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Deep & Emerging Tech·August 25, 2026·1 min read

Why 0s and 1s aren't enough — 3-part biological memory model exposes limits of AI silicon

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A memory model that depends on neurons, astrocytes, and surrounding chemistry is a reminder that current AI hardware is still a coarse abstraction of biological cognition. For most operators this is background noise, but if you’re betting on neuromorphic or brain-inspired systems, it’s another nudge that the next hardware paradigm may look very different from GPUs and TPUs.