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The human brain physically cannot do this. A biological synapse is a one-way street; it can’t mathematically pass a gradient backward. Plus, the brain has a massive “Credit Assignment Problem.” If you swing a tennis racket and miss, how does a specific neuron in layer 2 of your visual cortex know it was the one that messed up?

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That was the gap. confusable-vision is the tool I built to close it: render every confusable pair, measure the pixels, and put a number on what “visually confusable” actually means.