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See the branch validation and benchmark evidence in the commit. This PR covers the latent_proj_gemm row from RL-Kernel issue RL-Align#386: native CUDA, Triton, CPU reference, bindings, registry, fixed-order tests, sanitizer checks, and documentation. Cross-architecture CI and maintainer review remain outstanding.