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Cortico-subcortical multi-head self-attention as a substrate for cognitive performance

The neocortex is central to mammalian cognition, yet a computational framework that is both biologically constrained and capable of performing complex cognitive tasks remains missing. Here we show that cortico-thalamic circuits are well suited to implement multi-head self- and cross-attention, the mechanism underlying the cognitive abilities of transformer networks. We propose that layer 2/3…

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Govt. crosses the Rubicon

Monday 10th August, 2026 The proposed constitutional amendment to effect a blanket extension of judges’ retirement ages is a textbook example of pretextual legislation or constitutional camouflage.

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