The architecture, mathematically

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Lyrics

[Verse 1]
Deep in cerebral tissue lies a mathematical scheme
Six layers stacked in columns, each a computational dream
Pyramidal neurons firing in recurrent cascade flows
Local gradients descending where the learning signal goes
Biologically constrained but elegant in design
These mini-networks process what your senses help define

[Chorus]
Cortical columns computing, distributing the load
Small recurrent networks running biological code
Composable and addressable, they work in harmony
The mathematics of the mind, neuronal geometry
Column by column, layer by layer
Processing patterns everywhere

[Verse 2]
Part two reveals the magic of compositional might
Projections weave between them like synaptic satellite
Shared representational space where information flows
Locally-aligned objectives, how the greater pattern grows
Each column talks to others through axonal highways
Building complex computations in a thousand different ways

[Chorus]
Cortical columns computing, distributing the load
Small recurrent networks running biological code
Composable and addressable, they work in harmony
The mathematics of the mind, neuronal geometry
Column by column, layer by layer
Processing patterns everywhere

[Verse 3]
Selective addressability through sparse dimensional keys
High-dimensional broadcast signals floating on the breeze
Long-range projections seeking matches for their tune
Thalamic gates controlling when the networks can commune
Oscillations synchronizing, neuromodulators dance
Only matching patterns get their computational chance

[Verse 4]
From sensory cortex parsing visual scenes so bright
To prefrontal regions planning future moves just right
Each columnar processor specialized for its domain
Yet sharing common principles through evolution's gain
Inhibitory circuits sculpting signals clean and clear
While excitatory loops maintain what we hold dear

[Bridge]
From micro to macro, the architecture scales
Each column a processor where biology never fails
Gradient-based learning in wetware so refined
The distributed masterpiece we call the human mind

[Chorus]
Cortical columns computing, distributing the load
Small recurrent networks running biological code
Composable and addressable, they work in harmony
The mathematics of the mind, neuronal geometry
Column by column, layer by layer
Processing patterns everywhere

[Outro]
In cortical columns, mathematics comes alive
Where neural computation helps consciousness thrive

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