In discussions of the ethical and social implications of artificial intelligence (AI), a good starting point is: How is AI and AI-related technology similar to and different from related contexts and technology? It seems helpful not to attempt to start the debate on ethical and social implications of AI from scratch, but to refer and relate to already existing and sometimes longstanding debates and research. Two fields seem to be particularly useful here: The discussion of philosophical, ethical and social aspects of technology on the one hand, and the context of brain-related sciences, philosophy of mind, bioethics and neuroethics on the other hand. With this topical collection, we focus on the second approach, i.e. we think about ethical implications of AI and neurotechnology by thinking about and drawing upon similarities and differences between brains and computer technology, neuroscience, behavioral, and cognitive science and computer science, starting from concepts and conceptions used to describe characteristics of humans and non-human animals and reflecting on how these can be used in or transferred to AI.