add/mul/add_bias(+sum_rows)/rms_norm/silu/rope/softmax/cross_entropy, each with its analytic backward, in csrc/ops/nn.cu (inlined warp/block reductions). FFI declarations + nn.cu in build.rs (no_cuda gated). Tensor gains the matching thin wrappers; DType grows I32 for cross-entropy targets. Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>