[Verse 1] Deep inside your cerebral maze Columns stack in organized arrays Each one's a tower, six layers thick Processing signals lightning quick No softmax here, but something near Competition makes the winners clear Local circuits fight it out Winner takes all, silence doubt [Chorus] Query patterns, stored and matched Neural broadcast gets dispatched Cortical columns compete and call Winner-take-all, winner-take-all Long-range projections spread the news Same math, different neural clues Competition plus the broadcast beam Builds your computational dream [Verse 2] Picture minicolumns side by side Inhibition cannot hide When one neuron starts to fire Others fade, its voice climbs higher Gamma oscillations sync the beat Making local networks compete Strongest signal claims the throne Broadcasting truth through axon zones [Chorus] Query patterns, stored and matched Neural broadcast gets dispatched Cortical columns compete and call Winner-take-all, winner-take-all Long-range projections spread the news Same math, different neural clues Competition plus the broadcast beam Builds your computational dream [Bridge] Layer two-three sends messages far Pyramidal cells become the stars Layer five connects to distant lands While layer six gives feedback commands Attention mechanisms you recognize Are hiding here before your eyes Biology found the secret code Millions of years before silicon flowed [Verse 3] Thalamic loops provide the stage For cortical competitive rage Feedforward drives, feedback refines Creating computational designs Each column votes with firing rate Neural democracy seals the fate Strongest voice will dominate While others learn to hesitate [Verse 4] Calcium spikes and NMDA Help the winners find their way Plasticity shapes the fight Strengthening patterns that feel right Dendritic trees compute the sum While interneurons keep some numb Excitation balanced by restraint Neural circuits pure and quaint [Chorus] Query patterns, stored and matched Neural broadcast gets dispatched Cortical columns compete and call Winner-take-all, winner-take-all Long-range projections spread the news Same math, different neural clues Competition plus the broadcast beam Builds your computational dream [Outro] Mother Nature's algorithm runs Through biological silicon Cortical columns lead the way Teaching machines how brains display The mathematics of the mind In neural architecture designed
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