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The brightness is a function of momentum, meaning, it could be large or it could just be unfathomably fast.

Why momentum rather than kinetic energy?

What would create the brightness/light on such impact?

Energy dissipation. It's enough energy to temporarily heat the rock and the impactor to the point that they start glowing very brightly.