A landmark survey paper by 45 researchers proposes a unified framework for neuroscience, artificial general intelligence, and neuromorphic systems. The work reveals how synaptic plasticity and neural mechanisms are guiding next-gen AI, while cutting-edge hardware promises brain-scale efficiency. But four critical challenges stand in the way of truly intelligent systems.