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Product profile

GEN-0

GEN-0 is Generalist's predecessor embodied foundation-model generation, trained on large-scale real-world manipulation data and designed to transfer across...

Facts

Company
Generalist
Product type
software
Status
historical
Primary capability
Cross-embodiment manipulation from physical-interaction pretraining
Website
https://generalistai.com/blog/gen-0

About GEN-0

GEN-0 is Generalist’s embodied foundation-model generation for multimodal training on raw physical interaction. Harmonic Reasoning interleaves asynchronous, continuous-time streams of sensing and acting tokens, allowing the model to coordinate perception and control across different robot embodiments.

Generalist tested GEN-0 on 6-DoF, 7-DoF and 16-plus-DoF semi-humanoid robots and scaled the family beyond 10 billion parameters. The company reports pretraining on more than 270,000 hours of real-world manipulation data spanning homes, warehouses and workplaces, with downstream tasks including assembly, packing, clothing handling and food preparation.

Market context

verified exact official high-quality product visual, embodied_foundation_model, Robotics Foundation Model, existing_category_first, https://generalistai.com/assets/pages/blog/gen-0/assets/generalist-gen0-og.png, 2026-08-20, https://generalistai.com/blog/gen-0, official_first_party_model_diagram, 2026-08-19, developer_platform, 2026-08-19, exact_official_model_visual, Robotics Foundation Model, developer_platform, 2026-08-21, resolved_to_canonical_category, embodied_foundation_model, developer_platform

Summary

Type: Robotics foundation model

Core: Physical-interaction pretraining

Function: Learn manipulation policies across embodiments

Audience: Embodied-AI and robotics teams

Specifications

data_growth_rate
More than 10,000 new hours per week hours/week
pretraining_data
More than 270,000 hours of real-world manipulation data hours
reasoning_architecture
Harmonic Reasoning with asynchronous continuous-time sensing and acting tokens
reported_model_scale
Scaled beyond 10 billion parameters billion_parameters
tested_embodiments
6-DoF; 7-DoF; 16+ DoF semi-humanoid robots

Operations

Environment
homes, warehouses, workplaces, robotics_research
Primary user
robotics_researchers, embodied_ai_teams
Role
general_manipulation, cross_embodiment_control, sensorimotor_reasoning
Interaction model
model_inference, post_training, closed_loop_robot_policy
Mobility class
software_only
Product detail
verified exact official high-quality product visual, embodied_foundation_model, Robotics Foundation Model, existing_category_first, https://generalistai.com/assets/pages/blog/gen-0/assets/generalist-gen0-og.png, 2026-08-20, https://generalistai.com/blog/gen-0, official_first_party_model_diagram, 2026-08-19, developer_platform, 2026-08-19, exact_official_model_visual, Robotics Foundation Model, developer_platform, 2026-08-21, resolved_to_canonical_category, embodied_foundation_model, developer...

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