Module dense_cuda 

Opt-in K3 dense/shared MLP using original resident weights and FP32 I/O. Only input and final output cross the host boundary; no weight duplication.

Functions

launch_dense_matrices

Explicit resident matrix ABI, also used by real-device numerical tests.

launch_dense_mlp

Dense and shared expert matrices are already TP-sharded in the loader.