Weekly must-read papers: GR00T 2, native VLA policies, agent guardrails and evals

TheTuringPost · x · 2026-11-11

The Turing Post curates this week's must-read papers, heavy on robotics and agents: GR00T 2, VFlash visual planning, La-JEPA compact robot policies, NEO-VLA native vision-language-action policies, RoboColosseum in-the-wild physical intelligence evals, and Open-HumanWAM. The attached image is Apple's HALO paper, which synthesizes vision-language-motion data across a thousand procedurally generated homes and transfers zero-shot to the real world with a 91% success rate over 169 trials. Agent-side picks include ToolSpace, LEANGUARD verified guardrails, Route Anything, agentic manipulation policies, plus Scientist World and FrontierPhysics eval environments. DreamX frames video diffusion as a universal latent action learner.

Related event: This Week's Must-Read AI Papers: Robotics Policies and Agent Safety in Focus(2 posts)→

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