Robotics · Advanced · 10-20 hours
Humanoid Foundation Models
General-purpose policies and model stacks designed for humanoid bodies, dexterous hands, and whole-body mobile manipulation.
Direct answer
What is Humanoid Foundation Models?
General-purpose policies and model stacks designed for humanoid bodies, dexterous hands, and whole-body mobile manipulation.
Definition and scope
General-purpose policies and model stacks designed for humanoid bodies, dexterous hands, and whole-body mobile manipulation.
Teams combine VLA models, teleoperation data, human-video pretraining, simulation, safety layers, and on-robot inference.
Why it matters
Humanoids are becoming a practical testbed for whether foundation-model scaling can transfer into real physical labor.
How it works
Teams combine VLA models, teleoperation data, human-video pretraining, simulation, safety layers, and on-robot inference.
Beginner learning path
Separate viral demos from deployment evidence: check whether the system has real customers, repeatable tasks, and a data feedback loop.
Recommended next topics
Primary sources
Key papers
GR00T N1: An Open Foundation Model for Generalist Humanoid Robots
GR00T N1 uses a dual-system architecture for language reasoning and continuous humanoid control.
NVIDIA Isaac GR00T N1.7
GR00T N1.7 is an open vision-language-action model for generalized humanoid manipulation skills.
Gemini Robotics 1.5
Gemini Robotics 1.5 turns visual observations and instructions into motor commands while supporting multi-step physical tasks.
Figure Helix
Helix is Figure's generalist humanoid VLA model for onboard perception, reasoning, and full-upper-body control.
pi0: A Vision-Language-Action Flow Model for General Robot Control
pi0 is a generalist robot policy trained on broad robot data to follow language instructions across dexterous tasks.
Research ecosystem
Organizations working in this area
Organization
Figure AI
General-purpose humanoid robots and onboard VLA systems
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1X Technologies
Home humanoid robots, Redwood AI, real-world supervision and learning
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Apptronik
General-purpose humanoid robots and embodied AI with Google DeepMind
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Agility Robotics
Production humanoid robots for logistics and industrial workflows
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Sanctuary AI
Industrial-grade humanoid robots and Carbon AI control system
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Tesla AI
Autonomy, vision-based driving, humanoid robotics
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Unitree Robotics
Humanoid and quadruped robots with imitation and reinforcement learning workflows
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Fourier Robotics
Humanoid and rehabilitation robots for embodied AI applications
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Frequently asked questions
What is Humanoid Foundation Models?
General-purpose policies and model stacks designed for humanoid bodies, dexterous hands, and whole-body mobile manipulation.
Why does Humanoid Foundation Models matter for Physical AI?
Humanoids are becoming a practical testbed for whether foundation-model scaling can transfer into real physical labor.
How should a beginner learn Humanoid Foundation Models?
Separate viral demos from deployment evidence: check whether the system has real customers, repeatable tasks, and a data feedback loop.