# Hands-on Physical AI with Kevin Cloutier

- Show: [The Amp Hour](https://hardwarepodcasts.com/podcast/the-amp-hour)
- Published: 2026-08-26
- Length: 58m
- Episode: 732
- Page: https://hardwarepodcasts.com/podcast/the-amp-hour/2026-08-26-hands-on-physical-ai-with-kevin-cloutier
- Listen: https://theamphour.com/732-hands-on-physical-ai-kevin-cloutier/

## Summary

Kevin Cloutier, North American Lead for Physical AI at a global engineering consulting firm, explains the transition from legacy, statically programmed industrial robots to modern systems using imitation learning and 'Physical AI.' He details how to build and calibrate the affordable $200 3D-printed SO101 robot arm using the LeRobot open-source framework or Intel’s Physical AI Studio, orchestrating complex robotic systems entirely on local edge hardware. Cloutier contrasts the high cost and complexity of humanoids with the practical utility of specialized arms, while discussing the democratization of AI through small language models and local inference on SOCs with integrated GPUs and NPUs.

## Chapters

- [0:00](https://hardwarepodcasts.com/podcast/the-amp-hour/2026-08-26-hands-on-physical-ai-with-kevin-cloutier#t=0) Introduction: Kevin Cloutier and Physical AI Definition
- [3:45](https://hardwarepodcasts.com/podcast/the-amp-hour/2026-08-26-hands-on-physical-ai-with-kevin-cloutier#t=225) The Unicorn Developer: Computer Engineering Meets Robotics
- [7:11](https://hardwarepodcasts.com/podcast/the-amp-hour/2026-08-26-hands-on-physical-ai-with-kevin-cloutier#t=431) Legacy vs. Modern Robotics: Static Control vs. Imitation Learning
- [13:58](https://hardwarepodcasts.com/podcast/the-amp-hour/2026-08-26-hands-on-physical-ai-with-kevin-cloutier#t=838) Hardware Evolution: From External Control Boxes to Edge SOCs
- [19:10](https://hardwarepodcasts.com/podcast/the-amp-hour/2026-08-26-hands-on-physical-ai-with-kevin-cloutier#t=1150) Building the SO101: Assembly, Calibration, and LeRobot
- [27:10](https://hardwarepodcasts.com/podcast/the-amp-hour/2026-08-26-hands-on-physical-ai-with-kevin-cloutier#t=1630) Training Models: Data Collection, Fine-Tuning, and GPUs
- [33:39](https://hardwarepodcasts.com/podcast/the-amp-hour/2026-08-26-hands-on-physical-ai-with-kevin-cloutier#t=2019) Humanoids vs. Specialized Arms: Safety, Cost, and Use Cases
- [41:54](https://hardwarepodcasts.com/podcast/the-amp-hour/2026-08-26-hands-on-physical-ai-with-kevin-cloutier#t=2514) Small VLAs and Local Inference: Running Models on Edge Hardware
- [51:27](https://hardwarepodcasts.com/podcast/the-amp-hour/2026-08-26-hands-on-physical-ai-with-kevin-cloutier#t=3087) Learning Path: ROS2, System Architecture, and Getting Started

## Topics

- [Robotics & autonomy](https://hardwarepodcasts.com/topic/robotics-and-autonomy)
- [AI & machine learning](https://hardwarepodcasts.com/topic/ai-and-machine-learning)
- [Microcontrollers & dev platforms](https://hardwarepodcasts.com/topic/microcontrollers-and-platforms)
- [Embedded firmware](https://hardwarepodcasts.com/topic/embedded-firmware)
- [Sensors & measurement in products](https://hardwarepodcasts.com/topic/sensors)

## Most relevant to

early-stage companies

## Mentioned

- SO101 (product)
- LeRobot (tool)
- Intel Physical AI Studio (tool)
- Universal Robots (company)
- ABB (company)
- ROS2 (tool)
- NVIDIA (company)
- OpenVINO (tool)
- Small VLA (other)
- Ollama (tool)

## Related episodes from other shows

- [Deep Dive into Arm’s Physical AI and Robotics Strategies with Drew Henry](https://hardwarepodcasts.com/podcast/the-robot-report-podcast/2026-06-23-deep-dive-into-arms-physical-ai-and-robotics-strategies-with-drew-henry) (The Robot Report Podcast)
- [Robots Need Physical, Not Just Artificial, Intelligence](https://hardwarepodcasts.com/podcast/ee-times-current/2025-01-03-robots-need-physical-not-just-artificial-intelligence) (EE Times Current)
- [When AI Gets a Body: Physical AI, Humanoids and the Future of Silicon](https://hardwarepodcasts.com/podcast/ee-times-current/2026-06-05-when-ai-gets-a-body-physical-ai-humanoids-and-the-future-of-silicon) (EE Times Current)
- [Transforming Asset Management with Physical AI](https://hardwarepodcasts.com/podcast/the-robot-report-podcast/2026-04-10-transforming-asset-management-with-physical-ai) (The Robot Report Podcast)
- [Moving From Generative to Physical AI on the Manufacturing Floor w/ Etienne Lacroix](https://hardwarepodcasts.com/podcast/the-manufacturing-executive/2026-05-12-moving-from-generative-to-physical-ai-on-the-manufacturing-floor-w-etienne-lacro) (The Manufacturing Executive)

## Citing this page

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