Hey there, Today’s issue is brought to you by our sponsor, Nebius. They are offering $150,000 in GPU compute credits to startups scaling physical AI models—here is everything you need to know to apply.
Once a physical AI product is in the field, the compute problem changes shape. Fleet data lands faster than anyone can label it. Every retraining cycle has to be validated before it touches hardware. The sim-to-real loop stops being research and becomes a release process.
That's the stage the 2026 Nebius Physical AI Awards is built for: startups with a working product, real traction, and a plan to scale.
The prize, in GPU-hours
Each of 5 category winners receives $150,000 in Nebius compute credits. At Nebius's published on-demand rates, that is roughly:
→ 33,330 H200 GPU-hours, or about 3 weeks on a 64-GPU cluster
→ 38,960 H100 GPU-hours
→ 20,980 B200 GPU-hours
Run it preemptible for checkpointable RL or data-generation jobs and the H200 figure stretches to about 61,200 GPU-hours. vCPU and RAM are bundled into the rate.
Winners also get joint promotion from Nebius and NVIDIA, executive mentorship with a Nebius C-level leader, a Winners Circle feature, and two seats at an exclusive executive dinner next year with leaders from the physical AI ecosystem.
5 categories
Physical AI Models
Perception & Spatial Intelligence
Simulation & Synthetic Data
Systems & Deployment
Software, Tooling & Orchestration
Judges
A panel selected by Nebius and NVIDIA judges on depth of innovation, breadth of implementation, market potential, and real-world impact. Confirmed judges include Sumay Parikh (NVIDIA), Amber Yang (Lightspeed), Adrian Macneil (Foxglove), Brian Moore (Voxel51), Ulrik Stig Hansen (Encord), Harry Mellsop (Antioch), Calvin Zhou (RoboForce, a 2025 winner), and Evan Helda and Anu Maheshwari (Nebius), with more being added.
Last year's numbers
254 applications. 55 finalists. $1.5M in credits awarded. RoboForce, the 2025 industrial robotics winner, has since raised $52M and reports 11,000+ robot orders via LOI. Gather AI, the vision winner, closed a $40M Series B.
The dates
Applications close October 25, 2026. Finalists and winners are announced in mid-November. No entry fee.
Full breakdown, including the per-GPU credit math and the complete judging panel: read the article on Marktechpost →
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Until next week,
The Marktechpost Team
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