MBZUAI’s IFM releases open 29B PAN 2 world model
Apache 2.0 weights and code ship; IFM reports 34% full-plan completion, ahead of MiniMax-H3 on multi-step tasks.
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33 stories, newest first · one card per story
Stories tagged #physical-ai
NVIDIA advances Korea physical AI ecosystem
NVIDIA helps Korean manufacturers apply AI and accelerated computing to semiconductors and robotics.
ArmedAgent finds safety risks in coding agents that control robot arms
The benchmark covers 36 tasks in five scenarios, including indirect prompt injection that can move from digital resources into physical actions.
DRAP cuts plasticity in OpenVLA for replay-free continual learning
Risk-weighted gradient memory scales each tensor’s AdamW rate and retains prior LIBERO behaviors better than EWC.
NVIDIA Expands Physical and Agentic AI for Cities Worldwide
NVIDIA partners with cities to deploy AI agents and digital twins using shared infrastructure and models like Nemotron and Cosmos.
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RoboColosseum evaluates VLA policies across robot embodiments
RoboColosseum shows frontier agents rival specialized VLA policies but fine-tuning leads to rank reversals and embodiment-specific performance differences.
Essay casts industrial intelligence as a manufacturing growth path
Company examples cite faster paint-defect analysis at Toyota Industries and shorter training at a Rockwell plant.
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NVIDIA adds Cosmos tools to train and deploy world models
New blueprints, Cosmos 3 Nano simulation variants, and NIM microservices claim up to 2x faster inference.
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Paper maps recursive self-improvement pathways for physical robots
Reviewed physical studies show behavioral and procedure gains, but none isolate improvement that comes from recursion itself.
VC Amulya Vishwanath says physical AI is still in a LEGO era
Techable Ventures’ founder told Equity that robotics still needs basic parts before a ChatGPT-like moment.
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Eka Robotics raises $150 million at a $1.45 billion valuation
The startup’s vision-force-action model and force-sensing gripper are aimed at dexterous object grasping.
Germany and NVIDIA sign intent to advance industrial AI
NVIDIA named planned investments in Agile Robots, Avelios Medical, Mirelo and Reflex Aerospace.
Laplace builds automated red-teaming for robots and autonomous vehicles
The Ann Arbor startup simulates real roads on Nvidia Cosmos and already has AV customers including Bot Auto.
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Voxel51 3.0 billed as a multimodal data platform for physical AI
The supplied page is a cookie notice, so no product features or release details are available.
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Physical AI is more than robots, says the Nvidia veteran now investing in it
NVIDIA veteran Amulya Vishwanath says physical AI spans materials and medicine, not just robots.
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Dyna-2: General Purpose Physical Agents with Hour-Long Autonomy — Jason Ma, Dyna Robotics
Dyna Robotics details Dyna-2, a world-action model trained on a million hours and deployed on working robots.
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Laplace Intelligence red-teams robots and self-driving cars before they hit the real world
Laplace Intelligence pitches simulation-based AI red-teaming for robots and self-driving cars before real-world deployment.
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Building AI for Reliable Execution: Lessons From Industrial Robotics
Standard Bots raised $200 million at a $1 billion valuation to scale AI-native industrial robot arms.
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Nvidia's big bet on physical AI aims for safer robotaxis, humanoid robots
Nvidia is extending its Halos safety stack from autonomous vehicles to robotaxis and humanoid robots.
Building a safer path to autonomous industrial AI
AVEVA's chief technologist outlines human oversight and guardrails for autonomous industrial AI.
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Nebius Opens 2026 Physical AI Awards: Five $150K Compute Credit Prizes
Nebius and NVIDIA open the 2026 Physical AI Awards with five $150,000 compute-credit prizes for robotics and physical AI startups; applications close October 25, 2026.
Nebius Opens 2026 Physical AI Awards: Five $150K Compute Prizes, Nine Judges, and an October 25 Deadline
Nebius and NVIDIA open 2026 Physical AI Awards with five $150,000 compute-credit prizes; applications close October 25, 2026.
Shield AI, Waabi, and General Motors on building AI when failure is not an option at TechCrunch Disrupt 2026
Shield AI, Waabi, and GM will discuss high-stakes physical AI at TechCrunch Disrupt 2026.
TechCrunch Disrupt 2026: Aaron Edsinger brings Hello Robot’s Stretch 4 to life onstage
Hello Robot CEO Aaron Edsinger will demo Stretch 4 live at TechCrunch Disrupt 2026.
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