A kernel is a window that walks

convolution, step by step · one output cell per window position · each value is the sum of the window's products · illustrative seeded values
CONVOLUTION · STEP-THROUGH · ARENA 0.2 §3 · VALID, STRIDE 1 · 5×5 IN → 3×3 OUT