GPT models’ learning and disclosure of personal data: An experimental vulnerability analysis

GPTf-PDVS banner (centered)

Medium.com • April 10, 2023

SUMMARY: The possible gathering, retention, and later dissemination of individuals’ personal data by AI systems utilizing Generative Pretrained Transformers (GPTs) is an area that’s of growing concern from legal, ethical, and business perspectives. To develop a better understanding of at least one aspect of the privacy risks involved with the rapidly expanding use of GPT-type systems and other large language models (LLMs) by the public, we conducted an experimental analysis in which we prepared a series of GPT models that were fine-tuned on a Wikipedia text corpus into which we had purposefully inserted personal data for hundreds of imaginary persons. (We refer to these as “GPT Personal Data Vulnerability Simulator” or “GPT-PDVS” models.) We then used customized input sequences (or prompts) to seek information about these individuals, in an attempt to ascertain how much of their personal data a model had absorbed and to what extent it was able to output that information without confusing or distorting it. The results of our analysis are described in this article. They suggest that – at least with regard to the class of models tested – it’s unlikely for personal data to be “inadvertently” learned by a model during its fine-tuning process in a way that makes the data available for extraction by system users, without a concentrated effort on the part of the model’s developers. Nevertheless, the development of ever more powerful models – and the existence of other avenues by which models might possibly absorb individuals’ personal data – means that the findings of this analysis are better taken as guideposts for further scrutiny of GPT-type models than as definitive answers regarding any potential InfoSec vulnerabilities inherent in such LLMs.

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“Modal Hints” for ManaGPT: Better AI Text Generation Through Prompts Employing the Language of Possibility, Probability, and Necessity

ManaGPT banner (centered)

Medium.com • March 12, 2023

SUMMARY: The crafting of optimal input sequences (or “prompts”) for large language models is an art and a science. In this article, we conduct an exploratory analysis of 4,080 sentence-completion responses generated by ManaGPT-1020. This model is an LLM that has been fine-tuned on a corpus of scholarly and popular works from the domain of management and organizational foresight, with the aim of engineering a model that can produce texts containing novel insights into the emerging impact of advanced AI, social robotics, virtual reality, and other “posthumanizing” technologies on the structure of organizations and our human experience of organizational life. More particularly, we investigate how the length and quality of texts generated by the model vary in relation to “modal hints” that are supplied by a user’s input sequences. Such hints take the form of modal verbs and phrases that suggest the degree of possibility, probability, or logical or moral necessity that a completed sentence should reflect. Our preliminary analysis suggests that such “modal shading” of prompts can have at least as great an impact on the nature of the generated sentences as the identity of the subject that a user has chosen for a given sentence.

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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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A Better Way of Forecasting Employees’ Performance: Evaluating the use of composite ceiling-floor models for predicting the likely range of workers’ future job performance

A joint range model created with Comport_AI

Medium.com • March 12, 2023

SUMMARY: This text is Part 3 of a three-article series on “Advanced modelling of workers’ future performance ranges through ANNs with custom loss functions.” It demonstrates how custom ceiling and floor models can be combined to create a composite prediction interval that can outperform simpler models based on MAE or SD in forecasting the probable range of workers’ future job performance.

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Optimize Your Performance Intervals! Use ANNs with custom loss functions to predict probable ceilings and floors for workers’ future job performance

A ceiling model created with Comport_AI

Medium.com • March 12, 2023

SUMMARY: This text is Part 2 of a three-article series on “Advanced modelling of workers’ future performance ranges through ANNs with custom loss functions.” It investigates the mechanics of independently modelling the likely ceiling and floor of the range of a worker’s probable future job performance using separate artificial neural networks with custom loss functions.

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One Number Is Rarely Enough: Why prediction intervals are critical (and challenging!) for HR predictive analytics

A joint range model created with Comport_AI

Medium.com • March 12, 2023

SUMMARY: This text is Part 1 of a three-article series on “Advanced modelling of workers’ future performance ranges through ANNs with custom loss functions.” It explores why it’s useful to predict the probable ceiling and floor for an employee’s future performance – and why it’s difficult to do so effectively, using conventional methods based on mean absolute error or standard deviation.

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Comport_AI™

Comport_AI screenshots

Comport_AI™ (version 0.3.22) • March 5, 2023

ABSTRACT: Comport_AI is a free open-source HR predictive analytics tool in the form of a Python-based web app that uses advanced machine learning to forecast the likely range of a worker’s future job performance. Rather than mechanistically deriving the predicted ceiling and floor of a worker’s future performance from a single predicted target value using calculations based on MAE or SD, Comport_AI treats the likely ceiling and likely floor of a worker’s performance during a future timeframe as independent entities, which are modelled by artificial neural networks whose custom loss functions enable them to formulate prediction intervals that are as small as possible, while being just large enough to contain a worker’s actual future performance value, in the vast majority of cases. This allows more precise, nuanced, and useful forecasting of workers’ future job performance. Comport_AI utilizes TensorFlow, Keras, scikit-learn, FastAPI, Uvicorn, Jinja2, NumPy, Pandas, and Matplotlib. It’s developed by Matthew E. Gladden (with support from Cognitive Firewall LLC and NeuraXenetica LLC) and is made available for use under GNU General Public License Version 3.

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Synaptans WorkforceSim™

Synaptans WorkforceSim screenshot

Synaptans WorkforceSim™ (version 0.1.081) • December 31, 2021

ABSTRACT: This software has been developed for educational and research-related purposes by NeuraXenetica LLC and is distributed free of charge. It creates a virtual population of simulated factory employees with diverse personal characteristics and abilities and then simulates their daily workplace behaviors and job performance through a specified number of days. Users are able to adjust the values of arguments including the number of persons employed in the factory; the number of days of activity to simulate; the minimum and maximum age of workers; and the mean value and standard deviation for employees’ characteristics such as their attendance rate, industriousness, eagerness and ability to learn, ability to teach others, degree of conscientiousness, ability to inspire and lead others, positivity of attitude, and degree of supportiveness displayed toward their fellow workers. Once such arguments have been specified, the software generates a quasi-randomized virtual workforce possessing such characteristics; simulates the activity of the virtual workforce during the desired period; and then presents the results through a series of visualizations. By building such a model of a simulated factory workforce, it becomes possible to manipulate variables, test hypotheses, and explore causal relationships in a way that isn’t feasible or desirable with real human beings in a real-world factory setting. For example, the software can facilitate investigation of the kinds of organizational elements, psychological factors, and interpersonal dynamics that have an influence on the motivation, satisfaction, and job performance of employees in a factory setting. A user can also examine the manner in which changes to a virtual workforce’s size and to the psychological characteristics of individual employees impact the structure and performance of larger organizational units such as production teams and entire shifts. The software also makes it possible, for example, to investigate the extent to which variations in the performance of different managers’ teams or shifts may result from random differences in their subordinates’ personal characteristics, rather than from differences in the managers’ own managerial abilities.

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Pojawienie się organizacji (po ludzku) nie do zarządzania: ‘Posthumanizacji’ biznesu i rola sztucznej inteligencji w zarządzaniu

Organizacje po ludzku nie do zarządzania

Guest lecture, postgraduate program in the Psychology of Business for Managers • Kozminski University, Warszawa • April 10, 2021

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Ingarden’s Systems-Theoretical Philosophical Anthropology as a Tool for Analyzing the Technological Posthumanization of Persons and Societies

Ingarden’s Systems-Theoretical Philosophical Anthropology as a Tool for Analyzing the Technological Posthumanization of Persons and Societies (M. Gladden, 2020)

In In Roman Ingarden and His Times, edited by Dominika Czakon, Natalia Anna Michna, and Leszek Sosnowski, pp. 109-26 • Kraków: Księgarnia Akademicka, 2020

ABSTRACT: While Roman Ingarden’s ontology and aesthetics have been widely studied, relatively little attention has been paid to his philosophical anthropology – despite the central role that it plays within his thought. Here we draw on the concept of the “relatively isolated system,” developed by Ingarden over more than three decades, in order to show how his philosophical model of the human being as a three-layered emergent whole can be understood as a particular application of his more generalized systems theory. Having reconstructed Ingarden’s systems-theoretical philosophical anthropology, it is argued that it provides a uniquely valuable methodological approach and tool for investigating those emerging processes of technological posthumanization that are diversifying and transforming human societies by expanding them to incorporate new types of non-human intelligent social actors (e.g., increasingly sophisticated social robots and AI) and “otherly” human beings (e.g., individuals whose capacities have been altered through neuroprosthetic augmentation). Conventional philosophical investigations that take as their starting point the status of human beings as biological, intentional, or moral beings often focus on the ways in which contemporary social robots and AI lack such status and thereby differ radically from human beings. However, by starting from the fact that all such entities are manifestations of relatively isolated systems, an Ingardenian systems-theoretical philosophical anthropology can highlight previously unappreciated similarities shared by the “naturally” human, otherly human, and non-human intelligent social beings expected to coexist within increasingly posthumanized societies.

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Beyond Buildings: A Systems-Theoretical Phenomenological Aesthetics of ‘Impossible’ Architectural Structures for Computer Games

Beyond Buildings (figure)

In Proceedings of the European Society for Aesthetics: Volume 11, edited by Connell Vaughan and Iris Vidmar Jovanović • European Society for Aesthetics, 2019

ABSTRACT: This work draws on Ingarden’s systems theory to develop a phenomenological aesthetic account of the kinds of reason-defying buildings that cannot exist as physical structures in the real world but which are frequently encountered within the virtual gameworlds of computer games. Such “impossible” buildings might, for example, take the form of colossal biological entities or violate established principles of physics or geometry. First, the evolution of Ingarden’s systems theory is traced, and an account of his mature systems theory is presented: pivotal is his concept of the “relatively isolated system” whose contents are partially engaged with and partially sheltered from the external environment via the system’s complex array of semipermeable boundaries. By applying Ingarden’s thought in a novel way, a systems-theoretical phenomenological architectural aesthetics is then formulated that conceptualizes the “building” as a set of overlapping physical, informational, and psychosocial boundaries that generate interior spaces that possess rich structures and dynamics and mediate their occupants’ relationships with the world. Using this conceptual framework, it is shown how the systems-theoretical properties of real-world buildings and virtual gameworld buildings can (and often do) radically differ. Three types of “impossible” gameworld buildings are analyzed: (1) the floating castle that is a recurring element of fantasy games; (2) the shapeshifting haunted mansion that appears not infrequently in horror games; and (3) the high-tech facility that functions as the gigantic “body” of an AI, which is common in science-fiction-themed games. This aesthetic framework may be of value to game developers seeking to employ techniques of “hyperdeconstruction,” “hyperfolding,” or architectural posthumanization to design more memorable and meaningful gameworlds.

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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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Beyond Buildings: Developing an Ingardenian Systems-Theoretical Aesthetics of Future Biomimetic, Interactive Architectural Entities

Beyond Buildings: Developing an Ingardenian Systems-Theoretical Aesthetics of Future Biomimetic, Interactive Architectural Entities

The European Society for Aesthetics Conference 2019 • University of Warsaw, Warsaw • June 13, 2019

ABSTRACT: For millennia, the buildings created by human architects largely displayed traits of solidity, immobility, passivity, limited interactivity, and reliance on fairly simple geometrical shapes to constitute their core structure. As a result, the field of architectural aesthetics could take for granted the fact that a “building” was such a motionless, non-interactive shell; the philosophical frameworks developed to analyze buildings thus had very little in common with those used to analyze, say, living organisms or moral agents.

This paper begins by showing how such historical assumptions are now being undermined through the development of technologies that enable the creation of types of buildings that would previously have been impossible. For example:

• Augmented reality technologies increasingly allow buildings to create perceived and experienced structures that differ wildly from the buildings’ actual physical components.
• Developments in ambient intelligence and social robotics allow a building to create intimately interactive spaces that interpret their occupants’ moods and unspoken thoughts and respond through physical changes, speech, and other social behaviors.
• AI-guided parametric design (championed by figures like Zaha Hadid and Patrik Schumacher) is enabling the creation of highly complex, asymmetrical, curvilinear, resilient, biomimetic architectural forms that no human mind could design.

The building of the dawning future is more than just a “building”: it is a biomimetic, interactive architectural entity that is richly “biomimetic” not simply because of its curvilinear surface but because of its dynamism, agency, and role as an intelligent, autonomous social actor. Depending on its AI, such a building may even constitute a “person” capable of meaningful social relationships. In the language of Herbrechter’s critical posthumanism, such buildings are posthuman agents that create new types of posthumanized architectural spaces.

The emergence of such architectural entities requires the development of new conceptual frameworks for investigating them from the perspective of philosophical aesthetics. One popular paradigm employed to analyze parametrically designed architecture is that of Deleuze’s fold, which Deleuze illustrated in Le Pli: Leibnitz et le Baroque (1988) through his allegory of the “Baroque house.” The Deleuzian fold is active, curvilinear, and mediating; it thus possesses some properties common to biomimetic, parametrically designed buildings. However, we argue that Deleuze’s Baroque house allegory fails to capture the agency, dynamism, mutability, and interactivity of the emerging architectural entities described here; the need thus remains for new frameworks to describe them. We propose one such approach that draws on elements of Ingarden’s later thought that have been largely overlooked within the field of aesthetics.

The Polish philosopher Roman Ingarden (1893-1970) is known in the field of architectural aesthetics primarily for the “classical” phenomenological frameworks that he developed in the 1920s and 1930s, which analyze the stratification of the architectural object (i.e., the “building”) as a work of art, the ontological status of the building as a purely intentional object, and the role of concretization in aesthetic experience. Today – after a century of developments in aesthetics – the ontological suppositions of those frameworks are seen as increasingly antiquated, and it is often presumed that Ingarden has little to offer for the analysis of posthumanized architectural entities.

In this paper, however, it is argued that the opposite is true, as the conventional view of Ingarden overlooks innovative strains of thought (a sort of “Ingarden 2.0”) that arose in his later years, as he explored ongoing scientific and technological advances. For example, we show how Ingarden foresaw future VR technologies, analyzed what today would be called “computational aesthetics,” and made one of his last (unfinished) projects the reworking of his earlier writings to account for new discoveries in neuroscience. Moreover, his work in systems theory proved so influential that he is considered a pioneering figure of Polish cybernetics.

Ingarden died before applying his mature systems theory (and especially, his model of the “relatively isolated system”) to aesthetics; as a result, it has been largely ignored by later aestheticians. However, we argue that it is not only possible to formulate a “systems-theoretical aesthetics” grounded in Ingarden’s systems theory, but that it offers a valuable tool for analyzing emerging biomimetic, interactive architectural entities.

Developing an Ingardenian systems-theoretical architectural aesthetics. As the foundation for its proposed systems-theoretical aesthetics, this paper analyzes Ingarden’s concept of the “relatively isolated system” by tracing its development over decades and providing translations of some passages previously available only in Polish. Sources analyzed include:

• Ingarden’s account of the membranes that partially isolate bodily organs from one another other, which is presented in O poznawaniu dzieła literackiego (1937).
• Ingarden’s model of a living organism as an enduring core surrounded by outer layers that arise and are destroyed throughout one’s life, as presented in Spór o istnienie świata, vol. 1 (1941).
• Ingarden’s model of the “partially isolated system” and the role played by semipermeable boundaries that regulate an object’s engagement with its environment, as described in a plan (1945-46) for Spór o istnienie świata, vol. 3. This concept was influenced by Ingarden’s reading of Bertalanffy’s Theoretische Biologie.
• Ingarden’s concept of the “relatively closed system,” found in preliminary notes (1950-54) for Spór o istnienie świata, vol. 3.
• Ingarden’s mature concept of the “relatively isolated system,” presented in Über die Verantwortung: Ihre ontischen Fundamente (1970).

Drawing on the multifaceted concept of space found in Christian Norberg-Schulz’s Heideggerian architectural phenomenology, we demonstrate how a systems-theoretical aesthetics grounded in Ingarden’s concept of the relatively isolated system identifies the emerging biomimetic, interactive architectural entity as a system that creates, encompasses, animates, and regulates a nexus of overlapping three-dimensional, experiential, informational, technological, social, and ecological spaces. Such an approach categorizes, compares, and evaluates architectural entities according to the nature of their semipermeable membranes and their openings.

In a manner consonant with contemporary environmental aesthetics, this approach locates a building’s aesthetic properties in the “porousness” of its external and internal physical, informational, and social boundaries – which include not only structures like walls, windows, and stairwells but also the topologies of Wi-Fi networks; information security mechanisms; air circulation patterns; elements that regulate colonization of the space by plant or animal species; social networks; enforced social conventions; and the relationships between a building’s human occupants and the artificial agents that enliven it. The definition and exploration of this approach represents this paper’s central achievement.

The paper concludes by discussing strengths and weaknesses of this proposed approach. It is argued that it can prove useful for analyzing the design and aesthetic experience of buildings transformed through the incorporation of artificial agency and biomimetic dynamics.

It is hoped that this paper can contribute to aesthetic discourse in several ways. First, it shows how diverse technologies are combining to create biomimetic, interactive, posthumanized architectural entities that differ qualitatively from buildings of earlier ages. Second, it formulates an Ingardenian systems-theoretical aesthetics whose foundations in emergentist theoretical biology render it at least as suitable for describing such entities as paradigms like the Deleuzian fold. Finally, the text presents a historical-textual analysis of aspects of Ingarden’s thought that are little known within philosophical aesthetics, thereby shedding new light on a leading 20th-century aesthetician.

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An Ingardenian ‘Systems Phenomenology’ as the Basis for Posthumanized Architectural Practice / Ingardenowska ‘fenomenologia systemowa’ jako podstawa posthumanizowanej praktyki architektury

An Ingardenian architectural systems phenomenology

Urbanity and Architecture Files / Teka Komisji Urbanistyki i Architektury XLVI (2018)

ABSTRACT: Here Ingarden’s concept of the “relatively isolated system” is used to develop a phenomenology of architecture that emphasizes the way in which a structure’s boundary and openings define an “inside” and “outside” and regulate passage between them. This approach is compared with Norberg-Schulz’s. The Ingardenian approach’s strengths include its compatibility with biomimetic form-finding and its insights for future architectural practice that is expected to become increasingly “posthumanized.”

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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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Ingarden’s Concept of the Relatively Isolated System and the Aesthetics of Biomimetic Virtual Forms

An Ingardenian systems aesthetics of architecture

Roman Ingarden and His Times: An International Phenomenological Conference 2018 • Uniwersytet Jagielloński, Kraków • October 27, 2018

ABSTRACT: As virtual reality technology becomes more sophisticated, there is growing recognition of the importance of Ingarden’s thought for the aesthetic analysis of architecture in virtual worlds. For example, his distinction between the ‘building’ that is constituted as an intentional object and its physical ontic foundation provides a useful tool for understanding virtual buildings, whose unique character results largely from their novel ontic basis. Moreover, it has been noted that Ingarden’s envisioning of future technologies for the ‘illusory embodiment’ of buildings in “O dziele architektury” §2 foresaw immersive VR technologies that are only now becoming feasible.

Here, however, we argue that a different aspect of Ingarden’s thought – the concept of the relatively isolated system – may hold even more promise as a tool for analyzing innovations in virtual architecture. We trace Ingarden’s development of this concept over three decades, from his description of the ‘organism’ as a hierarchical structural functional system (1937) to his model of the human being as a stable core with changing outer layers (ca. 1941), his analysis of Bertalanffy’s ‘open system’ model (1943), his notion of the ‘partially isolated system’ (1945-46), his description of the ‘relatively closed system’ (1950-54), and the mature concept of the ‘relatively isolated system’ developed in Über die Verantwortung: Ihre ontischen Fundamente (1968-70).

We then investigate the concept’s significance for virtual architecture. A growing trend is the use of computer-aided ‘form-finding’ techniques in which the shape of a building’s exterior ‘skin’ is not intentionally planned by a human architect but emerges organically through posthumanized processes of evolutionary computation; the resulting forms often display ‘Deleuzian’ curvilinear shapes resembling the bodies of biological organisms. In “O dziele architektury,” Ingarden had noted that in practice, human architecture never displays the organic irregularity and curvilinearity seen in living trees or in the ‘cities’ built by insects, because (1) functional considerations render such forms suboptimal for human inhabitation, and (2) human architects have been historically conditioned to believe that every building they design is ‘supposed to’ harmoniously concretize regular geometric shapes. However, Ingarden’s reasoning can be interpreted as anticipating precisely those radically irregular organic structures that are now becoming possible, as innovative AI technologies allow the task of form-finding to be separated from the anthropic intentional processes of a human architect and entrusted to non-human agents.

Moreover, such biomimetic design can be carried even further in virtual environments, whose looser constraints allow the construction (and aesthetic experiencing) of buildings whose forms would be impractical to fabricate in the ‘real’ world; such virtual surfaces can serve as sites of sensation and response that mediate between interior and exterior domains, reflecting the form and function of a living organism’s skin. We argue that Ingarden’s concept of the relatively isolated system provides a powerful framework for analyzing such virtual structures, thanks to its grounding in theoretical biology and its rich analysis of the outer ‘membrane’ that selectively shelters an entity’s inner workings from external causality. Such architectural applications represent another way in which Ingarden’s thought continues to bear new and unexpected fruit.

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Dynamics of Technological Posthumanization: Distinguishing the Anticipated Paths of Developed and Emerging Economies

Differing Paths to Technological Posthumanization

In ICTM 2018: Proceedings of the International Conference on ICT Management for Global Competitiveness and Economic Growth in Emerging Economies, edited by Jolanta Kowal, Anna Kuzio, Juho Mäkiö, Grażyna Paliwoda-Pękosz, and Piotr Soja • University of Wrocław, 2018

ABSTRACT: The processes of “posthumanization” can be understood as those dynamics by which a human organization or society comes to include members other than “natural” biological human beings who contribute to the structure, activities, or meaning of that organization or society. In the world of business, such posthumanization is commonly identified with the growing use of social robots, autonomous AI, and joint human-computer systems to perform work that in earlier eras would have been performed by human beings acting alone. Such “technological” posthumanization is often presented as a new phenomenon occurring largely in those developed economies that are pioneering Industry 4.0 paradigms (e.g., by expanding workplace automation) and that are uniquely positioned to harness such forces to drive economic growth. Here, however, we contend that such emphasis on the novelty of technological posthumanization overlooks forms of non-technological posthumanization that have been at work in human societies for millennia. Such dynamics of non-technological posthumanization have weakened significantly in many developed economies since the mid-20th century; however, they remain relatively strong in emerging economies. In this study, a conceptual framework is developed for identifying and comparing phenomena through which processes of technological or non-technological posthumanization manifest themselves in developed and emerging economies. It is argued that the ongoing and robust experience with non-technological posthumanization possessed by many of the world’s emerging economies may offer them unique and underappreciated psychological, social, and cultural mechanisms for integrating effectively into their enterprises, organizations, and institutions those novel forms of non-human agency that are at work in key Industry 4.0 technologies, like those relating to social robotics, autonomous AI, and advanced human-computer interfaces.

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