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What Physical AI Is Not: And Where It Works Today

29.10.2026 · 48 Min.

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Physical AI is everywhere right now. Most definitions sound right, but almost none of them help you decide what to do on your own shop floor. So this RobTalk episode takes the opposite approach. Instead of describing what Physical AI could be, Clemens Marschner from RobCo shares what it is not, and what that means for your first project. Every week, Clemens reviews real customer requests with RobCo’s sales engineers and product managers. Clear patterns have emerged from those conversations. This episode shares them, together with two hands-on experiments: the tong test and an ice bath that takes away the sense of touch.

Made for CIOs, COOs, production managers and anyone with an AI budget who is asking: where do we start?

What Physical AI is not: Not a large language model with a robot attached Not a humanoid that can do everything a human can Not a replacement for every human job Not the answer to every automation problem Not something you unpack and switch on And not a reason to wait

You’ll gain insights into:

The tong test: a simple first check for any task you want to automate What an ice bath reveals about touch, sensors and robot grippers Why mechanics, not AI, is now the bottleneck in many applications Why a robot runs on half a gaming GPU while a chatbot query runs on a data center When classic automation wins and when AI-based robotics makes sense

Safety today: industrial standards, cobots and humanoids Why a small first project sets you up for long-term success

More about RobCo: Website: https://www.rob.co LinkedIn: https://www.linkedin.com/company/robco-therobotcompany/ Instagram: https://www.instagram.com/robco_therobotcompany/

Timestamps:

01:00 What Physical AI is not: the real-world episode 02:23 Patterns from real customer requests 03:55 Can a robot replace a plumber? 05:40 From needles to buckets: orders of magnitude 06:45 AI hype vs. robots on the shop floor 09:43 Imagine the AI is solved: why humanoids deceive us 10:55 A world built for humans 13:00 Why the gripper comes first 14:08 The tong test: paper, pens and a can 16:05 The ice bath experiment: life without touch 18:20 Why touch is so hard for robots 20:25 AI vs. classic automation 22:45 A mental model for AI-based robots 25:40 Start small: packages vs. 8,000 products 27:45 Why ChatGPT doesn’t fit into a robot 33:08 Safety and humanoid standards 34:55 Cobots: only half the solution 36:30 Deployment: jobs vs. programs 39:25 Data, connectivity and your IT department 42:30 How to set up your first project for success 44:00 Why waiting is the bigger risk 45:40 Wrap-up

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