
Real-World Robot Training Data
Creating real-world deployment opportunities where robots can perform practical tasks and generate valuable training data for physical AI.

Creating real-world deployment opportunities where robots can perform practical tasks and generate valuable training data for physical AI.

New reinforcement learning research from Physical Intelligence shows how robots can improve precise manipulation skills using minutes or hours of real-world experience.

Robots are getting more capable, but the next challenge is giving them enough experience in the environments where they will actually work.

RobotLAB helps businesses select, deploy, and support robots for cleaning, delivery, hospitality, logistics, and other commercial applications.

Creating real-world deployment opportunities where robots can perform practical tasks and generate valuable training data for physical AI.

New reinforcement learning research from Physical Intelligence shows how robots can improve precise manipulation skills using minutes or hours of real-world experience.

Robots are getting more capable, but the next challenge is giving them enough experience in the environments where they will actually work.

RobotLAB helps businesses select, deploy, and support robots for cleaning, delivery, hospitality, logistics, and other commercial applications.

Service Robot Co. helps businesses find, integrate, and deploy commercial robots for cleaning, delivery, material handling, manufacturing, and other real-world applications.

OpenDroids is developing and deploying adaptable robotic systems for hospitality, logistics, manufacturing, retail, and other industries, combining custom hardware, AI, integration, and Robotics-as-a-Service.

Reflex Robotics is deploying general-purpose humanoid robots into logistics and industrial environments, using real-world work and human supervision to help its systems become increasingly capable.

New reinforcement learning research from Physical Intelligence shows how robots can improve precise manipulation skills using minutes or hours of real-world experience.

Robots are getting more capable, but the next challenge is giving them enough experience in the environments where they will actually work.

Creating real-world deployment opportunities where robots can perform practical tasks and generate valuable training data for physical AI.

Millie Bot is now live on Kickstarter. Support our open-source, 3D-printed AI robot and help us take the next step from working prototype to production.

Procore is a construction management platform that connects project teams, documents, financials, workflows, and field activity in one system. It supports projects from preconstruction through closeout while integrating with hundreds of other construction technologies.

An all-in-one platform for managing properties, direct bookings, and guest experiences.

A fully open-source AI robot featuring natural conversation, autonomous navigation, computer vision, and a modular 3D-printed body.

Millie Bot is now live on Kickstarter. Support our open-source, 3D-printed AI robot and help us take the next step from working prototype to production.

Procore is a construction management platform that connects project teams, documents, financials, workflows, and field activity in one system. It supports projects from preconstruction through closeout while integrating with hundreds of other construction technologies.

An all-in-one platform for managing properties, direct bookings, and guest experiences.

A fully open-source AI robot featuring natural conversation, autonomous navigation, computer vision, and a modular 3D-printed body.

Millie Bot is now live on Kickstarter. Support our open-source, 3D-printed AI robot and help us take the next step from working prototype to production.

Creating real-world deployment opportunities where robots can perform practical tasks and generate valuable training data for physical AI.

Robots are getting more capable, but the next challenge is giving them enough experience in the environments where they will actually work.

Trunk Tools brings artificial intelligence directly into construction workflows, helping project teams find information, review documents, track changes, and work more efficiently with the project data they already use.

Procore is a construction management platform that connects project teams, documents, financials, workflows, and field activity in one system. It supports projects from preconstruction through closeout while integrating with hundreds of other construction technologies.

OpenDroids is developing and deploying adaptable robotic systems for hospitality, logistics, manufacturing, retail, and other industries, combining custom hardware, AI, integration, and Robotics-as-a-Service.

Procore is a construction management platform that connects project teams, documents, financials, workflows, and field activity in one system. It supports projects from preconstruction through closeout while integrating with hundreds of other construction technologies.

Creating real-world deployment opportunities where robots can perform practical tasks and generate valuable training data for physical AI.

Trunk Tools brings artificial intelligence directly into construction workflows, helping project teams find information, review documents, track changes, and work more efficiently with the project data they already use.

OpenDroids is developing and deploying adaptable robotic systems for hospitality, logistics, manufacturing, retail, and other industries, combining custom hardware, AI, integration, and Robotics-as-a-Service.

Buildots uses AI and site captures to track construction progress, identify delays, and compare what is actually being built against project plans and schedules.

Robots are getting more capable, but the next challenge is giving them enough experience in the environments where they will actually work.
@michaelhenrykc
@phamous

@nicolai
Nicolai is the founder of Dream Cloud, a technology company focused on integrating emerging technologies, including AI and robotics, into real-world environments. His work focuses on identifying practical applications for new technologies, connecting technology companies with businesses and organizations, and creating opportunities to test, deploy, and improve these systems through real-world use.