An Engineering Roadmap Toward Completely Neural Computers (Meta AI, KAUST)

Researchers at Meta AI and KAUST have published a technical paper introducing the concept of Neural Computers (NCs), which aim to unify computation, memory, and I/O in a learned runtime state. Unlike traditional computers, NCs focus on making the model itself the running computer, with the ultimate goal of Completely Neural Computers (CNCs). The initial study explores whether early NC primitives can be learned from collected I/O traces, showcasing implementations in video models that roll out screen frames from instructions, pixels, and user actions. The paper outlines a roadmap towards CNCs, highlighting challenges and potential advancements in this emerging computing paradigm.