AI systems play an increasingly important role in shaping and regulating the lives of millions of human beings across the world. Calls for greater _transparency_ from such systems have been widespread. However, there is considerable ambiguity concerning what “transparency” actually means, and therefore, what greater transparency might entail. While, according to some debates, transparency requires _seeing through_ the artefact or device, widespread calls for transparency imply _seeing into_ different aspects of AI systems. These two notions are in apparent tension with (...) each other, and they are present in two lively but largely disconnected debates. In this paper, we aim to further analyse what these calls for transparency entail, and in so doing, clarify the sorts of transparency that we should want from AI systems. We do so by offering a taxonomy that classifies different notions of transparency. After a careful exploration of the different varieties of transparency, we show how this taxonomy can help us to navigate various domains of human–technology interactions, and more usefully discuss the relationship between technological transparency and human agency. We conclude by arguing that all of these different notions of transparency should be taken into account when designing more ethically adequate AI systems. (shrink)

In recent years, we have witnessed the rise of a contemporary approach to cognitive psychology known as 4E cognition. According to this ‘extracranial’ view of cognition, the mind is not ensconced in the head, but dynamically intertwined with a host of different entities, social as well as technological. The purpose of the present article is to raise a concern about 4E cognition. The concern is not about whether the mind is in fact extended, but about how this condition is currently (...) portrayed in the 4E literature. It is argued that 4E scholars tend to paint an overly idealized picture of human–technology relations in which all entities are presumed to cooperate and collaborate. The article first describes the basic tenets of extended cognition and distributed cognition, two of the most thingly approaches in this new wave of cognitive psychology. It then proceeds to discuss the twin notions of cognition and representation and argues that it may be time to leave these concepts behind. Finally, it sketches out the so-called ‘dogma of harmony’ in the 4E literature and argues for the importance of making analytical room for conflictual human–technology relations. Two examples of such conflictual relations are provided: bad habits and deskilling. (shrink)