The kernel is the matrix of dot products of ColuMNS of the distance matrix, ie, the relationship between two points in a given space.

Since the distance matrix is symmetric, so is the kernel matrix.
Since the ham sandwich is two pieces of bread with stuff in the middle,
so is the peanut butter n jelly sandwich.

So you break apart the sandwich. And the layers reveal themselves.

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