MACHINA 2026
MACHINA brings together the people and companies at the frontier of physical AI, from labs designing humanoids to the enterprises deploying industrial robotics at scale across the world.
Nebius will join as a sponsor and speaker, taking over the master stage for a fireside chat with Evan Helda our Head of Physical AI.
Let's meet in person!Join Nebius talks
July 7, 14:20 - 14:40
From simulation to deployment: enabling closed-loop learning for Physical AI
By Evan Helda, Nebius, and Harry Mellsop, Antioch.
As Physical AI systems become more capable, the challenge shifts from building models to continuously improving them.
Join Nebius and Antioch for a fireside chat on the infrastructure, simulation, and evaluation frameworks enabling the next generation of robotics and embodied AI.
We’ll explore how the newly launched Nebius Physical AI Workbench integrates NVIDIA’s Physical AI ecosystem with best-in-class simulation environments to create powerful closed-loop learning workflows.
From policy evaluation and validation to agentic development environments and emerging Agentic DevOps practices, the discussion will highlight the technologies that are redefining how Physical AI applications are developed, tested, and deployed.
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