Nikolay Kukushkin argues that consciousness arises from a continual circular loop in neural networks: predictions shape perception and perception updates predictions. He traces a near-inevitable trajectory from the energy-rich eukaryotic cell to complex brains, driven by social pressures and the generative power of language. Kukushkin also suggests that replicating such dynamics in machines would require hardware that integrates memory and inference.
Evolution Made Human Intelligence Almost Inevitable, NYU Neuroscientist Argues

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