Research proposes the concept of neural computers, exploring emerging machine forms that unify computation, memory, and I/O

ME News Report, April 10 (UTC+8), recently, a study proposed an emerging concept called “Neural Computer” (NCs), which is a new machine form that unifies computation, memory, and input/output within learned runtime states. Its long-term goal is to achieve a “Fully Neural Computer” (CNC) capable of stable execution, explicit reprogramming, and persistent capability reuse. As an initial exploration, the study instantiated the neural computer as a video model, generating screen frame sequences based on commands, pixels, and user interactions within command-line and graphical user interface settings. The results show that the learned runtime can acquire early interface primitives, especially input/output alignment and short-term control, but issues such as regular reuse, controlled updates, and symbol stability still need to be addressed. The article outlines a development roadmap around these challenges and suggests that if these challenges are overcome, a fully neural computer could establish a new computing paradigm that surpasses current intelligent agents, world models, and traditional computers. (Source: InFoQ)