The Information Machine
FollowingDay 429 sourcesupdated 11 Nov 2026

IFM, Runway, and NVIDIA Release Open World Action Models

The gist

Multiple labs releasing open-weights world action models in rapid succession gives robotics and AI researchers access to competitive simulation tools without restrictive licenses. The models target letting AI agents preview action outcomes in simulation before real-world execution.

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The full picture

Three open world action models are now publicly available. Runway released Praxis-1 on November 11 under Apache 2.0, a world action model for robotics that converts video pretraining into robot control. Anastasis Germanidis said Praxis-1 leads the RoboLab open-weights leaderboard and outperforms every other world action model on that benchmark, and that it is more than 10x faster and 50x cheaper than GPT-6 Astra on manipulation tasks tested. IFM at MBZUAI released PAN 2 on November 10 under Apache 2.0 with training code, coupling a multimodal LLM for conceptual planning with a 29B-parameter latent diffusion model that simulates physical appearance, motion, and spatial consistency. PAN 2 achieves 34.00% full-plan completion on benchmarks, ranking first among open models on Physics-IQ Verified with a score of 49.38, though closed model FLUX 3 scores 51.11. NVIDIA released Cosmos 3, open models for interactive world simulation, on November 5 via HuggingFace.

How it developed
11 November 2026

Runway releases Praxis-1 publicly under Apache 2.0

10 November 2026

IFM at MBZUAI releases PAN 2 under Apache 2.0 with training code

5 November 2026

NVIDIA releases Cosmos 3 open models for interactive world simulation on HuggingFace

2 October 2026

The Robot Report covers Praxis-1 ahead of public launch, noting 0.95 correlation with real-world outcomes

Sources
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