Placed 1st / 4th / 4th across GPU MODE’s B200 linear-algebra challenges: Cholesky, QR v2, and Symmetric Eigh. I also published a visual tutorial connecting the mathematical derivations to GPU kernel mappings and retained benchmark evidence.