| Bender, E. M., & Koller, A. 2020, July. Climbing towards NLU: On meaning, form, and understanding in the age of data. Paper presented at Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics. |
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| Added by: alexb44 Last edited by: alexb44 29/09/2026, 08:12 |
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| Bender, E. M., Gebru, T., McMillan-Major, A., & Shmitchell, S. 2021 On the dangers of stochastic parrots: Can language models be too big? 🦜. Paper presented at Proceedings of the 2021 ACM Conference on Fairness, Accountability, and Transparency. |
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| Added by: Mark Grimshaw-Aagaard Last edited by: alexb44 29/09/2026, 07:51 |
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Environmental racism
"When we perform risk/benefit analyses of language technology, we must keep in mind how the risks and benefits are distributed, because they do not accrue to the same people. On the one hand, it is well documented in the literature on environmental racism that the negative effects of climate change are reaching and impacting the world’s most marginalized communities first. Is it fair or just to ask, for example, that the residents of the Maldives (likely to be underwater by 2100) or the 800,000 people in Sudan affected by drastic floods pay the environmental price of training and deploying ever larger English LMs, when similar large-scale models aren’t being produced for Dhivehi or Sudanese Arabic? And, while some language technology is genuinely designed to benefit marginalized communities, most language technology is built to serve the needs of those who already have the most privilege in society. Consider, for example, who is likely to both have the financial resources to purchase a Google Home, Amazon Alexa or an Apple device with Siri installed and comfortably speak a variety of a language which they are prepared to handle. Furthermore, when large LMs encode and reinforce hegemonic biases, the harms that follow are most likely to fall on marginalized populations who, even in rich nations, are most likely to experience environmental racism."
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The internet is far from representative
"The Internet is a large and diverse virtual space, and accordingly, it is easy to imagine that very large datasets, such as Common Crawl (“petabytes of data collected over 8 years of web crawling”,a filtered version of which is included in the GPT-3 training data) must therefore be broadly representative of the ways in which different people view the world. However, on closer examination, we find that there are several factors which narrow Internet participation, the discussions which will be included via the crawling methodology, and finally the texts likely to be contained after the crawled data are filtered. In all cases, the voices of people most likely to hew to a hegemonic viewpoint are also more likely to be retained. In the case of US and UK English, this means that white supremacist and misogynistic, ageist, etc. views are overrepresented in the training data, not only exceeding their prevalence in the general population but also setting up models trained on these datasets to further amplify biases and harms. Starting with who is contributing to these Internet text collections, we see that Internet access itself is not evenly distributed, resulting in Internet data overrepresenting younger users and those from developed countries. However, it’s not just the Internet as a whole that is in question, but rather specific subsamples of it. For instance, GPT-2’s training data is sourced by scraping outbound links from Reddit, and Pew Internet Research’s 2016 survey reveals 67% of Reddit users in the United States are men, and 64% between ages 18 and 29. Similarly, recent surveys of Wikipedians find that only 8.8–15% are women or girls"
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Hegemonic view of the world gets strengthened
"Thus at each step, from initial participation in Internet fora, to continued presence there, to the collection and finally the filtering of training data, current practice privileges the hegemonic viewpoint. In accepting large amounts of web text as ‘representative’ of ‘all’ of humanity we risk perpetuating dominant viewpoints, increasing power imbalances, and further reifying inequality."
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Static data - always changing world
"Developing and shifting frames stand to be learned in incomplete ways or lost in the big-ness of data used to train large LMs — particularly if the training data isn’t continually updated. Given the compute costs alone of training large LMs, it likely isn’t feasible for even large corporations to fully retrain them frequently enough to keep up with the kind of language change discussed here. Perhaps fine-tuning approaches could be used to retrain LMs, but here again, what would be required is thoughtful curation practices to find appropriate data to capture reframings and techniques for evaluating whether such fine-tuning appropriately captures the ways in which new framings contest hegemonic representations."
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They feed it beauty, ugly and cruel and expect only beauty.
"Birhane and Prabhu note, echoing Ruha Benjamin [15], “Feeding AI systems on the world’s beauty, ugliness, and cruelty, but expecting it to reflect only the beauty is a fantasy.” [p.1541]"
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Coherence in the Eye of the Beholder
"We say seemingly coherent because coherence is in fact in the eye of the beholder. Our human understanding of coherence derives from our ability to recognize interlocutors’ beliefs [30, 31] and intentions [23, 33] within context [32]. That is, human language use takes place between individuals who share common ground and are mutually aware of that sharing (and its extent), who have communicative intents which they use language to convey, and who model each others’ mental states as they communicate. As such, human communication relies on the interpretation of implicit meaning conveyed between individuals. The fact that human-human communication is a jointly constructed activity [29, 128] is most clearly true in co-situated spoken or signed communication, but we use the same facilities for producing language that is intended for audiences not co-present with us (readers, listeners, watchers at a distance in time or space) and in interpreting such language when we encounter it. It must follow that even when we don’t know the person who generated the language we are interpreting, we build a partial model of who they are and what common ground we think they share with us, and use this in interpreting their words."
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| Stiegler, B. (2019). The age of disruption: Technology and madness in computational capitalism. Cambridge, UK: Polity. |
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| Added by: alexb44 Last edited by: alexb44 28/09/2026, 08:23 |
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Everydayness is broken when the tool breaks, and the technical system reveals itself (Heidegger) "What he [Heidegger] shows is that the facticity of the world and of the epoch in which it presents itself becomes obvious and inevitable when there is an interruption of the technical element. This occurs, for example, when a tool we are using becomes broken: what is thereby revealed is the fragility of the technical element."
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Google align with transhumanism, the massive fault of weapons of math destruction "Google, inscribing all its projects into the context of transhumanism, which is ὕβρις par excellence, takes the statistical and probabilistic calculation of averages as its standard, and thereby in fact eliminates idiomatic linguistic difference, that is, diachronic and idiosyncratic variability. The digital reticulation of all noetic life hence becomes the new programme of artificial intelligence whose goal is to eliminate all (de)faults – starting with the (de)faults of language, that is, of speakers."
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Makes indirect (fairly direct) mention of silicon valley or tech bros
"But to reason in this way is precisely not to submit to the disruption promoted by Californian ‘digital business’. For there is such a submission, not yet to come, as the poisonous fantasies distilled by a culture and a business of fear would have it, but rather right now, as resignation in the face of the diktat of ‘radical innovation’ in the service of the ‘ecosystem’ centred on Californian ‘digital business’."
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We need some ecological critique "If we do not enact an ecological critique of the technologies and industries of the spirit, if we do not show that the unlimited exploitation of spirits as markets leads to a ruin comparable to that which the Soviet Union and the great capitalist countries have been able to create by exploiting territories or natural resources without any care to preserve their habitability to come – the future – then we move ineluctably toward a global social explosion, that is, toward absolute war."
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Gestell is the human view of the world as imposed by technics ... clocks, etc. "Today, the Christian calendar has been imposed throughout the entire world by all those clocks that synchronize every digital device – billions of devices, a huge number of which can be found in the pockets of terrestrial inhabitants connected by the industry of ‘cloud computing’, data centres, geostationary satellites and the algorithms of intensive computing, together forming what Heidegger called Gestell."
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Language is the most important mark of our secondary and primary retentions from childhood - but it is our very being "It is, however, by starting from this original proximity of my maternal (or paternal) facticity, of which language is the most remarkable mark, it is starting from this original proximity of my local culture, giving rise to the idiom that I embody not only by speaking but in everything, by ek-sisting, and that I try to be as an improbable singularity, it is only by starting from this proximity that I can begin to encounter this strange and therefore ‘foreign’ alterity, where I find the other in myself – what I have in the past referred to as myself-an-other [moi-l’autre] (beyond myself [moi-même]).45"
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"It is from this tension between what is closest to me and what is contained there already as the most distant (in the experience of what Walter Benjamin called the ‘aura’), it is through that which is most idios (ἴδιος) in my idiom, that is, most neganthropic, and that I encounter in the idiomaticity of other idioms or other idiosyncrasies, responding in their idiolect to what is already contained in my idiom, and as the closest (and which is its default), it is only thus that psychic individuation is possible."
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Individual individuation requires a we "Yet if we take Simondon seriously when he states that the psychic individual (the I) can individuate itself effectively only by participating in collective individuation (the we), then it is indeed necessary for there to be collective individuation, which can constitute itself only by distinguishing itself from other collective individuations, that is, through this collective identification that a we forms."
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Loss of reason "all singularities, all desires inasmuch as they constitute the negentropic capabilities of non-inhuman being qua Neganthropos. In losing these negentropic capabilities, non-inhuman being loses reason insofar as reason is, precisely, always and uniquely that which must not be lost in order to live, noetically, the consistence of existence."
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Data economy, big data, abusing transindividual relations
"What is new is the systematic exploitation and physical reticulation of interindividual and transindividual relations – serving what is referred to today as the ‘data economy’, itself based on data-intensive computing, or ‘big data’, which has been presented as the ‘end of theory’. This amounts to the full realization of barbarism in Adorno and Horkheimer’s sense, but they could surely never have imagined how far this would extend onto the noetic plane."
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Disruption - Brutal
"The automatic power of reticulated disintegration extends across the face of the earth through a process that has recently become known as disruption. Digital reticulation penetrates, invades, parasitizes and ultimately destroys social relations at lightning speed, and, in so doing, neutralizes and annihilates them from within, by outstripping, overtaking and engulfing them. Systemically exploiting the network effect, this automatic nihilism sterilizes and destroys local culture and social life like a neutron bomb: what it dis-integrates, it exploits, not only local equipment, infrastructure and heritage, abstracted from their socio-political regions and enlisted into the business models of the Big Four, but also psychosocial energies – both of individuals and of groups – which, however, are thereby depleted."
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Dasein - understanding a being has of their own there-being. Gilles technical system here is the system as a whole between humans and technology "In a singular situation and by a path that I will retrace in summary in Chapter 5 [...] I came to the point of myself positing that what the philosophers call the epokhē – such that it lies at the origin of a conversion of the gaze, of a change in the way of thinking, and, through that, of a transformation of what Heidegger called ‘the understanding that there-being (Dasein) has of its being’ (which, as we will see, consists in the individual and collective production of ‘circuits of transindividuation’) – this philosophical and more generally noetic epokhē (produced by a new form of thinking in general) is always the outcome of a techno-logical upheaval, itself derived from what Bertrand Gille described as a change in the technical system."
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The will cant keep up with automatic protentions - erases chance of 'natural' human becoming "Disruption renders will, wherever its source, obsolete in advance: it always arrives too late. What is thereby attained is an extreme stage of rationalization, forming a threshold, that is, a limit. What lies beyond this limit remains unknown: it destroys reason not only in the sense that rational knowledge finds itself eliminated by proletarianization, but in the sense that individuals and groups, losing the very possibility of existing (for their existence depends on being able to express their will), losing therefore all reason for living, become literally mad, and tend to despise life – their own and that of others. The result is the risk of a global social explosion consigning humanity to a nameless barbarism."
Continues...
The automatic protentions define our will and desires we have no chance to fight back "Disruption moves quicker than any will, whether individual or collective, from consumers to ‘leaders’, whether political or economic.28 Just as it overtakes individuals via digital doubles or profiles on the basis of which it satisfies ‘desires’ they have most likely never expressed – but which are in reality herd-like substitutes depriving individuals of their own existence by always preceding their will, at the same time emptying them of meaning, while feeding the business models of the data economy – so too disruption outstrips and overtakes social organizations, but the latter recognize this only after the fact: always too late."
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'Civilisational progress' "When reason is lost, all those technological powers that we hold in our hands as ‘civilizational progress’ become weapons of destruction through which this ‘civilization’ reveals the barbarism it contains. This is the key pharmacological question to be addressed in the epoch of disruption."
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Data providers (cloud serfs) stripped of their own protentions. Algorithms intercept psychic protentions and define them for people with automatic protentions "These individuals and groups are thus transformed into data-providers, de-formed and re-formed by ‘social’ networks operating according to new protocols of association. In this way, they find themselves disindividuated: their own data [données], which also amounts to what we call (in the language of the Husserlian phenomenology of time) retentions,25 enables them to be dispossessed of their own protentions – that is, their own desires, expectations, volitions, will and so on."
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Marketing (the rich) are in charge "By massively modifying the processes by which collective secondary retentions are interiorized, where the latter are themselves methodically and industrially produced according to the dictates of the behavioural models conceived by marketing, the industry of cultural goods itself became the prescriber of the circuits of transindividuation constituting the ‘second epokhal moment’ of the techno-logical epokhē produced by the technical system based on analogue tertiary retention."
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The digital retention too is a pharmakon. "What is massified today is no longer the criteriology by which primary retentions are selected, which was achieved by standardizing secondary retentions: it is the formation of circuits between secondary retentions via intensive computing, capable of treating gigabytes of data simultaneously, so as to extract statistical and entropic patterns that short-circuit all genuine circuits of transindividuation – where the latter would always be negentropic, that is, singular, and as such incalculable: intractable."
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There is no current epoch
"In the contemporary epoch of the absence of epoch, the role of digital tertiary retentions in the intergenerational (non)relationship, and in the (non)formation of collective retentions and protentions, is both perfectly obvious and totally escapes comprehension – because there is no longer any adjustment between the new technical system and the social systems. Far from adjusting the social systems by reshaping them to suit a ‘new epoch’, the technical system short-circuits them and, ultimately, destroys them."
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Change of technicsl system leads to new epoch which leads to consequences of various kinds, new ways of thinking, doing, and ultimately new protentions by reconfiguring the retentions of the past "When a change of technical system occurs – in Bertrand Gille’s sense – the epoch from which it originated comes to an end: a new epoch emerges, generally at the cost of military, religious, social and political conflicts of all kinds. But the new epoch emerges only when – on the occasion of these conflicts, and due to the loss of the salience of the preceding epoch’s knowledge and powers of living, doing and conceiving – new ways of thinking, new ways of doing and new ways of living take shape, which are ‘new forms of life’ in Georges Canguilhem’s sense, on the basis of precursors reconfiguring the retentions inherited from the earlier epoch into so many new kinds of protention."
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New epoch, new expectations then... how are they formed "These new kinds of protention are new expressions of will, which we must understand here in the sense of the Greek βουλή (which is both the will of the citizen and that of the city), and constitute new forms of expectation (ἐλπίς) – that is, of desire and of the economy from which it stems: the libidinal economy, from which emerges, then, a new epoch. An epoch is always a specific configuration of the libidinal economy, organized around the ensemble of tertiary retentions (that is, around the technical supports of collective retention) that form, through their arrangement, a new technical system, which is always also a retentional system."
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What lead to automatic society "These cardinalities and calendarities have been not only upset, but literally overturned by the advent of the culture industry, and yet more by digitalization as the convergence of telecommunications, the audiovisual and computing, a convergence that leads to reticulated, automatic society."
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Positive collective protentions "It is impossible to live in a society without positive collective protentions, but the latter are the outcome of intergenerational and transgenerational transmission. Such protentions – which belong to what the Greeks in the age of Hesiod called elpis (ἐλπίς), a word that means expectation [attente], both as hope and as fear, and which is the condition of attention – are the boundaries and boundary markers of the care that must be taken of the world (κόσμος)."
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Heidegger and existing "Expressing this in the language of phenomenology, and returning to questions emerging from Martin Heidegger’s existential analytic, we could say that for Florian [Young man he uses to exemplify a loss of reason to live], no positive collective protention is possible: there is no protention other than the end of all protention, that is, the end of all dreams and any possibility of realizing them. Florian’s vision of the world and of his future is entirely subject to an absolutely negative protention: the complete disappearance of humankind."
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| Nony, A. (2024). Proletarianization of the mind: A media theory of artificial intelligence after Simondon and Stiegler. Tropos. Rivista di Ermeneutica e Critica Filosofica, 16(1), 116–136. |
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| Added by: alexb44 Last edited by: Mark Grimshaw-Aagaard 28/09/2026, 07:49 |
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| Tinnell, J. (2015). Grammatization: Bernard Stiegler's theory of writing and technology. Computers and Composition, 37, 132–146. |
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| Added by: alexb44 Last edited by: Mark Grimshaw-Aagaard 26/09/2026, 09:52 |
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Flux -> discrete elements. These elements allows disruption, transformation, reconfiguring the flux
"[...] the shift from hand-tools to factory machines is a process of grammatization, and so is genetic engineering—cells and organs become replicated and revised like a kind of alphabet. In every case, a continuous flux (e.g., speech, the body, the genome) becomes broken down into a system of discrete elements (e.g., alphabetic characters, mechanical systems, recombinant DNA sequences). And, in every case, the latter’s emergence always disrupts, transforms, and reconfigures the former"
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Culture cannot keep up with technology though they're indivisible since all social practices and institutions have a technological basis
"Simply put, permanent innovation names a historical condition in which technical invention outpaces cultural adaptation (Stiegler, 1998, p. 15). This is not to suggest that technology and culture are divisible; for Stiegler, all social practices and institutions have a technological basis. Precisely because of this interdependence, the adoption of a new cultural technology precipitates the obsolescence, to greater and lesser degrees, of traditions that were developed in conjunction with the affordances of a becoming-obsolete technology. While this sort of technocultural evolution is evident throughout history, technical invention became infused with entirely unprecedented levels of resources and investments starting with the industrial revolution, during which economic incentives abounded to transform scientific knowledge from an academic pursuit into a lucrative industrial research and development enterprise (Stiegler, 1998, p. 40). As such, industrial technical invention has come to outpace conceptual innovation in other social systems such as law, government, and education"
Research turned ito a lucrative industrial research. This is still true with AI, perhaps more than ever, and it (mostly) hides under the guide of doing science that will help humanity as a whole. Importantly, regulation of AI as it is developing shows this very well - it cannot keep up at all.
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The internet is our collective memory. We do not understand the influence of technics, yet have to make decisions with and about them constantly
"The computer revolution continues to intensify this rift as industrial activities turn toward the production of information technologies that archive, manage, and structure individual and collective memory [my emphasis]. The rapid evolution of global networks increasingly disorients and scrambles the traditions, conventions, and practices that have defined national institutions over previous centuries. Stiegler (1998) described this widespread sense of disorientation:
[W]e are experiencing the deep opacity of contemporary technics; we do not understand what is being played out in technics, nor what is being transformed therein, even though we unceasingly have to make decisions regarding technics. . [I]n day to day technical reality, we cannot spontaneously distinguish the long-term processes of transformation from spectacular but fleeting technical innovations. (p. 21)"
This is arguably even more dire with LLMs - their impact on our collective memory (touched on in a musing below) is inevitably going to be profound, and I think pernicious.
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Why grammati[s]ation?
"Focusing on grammatization can help digital rhetoricians “distinguish the long-term processes of transformation from spectacular but fleeting technical innovations” (Stiegler, 1998, p. 21), and, most importantly, help us to identify robust categories of production and analysis integral to a variety of contemporary rhetorical situations. Electracy and remediation, I will argue, have only circled around this latter task."
Goes on to show how remediation functions primarily as a genealogy of a given technology/medium, and therefore fail to account for what is actually new about new media.
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Technology constitute our experience and therefore our means of human becoming.
"Stiegler postulated that to study emerging media and writing technologies was to attend to the constitutive forces that condition the possibilities of human becoming, which were always shifting from epoch to epoch, especially in permanent innovation societies. Accordingly, his realignment of techno-human relations put writing at the epicenter of contemporary and projected cultural and ontological transformations. Humans, as a species, were not born into the world already equipped with mature cognitive capacities; these capacities developed over time in a transductive relationship with Neolithic technics, and they are still developing today hand in glove through our collective play with contemporary technics. Informed by philosopher Gilbert Simondon, Stiegler routinely defined technics as organized inorganic matter.” The term refers both to the history of fabricated objects (e.g., flint, hammers, pencils, computers) and to the domain of techne: the techniques and practices involved in making (something with) technology. Technics are more than merely a part of the environment humans inhabit; technics constitute—not determine—our experience on every possible level, from retention to anticipation, and from cultural history to genetics."
The "organised inorganic matter" comes directly from Simondon - computers, and LLMs by extension - are the same as hammers in this sense.
Similar to postphenomenology of Ihde and Verbeek
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Humans and tech co-evolve through grammatisation
"Stiegler (2010a) asserted that “the static oppositions of Western metaphysics must be replaced by dynamic compositions: one must think in terms, not of hierarchies or totalizing systems, but of processes.” (p. 69). Beyond the dialogic sense of co-evolution, Stiegler circumvented the persistent opposition between humanity and technology that proponents of technogenesis still employ.3 Instead, critical attention starts by studying the constitutive processes that underwrite so-called humans and technologies—before considering them as separate, already-constituted entities. These constitutive processes, in Stiegler’s lexicon, are called processes of grammatization."
Again very similar to postphenomenology, which states the exact same thing-tech form humans form tech. Seems also quite like Simondon's concept of individuation, but in slightly different terms.
This is one issue I take with the extended mind thesis - Clark especially believes we are natural born cyborgs, but fails to account for what might be lost when we replace certain cognitive functions with technics - the technologies only appropriate, but if they assume the position of a cognitive function, then our cognitive function matches that of the technology regardless of whether it is the same or not.
...This I suppose is the essence of simulacrum?
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Gramme are the fabric of human becoming, historical change, social organisation
"Stiegler, even more than Derrida, professed to see life in the world—human becoming, historical change, social organization—as the evolution and play of gramme (the Greek word for “written mark”). What atoms are to physicists, gramme are to Stiegler."
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Writing gave way to technical memory
"Gradually, the introduction of alphabetic writing furnished the Greeks with a new form of tertiary retention (or technical memory), and hence a new medium for educational practices. The students of early manuscript cultures (an elite group, to be sure) could inscribe the word into relative permanence, and do it without emotional identification, regular recitation, or a harmonious and mimetic style (the essential technics of oral poetry). Sharing the burden of memory with alphabetic writing materials, they were able to move from acts of recitation to exercises in abstraction (Havelock, 1963). More generally, grammatization “is the production and discretization of structures;” the formalization of a new gramme accrues through metonymic invention, whereby a part becomes detached from the whole of a continuous flux (Stiegler, 2011, p. 173)."
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Grammatisation can be used for all tech.
"Stiegler stretched grammatological theory even further, adapting it into a basis for understanding all manner of technical systems beyond those traditionally regarded as writing or communication technologies. In our age of ubicomp, this move is incredibly pertinent. Increasingly, more everyday objects are becoming smart objects, everyday practices are becoming digitally supplemented, and technics in every domain are becoming mnemotechnics (i.e., systems capable of capturing, storing, and sharing information). From an expanded notion of writing, Stiegler prompted us to recognize the expansive array of contemporary artif(acts) that now operate as gramme."
I think there's a case to be made that in many cases it doesn't just supplement, but supplant. Meta glasses being able to 'find' hidden keys means we don't even need to keep track of our keys (if anybody has keys nowadays).. What does that mean for instance for physical organisation? Who cares if our glasses are always there to be our eyes?
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Grammes relate also to embodiment. Proletarianisation occurs through grammatising the labourer's gesture (action).
"This suggestive dimension of Stiegler’s (2012a) thought stems from his belief in a general interplay of gramme and gestures: “To separate the question of language, alphabet, photograph, cinematograph, audio recording, and so on from all the questions of gestures is a very big error.” Words, images, sounds: these are not the only gramme. According to Stiegler, some of the most important processes of grammatization—historically and especially today—involve the becoming-gramme of territories, bodies, and even cells. In addition to writing by virtue of bodily gestures, our seemingly non-discursive bodily gestures—by virtue of machines—can produce writing of sorts, to the extent that such gestures are been broken down from the flow of muscular continuity, detached from our bodies and iterable in their absence. For instance, the gesture or action of hammering a nail can be performed by a discreet and replicatable machinic configuration, just as the letters of the alphabet can be arranged to record a speaker’s every word. In grammatizing the laborer’s gesture, industrialization precipitates proletarianization, or “the loss of know-how” on the part of laborers (Stiegler, 2010a, p. 71). "
One important aspect here (ignoring the pride the workman takes in his physical labour, which is also important), is that assessing the quality of knowledge work (writing) is very difficult because it is inherently ambiguous. It's quality lies also in what was learned in the process (similar to the workman, but with differences). In this sense, the hammer goes in regardless of whether it is done by the workman or the machine, but with knowledge work, though the outcomes might functionally produce a similar bit of text (big if), then they are still not the same.
... continues
"For Stiegler, industrialization thus constitutes a pivotal stage of grammatization, which becomes intensified by digitization as industrial resources and investments center on the programming of behavioral models engendered through the production and commoditization of audiovisual media. Whereas prior grammatization processes dealt primarily in the “sphere of language, of logos” throughout much of writing’s history, industrialization “came to invest [in] the sphere of bodies,” and the age of mass media turned mechanization toward “apparatus-dependent reproducibilities of the visible and the audible” (Stiegler, 2010a, p. 70). "
RLHF workers for AI companies are literally filming everything to be able to automate every single human function (also the very point of meta glasses and the goal of that horrendous company). Ironically for text-training, some of these workers were fired for using AI to do their job - AI verifying AI leads to model collapse. There might also be another link here. Though prolitarianisation focuses on the labourer's know-how, Albert Borgmann's device paradigm says that something else is lost (for the consumer) when we let machines take over tasks.
The question is more so one of automation - what do we lose when we automate certain tasks? Not merely in the actual quality of the work, which in some cases would be actual gains, but in terms of things like skills, quality of life, expertise and deep knowledge of institutions and projects...
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Link to Borgmann's Device.
"Today, runners wearing a Nike+ sensor generate a digital data visualization as they run; each stride produces an indexical trace recorded and stored on an online database. They run, and their running generates computing, writing, or data in real-time. In addition to more traditional mnemotechnics, grammatization now engulfs all manner of machines, which variously enable and delimit a general writing of particular gestures and embodied activities. Defining all writing technologies as pharmakon, Stiegler (2011) warned that hyperindustrial investment in digital machines was contributing to a general proletarianization of the consumer’s existence to an even more pervasive extent than the industrial investment of factory machines effected a proletarianization of the worker’s labor."
Very much in line with Borgmann's device paradigm - something is lost in the consumer's existence.
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Technics change our becoming human, even if they only offer an appropriation of what they supplement/supplant.
"Ultimately, Stiegler’s grammatological analysis of (hyper)industrial activities suggests an altogether different account of technical evolution and techno-human relations than the familiar notion of augmentation, which models all technologies as prosthetic extension of innate human capabilities. Conceived as processes of grammatization, the organization of inorganic matter that technologies are results not from “an extension of man” but an appropriation, a writing, defined by its disjunction from the continuity of a flux or movement, human or otherwise. Once disjointed and inscribed autonomously as inorganic matter, the movement becomes a gramme and, therefore, unfolds by the logic of the supplement and the nuclear traits of (arche-)writing. Theories rooted in augmentation cannot account for the autonomous, iterability of technics and their originary, constitutive force within the development of cultural practices, social organization, and even the human body itself."
This to me is a core issue of LLMs. They essentially outsource (downright supplant) thinking, but they're not thinking, so a person heavily reliant on LLMs do their thinking in the exact same manner as an LLM. For instance, in the original extended mind thesis paper by Chalmers and Clark, they show that keeping a notebook works directly as supplanting memory for a patient who can't remember. But the function of this person's memory is then also 'reduced' (arguably - some would argue augmented in some instances) to whatever the technology offers.
Typing speeds up recording of thoughts, but by doing so limit the time for thinking, making it suitable for recording ideas in a flow to later be organised and reflected upon, but offers no advantages, and definitely some disadvantages, for doing work that requires a deep, slow understanding - for instance note taking, writing a paper... (digital storage, collaboration practices, etc. in this case are different from the writing practice itself)...
Above - "a writing" refers then to the reduction of the physical world to symbols? It changes the very fabric of society and humanity and therefore, as stated, cultural practice, social organisation, even the human body.
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Supplements are originary to human becoming
"Supplements, such as writing technologies, are originary to human becoming; the exteriority of technics exceeds and conditions the interior life of the mind, “the already-there inhabits invention itself” (Stiegler, 2009, p. 42). "
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Grammatisation allows the analysis of techne to see what actually disrupts established gramme.
"Amid permanent innovation, one can approach changes in techne from the standpoint of Stiegler’s episteme (i.e., grammatization), in order to identify which processes of change actually disrupt established gramme and, in so doing, contribute the emergence of new gramme. Such becomes the criteria by which to evaluate and describe the (lack of) significance that any given permutation bears for the history and future of writing and rhetoric. If an apparent technological innovation does not markedly disrupt the history of supplementarity, or extend its logic to new domains, then it will not likely hold significance for digital rhetoric moving forward"
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Grammatisation uses historical view (genealogy) like remediation, but also looks ahead.
"Grammatization, however, works rigorously on both sides of this dichotomy, oscillating between precedent and novelty. Media evolution is conceived as a matter of metonymic invention, whereby some part becomes detached from a continuous whole. This part, now discrete and iterable apart from the whole, acts as a gramme, which is to say it embodies the technics of writing, manifesting the logic of supplementarity within new spheres of practice. "
Another description of grammatisation as media evolution.
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How grammatisation uses history
"By contrast, grammatological analogies, which juxtapose the history and technics of writing with the present state of digital media, refer to older media with the aim of pinpointing:
1) disruptive or unprecedented aspects of emerging technologies, and
2) urgent tasks for theorists and practitioners concerned withthe cultural development of such technologies.
Comparing different processes of grammatization becomes a generative ground for conceptual invention, not a means of legitimating a myth of origin (like with remediation)
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Blame not the medium
"YouTube—or, more accurately, the process of grammatization we can ascertain from its emergence—shows that electronic and digital media have not hopelessly handed over culture to the culture industry. In short-circuiting processes of collective individuation, the consumerist model of the cultural industry is the threat to democracy—not audiovisual production in and of itself, which is ultimately a pharmakon (Stiegler, 2010b)"
As I understand this - - - blame not the actual medium, but the conditions around it, because the medium is a pharmakon, meaning it can be both remedy and poison. This seems more true than ever - stealth adds through AI influencers, and earlier regular influencers, would have little incentive (beyond trolling, I suppose) unless it could generate income for the person doing it.
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The tech itself doesn't reveal it's full capabilities (good or bad).
"Stiegler (2010b) claimed that “in its first stages of development, writing doesn’t produce any reflexivity” (p. 44), as he pointed out that cuneiform was performed exclusively by an elite class of scribes whose primary tasks focused on accounting and administrative recordkeeping."
This is also what postpheonmenology posits, namely that tech cannot be seen outside of how it is actually used. It's capabilities reveal themselves over time to reflect the needs and values of those who use them, and that would include the conditions surrounding it - as such, no tech is inherently evil.This is a sort of psychic and collective individuation.
...but perhaps a tech (like LLMs) have no actual use-case in which they are good?
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| Rooney, N. J., Bradshaw, J. S. W., & Robinson, I. H. (2000). A comparison of dog–dog and dog–human play behaviour. Applied Animal Behaviour Science, 66(3), 235–248. |
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| Added by: Mark Grimshaw-Aagaard Last edited by: Mark Grimshaw-Aagaard 26/09/2026, 08:26 |
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From the conclusions in which they claim that dog-dog play has motivational differences and structural differences.
"Dog–human games are frequently claimed to have effects upon the relationship between the players. Consistently allowing a dog to win games is alleged to result in the dog perceiving itself as stronger than its owner, leading to subsequent conflict and behavioural problems McBride, 1995. This idea is based on extrapolation of intraspecific behaviours, particularly those of the wolf. Winning possession of toys is described as simulating the winning of the battle for the best meat at the end of a pack hunt Appleby, 1997, p. 182., which can have consequences for the social hierarchy. This idea assumes that play is a contest and the goal is to possess the toy. Although this was the case during dog–dog play, we saw no evidence for it during dog–human play. Since dogs react differently to human and dog play partners, we see no reason to assume that the consequences of dog–human games are the same as dog–dog games. Decreased competitiveness may mean that the outcome of dog–human games is less likely to affect the players’ relationship than has been suggested by some authors."
Appleby, D., 1997. Ain’t Misbehavin: A Good Behaviour Guide for Family Dogs. Broadcast Books, Bristol.
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| Dillet, B. (2017). Proletarianization, deproletarianization, and the rise of the amateur. boundary 2, 44(1), 79–105. |
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| Added by: alexb44 Last edited by: alexb44 25/09/2026, 09:11 |
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| Moon, K., Kushlev, K., Bank, A., Luttges, B., Viskontas, I., & Kaufman, J., et al. (2026). The link between diverse words and original ideas is weakening in the AI-era college admissions. |
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| Added by: alexb44 Last edited by: Mark Grimshaw-Aagaard 25/09/2026, 08:35 |
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| Crogan, P. (2010). Bernard stiegler: Philosophy, technics, and activism. Cultural Politics, 6(2), 133–156. |
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| Added by: alexb44 Last edited by: alexb44 25/09/2026, 04:24 |
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Relational Ontology - Co-constitution between humans and technics
"Without subscribing to a technological determinist position – for him there is no value in trying to oppose cultural or technological factors to each other in searching for some original condition of human–technical becoming – he will propose that the constitutive condition of human cultural development is one that is always already dis-adjusted, moving toward a metastabilization that is always conditional. It is a core claim of Stiegler’s work that the “who” and the “what” must not be thought in oppositional terms (Stiegler 1998: 177–8). Human and technics compose together a dynamic of mutual becoming."
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There's a memorial aspect to every tool
"For Stiegler, Heidegger fails to follow his own analysis to the realization that technical objects are indispensable to the human experience of time. If as Heidegger argues Dasein is time, as temporality, that is, as remembering and anticipating from an always “enchained” present moment, then this is on the basis of its technically conditioned encounter with the world. The tool, the technique – and in this view both language and material objects are co-implied, composed in human being – are always memories whose deployment is always in anticipation of an outcome [my emphasis]. The knapped flint or the hammer preserves the memory of the gestures which produced it. As a medium or milieu of human existence, temporality is constituted out of this anticipatory projection from a past recollected on the basis of technical facticity. The development of tools and techniques specifically dedicated to support memory, which Stiegler calls “mnemotechnics,” from imaging to storytelling to writing to the digital database, are a specialization of the memorial aspect of every tool."
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| Araújo, D., & Davids, K. (2011). What exactly is acquired during skill acquisition? Journal of Consciousness Studies, 18(3-4), 7–23. |
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| Added by: alexb44 Last edited by: alexb44 23/09/2026, 10:49 |
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