Why Traditional Robotics Data Collection Is Obsolete and What's Next

Eric Chan, co-founder and chief scientist at Rhoda AI. | Credit: Rhoda AI
Eric Chan is the co-founder and chief scientist at Rhoda AI, where he leads research on foundation models for physical artificial intelligence.
He holds a Ph.D. in Computer Science from Stanford University and has held research positions at NVIDIA, Google, NASA, and WorldLabs.
At Rhoda AI, Chan focuses on developing systems that enable robots to learn from video and operate reliably in real-world environments.
Rhoda AI, based in Palo Alto, California, emerged from stealth mode in March 2026.
This blog post explains the concept of a direct video action model.
Show timeline
4:27 – News of the week18:04 – Eric Chan, co-founder and chief scientist at Rhoda.AI
News of the week
Here are the news stories covered on the show this week:
Inside Colin Angle’s bid to build companion robots with Familiar Machines & MagicRobot massage company, Aescape Inc, goes bust with shortfall of $157 million (Healthclub Management)A hacker ran me over with a robot lawn mower (The Verge)
Sponsors
Thanks to our sponsors who make this content possible.
This episode is brought to you by Yamaha Robotics Group (YRG) — driving the future of smart automation.
Yamaha’s Linear Conveyor Modules and Advanced Operator Interfaces are helping engineers achieve new levels of efficiency and flexibility.
And let’s face it: The PLC isn’t going anywhere — it’s evolving.
LEARN MORE AT: https://hs.yrginc.com/therobotreport
If you’re designing robots beyond controlled factory cells, such as mobile manipulators, quadrupeds, or humanoids, maxon is a must-see at the Robotics Summit & Expo this month in Boston.
At the show, maxon is exhibiting its High Efficiency Joint (HEJ) portfolio: fully integrated robotic joints that combine motor, gearing, electronics, and sensing in a compact unit. Built for cyclic loads, impacts, and continuous operation, HEJ joints are engineered for real‑world robotics applications.
See maxon’s HEJ90 demonstrator at Booth 419 on the expo show floor.
LEARN MORE AT: https://www.maxongroup.com/en-us
To learn how you can sponsor a future episode of The Robot Report Podcast, contact: Jami Brownlee – [email protected]
Would you like be a guest on a future episode? Contact Mike Oitzman – [email protected]
Register now for the 2026 Robotics Summit & Expo
Registration is now open for the Robotics Summit & Expo, the world’s leading technical event for commercial robotics developers. The event is produced by The Robot Report and WTWH Media.
>> LISTEN TO THE PODCAST EPISODE FOR A DISCOUNT CODE TO REGISTER!
The show will feature more than 50 sessions across tracks on physical AI, design and development, enabling technologies, healthcare, and logistics. The Engineering Theater on the show floor will also host presentations by industry experts.
More than 70 speakers are confirmed from companies such as AWS, Brain Corp, Fictiv, Harmonic Drive, maxon, PickNik Robotics, RealSense, the Robotics and AI Institute, Robust AI, Tesla, Toyota Research Institute, and more.
The summit will also offer numerous networking opportunities, including a Mix & Mingle Networking Reception after the first day and the ticketed Women in Robotics Breakfast and RBR50 Awards Dinner.
The Robotics Summit & Expo is co-located with DeviceTalks Boston, which focuses on medical devices.
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Eric Chan, co-founder and chief scientist at Rhoda AI. | Credit: Rhoda AI
Eric Chan is the co-founder and chief scientist at Rhoda AI, where he leads research on foundation models for physical artificial intelligence.
He holds a Ph.D. in Computer Science from Stanford University and has held research positions at NVIDIA, Google, NASA, and WorldLabs.
At Rhoda AI, Chan focuses on developing systems that enable robots to learn from video and operate reliably in real-world environments.
Rhoda AI, based in Palo Alto, California, emerged from stealth mode in March 2026.
This blog post explains the concept of a direct video action model.
Show timeline
4:27 – News of the week18:04 – Eric Chan, co-founder and chief scientist at Rhoda.AINews of the week
Here are the news stories covered on the show this week:
Inside Colin Angle’s bid to build companion robots with Familiar Machines & MagicRobot massage company, Aescape Inc, goes bust with shortfall of $157 million (Healthclub Management)A hacker ran me over with a robot lawn mower (The Verge)Sponsors
Thanks to our sponsors who make this content possible.
This episode is brought to you by Yamaha Robotics Group (YRG) — driving the future of smart automation.
Yamaha’s Linear Conveyor Modules and Advanced Operator Interfaces are helping engineers achieve new levels of efficiency and flexibility.
And let’s face it: The PLC isn’t going anywhere — it’s evolving.
LEARN MORE AT: https://hs.yrginc.com/therobotreport
If you’re designing robots beyond controlled factory cells, such as mobile manipulators, quadrupeds, or humanoids, maxon is a must-see at the Robotics Summit & Expo this month in Boston.
At the show, maxon is exhibiting its High Efficiency Joint (HEJ) portfolio: fully integrated robotic joints that combine motor, gearing, electronics, and sensing in a compact unit. Built for cyclic loads, impacts, and continuous operation, HEJ joints are engineered for real‑world robotics applications.
See maxon’s HEJ90 demonstrator at Booth 419 on the expo show floor.
LEARN MORE AT: https://www.maxongroup.com/en-us
To learn how you can sponsor a future episode of The Robot Report Podcast, contact: Jami Brownlee – [email protected]
Would you like be a guest on a future episode? Contact Mike Oitzman – [email protected]
Register now for the 2026 Robotics Summit & Expo
Registration is now open for the Robotics Summit & Expo, the world’s leading technical event for commercial robotics developers. The event is produced by The Robot Report and WTWH Media.
>> LISTEN TO THE PODCAST EPISODE FOR A DISCOUNT CODE TO REGISTER!
The show will feature more than 50 sessions across tracks on physical AI, design and development, enabling technologies, healthcare, and logistics. The Engineering Theater on the show floor will also host presentations by industry experts.
More than 70 speakers are confirmed from companies such as AWS, Brain Corp, Fictiv, Harmonic Drive, maxon, PickNik Robotics, RealSense, the Robotics and AI Institute, Robust AI, Tesla, Toyota Research Institute, and more.
The summit will also offer numerous networking opportunities, including a Mix & Mingle Networking Reception after the first day and the ticketed Women in Robotics Breakfast and RBR50 Awards Dinner.
The Robotics Summit & Expo is co-located with DeviceTalks Boston, which focuses on medical devices.
Colin Angle on Building Companion Robots with Familiar Machines & Magic
Colin Angle, co-founder and CEO of Familiar Machines & Magic. | Credit: FM&MFamiliar Machines & Magic has recently come out of stealth mode and is pioneering consumer physical AI. Its first products are 'Familiars'—robots engineered to form enduring,
Colin Angle's Vision for Companion Robots with Familiar Machines & Magic
Familiar Machines & Magic has emerged from stealth mode with this companion robot.Familiar Machines & Magic designs for daily interactionMost companion robots to date have failed to evolve beyond mere novelties, offering limited interactivity. A nota
Talat’s AI meeting notes live on your device, not the cloud
Granola, the AI-powered notetaking app valued at $250 million, has gained traction among tech founders and venture capitalists. But one developer sees demand for a more private, fully local alternative available for a one-time fee with no subscriptio





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