nemotron-3-ultra:cloud

Model highlights

• Built for long-running agents — tuned for agent orchestration, coding agents, deep research, and complex enterprise workflows that run across hundreds of steps.
• Long context — keep entire codebases, long tool histories, and research trails in context without losing the thread.
• Frontier reasoning, high efficiency — 550B total parameters with only 55B active per token, optimized for NVFP4, NVIDIA's 4-bit floating point format that packs the model into less memory and runs faster.

Benchmarks

Nemotron 3 Ultra leads on accuracy across agent productivity, instruction following, and long-context tasks among open models, while delivering leading throughput — saving up to 30% on costs compared to other leading open models.

Best practices

• Agent orchestration — designed for hundreds of steps per run; well-suited to deep research and enterprise workflows.
• Cost efficiency — NVFP4 optimization saves up to 30% on costs vs. other leading open models.
• Long tool histories — the long context keeps multi-step tool trails coherent.