Monsters may frighten but also fascinate us in their weird and unfamiliar ways. As Gramsci once observed, periods of radical transformation are also times of monsters. AI fits the description. It is a bewildering entity, consisting of hard - and software, depending on infrastructures that need huge amounts of energy and water. It defies clear definition, yet seeps into every corner of our lives. Big Tech warns of existential risks while pursuing Artificial General Intelligence, AGI. However, real challenges today lie in how AI threatens to substitute rather than augment human capabilities.

This essay examines the deployment of an AI-based interdisciplinary approach. It has proven spectacularly successful, as exemplified by AlphaFold2's breakthrough in protein folding. This approach operates frictionlessly, combining knowledge domains with remarkable efficiency and speed. It seems to vindicate a technocratic dream of problem-solving without the messiness and time needed for human deliberation. Yet, when this artificial interdisciplinarity enters the social world, it encounters what it seeks to eliminate: friction.

Friction, however, is not an obstacle to overcome but an essential feature of human existence. The physical world requires friction for movement; the social world needs it for creativity, conflict resolution, and meaningful cooperation. Certainly, too much friction can bring havoc, and too little can lead to a standstill. But as AI continues its co-evolutionary trajectory with humanity, we must resist the seductive promise of a frictionless world run by automated efficiency.

Instead, we need to cultivate a humanistic culture of AI interdisciplinarity - one that bridges sciences and humanities while preserving human curiosity, deliberation, and epistemic diversity. Bringing friction back means taking the time to reconsider shared goals, acknowledging conflicts, and maintaining spaces for genuine human creativity. Only by embracing friction can we ensure that AI augments rather than diminishes what makes us human.

Dynamic capabilities (DCs) are organizations' ability to integrate, build, and reconfigure competences, on which they draw to adapt to changes. Despite a significant stream of literature exploring DCs, the following question remains: how do dynamic capabilities allow organizations to adapt to changes and succeed? To fill this gap, this paper outlines a theory of DCs, based on an analysis of strategic behavior (micro)formation at the individual and collective levels. This theory conceptualizes an evolutionary paradigm in which the intentions of organizational agents are intertwined with environmental influences. It defines DCs as ‘instruments able to entrepreneurially solve problems of evolutionary fitness of organizations.’ In doing so, it advances theoretical conceptualization of DCs and their microfoundations to provide insights into how an entrepreneurially led organization may confront and solve problems and ultimately prosper.

Co-evolution accounts have generally been used to describe how problems and solutions both change during the design process. More generally, problems and solutions can be considered as analytic categories, where change is seen to occur within categories or across categories. There are more categories of interest than just problems and solutions, for example, the participants in a design process (such as members of a design team or different design teams) and categories defined by design ontologies (such as function-behaviour-structure or concept-knowledge). In this paper, we consider the co-evolution of different analytic categories (not just problems and solutions), by focussing on how changes to a category originate either from inside or outside that category. We then illustrate this approach by applying it to data from a single design session using three different systems of categorisation (problems and solutions, different designers and function, behaviour and structure). This allows us to represent the reciprocal influence of change within and between these different categories, while using a common notation and common approach to graphing quantitative data. Our approach demonstrates how research traditions that are currently distinct from each other (such as co-evolution, collaboration and function-behaviour-structure) can be connected by a single analytic approach.

European Union legislators, CJEU judges and EU law scholars have produced streams of texts which determine both what EU law is and how it is perceived. We explore what these distinct “voices” tell us about the EU’s legal and policy priorities using a mega corpus compiling more than 200,000 legislative acts, 55,000 court rulings and opinions, and 4,000 articles from a leading EU law journal. Applying an unsupervised machine learning technique known as probabilistic topic modelling, we find that economic integration remains the focus of EU law, but that scholars tend to emphasize rights issues more and ignore certain topics, such as farming regulations, almost entirely. The relationship among these partly interdependent, partly autonomous voices, we suggest, can be conceptualized in terms of co-evolution. Legislation influences issue attention on the CJEU, which, in turn, influences what law professors choose to write about.

Engineering designers seek to explore ‘real’ problems that must be solved across design processes. This exploration might be challenging in complex problem situations. An effective way of encouraging design exploration is conjecture-based problem exploration—informing problem re-interpretation by potential solutions. However, little evidence indicated how this process unfolds, especially in complex problem situations. This study addresses this question by articulating the underlying cognitive mechanism of conjecture-based problem exploration. Situated in a creative design practice that tackles real-world, complex problem situations, we employ grounded theory to conduct qualitative coding of interview transcripts and documents elicited from ten multidisciplinary graduate students. We developed a three-phase process model to explain conjecture-based problem exploration: (1) triggering through analogizing, inspiring, evaluating, and questioning; (2) transitioning to problem space expansion; and (3) resulting in problem focus adjustment incrementally or radically. Our explanation contributes to design theory building and encourages engineering designers to embrace a dynamic view of design problems when addressing complexity.

In their early years of education, design students may experience difficulties in reframing design problems. Since reframing is linked to creativity, this may be problematic. While there are some models available to describe the reframing process, it is yet unclear how they are supporting design students. This study concerned the development and test of a framing model based on co-evolution transitions, through a two-part study: interviews with expert designers and workshops followed by group interviews with novices. The resulting model offers a way of thinking and a way of working, based on the fluidity of the design process. This study yielded two major insights. Firstly, students tend to perceive the problem space to be fixed once they defined it, even if they discovered disparate information along the way. Secondly, the developed model provides students with guidance and confidence in dealing with complex problems. Our results have a considerable impact on design education, as it is important to reinforce to design students that both the problem and solution understanding are fluid, and this model provides initial steps to help designers structuring their process.

Patterns of genetic variation among populations can reveal the evolutionary history of species. Pinworm parasites are highly host specific and form strong co-evolutionary associations with their primate hosts. Here, we describe the genetic variation observed in four Trypanoxyuris species infecting different howler and spider monkey subspecies in Central America to determine if historical dispersal processes and speciation in the host could explain the genetic patterns observed in the parasites. Mitochondrial (cox1) and ribosomal (28S) DNA were analysed to assess genetic divergence and phylogenetic history of these parasites. Sequences of the 28S gene were identical within pinworms species regardless of host subspecies. However, phylogenetic analyses, haplotype relationships and genetic divergence with cox1 showed differentiation between pinworm populations according to host subspecies in three of the four Trypanoxyuris species analysed. Haplotype separation between host subspecies was not observed in Trypanoxyuris minutus, nor in Trypanoxyuris atelis from Ateles geoffoyi vellerosus and Ateles geoffoyi yucatanensis. Levels of genetic diversity and divergence in these parasites relate with such estimates reported for their hosts. This study shows how genetic patterns uncovered in parasitic organisms can reflect the host phylogenetic and biogeographic histories.

The evolutionary-aided design process is a method to find solutions to design and optimisation problems. Evolutionary algorithms (EAs) are applied to search for optimal solutions from a solution space that evolves over several generations. EAs have found applications in many areas of robotics. This paper covers the efforts to determine body morphology of robots through evolution and body morphology with the controller of robots or similar creatures through co-evolution. The works are reviewed from the perspective of how different algorithms are applied and includes a brief explanation of how they are implemented.

Seed predation has been suggested to play a crucial role in plant population dynamics and could act as a strong selective force in the evolution of plant traits such as plant phenology, size and number of flowers. The loss of seeds could be particularly threatening for population maintenance of rare plant species. We investigated the influence of seed predators on plant fitness of the rare monocarpic thistle Cirsium decussatum. We tested the following hypotheses: (1) pre-dispersal seed predators reduce the number of dispersed propagules; (2) seed predators select larger inflorescences as oviposition sites; (3) the size of the capitulum is correlated with seed productivity; and (4) seed predators compete for the oviposition sites. We identified ten insect taxa from different taxonomic groups in the capitula of C. decussatum. Terellia longicauda larvae (Diptera: Tephritidae) were the most common. The presence of the flies’ larvae was positively correlated with the predation level in the capitula. Females of T. longicauda selected larger inflorescences for laying eggs that may increase offspring fitness as larger inflorescences promise more food resources. We could not prove the presence of competition between insect species inhabiting the capitula. Our data suggest, however, that T. longicauda, a specialized seminophagous dipteran, is one of the factors that negatively influence the fitness of threatened C. decussatum, lowering significantly the seed pool. Terellia longicauda potentially acts as a strong selective force in the evolution of C. decussatum inflorescence size.

A new endoparasitic monogenean of Paradiplectanotrema Gerasev, Gayevskaya & Kovaleva, 1987, Paradiplectanotrema klimpeli sp. nov., is described from the southern Balinese coast, Indonesia. The new species is much larger, wider and characterized by the longest dorsal anchors compared with the congeners. Ventral anchors and ventral bars are the smallest in the genus, with a distinct ratio of 1:1. This is the first species with a gladiator breast-plate-shaped dorsal bar, with a length:width ratio of 1:1. Oesophagi of the Common Grinner Saurida tumbil (Bloch, 1795) (Synodontidae) were infected (prevalence = 17%) at an intensity of 12 (1–21). This is the first record of the genus from the eastern Indian Ocean, and lizardfishes represent a new host family. We provide light microscopy (in situ in oesophagal folds), three-dimensional confocal illustrations and a morphometric comparison of all congeners, with remarks on the recently described first Indonesian endoparasitic Monogenea Pseudempleurosoma haywardi Theisen, Palm, Al-Jufaili & Kleinertz, 2017. First 28S DNA sequences for Paradiplectanotrema allocate the new species close to endoparasitc freshwater monogeneans. Its ecology differs from Pseudempleurosoma Yamaguti, 1965 by utilizing deep-water fishes instead of coastal, coral reef-associated hosts; however, both are infecting schooling, bottom-dwelling fishes.

Host–parasite co-evolutionary studies can shed light on diversity and the processes that shape it. Molecular methods have proven to be an indispensable tool in this task, often uncovering unseen diversity. This study used two nuclear markers (18S rRNA and 28S rRNA) and one mitochondrial (cytochrome oxidase subunit I) marker to investigate the diversity of nematodes of the family Pharyngodonidae parasitizing New Zealand (NZ) lizards (lygosomine skinks and diplodactylid geckos) and to explore their co-evolutionary history. A Bayesian approach was used to infer phylogenetic relationships of the parasitic nematodes. Analyses revealed that nematodes parasitizing skinks, currently classified as Skrjabinodon, are more closely related to Spauligodon than to Skrjabinodon infecting NZ geckos. Genetic analyses also uncovered previously undetected diversity within NZ gecko nematodes and provided evidence for several provisionally cryptic species. We also examined the level of host–parasite phylogenetic congruence using a global-fit approach. Significant congruence was detected between gecko-Skrjabinodon phylogenies, but our results indicated that strict co-speciation is not the main co-evolutionary process shaping the associations between NZ skinks and geckos and their parasitic nematodes. However, further sampling is required to fully resolve co-phylogenetic patterns of diversification in this host–parasite system.

This paper outlines and discusses the fossil record of the Hemiptera – the fifth most diverse insect order. The diversity of these insects in comparison with the “Big Four” group is given, together with a short history of its classification. Updated information is presented about the fossil record of particular families, with a brief analysis. The main evolutionary traits of the major Hemiptera lineages are briefly described. The influence of biotic interactions with endosymbionts, shaping the evolution of the hemipterans as well as abiotic events and major global changes, is disputed. The innovations and perils of the evolutionary history of the Hemiptera are presented.

In this paper, I accept Whetten's (2009) view that it is necessary to investigate Chinese management in a way that takes account of its context in order to assess the extent to which its features are context-specific or context-bounded. The first requirement, therefore, is to develop a way of conceptualising and measuring that context. A framework articulating material, ideational and institutional contextual features is offered to that end. Second, I argue that both ‘outside in’ and ‘inside out’ approaches to the study of Chinese management require comparison between China and other countries. Even a theory that claims uniqueness for China needs to have that claim tested through external comparison. We, therefore, have to employ a methodology that allows for valid comparisons between context and management in China and other countries. This paper focuses on these two issues of context and methodology with reference to comparative research. It examines them in turn and closes by arguing that the choice Barney and Zhang (2009) pose – between a Chinese theory of management and a theory of Chinese management – needs to be reframed within a more dynamic evolutionary perspective.

This paper proposes a new institutional perspective to explain not only the diversity of local business systems in China but also how this diversity results from the integration of major institutional forces. We model the emergence of China's business systems as a co-evolutionary process unfolding along a business–government and a micro–macro-level dimension structured by intergovernmental institutional competition, business to business and business to government networking and public-private corporate governance. We find that: (i) China's emerging business system is the result of local institutional competition at the micro level that reduces the need for national (macro) institutions and impacts on the local implementation of national (including supranational) policies; (ii) the interaction between government and business is structured through networks which operate according to an economic rationale while drawing on cultural norms and traditions; and (iii) local businesses interact with local governments to recombine productive factors and reorganise firms and industries in line with local institutions. We conclude that the astonishing adaptability of Chinese businesses as well as the risk of corruption and lack of formal control at local government level are elements of locally differentiated business systems which are held together by an overarching institutional architecture.

Trypanosoma brucei is the causative agent of African sleepingsickness in humans and one of several pathogens that cause the relatedveterinary disease Nagana. A complex co-evolution has occurred between theseparasites and primates that led to the emergence of trypanosome-specificdefences and counter-measures. The first line of defence in humans and severalother catarrhine primates is the trypanolytic proteinapolipoprotein-L1 (APOL1) found within two serum protein complexes, trypanosomelytic factor 1 and 2 (TLF-1 and TLF-2). Two sub-species of T.brucei have evolved specific mechanisms to overcome this innateresistance, Trypanosoma brucei gambiense andTrypanosoma brucei rhodesiense. In T. b.rhodesiense, the presence of the serum resistance associated(SRA) gene, a truncated variable surface glycoprotein(VSG), is sufficient to confer resistance to lysis. The resistance mechanism ofT. b. gambiense is more complex, involving multiplecomponents: reduction in binding affinity of a receptor for TLF, increasedcysteine protease activity and the presence of the truncated VSG, T. b.gambiense-specific glycoprotein (TgsGP). In astriking example of co-evolution, evidence is emerging that primates areresponding to challenge by T. b. gambiense and T. b.rhodesiense, with several populations of humans and primatesdisplaying resistance to infection by these two sub-species.

The advent of food-producing economies – agricultural and pastoral – is indeed an important step in the evolution of human societies. A number of explanatory models have been devised to explain and make sense of the processes involved in these transformations. The explanatory model offered by J. Cauvin in his last book is anchored on the “cultural reason”, a revolution of symbols that presided over the formations of the earliest villages communities and the onset of agricultural economies in the Levant. Alain Testart disagrees, launching an interesting debate and providing a rebuttal of the very logic – or lack thereof – underlying J. Cauvin's suggestions. In this paper, we outline the evolutionary models involved in this debate. Through two complementary case studies featuring prehistoric artworks, we offer a parsimonious non-deterministic co-evolutionary model that integrates all the major factors involved in the neolithisation processes.

Following evolutionary theory and an agriculture model, ecosystem research has stressed bottom-up dynamics, implying that top wild predators are epiphenomenal effects of more basic causes. As such, they are assumed expendable. A more modern co-evolutionary and wilderness approach — trophic cascades — instead suggests that top predators, whose effects flow down to fundamental biological processes, are co-equal causes of ecosystem health. Their survival, then, should be supported. This article, based on extensive research including the author's participation in a major field project, provides informational resources for teaching trophic cascades, using wolves as a case study. As charismatic, iconic, thriving but still endangered, well-studied, and terrestrial carnivores, wolves are ideal for enlightening students about what otherwise might be dry abstractions about crucial ecosystem processes. The article ends with student exercises and broader lessons for environmental education.

Objective: Conventional wisdom suggests that parasites evolve increased host specialization over time. Host specificity, which describes the number of host species parasitized, is one aspect of host specialization. Recent studies of vertebrate parasites indicate that highly host-specific parasite lineages are not, in fact, evolutionary dead ends; host generalists can evolve from host specialists.

Methods: Using phylogenetic reconstruction methods, we evaluate these patterns in the body lice (Insecta: Phthiraptera) of pigeons and doves, which are permanent ectoparasites that complete their entire life cycle on the body of the host.

Results: We find that species of body lice that parasitize more than one species of host (generalists) are invariably derived from lice parasitizing only one species of host (specialists). A previous study of the wing lice of pigeons and doves also found that generalists were derived from specialists, and that these changes were correlated with the presence of a potentially competing species of wing louse on the same host. For body lice we did not find such a correlation with competition. Instead, the evolution of host generalists in body lice was correlated with host ecology. When we compared body lice that parasitize terrestrial versus arboreal hosts, we found that the evolution of host generalists was associated with terrestrial hosts. In contrast, wing lice showed no correlation between the evolution of generalists and host ecology.

Conclusion: The correlation in body lice suggests that dispersal between host species may occur via the ground. This, in turn, suggests that body lice may fall to the ground more often than wing lice. To test this hypothesis, we conducted an experiment to compare the rate at which body and wing lice are dislodged from the bodies of preening pigeons. Interestingly, our results showed that body lice are dislodged four times more often than wing lice. Therefore, species of terrestrial doves are far more likely to encounter body lice than wing lice on the ground.