Researchers from Nottingham Trent University, Imperial College London, and Aston University published a technical paper titled “Beyond Peak TOPS/W: A System-Level Perspective on Hybrid Digital, Analogue and Neuromorphic Computing.” The paper contends that “hybrid digital–analogue computing represents a credible pathway towards more energy-efficient AI systems: one in which physical substrates earn an expanding role only where they deliver a measurable system-level advantage, under digital orchestration that manages integration, uncertainty and fallback.” Find the technical paper here. “Beyond Peak TOPS/W: A System-Level Perspective on Hybrid Digital, Analogue and Neuromorphic Computing.” arXiv, August 2026. https://doi.org/10.48550/arXiv.2608.03514.