Physical AI Lab
Teleoperation and demonstration data collection for robot learning.
Robotics research ·AI data collection ·Immersive training
Building the labs for Physical AI
From robot teleoperation and data collection to immersive XR training, we design, install and support complete labs for universities, research institutes and industry.
Solutions
What we do
Two kinds of lab, both delivered turnkey: equipment, installation, software or course content, staff training and local support.
Compare
Which lab fits you
Pick by what you want to train: robots or people. Both labs can start small and grow.
Trains robots
Physical AI Lab
- For
- Robotics and AI research groups, robot companies
- Used to
- Drive a real or simulated robot hand with MANUS data gloves
- Record synchronized demonstrations for imitation learning
- Export datasets for training on NVIDIA Isaac and ROS 2
- Grows from
- Sim Teleop Lab
- Dexterous Teleop Lab
- Bimanual Data Lab
No robot needed to start
Trains people
XR Labs
- For
- Universities, vocational schools, industrial training centres
- Used to
- Teach a whole class in VR or inside a CAVE
- Run virtual simulation experiments with step-by-step scoring
- Practise operating and maintenance procedures before touching real equipment
- Grows from
- Industrial VR training room
- VR classroom
- CAVE immersive space
- Mixed reality space
Starts with one room
Every lab includes
- Site survey and design
- Equipment supply
- Installation and calibration
- Software or course content
- Staff training
- Local support
Products
What goes into the labs
The equipment and software we supply, set up and support. Buy them on their own or as part of a lab.
Applications
What our labs are used for
Every photo here is from a lab or system we delivered.
Safety Simulation
VR stations beside real pumps and valves, so trainees practise hazardous steps and emergencies with no risk to people.
Industrial Showcase
CAVEs and immersive rooms that show plants, equipment and train interiors at full scale for visitors and design reviews.
XR Education
VR classrooms and CAVE immersive spaces where universities and vocational schools teach whole classes.
VR Training
Real maintenance procedures rebuilt as step-by-step VR training that staff repeat without stopping production.
Projects
Our projects
Labs and systems we have delivered.
NTU Robotics Lab · Humanoid Data Collection
Humanoid Robot Teleoperation Lab
At NTU's robotics lab, researchers wear MANUS data gloves to teleoperate a Unitree humanoid and record demonstrations that teach it household tasks.
View project01 / 09
Blog
From the blog
Notes from building Physical AI Labs and XR Labs: robot data collection, teleoperation, VR training and the research behind them.
Physical AI ·
From Training Centre to Hotel Floor: What YYForce's Singapore Robot Rollout Says About Training Service Robots
In October, YYForce opened a robotics training and data centre in Singapore, then announced an 11-robot fleet at a Singapore hotel. What was announced, what was not, and what it takes to build a robot training and data facility.
Read
Physical AI ·
Train in VR, Learn in the Real Room: How a University Humanoid Lab Combines Virtual Data and Physical Practice
At a Singapore university's robotics lab, operators wear a VR headset and MANUS data gloves to create training data in virtual scenes, while a Unitree humanoid learns in a real home-style room. How the pattern works, how the industry does it, and where XR labs fit in.
Read
VR Training ·
VR Safety Training in Singapore and Malaysia: A Technical Guide
How to build VR safety training that changes behaviour: Singapore WSH and Malaysia OSHA data, what the research shows, and how we pair VR with real equipment.
ReadFAQ
Questions we get
What does Aedu AI do?
Aedu AI designs, supplies, installs and supports two kinds of lab: Physical AI Labs, where people teleoperate robots to record training data, and XR Labs for VR and simulation training. It is a Singapore company, AEDU AI PTE. LTD. It also supplies MANUS Metagloves, Haply Inverse3 and ILLUMETRY holographic displays, and builds its own browser-based training platform, AeduVerse.
What is the difference between a Physical AI Lab and an XR Lab?
A Physical AI Lab trains robots, and an XR Lab trains people. In a Physical AI Lab, operators wear MANUS data gloves to drive a simulated or real robot hand through NVIDIA Isaac Teleop, and each session is recorded as demonstration data for robot learning. An XR Lab is an industrial VR training room, VR classroom, CAVE or mixed reality space where students and staff practise their work.
Which countries does Aedu AI work in?
Aedu AI is based in Singapore and delivers labs across Southeast Asia and in Hong Kong. Its markets are Singapore, Malaysia, Indonesia, Thailand, Vietnam, the Philippines, Brunei and Hong Kong. Each lab is delivered on site, including the site survey, installation, calibration and staff training.
What is included when Aedu AI delivers a lab?
Each lab is delivered turnkey, from the first site survey to support after handover. That covers site survey and layout design, equipment supply, installation and calibration, software or course content, and training for your staff. The same team that installs the lab provides local support once it is running.
Who are Aedu AI's labs for?
The labs are built for universities, polytechnics, TVET and vocational colleges, research institutes, robotics companies and industrial training centres. Physical AI Labs mostly serve robotics and AI research groups and robot companies collecting demonstration data. XR Labs serve schools and training centres that teach whole classes in VR or train staff on equipment operation, maintenance and safety procedures.
Work with us
Tell us about the room, who will use it and what they need to learn or record. We will reply by email with next steps.
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Example layout · Physical AI + XR11.0 × 7.5 m
- A
- CAVE · 3 walls + floor
- B
- Teleop station · MANUS gloves · XR headset
- C
- VR stations · 4 seats · teacher console
- D
- Robot cell · arm + dexterous hand