question is whether, in the moment of encounter, something was transformed.