The framing to carry forward

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Lyrics

[Verse 1]
Your eyes ain't cameras clicking frames in sequence neat
Vision's more like jazz musicians trading riffs they meet
Lower neurons catch the edges, corners sharp and small
While higher brain cells dream of faces, shapes that never fall
It's hierarchical prediction on a graph that bends and flows
Not some factory line assembly, more like how a river knows

[Chorus]
Feedforward carries evidence ascending like the blues
Feedback drops predictions down with attentional cues
Small receptive fields below catch details fleeting fast
Large receptive fields above hold memories that last
It's the interaction where the magic happens true
Recurrent graph computing everything you view

[Verse 2]
Down in V1 they're encoding spatial frequency high
Local patches, rapid changes, movements of the eye
Up in temporal cortex dwelling sit the abstract kings
Invariant to transformation, recognizing constant things
Your grandma's face stays grandma's face from near or far away
'Cause higher levels learned the rules that never seem to sway

[Chorus]
Feedforward carries evidence ascending like the blues
Feedback drops predictions down with attentional cues
Small receptive fields below catch details fleeting fast
Large receptive fields above hold memories that last
It's the interaction where the magic happens true
Recurrent graph computing everything you view

[Bridge]
When you spot a friend approaching through the crowded street
Bottom-up meets top-down signals where the pathways meet
Prediction error drives the learning, updates what you know
Attention amplifies the signal, makes important features glow
This ain't no simple bottom-up conveyor belt design
It's bidirectional conversation, your predictive mind

[Verse 3]
Fast-changing information travels upward seeking home
Slow invariant properties drift down like honeycomb
Context shapes perception through those feedback highways wide
While feedforward pathways carry sensory data's ride
The cortical hierarchy builds reality complete
Through recurrent computations, making vision so elite

[Chorus]
Feedforward carries evidence ascending like the blues
Feedback drops predictions down with attentional cues
Small receptive fields below catch details fleeting fast
Large receptive fields above hold memories that last
It's the interaction where the magic happens true
Recurrent graph computing everything you view

[Outro]
So next time that you're seeing, remember what's at play
Hierarchical prediction guides you through your day
Not a camera, not a scanner, but a graph that thinks and learns
Through feedforward, feedback cycles, how your vision discerns

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