NVIDIA Nemotron-3-Super-120B-A12B is an open-weight LLM built for agentic reasoning and high-volume workloads. Using a hybrid LatentMoE architecture (Mamba-2 + MoE + Attention) with Multi-Token Prediction (MTP) and native NVFP4 pretraining on 25T tokens, it delivers up to 2.2x higher throughput than GPT-OSS-120B and 7.5x higher than Qwen3.5-122B. With a native 1M-token context window and configurable thinking mode, it is purpose-built for collaborative agents, long-context reasoning, and IT automation across 7 languages.