ManaGPT: 4,080 NLP Prompts and Generated Texts

ManaGPT: Generated text length by input-sequence subject

“ManaGPT: 4,080 NLP prompts and generated texts. Output from an LLM trained on a corpus from organizational futures studies” • March 26, 2023

SUMMARY. This dataset includes 4,080 texts that were generated by the ManaGPT-1020 large language model, in response to particular input sequences. ManaGPT-1020 is a free, open-source model available for download and use via Hugging Face’s “transformers” Python package. The model has been trained to generate analysis, predictions, and recommendations regarding the emerging role of advanced AI, social robotics, ubiquitous computing, virtual reality, neurocybernetic augmentation, and other “posthumanizing” technologies in organizational life.

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ManaGPT-1020: An LLM Generating Insights into “Posthumanized” Organizations

ManaGPT logo

ManaGPT-1020 • March 23, 2023

SUMMARY: ManaGPT-1020 is a free, open-source model available for download and use via Hugging Face’s “transformers” Python package. The model is a 1.5-billion-parameter LLM that’s capable of generating text in order to complete a sentence whose first words have been provided via a user-supplied input sequence. The model represents an elaboration of GPT-2 that has been fine-tuned (using Python and TensorFlow) on a specialized English-language corpus of over 509,000 words from the domain of organizational futures studies. In particular, the model has been trained to generate analysis, predictions, and recommendations regarding the emerging role of advanced AI, social robotics, ubiquitous computing, virtual reality, neurocybernetic augmentation, and other “posthumanizing” technologies in organizational life.

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Society 5.0: The Human-Centered “Super Smart Society” in Theory and Practice (LinkedIn Group)

Society 5.0 LinkedIn group logo

The LinkedIn group on “Society 5.0: The Human-Centered ‘Super Smart Society’ in Theory and Practice” was created to facilitate conversation and networking among thought leaders in this area. More information about the group is presented below. If you would enjoy participating in the group, please visit its LinkedIn page and click the button that says “Request to join.” We welcome you to join the conversation! Description of the group The group provides a platform for networking…

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Novel Forms of ‘Magical’ Human-Computer Interaction Within the Cyber-Physical Smart Workplace: Implications for Usability and User Experience

International Journal of Research Studies in Management (2019)

ABSTRACT: The growing use of advanced AI, ambient intelligence, augmented reality (AR), and virtual reality (VR) technologies of the sort found within the emerging cyber-physical smart workplace has been described as enabling new forms of human-computer interaction (HCI) that are “magical” in nature. This study shows that from an anthropological perspective, such a workplace environment can indeed be understood as “magical”; however, that “magicality” is a double-edged sword that can potentially both enhance and damage user experience (UX) for workers and other occupants of such environments. First, by analyzing existing social anthropological and philosophical anthropological accounts of magic, typical elements of magical practice are identified. Using Nielsen’s empirical analysis of HCI usability heuristics as a basis, a prospective heuristic evaluation is then carried out for the usability of a generic “magical” environment, in order to identify elements of magical practice that might be expected to enhance or impair user experience when they are required for interaction with the environment. A more specific heuristic usability evaluation is then performed for the “magical” aspects of HCI created by two kinds of constituent technologies that are typical for a cyber-physical smart workplace: those of (a) ambient intelligence and IoT-enabled systems and (b) AR and VR systems. It is shown that the magical aspects of HCI within the emerging cyber-physical smart workplace differ significantly in their potential UX impacts from the magicality involved with earlier forms of computing, and the implications of this fact for the management of future workplaces are identified and discussed.

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Megacorp: From Cyberdystopian Vision to Technoeconomic Reality

Megacorp (front cover)

ISBN 978-1-944373-30-6 • Defragmenter Media, 2019 • 322 pages

The image of the “megacorp” – the ruthless, sinister, high-tech global conglomerate that’s grown so large and powerful that it has acquired the characteristics of a sovereign state – is one of the iconic elements of cyberpunk fiction. Such a megacorp maintains its own army, creates its own laws and currency, grants citizenship to employees and customers, and governs vast swaths of cyberspace and the physical world. If it allows traditional governments to survive in some vestigial form, it’s only so they can handle those mundane tasks that the megacorp doesn’t want to deal with itself. By these standards, contemporary companies like Amazon, Apple, Facebook, Google, Microsoft, ExxonMobil, and Walmart aren’t (yet) “megacorps”; they’re the playthings that megacorps gobble up to use for spare parts.

This volume develops a comprehensive intellectual history of the megacorp. It locates forebears of the cyberpunk megacorp not only in earlier fictional works like Čapek’s R.U.R. (1921) and Von Harbou’s Metropolis (1925) but in a string of real-world organizations ranging from the 17th-Century British and Dutch East India Companies to the Pullman Palace Car Company, the Ford Motor Company, and late 20th-Century Japanese keiretsu and South Korean chaebol – as well as in the nearly indestructible oligopolistic “megacorp” described in the pioneering theory of American economist Alfred Eichner.

By investigating the nature of the cyberpunk megacorp as a political entity, commercial entity, producer and exploiter of futuristic technologies, and generator or manipulator of culture, differences are highlighted between the megacorps of “classical” cyberpunk and post-cyberpunk fiction. Classical cyberpunk megacorps – portrayed in novels like Gibson’s Sprawl trilogy, films like RoboCop and Johnny Mnemonic, and games like Cyberpunk, Cyberspace, and Syndicate – are often ostentatiously malevolent and obsessed with short-term financial profits to the exclusion of all else; the over-the-top depictions of such companies serve a dramatic purpose and are not offered by their authors as serious futurological studies. On the other hand, the more nuanced and philosophically rich portrayals of megacorps in post-cyberpunk works like Shirow’s manga The Ghost in the Shell reveal companies that are less overtly evil, possess a broader and more plausible range of long-term strategic goals, and coexist alongside conventional governments in a state of (begrudging) mutual respect. Yet other works like the game Shadowrun depict companies that combine elements of both classical cyberpunk and post-cyberpunk megacorps.

Drawing on such analyses, the volume concludes by exploring how the idea of the post-cyberpunk megacorp anticipated a new type of real-world megacorp – the unfathomably large, fast, and complex “rhizocorp” – that’s now being made possible through ongoing revolutions in the exploitation of robotics, AI, and the Internet of Things – and which threatens to become the dominant economic, political, and sociocultural power of our technologically posthumanized future world.

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Understanding the Cyber-Physical-Social-Intentional ‘Workforce 4.0’: Conceptual Foundations, Architecture, and Context

Workforce 4.0 as a Cyber-Physical-Social-Intentional System

the VIII Scientific Conference on Modern Concepts and Management Methods: Management 4.0 – Modern Trends in Public, Social and Business Sector • Military University of Technology in Warsaw • December 6, 2018

ABSTRACT: The widespread application of Industry 4.0 technologies relating to social robotics, embodied AI, the Internet of Things (IoT), ubiquitous computing, and advanced human computer interfaces is giving rise to a growing range of “cyber-physical” entities. By building on established definitions and analyses of the cyber-physical system, cyber-physical-social system, cyber-physical society, and cyber-physical-social-thinking space, this text formulates a conceptual framework for understanding the emerging “Workforce 4.0” as a specialized type of “cyber-physical-social-intentional system.” Attention is given to the heterogeneous agency, technological posthumanization, functional decentralization, and planned architectures or spontaneously self-organizing topologies manifested by Workforce 4.0. It is shown how such a workforce is situated within the context of cyber-physical space, a cyber-physical organization, cyber-physical ecosystems, a cyber-physical society, and the larger cyber-physical world.

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A Phenomenological Analysis of the Posthumanized Future Workplace

Impacts of Technological Posthumanization on Future Workplace Architecture

Kwartalnik Nauk o Przedsiębiorstwie 48 (2018), pp. 31-39; MNiSW 2016 List B: 12 points

ABSTRACT: Increasingly, organizations are becoming “technologically posthumanized” through the integration of social robots, AI, virtual reality, and ubiquitous computing into the workplace. Here a phenomenological approach is used to anticipate architectural transformations of the workplace resulting from posthumanization’s challenge to traditional anthropocentric paradigms of the workplace as a space that exists at “human” scale, possesses a trifold boundary, and serves as a spatiotemporal filter.

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Strategic Management Instruments for Cyber-Physical Organizations: Technological Posthumanization as a Driver of Strategic Innovation

International Journal of Contemporary Management 16, no. 3 (2017), pp. 139-55; MNiSW 2016 List B: 14 points

ABSTRACT: Strategic management instruments (SMIs) are tools used to analyze an organization’s strategic situation, formulate effective strategies, and successfully implement them. Despite SMIs’ importance, there has been little systematic research into them – and especially regarding the impact of emerging technologies on SMIs. Here we investigate whether the forces of technological posthumanization that are creating a new class of ‘cyber-physical organizations’ can be expected to affect innovation in the use of SMIs within such organizations. Through a review of strategic management literature, we identify nearly 100 SMIs and categorize them according to their use in (a) strategic analysis, (b) strategy formulation, or (c) strategy implementation. Meanwhile, an analysis of cyber-physical systems and technological posthumanization reveals three dynamics that are converging to create an emerging class of cyber-physical organizations: (a) roboticization of the workforce; (b) deepening human-computer integration; and (c) the ubiquitization of computation. A framework is developed for mapping the impacts of these dynamics onto the inputs, agents, processes, and outputs involved with the three types of SMIs. Application of the framework shows that technological posthumanization should be expected to both facilitate and require innovation in cyber-physical organizations’ use of all three types of SMIs.

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The Diffuse Intelligent Other: An Ontology of Nonlocalizable Robots as Moral and Legal Actors

In Social Robots: Boundaries, Potential, Challenges, edited by Marco Nørskov, pp. 177-98 • Farnham: Ashgate, 2016

ABSTRACT: Much thought has been given to the question of who bears moral and legal responsibility for actions performed by robots. Some argue that responsibility could be attributed to a robot if it possessed human-like autonomy and metavolitionality, and that while such capacities can potentially be possessed by a robot with a single spatially compact body, they cannot be possessed by a spatially disjunct, decentralized collective such as a robotic swarm or network. However, advances in ubiquitous robotics and distributed computing open the door to a new form of robotic entity that possesses a unitary intelligence, despite the fact that its cognitive processes are not confined within a single spatially compact, persistent, identifiable body. Such a “nonlocalizable” robot may possess a body whose myriad components interact with one another at a distance and which is continuously transforming as components join and leave the body. Here we develop an ontology for classifying such robots on the basis of their autonomy, volitionality, and localizability. Using this ontology, we explore the extent to which nonlocalizable robots—including those possessing cognitive abilities that match or exceed those of human beings—can be considered moral and legal actors that are responsible for their own actions.

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Posthuman Management: Creating Effective Organizations in an Age of Social Robotics, Ubiquitous AI, Human Augmentation, and Virtual Worlds

ISBN 978-1-944373-05-4 • Second edition • Defragmenter Media, 2016 • 442 pages

What are the best practices for leading a workforce in which human employees have merged cognitively and physically with electronic information systems and work alongside social robots, artificial life-forms, and self-aware networks that are ‘colleagues’ rather than simply ‘tools’? How does one manage organizational structures and activities that span both actual and virtual worlds? How are the forces of technological posthumanization transforming the theory and practice of management?

This volume explores the reality that an organization’s workers, managers, customers, and other stakeholders increasingly comprise a complex network of human agents, artificial agents, and hybrid human-synthetic entities. The first part of the book develops the theoretical foundations of an emerging ‘organizational posthumanism’ and presents conceptual frameworks for understanding and managing the evolving workplace relationship between human and synthetic beings. Subsequent chapters investigate concrete management topics such as the likelihood that social robots might utilize charismatic authority to inspire and lead human workers; potential roles of AIs as managers of cross-cultural virtual teams; the ethics and legality of entrusting organizational decision-making to spatially diffuse robots that have no discernible identity or physical form; quantitative approaches to comparing the managerial capabilities of human and artificial agents; the creation of artificial life-forms that function as autonomous enterprises which evolve by competing against human businesses; neural implants as gateways that allow their human users to participate in new forms of organizational life; and the implications of advanced neuroprosthetics for information security and business model design.

As the first comprehensive application of posthumanist methodologies to the field of management, this volume will be of use to scholars and students of contemporary management and to management practitioners who must increasingly understand and guide the forces of technologization that are rapidly reshaping organizations’ form, dynamics, and societal roles.

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Leveraging the Cross-Cultural Capacities of Artificial Agents as Leaders of Human Virtual Teams

In Proceedings of the 10th European Conference on Management Leadership and Governance, edited by Visnja Grozdanić, pp. 428-35 • Reading: Academic Conferences and Publishing International Limited, 2014

ABSTRACT: The human beings who manage global virtual teams regularly face challenges caused by factors such as the lack of a shared language and culture among team members and coordination delay resulting from spatial and temporal divisions between members of the team. As part of the ongoing advances in artificial agent (AA) technology, artificial agents have been developed whose purpose is to assist the human managers of virtual teams. In this paper, we move a step further by suggesting that new capabilities being developed for artificial agents will eventually give them the ability to successfully manage virtual teams whose other members are human beings. In particular, artificial agents will be uniquely positioned to take on roles as managers of cross-cultural, multilingual, global virtual teams, by overcoming some of the fundamental cognitive limitations that create obstacles for human beings serving in these managerial roles.

In order to effectively interact with human team members, AAs must be able to decode and encode the full spectrum of verbal and nonverbal communication used by human beings. Because culture is so deeply embedded in all human forms of communication, AAs cannot communicate in a way that is “non-cultural”; an AA that is capable of communicating effectively with human team members will necessarily display a particular culture (or mix of cultures), just as human beings do. Already researchers have designed AAs that can display diverse cultural behaviors through their use of language, intonation, gaze, posture, emotion, and personality. The need for AA team leaders to display cultural behavior raises the key question of which culture or cultures the AA leader of a particular human virtual team should display. We argue that the answer to this question depends on both the cultural makeup of a team’s human members and the methods used to share information among team members.

To facilitate the analysis of how an AA team leader’s cultural behaviors can best be structured to fit the circumstances of a particular virtual team, we propose a two-dimensional model for designing suites of cultural behaviors for AAs that will manage human virtual teams. The first dimension describes whether an AA deploys the same cultural behaviors for its dealings with all team members (“objectivity”) or customizes its cultural display for each team member (“ personalization”). The second dimension describes whether the AA always displays the same culture to a given team member (“invariance”), or possesses a repertoire of cultural guises for a particular team member, from which it chooses one to fit the current situation (“situationality”). The two dimensions of objective-personalized and invariant-situational cultural behaviors yield four archetypes for AAs leading virtual human teams. We consider examples of each type of AA, identify potential strengths and weaknesses of each type, suggest particular kinds of virtual teams that are likely to benefit from being managed by AAs of the different types, and discuss empirical study that can test the validity and usefulness of this framework.

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The Social Robot as ‘Charismatic Leader’: A Phenomenology of Human Submission to Nonhuman Power

In Sociable Robots and the Future of Social Relations: Proceedings of Robo-Philosophy 2014, edited by Johanna Seibt, Raul Hakli, and Marco Nørskov, pp. 329-39 • Frontiers in Artificial Intelligence and Applications 273 • IOS Press, 2014

ABSTRACT: Much has been written about the possibility of human trust in robots. In this article we consider a more specific relationship: that of a human follower’s obedience to a social robot who leads through the exercise of referent power and what Weber described as ‘charismatic authority.’ By studying robotic design efforts and literary depictions of robots, we suggest that human beings are striving to create charismatic robot leaders that will either (1) inspire us through their display of superior morality; (2) enthrall us through their possession of superhuman knowledge; or (3) seduce us with their romantic allure. Rejecting a contractarian-individualist approach which presumes that human beings will be able to consciously ‘choose’ particular robot leaders, we build on the phenomenological-social approach to trust in robots to argue that charismatic robot leaders will emerge naturally from our world’s social fabric, without any rational decision on our part. Finally, we argue that the stability of these leader-follower relations will hinge on a fundamental, unresolved question of robotic intelligence: is it possible for synthetic intelligences to exist that are morally, intellectually, and emotionally sophisticated enough to exercise charismatic authority over human beings—but not so sophisticated that they lose the desire to do so?

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Managerial Robotics: A Model of Sociality and Autonomy for Robots Managing Human Beings and Machines

International Journal of Contemporary Management 13, no. 3 (2014), pp. 67-76; MNiSW 2014 List B: 9 points

ABSTRACT: The development of robots with increasingly sophisticated decision-making and social capacities is opening the door to the possibility of robots carrying out the management functions of planning, organizing, leading, and controlling the work of human beings and other machines. In this paper we study the relationship between two traits that impact a robot’s ability to effectively perform management functions: those of autonomy and sociality. Using an assessment instrument we evaluate the levels of autonomy and sociality of 35 robots that have been created for use in a wide range of industrial, domestic, and governmental contexts, along with several kinds of living organisms with which such robots can share a social space and which may provide templates for some aspects of future robotic design. We then develop a two-dimensional model that classifies the robots into 16 different types, each of which offers unique strengths and weaknesses for the performance of management functions. Our data suggest correlations between autonomy and sociality that could potentially assist organizations in identifying new and more effective management applications for existing robots and aid roboticists in designing new kinds of robots that are capable of succeeding in particular management roles.

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The Artificial Life-Form as Entrepreneur: Synthetic Organism-Enterprises and the Reconceptualization of Business

In Proceedings of the Fourteenth International Conference on the Synthesis and Simulation of Living Systems, edited by Hiroki Sayama, John Rieffel, Sebastian Risi, René Doursat and Hod Lipson, pp. 417-18 • Cambridge, MA: The MIT Press, 2014

ABSTRACT: In this work we demonstrate the theoretical possibility and explore the implications of developing artificial life that functions as an autonomous business within the real-world human economy. By drawing on the Viable Systems Approach (VSA), we introduce the new concept of an “organism-enterprise” that exists simultaneously as both a life-form and a business. We then reconceptualize the anthropocentric understanding of a “business” in a way that allows an artificial life-form to constitute a “synthetic” organism-enterprise (SOE) just as a human being functioning as a sole proprietor constitutes a “natural” organism-enterprise. Practical obstacles to the creation of SOEs are considered, along with possible means of surmounting them. SOEs would move a step beyond current examples of artificial life that produce goods or services within a simulated world or play a limited role within a human business: rather than competing against artificial organisms in a virtual world, SOEs could evolve through competition against human businesses in the real-world economy. We consider concrete examples of SOEs and conclude by highlighting legal, economic, and ethical issues that arise when a single economic ecosystem is shared by competing human and artificial life. The concept of an “organism-enterprise.” A business is defined as “the organized effort … to produce and sell, for a profit, the goods and services that satisfy society’s needs” (Pride, et al. 2014). Management theorists have drawn on biology to better understand the structure and function of such business organizations. Our research utilizes a systems theory grounded in neurophysiology, the Viable Systems Approach (VSA), that allows us to understand a business as an autopoietic organism or “system” that dwells within the ecosystem of a larger economy or “suprasystem” (Beer, 1981; Barile, et al. 2012). Within this ecosystem, a business must compete against other organisms for limited resources and adapt to environmental demands. In our human economy, individual businesses are born, grow, and die, and taken as a whole, this array of businesses forms an evolvable system.

We begin by considering one unique instance in which a business is not simply “analogous to” a living organism, but identical to it: namely, the case of a human being who functions as a sole proprietor. In this situation, a single system simultaneously satisfies all the requirements of being both a life-form and a business. Building on this case, we introduce the idea of a unitary “organism-enterprise,” a concept that is already instantiated in the form of at least 20 million “human organism-enterprises” within the United States alone. Reconceptualizing business to include synthetic organism-enterprises. Utilizing VSA and the concept of an organism-enterprise, we analyze the traditional anthropocentric understanding of business as an exclusively human activity to consider whether an artificial life-form could serve as a “synthetic organism-enterprise” (SOE) that is both a life-form and a business. We show that this is indeed possible, but requires us to transform our understanding of business. For example, human businesses are traditionally described as requiring four kinds of resources: 1) human; 2) material; 3) financial; and 4) information. To replace this anthropocentric understanding, we propose that a business be understood more generally as requiring: 1) agent resources; 2) material resources; 3) value-storing media; and 4) information. Similarly, a human business requires functional units filling roles in production, finance, marketing, human capital management, and information technology.

Drawing on VSA and the case of a human sole proprietor, we consider the ways in which these functions can be understood more generically, in such a way that they can also be performed by current and proposed forms of artificial life. We give particular attention to the role of “profit” in a human business and formulate an account of its correlate for an SOE: it is the difference between resources expended and received in exchanges in the suprasystem that provides an SOE with a potential for growth and insurance against environmental uncertainties. Figure 1 provides an overview of our reconceptualized “business process cycle,” which can be carried out equally well by either a human business or an artificial life-form that has been designed or evolved to fill a business role within a larger economic ecosystem.

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