Qualify GPU kernels on the execution path that will actually run
A passing mathematical prototype does not qualify a different device-code path. Before a full GPU benchmark, compile and execute the target dtype, forward and backward operations, representative shapes, and any contested primitive on the intended hardware and runtime. Use a stag…