Blog
Notes from building Physical AI Labs and XR Labs: robot training and teleoperation, data collection, CAVEs and simulation training.
VR Training ·
SATS and Singapore Polytechnic opened an Immersive Centre for airside and cargo training this week, as LATAM Cargo scaled VR training to 550 warehouse staff. What it means for polytechnics, ITE and training centres planning a VR training room or CAVE.
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Physical AI ·
Agile Robots, Google and KITECH all showed new ways to turn human movement into robot training data this week. Here is what human video, teleoperation and simulation each contribute, and what it means for a Physical AI lab.
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Robot Training ·
Robotics companies have raised close to US$48 billion in 2026, much of it for robot training data. How labs now collect teleoperation and demonstration data, and what Singapore's physical AI push means for universities planning a Physical AI lab.
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Physical AI ·
What a Physical AI teaching lab needs in 2026: simulation, teleoperation, demonstration data and real robots, the software stack, and how to phase it for a polytechnic, ITE or university.
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AI 3D Modeling ·
AI can now turn a single photo into a textured 3D model in a couple of minutes. Getting that model into a VR training scene is a different job. Here is the full workflow we use, step by step, and where people still matter.
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MANUS Gloves ·
Robot hands have caught up; the data to train them has not. Here is how teams now use MANUS data gloves to record human demonstrations, drive dexterous robot hands in NVIDIA Isaac Teleop, and feel contact through haptic fingertips.
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CAVE Systems ·
When Aedu partnered with The Hong Kong Polytechnic University to build an L-Space CAVE system, the goal was clear: create a research environment where students and faculty could push the boundaries of interactive VR applications.
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Mixed Reality ·
Designing train interiors has always relied on expensive physical prototypes. Mixed reality is changing that — giving engineers and clients the ability to walk through a full-scale virtual train before a single component is manufactured.
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VR Training ·
Virtual reality is no longer a futuristic concept — it's actively reshaping how companies train their workforce. From factory floors to complex machinery, VR simulation is reducing risk and accelerating skill development.
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