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When Learning Happens All at Once

Jul 23, 2026

When Learning Happens All at Once

In AI, sudden "grokking" is being formalized as a physics phase transition. In the brain, learning often arrives in abrupt jumps, not only smooth curves. Learning that arrives as a switch, not a slope.

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One Neuron, Many Meanings: Two Papers, One Result

Jul 21, 2026

One Neuron, Many Meanings: Two Papers, One Result

A Nature study of the mouse cortex and a Nature Machine Intelligence framework for artificial networks independently reach the same conclusion: meaning is carried by populations of neurons, not by single cells.

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