$25Kcash prize pool across live trials
UFB Ghost Trials
The official path to league sponsorship and season integration.
$500K+robot, compute, and support value
5 Teamseach gets Unitree G1 for 2026 season
Why The League Exists?
UFB was built to create a real testing ground for humanoid robotics: a place to validate safety practices, pressure-test new research in public, and push real-world adoption forward. Our Direct Body Control technology allowed anyone to become a robot Pilot through natural movement.
Why Ghost Trials Matter?
Ghost Trials is the league's official pipeline for long-term technical talent. Through this program, top teams get access to advanced hardware, compute, mentor support, and deep technical collaboration so they can experiment faster and build breakthrough behaviors.
Pilots control the robots in the arena. Ghosts decide who wins.
Three Submission Tracks
Fighting Styles
Build fighting policies: punching, blocking, combo chains and balance recovery. Train robots to react fast and move like athletes inside the arena.
Performance Arts
Program robots to perform: choreographed dance moves, acrobatic stunts and live instrument sets (piano, drums and more) synced to music.
Experimental Track
A sandbox for everything outside combat or art: advanced loco-manipulation, world models and any cool idea to train robots.
How Ghost Trials Work
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Step 01
Open Call and Track Selection
Teams apply under Fighting, Performance Arts, or World Model tracks with a short technical proposal and demo in simulation or real-world environments.
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Step 03
Bay Area In-Person Trials (30 Teams)
30 top teams advance to live in-person trials around the Bay Area where robots are evaluated under real-world conditions with track-specific criteria. The $25,000 prize pool is distributed based on performance.
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Step 05
League Sponsorship and Season Integration
Final teams are integrated into UFB season programming and aligned with league sponsors for official competition participation, media visibility, and a structured path toward fully sponsored league team status.
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Step 02
Simulation Sprint (100 Teams)
100 selected teams enter an 8-12 week remote sprint using standardized environments aligned with Unitree G1 systems. Each team receives $75 in compute credits and is evaluated through public metrics and milestone reviews.
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Step 04
Permanent Robot Access (5 Teams)
Five teams are selected for long-term development access to physical humanoid robots:
- 2 Fighting Styles Teams
- 2 Performance Arts Teams
- 1 Experimental Use Team
Selected teams receive permanent robot access, technical integration support, and league development status.
Powered by
Nebius gives Ghost Trials teams infrastructure for generating robotics data, training robot and world models, running large-scale simulation, and orchestrating deployment workflows.
Learn moreGenerate & augment multimodal data
Store real-world sensor data and expand training sets with synthetic data workflows powered by NVIDIA Cosmos.
Train robot & world models
Use NVIDIA Blackwell clusters for vision-language-action and multimodal robotics training without managing infrastructure.
Simulate before you deploy
Run large-scale simulation with NVIDIA RTX, Isaac Sim, and Cosmos to validate behavior before hardware deployment.
Accelerate the full robotics workflow
NVIDIA OSMO managed by Nebius connects data generation, training, simulation, and deployment in one pipeline.
Apply as Ghost
Submit your application to join UFB Ghost Trials. Our team will review your submission and contact you with onboarding details. Accepted teams receive credits to begin training, and the strongest teams are invited to in-person trials.