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Embodied Foundation Models

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  • montezM Offline
    montezM Offline
    montez
    wrote last edited by montez
    #1

    Megathread for embodied foundation models for perception, spatial reasoning, and robot action, from device-native models to large world-action models.

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    • montezM Offline
      montezM Offline
      montez
      wrote last edited by
      #2

      NVIDIA Cosmos 3 Edge

      Hugging Face: https://huggingface.co/nvidia/Cosmos3-Edge, https://huggingface.co/collections/nvidia/cosmos3
      GitHub: https://github.com/nvidia/cosmos
      Website: https://research.nvidia.com/labs/cosmos-lab/cosmos3/
      White paper: https://research.nvidia.com/labs/cosmos-lab/cosmos3/technical-report.pdf

      Developer: NVIDIA
      Released: July 2026
      Variants: Cosmos3-Edge, Cosmos3-Edge-Policy-DROID
      Parameters: 4B
      Context: Reasoner: 256,000 tokens / Generator text input: 4,096 tokens
      Architecture: Mixture-of-Transformers, two towers: an autoregressive transformer for text, a diffusion transformer for image/video/action generation
      License: OpenMDW 1.1
      Modalities: Text + Image + Video + Action trajectory in / Text + Image + Video + Action out
      Formats: safetensors via Hugging Face, PyTorch (NVIDIA-proprietary inference only, BF16)
      Runs on: NVIDIA consumer GPU (Linux), Jetson (Linux)

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      • montezM Offline
        montezM Offline
        montez
        wrote last edited by
        #3

        Tencent Hy-Embodied-RxBrain-1.0

        Hugging Face: https://huggingface.co/tencent/Hy-Embodied-RxBrain-1.0
        GitHub: https://github.com/Tencent-Hunyuan/Hy-Embodied-RxBrain-1.0
        Website: https://tairos.tencent.com/openSourceModels/hy-embodied-rxbrain-1.0
        Technical report: https://arxiv.org/abs/2607.14187

        Developer: Tencent Robotics X, Futian Laboratory, Tencent Hy Team
        Released: July 2026
        Parameters: ~6.2B
        Architecture: Unified Mixture-of-Transformers, modality-specific text, vision, and generation pathways
        License: Apache 2.0
        Modalities: Text + Image + Video
        Runs on: NVIDIA GPU, CUDA 12.x, Linux recommended
        Formats: safetensors
        On disk: 12.42GB safetensors

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        • montezM Offline
          montezM Offline
          montez
          wrote last edited by montez
          #4

          NVIDIA Isaac GR00T N1.7

          Hugging Face: https://huggingface.co/nvidia/GR00T-N1.7-3B, https://huggingface.co/collections/nvidia/gr00t-n17
          GitHub: https://github.com/NVIDIA/Isaac-GR00T
          Website: https://developer.nvidia.com/isaac/gr00t
          Docs: https://huggingface.co/blog/nvidia/gr00t-n1-7

          Developer: NVIDIA
          Released: April 2026
          Variants: N1, N1.5, N1.6, N1.7
          Parameters: 3B
          Architecture: Dual-system VLA pairing a Cosmos-Reason2-2B vision-language backbone for task/subtask reasoning with a flow-matching diffusion transformer conditioned on the reasoning output
          License: NVIDIA Open Model License Agreement
          Modalities: RGB camera frames + language instruction + robot proprioception in / continuous robot action vectors out
          Runs on: Desktop GPU, Datacenter GPU, or NVIDIA Jetson edge modules; NVIDIA only
          Formats: safetensors, 2 shards
          On disk: 6.91GB

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          • montezM Offline
            montezM Offline
            montez
            wrote last edited by montez
            #5

            NVIDIA Cosmos Reason 2

            Hugging Face: https://huggingface.co/nvidia/Cosmos-Reason2-8B, https://huggingface.co/nvidia/Cosmos-Reason2-2B, https://huggingface.co/nvidia/Cosmos-Reason2-32B
            Website: https://build.nvidia.com/nvidia/cosmos-reason2-8b
            Docs: https://huggingface.co/blog/nvidia/nvidia-cosmos-reason-2-brings-advanced-reasoning

            Developer: NVIDIA
            Released: January 2026
            Variants: 2B, 8B, 32B
            Parameters: 8.77B (8B tier)
            Architecture: Qwen3-VL fine-tune post-trained for physical-AI reasoning
            License: NVIDIA Open Model License Agreement
            Modalities: Image/video + text in / spatio-temporal reasoning, trajectory, point, and bounding-box predictions out
            Runs on: NVIDIA GPU
            Formats: safetensors, 4 shards (8B tier)
            On disk: 17.53GB (8B tier)

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            • montezM Offline
              montezM Offline
              montez
              wrote last edited by montez
              #6

              Unitree UnifoLM-VLA-0

              Hugging Face: https://huggingface.co/unitreerobotics/Unifolm-VLM-Base, https://huggingface.co/unitreerobotics/Unifolm-VLA-Base, https://huggingface.co/unitreerobotics/Unifolm-VLA-Libero
              GitHub: https://github.com/unitreerobotics/unifolm-vla
              Website: https://unigen-x.github.io/unifolm-vla.github.io

              Developer: Unitree Robotics
              Released: January 2026
              Variants: VLM-Base, VLA-Base, VLA-LIBERO
              Architecture: Qwen2.5-VL-7B backbone with a diffusion-transformer flow-matching action head; continued pretraining fuses 2D/3D spatial understanding with action-chunking prediction and forward/inverse dynamics constraints
              Modalities: Multi-view RGB + robot state + language instruction in / continuous manipulation actions out
              Formats: PyTorch checkpoint
              On disk: VLA-Base 18.98GB

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              • montezM Offline
                montezM Offline
                montez
                wrote last edited by montez
                #7

                Alibaba DAMO RynnBrain 1.1

                Hugging Face: https://huggingface.co/Alibaba-DAMO-Academy/RynnBrain1.1-2B, https://huggingface.co/Alibaba-DAMO-Academy/RynnBrain1.1-9B, https://huggingface.co/Alibaba-DAMO-Academy/RynnBrain1.1-122B-A10B
                GitHub: https://github.com/alibaba-damo-academy/RynnBrain
                Technical report: https://arxiv.org/abs/2602.14979

                Developer: Alibaba DAMO Academy
                Released: July 2026
                Variants: 2B, 9B, 122B-A10B
                Parameters: 9.41B (9B checkpoint)
                Architecture: Decoder-only vision-language transformer (dense 2B/9B, sparse-MoE 122B-A10B) on a Qwen3.5 base
                License: Apache License 2.0
                Modalities: Image/video + language in / spatial/3D grounding, contact-point and affordance predictions, task planning out
                Formats: safetensors
                On disk: 18.82GB (9B checkpoint)

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