Cosmos 3 Super Text2Image is a 64B open omnimodal model tuned for physically plausible images. Here is how Diffusers, vLLM-Omni, and agentic upsampling fit into a real synthetic-data pipeline.
Nvidia licensed Poolside's Model Factory for $6 billion, invested $1 billion at a $12B valuation, and hired 109 engineers to chase frontier open-weight models that compete with DeepSeek and Kimi K3.
Nemotron-Labs-TwoTower splits a 30B Nemotron backbone into a frozen context tower and a trainable diffusion denoiser, hitting 2.42x generation throughput with open weights on Hugging Face.