NVIDIA has released Nemotron-TwoTower-30B-A3B-Base-BF16, an unusual diffusion-based language model built from the Nemotron 3 Nano 30B-A3B backbone. Instead of generating strictly one token at a time, it uses a frozen autoregressive context tower plus a diffusion denoiser tower that iteratively fills