Neural networks do not have a one-to-one mapping between individual neurons and concepts.

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• The adult brain's stock of neurons is essentially fixed, and that is no limit on learning, because plasticity is the changing of connections between the cells you already have. TWTommy Wood20 Jul 2026similar wording
• Concepts are represented with strikingly similar geometry inside large AI models and inside brains. MHMax Hodak20 Aug 2026similar wording
• Opening a fixed relational pattern takes two things: the implicit made explicit, and the person's own recoil from what they see. TRTerry Real11 Aug 2023similar wording
• We have almost no automated techniques for making a system transfer what it learns, and none of the few we have are used in modern deep learning. RSRichard Sutton26 Sept 2025similar wording
• The knowledge a model soaks up in pre-training is holding it back; what we actually want is the intelligence with the knowledge stripped out. AKAndrej Karpathy17 Oct 2025similar wording

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