Decompose-K: From torch.compile to Hand-Tuned Triton Kernels for Skinny Large‑K Matmuls

An implementation deep dive into Decompose-K matmul: why splitting the K dimension helps skinny large-K GEMMs, what torch.compile and Inductor custom-op autotuning emit, and how a vectorized split-reduction Triton kernel ends up beating both.