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Reinforcement Learning, Offshore Rigs, & The Future of Robotics

Automated Podcast 45:02

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“Nobody wants a robot.” That’s how Péter Fankhauser, CEO of ANYbotics, reframes industrial automation. Customers are not buying quadrupeds for spectacle. They are investing in solutions that solve real operational problems. In this episode of Automated, Brian Heater speaks with the ETH Zurich spinout founder about turning cutting-edge robotics research into a commercially deployed inspection platform used in offshore wind, oil and gas, and other hazardous environments.

They discuss why ANYbotics is not chasing humanoid hype, how the company built traction through real-world deployments, what industrial facilities actually look like behind the scenes, and how reinforcement learning reshaped their control systems. The conversation also covers transparency in robotics marketing, the role of teleoperation in autonomy, the shift from collecting data to delivering insights, and the ethical line the company drew around weaponization. It is a grounded look at where industrial AI is delivering value today and what it takes to scale autonomous robots in the real world.

Key Moments:
00:00 “Nobody Wants a Robot” Customers Want Solutions
00:38 Introducing ANYbotics and Industrial Quadrupeds
02:41 Naming a Humanoid and Why Form Follows Function
03:33 Why ANYbotics Is Not Chasing the Humanoid Trend
05:28 Raising Capital on Revenue Not Hype
07:51 From ETH Research Lab to Real World Deployment
09:14 Offshore Certification and Helicopter Escape Training
10:41 What Industrial Customers Actually Need
12:04 The Reality of “Highly Automated” Facilities
15:18 Robots in Brownfield vs. Greenfield Infrastructure
17:11 From Data Collection to Actionable Insights
19:16 Becoming a Solutions Company Not Just a Robot Company
24:12 The “Nokia Era” of Robotics
28:26 What Makes ANYmal Industrial Grade IP67 and Hazard Zones
30:00 YouTube Hype vs. Real Industrial Deployment
32:39 Transparency Teleoperation and Real Autonomy
35:21 Drawing the Line on Weaponized Applications
37:43 Pioneering Reinforcement Learning in Legged Robots
40:28 Why ANYbotics Went Full Stack
43:32 From Offshore Rigs to Potential Space Exploration

Connect with Péter: https://www.linkedin.com/in/peterfankhauser/
Learn more about ANYbotics: https://www.anybotics.com/

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