It has been recently demonstrated that yeast cells are able to partially regress chromosome segregation in telophase as a response to DNA double‐strand breaks (DSBs), likely to find a donor sequence for homology‐directed repair (HDR). This regression challenges the traditional concept that establishes anaphase events as irreversible, hence opening a new field of research in cell biology. Here, the nature of this new behavior in yeast is summarized and the underlying mechanisms are speculated about. It is also discussed whether it (...) can be reproduced in other eukaryotes. Overall, this work brings forwards the need of understanding how cells attempt to repair DSBs when transiting the latest stages of mitosis, i.e., anaphase and telophase. (shrink)

Les bris de machines constituent un type de violence récurrent en Angleterre et en France au début de l’ère industrielle. Ce type de violence contestataire a été peint essentiellement sous les traits d’une pratique masculine, impliquant le triomphe d’une conception virile des rapports sociaux et des conflits du travail. Loin d’être marginales ou invisibles, les femmes sont pourtant bien présentes dans ces conflits, à la fois comme auxiliaires des hommes mais aussi comme actrices de plein droit insurgées contre les machines (...) qui portent atteinte à la production domestique et à leur mode de vie. En examinant le genre des bris de machines, il s’agit à la fois de suivre comment les machines requalifient en termes sexués le travail, avec des différences importantes selon les secteurs et les régions, mais aussi comment interviennent les identités de genre dans le façonnement des protestations populaires au début de l’âge industriel. (shrink)

The United Nations ‘Transforming our world: the 2030 Agenda for Sustainable Development’ lays out 17 Sustainable Development Goals to address a range of global issues related to the future of the planet and human well-being. Critics, however, argue that the Agenda, a complex product of multi-stakeholder governance, in its drive to accommodate many competing voices, is overloaded with weakly defined, overlapping and contradictory issues, concepts and buzzwords. These serve to gloss over actual concrete global problems and forces, concealing an underlying (...) free-trade ideology. In this paper, using Multimodal Critical Discourse Analysis, we draw attention to the nature of the documents used to communicate the Agenda. These documents comprise an edifice of self-referential texts that rely heavily on infographics, bullet points, charts and tables. Such formats appear to helpfully simplify, distil information and break things down into workable components. But, we show, through the affordances of these formats, the the vagueness of buzzwords, contradictions and lack of clear causalities can be glossed over, presenting the Agenda as a highly technical, engaging, and above all moral process. These formats are important, therefore, for the legitimization and rhetorical power of the Agenda, necessary for its take-up by governments and organizations around the world. (shrink)

Electronic gambling machines are among the most harmful forms of gambling. The structural characteristics of EGMs prolong and reinforce gambling similarly to other habit-forming technologies. In Finland, the wide availability of EGMs in non-casino locations is likely to further reinforce the habit-creating nature of gambling offer by incorporating EGMs into everyday practices. The COVID-19 pandemic changed the landscape of gambling in Finland. The most visible change was the closure of land-based EGMs in non-casino environments, arcades, and the casino in March (...) 2020. Since then, the status of EGMs has varied depending on the pandemic situation. The current qualitative study focuses on how Finnish past-year gamblers experience prolonged EGM closures and occasional re-openings 1 year into the pandemic. The data consist of responses to an online questionnaire eliciting experiences as well as interviews. To aid our analysis, we employ the sociological pragmatist theory of the concept of “habit.” The analysis focuses on gambler experiences on EGM shutdowns and re-openings, and views on whether closures have contributed to abstaining from gambling or to shifting to other gambling products. Policy implications of the results are discussed. (shrink)

As machines take over more tasks previously done by humans, artistic creation is also considered as a candidate to be automated. But, can machines create art? This paper offers a conceptual framework for a philosophical discussion of this question regarding the status of machine art and machine creativity. It breaks the main question down in three sub-questions, and then analyses each question in order to arrive at more precise problems with regard to machine art and machine (...) creativity: What is art creation? What do we mean by art? And, what do we mean by machines create art? This then provides criteria we can use to discuss the main question in relation to particular cases. In the course of the analysis, the paper engages with theory in aesthetics, refers to literature on computational creativity, and contributes to the philosophy of technology and philosophical anthropology by reflecting on the role of technology in art creation. It is shown that the distinctions between process versus outcome criteria and subjective versus objective criteria of creativity are unstable. It is also argued that we should consider non-human forms of creativity, and not only cases where either humans or machines create art but also collaborations between humans and machines, which makes us reflect on human-technology relations. Finally, the paper questions the very approach that seeks criteria and suggests that the artistic status of machines may be shown and revealed in the human/non-human encounter before any theorizing or agreement takes place; an experience which then is presupposed when we theorize. This hints at a more general model of what happens in artistic perception and engagement as a hybrid human-technological and emergent or even poetic process, a model which leaves more room for letting ourselves be surprised by creativity—human and perhaps non-human. (shrink)

Raunig develops a philosophy of dividuality as a way of addressing contemporary modes of production and forms of life. The animal of the molecular revolution will be neither mole nor snake, but a drone-animal-thing that is solid, liquid, and a gas. —from Dividuum As the philosophical, religious, and historical systems that have produced the “individual” (and its counterparts, society and community) over the years continue to break down, the age of “dividuality” is now upon us. The roots of the concept (...) of the “dividuum” can be traced back to Latin philosophy, when Cicero used the term to translate the “divisible” in the writings of Epicurus and Plato; later, medieval scholars utilized the term in theological discussions on the unity of the trinity. Grounding himself in the writings of the medieval bishop Gilbert de Poitiers and his extensive commentaries on Boethius, Gerald Raunig charts a genealogy of the concept and develops a philosophy of dividuality as a way of addressing contemporary modes of production and forms of life. Through its components of dispersion, subsistence, and similarity, dividuality becomes a hidden principle of obedience and conformity, but it also brings with it the potential to realize disobedience and noncompliant con/dividualities. Raunig's bad news is that dividuality is responsible for much of the intensified exploitation and enslavement taking place under contemporary machinic capitalism. Algorithms, derivatives, big data, and social media technology all contribute to the rampant expansion of divisive management strategies and desires for self-division. The good news, however, is that this same terrain of dividuality presents an opportunity for a new kind of resistance, one that can be realized in the form of con/division. (shrink)

Machine generated contents note: -- Acknowledgements -- PART I: WHAT HAPPENED? -- Inheriting from Seattle -- What Are We Dealing With? -- Daring to be Pragmatic -- Infernal Alternatives -- Minions -- PART II: LEARNING TO PROTECT ONESELF -- Do You Believe in Sorcery? -- Leaving Safe Ground -- Marx Again... -- To Believe in Progress No Longer? -- Learning Fright -- PART III: HOW TO GET A HOLD? -- Thanks to Seattle? -- The Trajectory of an Apprenticeship -- (...) Fostering New Connections -- Sorry, but we have to -- Reactivating History -- PART IV: NEEDING PEOPLE TO THINK -- A Cry -- Interstices -- Ecosophy -- Political Creation -- Empowerment -- Reclaim -- Above All, Not to Conclude -- Index. (shrink)

Luddism constituted a phase in English social history between 1811 and 1817, a phase marked by a remarkably widespread phenomenon of machine-breaking. Ignored for generations, and subsequently the object of denigration, Luddism came in for a reevaluation in E. P. Thomson's book The Making of the English Working Class (1963), which fused a “Marxist” political perspective and the acutest requirements of historical scholarship. In subsequent research, these two perspectives have drifted apart. On the one hand, Thomson's historiographical heirs (...) no longer subscribe to their predecessor's militant stance. On the other, those researchers whose active commitment to the cause of political ecology since the 1990s had led them to inject urgency into the historiographical debate, have proved less convincing in terms of their contribution to historical scholarship. Luddism remains nevertheless a contemporary issue, both in historiography and in political philosophy. (shrink)

This article will rework the classical question ‘Can a machine think?’ into a more specific problem: ‘Can a machine think anything new?’ It will consider traditional computational tasks such as prediction and decision-making, so as to investigate whether the instrumentality of these operations can be understood in terms of the creation of novel thought. By addressing philosophical and technoscientific attempts to mechanise thought on the one hand, and the philosophical and cultural critique of these attempts on the other, (...) I will argue that computation’s epistemic productions should be assessed vis-à-vis the logico-mathematical specificity of formal axiomatic systems. Such an assessment requires us to conceive automated modes of thought in such a way as to supersede the hope that machines might replicate human cognitive faculties, and to thereby acknowledge a form of onto-epistemological autonomy in automated ‘thinking’ processes. This involves moving beyond the view that machines might merely simulate humans. Machine thought should be seen as dramatically alien to human thought, and to the dimension of lived experience upon which the latter is predicated. Having stepped outside the simulative paradigm, the question ‘Can a machine think anything new?’ can then be reformulated. One should ask whether novel behaviour in computing might come not from the breaking of mechanical rules, but from following them: from doing what computers do already, and not what we might think they should be doing if we wanted them to imitate us. (shrink)

Futurism is famous for promoting “the art of noise” in its manifestos, serate (theatrical evenings), poetry, music, and visual art. Noise appears in Futurism as an avatar of the machine age, as a means of assaulting the senses of complacent audiences, and as a sign of the conflict inherent in matter. Beginning with the “Founding and Manifesto of Futurism” of 1909, where the noises of the street galvanize Marinetti and his friends to break out of a prison-like domestic space, (...) to early paintings representing the vibrations of music/noise by Balla, Severini, Carr , and Russolo, to Russolo's 1913 manifesto “The Art of Noises” and his invention of a series of “noise tuners,” discordant sound played a vital role in Futurist art and politics. Often it was associated with moments of rebirth or awakening to new forms of consciousness, as in Russolo's noise score “Awakening of the City,” but it could also signify the destruction of life, as in Marinetti's Zang Tumb Tuuum . It served both to shatter older forms of perception based on notions of order and harmony, and to instantiate the violence the Futurists believed was inherent in matter as well as in social life. It allowed repressed energies to be released, but also sought to re-channel these energies towards the integration of man and machine, flesh and metal, war and the universe of matter. (shrink)

Information security is perceived as an important and vital aspect for the survival of any business. Preserving user identity and limiting the access of web resources only to the humans and restricting ‘bots’ is an ever challenging area of study. With the increase in computing power and development of newer approaches towards circumvention and reverse-engineering, the recognition gap present between the machines and the humans is said to be decreasing. Turing test and its modified versions are in place to deal (...) with such problems and ways to resolve them by developing complex algorithms for bot prevention systems like CAPTCHA (Completely Automated Public Turing test to tell Computers and Humans Apart). This paper will deal with the use of “Machine Vision” for judging the ability of the machines to compete with humans in breaking sequences of security systems like CAPTCHA. Reverse Turing test will be put to practise here. Complex image recognition technologies and novel approaches towards using Human interactive proofs (HIP) are discussed. The progress of Turing test over the past 60 years has been paid due attention at the end. After all this experimentation, it can be said that the current machine vision is quite poor and is far worse than it is expected to be. (shrink)

In 1738, Jacques Vaucanson unveiled his masterpiece before the court of Louis XV: a gilded copper duck that ate, drank, quacked, flapped its wings, splashed about, and, most astonishing of all, digested its food and excreted the remains. The imitation of life by technology fascinated Vaucanson's contemporaries. Today our technology is more powerful, but our fascination is tempered with apprehension. Artificial intelligence and genetic engineering, to name just two areas, raise profoundly disturbing ethical issues that undermine our most fundamental beliefs (...) about what it means to be human. In The Vital Machine, David Channell examines the history of our relationship with technology and argues that, while the resolution of these issues may not be imminent, a philosophical framework for dealing with them is already in place. The source of our fears, he suggests, lies in an outmoded distinction between organic life and machines, a distinction rooted in the two world-views that have defined and guided Western civilization: the mechanical and the organic. The mechanical view holds that the universe is basically a machine--we can understand it by breaking it down into its smallest components. Even organisms are machines. The organic view claims that there is something more, some vital, directive force. The whole is more than just the sum of its parts. Even machines are organisms. Channell presents these polar views in a fascinating chronicle of human thought and achievement, ranging over the discoveries of Galileo, Copernicus, Newton, and Einstein, the philosophies of Plato, Descartes, Kant, and Marx, the fields of alchemy, physics, astrology, and biology. We see not only how the two views progressed independently, but also how they influenced each other, not only how they persisted, but also how they changed. Most fascinating of all, we follow the emergence of a third, all-embracing world view as developments in genetics, relativity, quantum mechanics, and computer intelligence force both science and philosophy to come to a more complex understanding of the universe. As a central metaphor for this third view Channell proposes "the vital machine." And in this stimulating work by the same name, he reveals how this new metaphor may provide us with the philosophical understanding we need to address the ethical issues our science has created. (shrink)

This paper is a review of the work that has been carried out on machine consciousness. A clear overview of this diverse field is achieved by breaking machine consciousness down into four different areas, which are used to understand its aims, discuss its relationship with other subjects and outline the work that has been carried out so far. The criticisms that have been made against machine consciousness are also covered, along with its potential benefits, and the (...) work that has been done on analysing systems for signs of consciousness. Some of the social and ethical issues raised by machine consciousness are examined at the end of the paper. (shrink)

The scientific and practical fields—especially high-performance sports—increasingly request a stronger focus be placed on individual athletes in human movement science research. Machine learning methods have shown efficacy in this context by identifying the unique movement patterns of individuals and distinguishing their intra-individual changes over time. The objective of this investigation is to analyze biomechanically described movement patterns during the fatigue-related accumulation process within a single training session of a high number of repeated executions of a ballistic sports movement—specifically, the (...) frontal foot kick (mae-geri) in karate—in expert athletes. The two leading research questions presented for consideration are (1) Can characteristics of individual movement patterns be observed throughout the entire training session despite continuous changes, i.e., even as fatigue-related processes increase? and (2) How do intra-individual movement patterns change as fatigue-related processes increase throughout a training session? Sixteen expert karatekas performed 606 frontal foot kicks directed toward an imaginary target. The kicks were performed in nine sets at 80% (K-80) of the self-experienced maximal intensity. In addition, six kicks at maximal intensity (K-100) were performed after each of the nine sets. Between the sets, the participants took a 90-s break. Three-dimensional full-body kinematic data of all kicks were recorded with 10 infrared cameras. The normalized waveforms of nine upper- and lower-body joint angles were classified using a supervised machine learning method (support vector machine). The results of the classification revealed a disjunct distinction between the kinematic movement patterns of individual athletes. The identification of unique movement patterns of individual athletes was independent of the intensity and the degree of fatigue-related processes. In other words, even with the accumulation of fatigue-related processes, the unique movement patterns of an individual athlete can be clearly identified. During the training session, changes in intra-individual movement patterns could also be detected, indicating the occurrence of adaptations in individual movement patterns throughout the fatigue-related accumulation process. The results suggest that these adaptations can be modeled in terms of changes in patterns rather than increasing variance. Practical consequences are critically discussed. (shrink)

Eschewing a Marxist interpretation of the French Revolution, Jeff Horn’s work is nonetheless interesting in stressing the widespread prevalence of machine-breaking by workers in France as compared to England during industrialisation. Likewise notable is Horn’s argument that the resultant state-intervention forced France onto a path of industrialisation which differed from England’s and which has been underestimated. Breaking with the revisionist consensus, Horn further demonstrates that the effect of the Revolution was positive for French economic development. Refreshing in (...) its stress on working-class militancy, Horn’s work nonetheless exaggerates the influence of machine-breaking on French economic change as compared to other forms of working-class struggle, the slow pace of primitive accumulation and the resistance to industrialisation by small-scale urban producers. (shrink)

As robots increasingly become part of our everyday lives, questions arise with regards to how to approach them and how to understand them in social contexts. The Western history of human–robot relations revolves around competition and control, which restricts our ability to relate to machines in other ways. In this study, we take a relational approach to explore different manners of socializing with robots, especially those that exceed an instrumental approach. The nonhuman subjects of this study are built to explore (...) non-purposeful behavior, in an attempt to break away from the assumptions of utility that underlie the hegemonic human–machine interactions. This breakaway is accompanied by ‘learning to be attuned’ on the side of the human subjects, which is facilitated by continuous relations at the level of everyday life. Our paper highlights this ground for the emergence of meanings and questions that could not be subsumed by frameworks of control and domination. The research-creation project Machine Ménagerie serves as a case study for these ideas, demonstrating a relational approach in which the designer and the machines co-constitute each other through sustained interactions, becoming attuned to one another through the performance of research. Machine Ménagerie attempts to produce affective and playful—if not unruly—nonhuman entities that invite interaction yet have no intention of serving human social or physical needs. We diverge from other social robotics research by creating machines that do not attempt to mimic human social behaviours. (shrink)

The relation between organisms and machines is very old. Over a century ago, the French historian and philosopher Alfred Victor Espinas observed that from the Greeks onwards the intelligibility of the organic world presupposed a comparison with technical objects. Aristotle, for instance, associated living organs with mechanical artefacts in order to understand animals ‘movements. In the modern period, Descartes, Borelli and other mechanists defended the idea that organisms are, in reality, machines. Today, philosophers and scientists still argue that the genome (...) is like a software and the brain is like a computer. In this article I reconsider the relation between organisms and machines from the perspective of the German geographer and philosopher Ernst Kapp, one of the founding fathers of the Philosophy of Technology. Breaking with a long and venerable philosophical tradition, Kapp argued that machines are, in reality, “organic projections”. Organisms are not machines; they are an imitation or reflection of the organic world. First of all, I clarify the hypothesis of “organic projection”. Secondly, I consider some of the philosophical consequences that such a hypothesis entails over the debate between machinists and anti-mechanists. Finally, and following the previous considerations, I defend the importance of reconnecting the philosophy of technology with philosophy of biology in order to better understand the development of contemporary biology. (shrink)

Predictive policing has become a new panacea for crime prevention. However, we still know too little about the performance of computational methods in the context of predictive policing. The paper provides a detailed analysis of existing approaches to algorithmic crime forecasting. First, it is explained how predictive policing makes use of predictive models to generate crime forecasts. Afterwards, three epistemologies of predictive policing are distinguished: mathematical social science, social physics and machine learning. Finally, it is shown that these epistemologies (...) have significant implications for the constitution of predictive knowledge in terms of its genesis, scope, intelligibility and accessibility. It is the different ways future crimes are rendered knowledgeable in order to act upon them that reaffirm or reconfigure the status of criminological knowledge within the criminal justice system, direct the attention of law enforcement agencies to particular types of crimes and criminals and blank out others, satisfy the claim for the meaningfulness of predictions or break with it and allow professionals to understand the algorithmic systems they shall rely on or turn them into a black box. By distinguishing epistemologies and analysing their implications, this analysis provides insight into the techno-scientific foundations of predictive policing and enables us to critically engage with the socio-technical practices of algorithmic crime forecasting. (shrink)

Large amount of data are exchanged and the internet is turning into twenty-first century Silk Road for data. Machine learning (ML) is the new area for the applications. The artificial intelligence (AI) is the field providing machines with intelligence. In the last decades, more developments have been made in the field of ML and deep learning. The technology and other advanced algorithms are implemented into more computational constrained devices. The online English test system based on ML breaks the shackles (...) of the traditional paper English test and improves the efficiency of the English test. At the same time, it also maintains the fairness of English test and improves the marking speed. In order to realize an online English test system based on ML and facilitate the assessment of students’ college English courses, this paper mainly adopts relevant research and design on the main functional modules, key technologies, and functional realization of the online English test. The brand-new powerful teaching software and the online examination system can help schools to conduct more systematic and scientific management. The conclusion shows that as brand-new and powerful teaching software, the online examination system can help schools to conduct more systematic and scientific management. (shrink)

in a stimulating and rich address, Brook Muller diagnoses some of the problems and challenges that our ecological crises bring to contemporary architecture, and attempts to break out of the conceptual straitjacket of modernism that he sees as contributing to the difficulty of producing original, promising solutions. In particular, he draws attention to the hugely pervasive role of Le Corbusier’s idea of the house as a machine for living in: here, he suggests, Le Corbusier’s enduring influence is manifested not (...) only in the “litany of environmental challenges associated with the legacy of the architectural machine” such as “climate change, massive species die-off, diminished air and water quality, and water and.. (shrink)

Determining the agency-status of machines and AI has never been more pressing. As we progress into a future where humans and machines more closely co-exist, understanding hallmark features of agency affords us the ability to develop policy and narratives which cater to both humans and machines. This paper maintains that decision-making processes largely underpin agential action, and that in most instances, these processes yield good results in terms of making good choices. However, in some instances, when faced with two (or (...) more) choices, an agent may find themselves with equal reasons to choose either - thus being presented with a tie. This paper argues that in the event of a tie, the ability to create a voluntarist reason is a hallmark feature of agency, and second, that AI, through current tie-breaking mechanisms does not have this ability, and thus fails at this particular feature of agency. (shrink)

The asymptotic limit theorems of information and control theories permit exploration of a surprising number of temperature-like measures and symmetry-breaking dynamics associated with cognition. Each of several markedly different perspectives produces a distinct temperature-analog, capturing a rich and highly-punctuated behavioral landscape across the complex, hierarchical cognitive phenomena that characterize life at every scale and level of organization. Theories of cognition may be confronted by canonical conundrums similar to those plaguing the study of consciousness and its regulation. In short, there (...) may be a spectrum of interacting cognitive ‘temperatures’ for organisms, social structures, institutions, information processing machines, and their composite entities, that varies across different systems, and between similar systems having undergone different individual developmental trajectories. The complexities of cognitive failure—leading to a vast array of pathologies—may be far stranger than generally recognized. (shrink)

This article is a review of David Kolb's program of work on learning styles and experiential learning, which I find to be a problematic instance of psychologism. I argue that Kolb's approach ignores the process nature of experience and that attractive as it may be instrumentally, it ultimately breaks down under the weight of its structuralist reductions. Kolb attempts to account for experiential learning without a coherent theory of experience, such as might have been found in phenomenology, which he virtually (...) ignores. Thus, Kolb neglects the constitutive effects of the noetic-noemic corelationship and the intentional reality of the person. I contrast Kolb's formulations with John Dewey's much more resilient conception of "habit" and close with a critical analysis of various ways in which Kolb's learning-style instruments are used for aggressive intervention in people's lives. (shrink)

Adam Smith is usually associated with a notion of social harmony which results from each individual in a given society striving to realize his or her interest indifferent or even antagonistic to the interests of others. According to this reading, the effect of such self-seeking, however, is quite the opposite of what individuals intend: without intending to help others or contribute in any way to their welfare, they nevertheless contribute to the prosperity of the whole. When we examine Smith's understanding (...) of ancient philosophy, however, we must confront the fact that Smith is an exponent of suffering and sacrifice in the service of providence. Lucretius's notion of individuals breaking the pact of necessity which guarantees the providential order so that they may follow where pleasure may lead, could only discompose the order of things. Lucretius, whose arguments could only complicate Smith's worldview, must be effaced from the history of philosophy. (shrink)

The authenticity of the company’s accounting information is an important guarantee for the effective operation of the capital market. Accounting fraud is the tampering and distortion of the company’s public disclosure information. The continuous outbreak of fraud cases has dealt a heavy blow to the confidence of investors, shaken the credit foundation of the capital market, and hindered the healthy and stable development of the capital market. Therefore, it is of great theoretical and practical significance to carry out the research (...) on the identification and governance of accounting fraud. Traditionally, accounting fraud identification is mostly based on linear thinking to build the fraud identification model. However, more and more studies show that fraud has typical nonlinear characteristics, and the multiobjective of fraud means also determines the limitations of using the linear model for identification. Considering that the traditional identification methods may have the defects of model setting error and insufficient information extraction, this paper constructs the support vector machine and logistic regression model to identify accounting fraud. The support vector machine is used to improve the learning ability and generalization ability of unknown phenomena, and the explanatory power of each variable to the whole model is identified by the logistic regression model. This paper breaks through the linear constraint hypothesis and explores the model setting form which is more suitable for the law of corporate fraud behaviour to extract the fraud identification information more fully and provide more powerful support for investors to effectively identify fraud. (shrink)

Impostor syndrome or Impostor phenomenon is a belief that a person thinks their success is due to luck or external factors, not their abilities. This psychological trait is present in certain groups like women. In this paper, we propose a neutrosophic trait measure to represent the psychological concept of the trait-anti trait using refined neutrosophic sets. This study analysed a group of 200 undergraduate students for impostor syndrome, perfectionism, introversion and self-esteem: after the COVID pandemic break in 2021. Data labelling (...) was carried out using these neutrosophic trait measures. Machine learning models like Support Vector Machine(SVM), K-nearest neighbour (K-NN), and random forest were used to model the data; SVM provided the best accuracy of 92.15%. (shrink)

The present paper criticizes Chalmers's discussion of the Singularity, viewed as the emergence of a superhuman intelligence via the self-amplifying development of artificial intelligence. The situated and embodied view of cognition rejects the notion that intelligence could arise in a closed 'brain-in-a-vat' system, because intelligence is rooted in a high-bandwidth, sensory-motor interaction with the outside world. Instead, it is proposed that superhuman intelligence can emerge only in a distributed fashion, in the form of a self-organizing network of humans, computers, and (...) other technologies: the 'Global Brain'. (shrink)

In 1956, the mathematician John McCarthy coined the term "Artificial Intelligence" for a new discipline that was emerging from some of the more imaginative and playful explorations of the new mind-tool, the computer. A few years later he developed a radically new sort of programming language, Lisp, which became the lingua franca of AI. Unlike the sturdier, stodgier computer languages created by and for business and industry, Lisp was remarkably open-ended and freewheeling. Instead of concentrating on numbers, it was designed (...) to take any symbols or symbol strings (lists) as its objects, and since its own machinery consisted of just such lists (and lists of lists . . . ), Lisp creations easily inhabited the very world they acted upon, and hence could reflect upon themselves and their own reflections indefinitely, revising and reinventing themselves, breaking down the artificial barrier between program and data. Seymour Papert was one of the most playful of the AI pioneers, and more than any of the others, his own reflections turned to the nature of that very playfulness and its role in learning and discovery. In 1980, he published Mindstorms, in which he presented his utopian vision of computers in the classroom, centering on Logo, a dialect of Lisp that he and others had developed specifically for very young children. The key design element was Turtle graphics, an inspired interface which made the children's interactions with Logo not just visible, but instantly comprehensible--feelable, you might say. The tales he told of those early encounters were compelling. They became an important ingredient in the barrage of persuasions that led teachers and schools all over America, and indeed all over the world, to invest huge sums in "computerizing the classroom." Thousands of teachers tried their hand at Logo in the classroom, with mixed results. (shrink)

As new communication technologies transform everyday life in the 21st century, personal, family, and other social relations are transformed with it. As a way of exploring the larger question, "how exactly does communication technology transform love and how love is lived?" here I explore the cell phone, instant messaging and other communication technologies as electronic extensions of maternal bodies connecting (cyber)mother to (cyber)children. -/- Feminist explorations of the marketing and use of cell phones, as well as other communication technologies, have (...) largely remarked on the pernicious gender ideologies intertwined with technological innovation and application. If, however, we take seriously Haraway’s (1991) claim that postmodern humans are cyborgs, the distinction between human animals and machines breaks down in ways that invite us to revision the questions we ask about technology. Thus instead of inquiring about the oppression engendered by the production and consumption of communication technologies, here I explore the ways in which technology functions as an extension and modification of human embodiment that transforms our experiences of intimacy and our ability to create, maintain and transform loving relationships with others. More specifically, I examine cyborg mothering as transformative of loving relationships between women and children. (shrink)

The ‘Turing barrier’ is an evocative image for 0′, the degree of the unsolvability of the halting problem for Turing machines—equivalently, of the undecidability of Peano Arithmetic. The ‘barrier’ metaphor conveys the idea that effective computability is impaired by restrictions that could be removed by infinite methods. Assuming that the undecidability of PA is essentially depending on the finite nature of its computational means, decidability would be restored by the ω-rule. Hypercomputation, the hypothetical realization of infinitary machines through relativistic and (...) quantium models, would thus be capable of breaking the Turing barrier. The speculation is unfounded in principle, apart from issues of physical realizability: The point is that the ω-rule does not cope with all objects entailing the undecidability of PA. As long as the system is consistent, the computational boundary can be established by paradox-like constructions, such as Gödel-Rosser’s and Yablo’s, which are refractory to infinite induction, and do stand as the barrier’s buttresses. (shrink)

One of Guattari's most important conceptual contributions is his notion of transversality. This complex notion responds to the very concrete problem that, when we oppose certain power formations, we tend to reproduce these same power formations. This article proposes an examination of Guattari's concept of transversality through five of its aspects, which will be related to the various problematics they respond to. The aim is to show how power formations operate and how transversality responds to them, and also to highlight (...) the primordial importance of practical and political issues to Guattari's conceptual work. As we will see, Guattari conceived of transversality in relation to the Leninist cut; it thus is linked to democratic centralism and to the subject-group. Transversality is also linked to enunciation and autopoiesis; it is characterised by Guattari as transmonadic and transitive. The notion of transversality will also be put in relation to the war machine, on which it will thus shed light. (shrink)

Recent work on interpretability in machine learning and AI has focused on the building of simplified models that approximate the true criteria used to make decisions. These models are a useful pedagogical device for teaching trained professionals how to predict what decisions will be made by the complex system, and most importantly how the system might break. However, when considering any such model it’s important to remember Box’s maxim that "All models are wrong but some are useful." We focus (...) on the distinction between these models and explanations in philosophy and sociology. These models can be understood as a "do it yourself kit" for explanations, allowing a practitioner to directly answer "what if questions" or generate contrastive explanations without external assistance. Although a valuable ability, giving these models as explanations appears more difficult than necessary, and other forms of explanation may not have the same trade-offs. We contrast the different schools of thought on what makes an explanation, and suggest that machine learning might benefit from viewing the problem more broadly. (shrink)

Consider statements like ``Machines will never be able to think'' or ``You cannot turn a cat into a dog''. Many people will find such propositions evident, but we have learned to be cautious. 100 years from now things might look very different; it seems unduly dogmatic to insist on todays opinions as unrevisable points of reference, disallowing future breakthroughs in computer science or biology. The scientific outlook presupposes and enhances a high degree of curiosity and it seems a good idea (...) to generally keep one's meanings flexible so as to master break-downs of everyday understanding induced by unforseen circumstances, science or technology. Such intuitions are at the heart of Quine's philosophy. According to him we find ourselves enmeshed within a web of belief that joins together past and present attitudes, cognitive procedures and evidential tests. The strands show various degrees of coherence and interconnectedness and there are no general rules on how to proceed in case something unexpected happens. Sometimes it is ignored, sometimes it is explained away and sometimes it induces more or less extensive changes in our predictive and behavioural patterns. This seems to be the lesson drawn from the Vienna Circle's battle against metaphysics. Philosophers like Putnam, Kripke and Davidson have, it is true, come up with accounts of meaning, necessity and reality that seriously challenge Quine's indeterminacy of translation and ontological relativity, re-introducing elements of a priori presuppositions and (quasi-)transcendental arguments into philosophical discourse. But - compared to Quine's unrelenting insistence on naturalistic first-level talk - those attempts have a free-floating, speculative touch. Quine refuses to engage in elaborate philosophical constructions designed to block the permanent drift of meaning. His is a truly radical position, admirably suggestive and provocative, to be challenged on its own ground. The untenability of a priori truth is suggested by profound experiences that cannot easily be refuted by arguments purporting to show how some more or less exotic sentences could, after all, be held immune from change.1 If the untenability thesis is to be shaken a more down to earth strategy seems to be called for. It would have to be shown that Quine's radical move entails consequences that are highly unattractive even according to its own standards. (shrink)

soft servants of durable material: they live without pretension in complicated relays and electrical circuits. Speed, docility are their strength. One asks: “What is 2 × 2?”—“Are you a machine?” They answer or refuse to answer, depending on what you demand. There are, however, other machines as well, more abstract automatons, bolder and more inaccessible, which eat their tape in mathematical formulae. They imitate in language. In infinite loops, farther and farther back in their retreat towards more subtle algorithms, (...) more recursive functions. They are logical and describe themselves. As when a man with a hand-mirror pressed against his nose in front of a mirror sees in infinite rows the same image multiplied in a shrinking, darkening corridor of glass. It is a Gödel theorem as good as any. He sees infinity, but what he does not see is his face. (From Göran Printz-Påhlson´s poem “The Turing Machine” published in Säg minns du skeppet Refanut? Samlade dikter 1950–1983 (1984) Bonniers, Stockholm). (shrink)

The science of mind wandering has rapidly expanded over the past 20 years. During this boom, mind wandering researchers have relied on self-report methods, where participants rate whether their minds were wandering. This is not an historical quirk. Rather, we argue that self-report is indispensable for researchers who study passive phenomena like mind wandering. We consider purportedly “objective” methods that measure mind wandering with eye tracking and machine learning. These measures are validated in terms of how well they predict (...) self-reports, which means that purportedly objective measures of mind wandering retain a subjective core. Mind wandering science cannot break from the cycle of self-report. Skeptics about self-report might conclude that mind wandering science has methodological foundations of sand. We take a rather more optimistic view. We present empirical and philosophical reasons to be confident in self-reports about mind wandering. Empirically, these self-reports are remarkably consistent in their contents and behavioral and neural correlates. Philosophically, self-reports are consistent with our best theories about the function of mind wandering. We argue that this triangulation gives us reason to trust both theory and method. (shrink)

This ground-breaking and timely book explores how big data, artificial intelligence and algorithms are creating new types of agency, and the impact that this is having on our lives and the rule of law. Addressing the issues in a thoughtful, cross-disciplinary manner, the authors examine the ways in which data-driven agency is transforming democratic practices and the meaning of individual choice. Leading scholars in law, philosophy, computer science and politics analyse the latest innovations in data science and machine (...) learning, assessing the actual and potential implications of these technologies. They investigate how this affects our understanding of such concepts as agency, epistemology, justice, transparency and democracy, and advocate a precautionary approach that takes the effects of data-driven agency seriously without taking it for granted. Scholars and students of law, ethics and philosophy, in particular legal, political and democratic theory, will find this book a compelling and invaluable read, as will computer scientists interested in the implications of their own work. It will also prove insightful for academics and activists working on privacy, fairness and anti-discrimination. Contributors include: J.E. Cohen, G. de Vries, S. Delacroix, P. Dumouchel, C. Ess, M. Garnett, E.H. Gerding, R. Gomer, C. Graber, M. Hildebrandt, C. Maple, K. O'Hara, P. Ohm, m.c. schraefel, D. Stevens, N. van Dijk, M. Veale. (shrink)

The doctrine of natural machines, of organisms, of composite substances, assumes a marked consistency in Leibniz starting from his mature years (let us say, from the publishing of New System in 1965 onwards). There is no doubt, therefore, that for a full explanation of the conceptual content of the reflection of Leibniz on the nature of living substances we must turn to the “classic” places in which it took form: from the letters to De Volder and Lady Masham of the (...) early 1700s, to the Nouveaux Essais, to Animadversiones contra Stahl and, naturally to Princìpes de la Nature et de la Grace and to the Monadologie. We can in any case ask what are the elements of specific difference are that emerge in this vast doctrinal corpus regarding those elements of the theory of the living being that had already appeared with a certain frequency in the texts of the early 1780s. Put in other words: what link of continuity subsists between the proto-theory of the living being of the ‘80s and that of the mature years (let us say from New System on)? Or, overturning the formulation of the problem: what elements of discontinuity suddenly break into Leibniz’s reflections from the second half of the ‘90s compared to the immediately preceding phases of his thought? Certainly, the monads, the machines of nature. But is it possibile to focus even more clearly the lens of our observations? I mean: after a decade of intense theoretical debate on the nature of corporeal substances, on organisms, on machines of nature, is it possibile to sketch a historical picture that accounts in a coherent manner for the development of Leibniz's thought in relation to the questions raised here? (shrink)

In a wide-ranging, provocative anatomy of modern society and its origins, novelist and historian John Ralston Saul explores the reason for our deepening sense of crisis and confusion. Throughout the Western world we talk endlessly of individual freedom, yet Saul shows that there has never before been such pressure for conformity. Our business leaders describe themselves as capitalists, yet most are corporate employees and financial speculators. We are obsessed with competition, yet the single largest item of international trade is a (...) subsidized market in armaments. We call our governments democracies, yet few of us participate in politics. We complain about "invasive government," yet our legal, educational, financial, social, cultural and legislative systems are breaking down. While most observers view these problems separately, Saul demonstrates that they are largely manifestations of our blind faith in the value of reason. Over the last 400 years, our "rational elites" have gradually instituted reforms in every phase of social life. But Saul shows that they have also been responsible for most of the difficulties and violence of the same period. This paradox arises from a simple truth which our elites deny: far from being a moral force, reason is no more than an administrative method. Their denial has helped to turn the modern West into a vast, incomprehensible, directionless machine, run by process-minded experts - "Voltaire's bastards"--Whose cult of scientific management is bereft of both sense and morality. Whether in politics, art, business, the military, entertainment, science, finance, academia or journalism, these experts share the same outlook and methods. The result, Saul maintains, is a civilization of immense technological power whose peoples increasingly dwell in a world of illusion. Already known to millions of readers as the author of novels which portray the overwhelming effects of this power on the modern individual by weaving together international finance, the oil and arms business, guerrilla warfare, drug traffic, and the world of art, here Saul lays aside the mask of fiction to speak in his own voice. Only by withdrawing from our addiction to "solutions," he argues, reclaiming the citizens' right to question and participate in public life, and recovering a common sense capacity for intelligent panic, can we find a way out of our permanent crisis. (shrink)

Recent technological and methodological changes in farming have led to an emerging set of claims about the role of digital technology in food production. Known as precision agriculture, the integration of digital management and surveillance technologies in farming is normatively presented as a revolutionary transformation. Proponents contend that machine learning, Big Data, and automation will create more accurate, efficient, transparent, and environmentally friendly food production, staving off both food insecurity and ecological ruin. This article contributes a critique of these (...) rhetorical and discursive claims to a growing body of critical literature on precision agriculture. It argues precision agriculture is less a revolution than an evolution, an effort to shore up and intensify the conventional farming system responsible for generating many of the social and environmental problems precision agriculture is presented as solving. While precision agriculture advocates portray it as a radical, even democratic epistemological break with the past, this paper locates truth claims surrounding datafication and algorithmic control in farming within deeper historical contexts of the capitalist rationalization of production and efforts to quantify and automate physical and mental labor. Abjuring the growing cultural tendency to treat algorithmic systems as revolutionary in favor of social and historical dimensions of precision agriculture, can help re-frame the discussion about its design and use around real, socially and ecologically oriented change in farming, and so ensure that the possibilities and benefits of precision agriculture are as evenly and effectively shared as possible. (shrink)

In informal terms, abductive reasoning involves inferring the best or most plausible explanation from a given set of facts or data. It is a common occurrence in everyday life and crops up in such diverse places as medical diagnosis, scientific theory formation, accident investigation, language understanding, and jury deliberation. In recent years, it has become a popular and fruitful topic in artificial intelligence research. This volume breaks new ground in the scientific, philosophical, and technological study of abduction. It presents new (...) ideas about inferential and information-processing foundations for knowledge and certainty. The authors argue that knowledge arises from experience by processes of abductive inference, in contrast to the view that it arises non-inferentially, or that deduction and inductive generalization are enough to account for knowledge. Much AI research is hypothetical, so the importance of this book is that it reports key discoveries about abduction that have been made as a result of designing, building, testing, and analyzing actual working knowledge-based systems for medical diagnosis and other abductive tasks. The book tells the story of six generations of increasingly sophisticated generic abduction machines, RED-1, RED-2, PEIRCE, MDX2, TIPS, QUAWDS, and the discovery of reasoning strategies that make it computationally feasible to form well-justified composite explanatory hypotheses, despite the threat of combinatorial explosion. The final chapter argues that perception is logically abductive and presents a layered-abduction computational model of perceptual information processing. This book will be of great interest to researchers in AI, cognitive science, and philosophy of science. (shrink)

Whilst it may seem strange to ask to whom “I” refers, we show that there are occasionswhen it is not always obvious. In demonstratingthis we challenge Kaplan's assumptionthat the utterer, agent and referent of “I” arealways the same person.We begin by presenting what weregard to be the received view about indexicalreference popularized by David Kaplan in hisinfluential 1972 “Demonstratives” before goingon, in section 2, to discuss Sidelle'sanswering machine paradox which may be thoughtto threaten this view, and his deferredutterance method (...) of resolving this puzzle. Insection 3 we introduce a novel version of theanswering machine paradox which suggests that,in certain cases, Kaplan's identification ofutterer, agent and referent of “I” breaks down.In the fourth section we go on to consider arecent revision of Kaplan's picture by Predelliwhich appeals to the intentions of the utterer,before arguing that this picture is committedto unacceptable consequences and, therefore,should be avoided if possible. Finally, insection 5, we present a new revision ofKaplan's account which retains much of thespirit of his original proposal whilst offeringa intuitively acceptable way to explain all ofthe apparently problematic data. In doing so,we also show how this picture is able toexplain the scenario which motivated Predelli'saccount without appealing to speakerintentions. (shrink)

Alice Dunbar-Nelson is mostly remembered as a poet, activist, and ex-wife of Paul Laurence Dunbar. Her volume The Goodness of St. Rocque and Other Stories (1899) has been largely overshadowed as a result. Yet, the collection contains a portfolio of heroines analogous and contemporaneous to the famed New Woman figure of the fin de siècle. In this article, I consider Dunbar-Nelson’s heroines in light of their New Woman-esque agency and autonomy as they find remedies and power in objects and materials (...) steeped in New Orleans’s cultural heritage. Ceded neither social nor political self-governance nor domestic comfort, this article reads these transcendental, metaphysical objects as sources of self-care. With close analysis of “The Goodness of St. Rocque,” “Tony’s Wife,” and “Little Miss Sophie,” I argue that Dunbar-Nelson’s protagonists exert influence over their lives, specifically in the negotiation of romantic relationships, through voodoo charms, Catholic candles, tarot cards, sewing machines, and knitting needles. Covering courtship, break-ups, and unhappy marriages, I demonstrate the ways in which these empowering spiritual objects respond to health concerns, including malnutrition and domestic violence, in turn, situating them as alternatives to patriarchal and historically racist medical institutions. Valorizing the cultural milieu of New Orleans and the customs of the Caribbean and European heritage, and thereby conveying Dunbar-Nelson’s resistance to white and male supremacist ideologies in late-nineteenth-century Southern America, the article ultimately assesses the parallels with (predominantly white) New Woman fiction, through shared themes of fraught heterosexual dynamics and women’s declining health. (shrink)

In this original and compelling book, Jeffrey P. Bishop, a philosopher, ethicist, and physician, argues that something has gone sadly amiss in the care of the dying by contemporary medicine and in our social and political views of death, as shaped by our scientific successes and ongoing debates about euthanasia and the "right to die"--or to live. __The Anticipatory Corpse: Medicine, Power, and the Care of the Dying__, informed by Foucault's genealogy of medicine and power as well as by a (...) thorough grasp of current medical practices and medical ethics, argues that a view of people as machines in motion--people as, in effect, temporarily animated corpses with interchangeable parts--has become epistemologically normative for medicine. The dead body is subtly anticipated in our practices of exercising control over the suffering person, whether through technological mastery in the intensive care unit or through the impersonal, quasi-scientific assessments of psychological and spiritual "medicine." The result is a kind of nihilistic attitude toward the dying, and troubling contradictions and absurdities in our practices. Wide-ranging in its examples, from organ donation rules in the United States, to ICU medicine, to "spiritual surveys," to presidential bioethics commissions attempting to define death, and to high-profile cases such as Terri Schiavo's, __The Anticipatory Corpse__ explores the historical, political, and philosophical underpinnings of our care of the dying and, finally, the possibilities of change. A ground-breaking work in bioethics, this book will provoke thought and argument for all those engaged in medicine, philosophy, theology, and health policy. "With extraordinary philosophical sophistication as well as knowledge of modern medicine, Bishop argues that the body that shapes the work of modern medicine is a dead body. He defends this claim decisively with with urgency. I know of no book that is at once more challenging and informative as __The Anticipatory Corpse. __To say this book is the most important one written in the philosophy of medicine in the last twenty-five years would not do it justice. This book is destined to change the way we think and, hopefully, practice medicine." --_Stanley Hauerwas, Duke Divinity School _ "Jeffrey Bishop carefully builds a detailed, scholarly case that medicine is shaped by its attitudes toward death. Clinicians, ethicists, medical educators, policy makers, and administrators need to understand the fraught relationship between clinical practices and death, and __The Anticipatory Corpse __is an essential text. Bishop's use of the writings of Michel Foucault is especially provocative and significant. This book is the closest we have to a genealogy of death." --_Arthur W. Frank, University of Calgary _ "Jeffrey Bishop has produced a masterful study of how the living body has been placed within medicine's metaphysics of efficient causality and within its commitment to a totalizing control of life and death, which control has only been strengthened by medicine's taking on the mantle of a bio-psycho-socio-spiritual model. This volume's treatment of medicine's care of the dying will surely be recognized as a cardinal text in the philosophy of medicine." --_H. Tristram Engelhardt, Jr., Rice University, Baylor College of Medicine_. (shrink)

continent. 2.2 (2012): 148–151 When things get complex, as they may indeed be getting, the distinction between tools and the things that can be made with them begins to dissolve. The medium is not only also a message, it is an essential counter-valence to our own impulses towards the creation of meaning, beauty and knowledge. The tools we think we are using also use us: They push us around, make us think new things, do new things, even be new things. (...) Language is no different, of course, although in its supremacy and ubiquity, it is even more elusive, difficult to perceive. The very words you are looking at right now are like compact little cryptograms—a written convention, talking back at you in codes. Poetry is language speaking for itself. It is, at its best, where what is being told is coincident with the telling. The words written, or uttered, pop out at us, while in the same moment, constellations of meaning emerge; the components and its composition resonate, vacillate, on the page and in the air. Many of the constraints and styles of poetry we know have developed in order to allow words to express themselves, or show themselves as the mediation of a mental image. Programming languages for computer hardware, no matter how “high level” or abstract they are, are by necessity far less elaborate than traditional forms of writing and speech. But the structure and function of these new languages give them special advantage in clarity: These languages (syntax, sequence) and the results they produce (ideas, ‘executables’) are absolutely inseparable. By design, computing languages are created in order to express specific ideas, creating certain kinds of action or manipulation of other codes (data). In this sense perhaps, software is always, and already, poetic. It is precise description, and pure syntax—the signifier and signified—clearly coincident in the machine. Ishac Bertran ’s code {poems} is an edited book project that exposes the materiality of computer programming languages. Here are presented a small sampling from a compiled book of poetry written by software engineers, artists and other code writers, “exploring the potential of code to communicate at the level of poetry.” ( code-poems.com ) The project solicited for online, public submissions from code-writers in response to the notion of a poem, written in a software language which is semantically valid (i.e.: it compiles ). This solicitation winds up revealing the inner workings, constitutive elements, and styles of both a particular software and its authors. From a large number of submissions, a selection of poems will be printed as a bound volume in the Autumn of 2012. - Jamie Allen __________________________________________________ DAILYGRIND import java.util.Date; public class DailyGrind { public static final void main(String[] args) { boolean its_time_to_go_home = false; boolean away_the_hours = true; while (away_the_hours) { boolean away_the_hours = true; Date now = new Date(); its_time_to_go_home = now.getHours() > 17 && now.getMinutes() > 30; if (its_time_to_go_home) { break; } try { Thread.sleep(60000); } catch (InterruptedException e) { // ignore } } } } Paul Illingworth // Java __________________________________________________ UNHANDLED LOVE class love {}; void main() { throw love(); } Daniel Bezerra // C++ __________________________________________________ TWOFACED public class TwoFaced { public String greet() { return "Hi! So great to see you!"; } private String think() { return "Fucking bitch."; } } Jason Kopylec // Java __________________________________________________ DANCING WITHIN using System; public class PoemCode { private bool dancing_within() { Boolean me = true; while (dancing_within()) { var iables_of_light = ""; try { int elligently_to; object ify_the_world_apart; } catch (Exception s) { int o_the_broken_parts; throw; int o_the_seed_of_life; } Random ashes_of = new Random(); float ing_devices; short age_of; char acter_will_never_let_you = 'b'; } return me; } } Álvaro Matías Wong Díaz // C#  . (shrink)

In this review, we discuss a novel on‐site remodeling function that is mediated by the H2A‐ubiquitin binding protein ZRF1. ZRF1 facilitates the remodeling of multiprotein complexes at chromatin and lies at the heart of signaling processes that occur at DNA damage sites and during transcriptional activation. In nucleotide excision repair ZRF1 remodels E3 ubiquitin ligase complexes at the damage site. During embryonic stem cell differentiation, it contributes to retinoic acid‐mediated gene activation by altering the subunit composition of the Mediator complex. (...) We postulate that ZRF1 operates in conjunction with cellular remodeling machines and suggest that on‐site remodeling might be a hallmark of many chromatin‐associated signaling pathways. We discuss yet unexplored functions of ZRF1‐mediated remodeling in replication and double strand break repair. In conclusion, we postulate that on‐site remodeling of multiprotein complexes is essential for the timing of chromatin signaling processes. (shrink)

This article explores the challenges surrounding generative artificial intelligence (GenAI) in public administrations and its impact on human‒machine interactions within the public sector. First, it aims to deconstruct the reasons for distrust in GenAI in public administrations. The risks currently linked to GenAI in the public sector are often similar to those of conventional AI. However, while some risks remain pertinent, others are less so because GenAI has limited explainability, which, in return, limits its uses in public administrations. Confidentiality, (...) marking of GenAI outputs and errors are specific matters for which responses should be technical as well as cultural, as they are pushing the boundaries of our instrumental conceptions of machines. Second, this article proposes some paradigm shifts in the perspective of using GenAI in public administrations due to the radical change caused by its language-based nature. GenAI represents a profound break from the “numerical” nature of AI systems implemented in public administrations to date. The transformative impact of GenAI on the intellectual production of the state raises fears of the replacement, or rather enslavement, of civil servants to machines. The article argues for the development of critical thinking as a specific skill for civil servants who have become highly specialized and will have to think with a machine that is eclectic by nature. It anticipates a transformation in the political nature of public administrations, which should lead to more considerations for the strategic stake related to training corpus and for our conceptualization of the neutrality of AI. (shrink)

The way information is perceived and defined today is no longer an accurate portrayal of the interactions occurring among user–information–interface. We are so accustomed to the traditional models of human–machine interactions that we often overlook the fact that first- and second-order cybernetics definitions are now antiquated and one-dimensional when used to describe user–information–interface interactions. Within this new era of user–information–interface relationship, the introduction of the concept of Meta-Environment reflects a more accurate representation of the processes of information gathering and (...) sharing and their interactions. Meta-Environments break the mold of traditional thinking and refocus attention not on the user, information or interface alone, but on the relationships and processes as a whole. It expands cybernetics to its fourth order while focusing on the relationship among user-information-interface as a Complex Adaptive System. (shrink)