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RoboticsGeneralist AI

Generalist AI

Embodied foundation models that train robots to do real physical work.

Category
Robotics
Pricing
PAID
Hosting
Hybrid
Platforms
API
Models
Self-contained (on-device)
Verified
Jun 16, 2026

Generalist is a frontier AI lab building general-purpose foundation models for the physical world, founded in 2024 by researchers from OpenAI, Google DeepMind, and Boston Dynamics. Its hardware-agnostic GEN-1 model targets dexterous, reliable manipulation across many robot embodiments — factories, warehouses, and homes. The company frames its mission simply: 'we train robots that work.'

Pros & cons

  • Cross-embodiment foundation model
  • Founders from DeepMind and Boston Dynamics
  • Heavily funded (Nvidia, Bezos)
  • Focus on dexterity and reliability
  • Pre-commercial research stage
  • No public product or API yet
  • Requires robot hardware
  • Generality claims still unproven in field

Tags

Further reading

View all Robotics
  • View Physical Intelligence details
    RoboticsFREEOSS

    Physical Intelligence

    Physical Intelligence

    General-purpose foundation models that aim to control any robot to do any task.

    Physical Intelligence is a San Francisco lab building general-purpose AI for the physical world. Its π0 (pi-zero) vision-language-action model, built on a pretrained VLM and trained across many robot embodiments, can perform dexterous tasks like folding laundry. The company open-sourced π0's code and weights via its openpi repository.

    Worth knowing

    Raised $400M at a $2.4B valuation in 2024 led by Jeff Bezos and OpenAI, with a team drawn from Tesla, DeepMind, and X.

    • robot-foundation-model
    • vla
    • embodied-ai
    • open-weights
  • View Skild AI details
    RoboticsPAID

    Skild AI

    Skild AI

    A single, omni-bodied foundation model designed to control any robot.

    Skild AI builds Skild Brain, a general-purpose robotics foundation model intended to control diverse embodiments — quadrupeds, humanoids, tabletop arms, mobile manipulators — without prior knowledge of a robot's exact form. It pretrains on large-scale simulation and internet video, then post-trains on targeted real-world data for customer deployments.

    Worth knowing

    Raised a $1.4B Series C led by SoftBank, with NVIDIA and Jeff Bezos, lifting its valuation past $14B in early 2026.

    • robot-foundation-model
    • embodied-ai
    • humanoid
    • manipulation
  • View Figure AI details
    RoboticsPAID

    Figure AI

    Figure AI

    Humanoid robots powered by Helix, an in-house vision-language-action model.

    Figure AI builds general-purpose humanoid robots (Figure 01–03) driven by Helix, its proprietary vision-language-action model that fuses perception, language, and learned control. Figure 03, announced in 2025, targets the home and broader applications; earlier models were piloted in BMW's automotive manufacturing.

    Worth knowing

    Reached a $39B post-money valuation in its Sept 2025 Series C — about 15x its valuation a year earlier.

    • humanoid
    • vla
    • embodied-ai
    • helix
  • View Dyna Robotics details
    RoboticsPAID

    Dyna Robotics

    Dyna Robotics

    Commercial robot foundation models for autonomous, round-the-clock dexterity.

    Dyna Robotics builds general-purpose robots powered by DYNA-1, an embodied AI foundation model aimed at commercial-grade, fully autonomous dexterity. In a public demo, DYNA-1 folded 800+ napkins over a continuous 24-hour run at a reported 99.4% success rate with no human intervention. The Redwood City company targets restaurant, grocery, and other service deployments.

    Worth knowing

    Co-founded by the Caper AI team that earlier sold its AI smart-cart startup to Instacart for ~$350M.

    • robot-foundation-model
    • embodied-ai
    • dexterity
    • commercial-robotics