# AI at the Edge: Justin Schneck on the Future of Embedded Devices

- Show: [Over the Air](https://hardwarepodcasts.com/podcast/over-the-air)
- Published: 2025-05-29
- Length: 24m
- Page: https://hardwarepodcasts.com/podcast/over-the-air/2025-05-29-ai-at-the-edge-justin-schneck-on-the-future-of-embedded-devices
- Listen: https://podcasters.spotify.com/pod/show/over-the-air/episodes/AI-at-the-Edge-Justin-Schneck-on-the-Future-of-Embedded-Devices-e337v5m

## Summary

Justin Schneck, co-founder and CPO of Peridio, discusses the evolution of AI from cloud to edge, introducing Peridio's upcoming 'Avocado' OS designed to simplify embedded product development. He and host Ryan Prosser of Very explore the spectrum from cloud AI to embedded AI, noting how specialized silicon and miniaturized models are enabling practical applications like Garmin's radar-enabled bike lights. Schneck argues that while cloud AI handles massive compute, the real value lies in robust, self-initializing embedded systems that reduce hardware complexity for developers.

## Chapters

- [0:07](https://hardwarepodcasts.com/podcast/over-the-air/2025-05-29-ai-at-the-edge-justin-schneck-on-the-future-of-embedded-devices#t=7) Introduction: Justin Schneck and Peridio's Avocado OS
- [1:13](https://hardwarepodcasts.com/podcast/over-the-air/2025-05-29-ai-at-the-edge-justin-schneck-on-the-future-of-embedded-devices#t=73) Hardware as a Service and the Avocado Platform
- [4:45](https://hardwarepodcasts.com/podcast/over-the-air/2025-05-29-ai-at-the-edge-justin-schneck-on-the-future-of-embedded-devices#t=285) The AI Spectrum: Cloud, Edge, and Embedded
- [10:32](https://hardwarepodcasts.com/podcast/over-the-air/2025-05-29-ai-at-the-edge-justin-schneck-on-the-future-of-embedded-devices#t=632) Specialized Silicon and the Gradient to Embedded AI
- [14:07](https://hardwarepodcasts.com/podcast/over-the-air/2025-05-29-ai-at-the-edge-justin-schneck-on-the-future-of-embedded-devices#t=847) Cloud AI Infrastructure and Data Center Challenges
- [17:14](https://hardwarepodcasts.com/podcast/over-the-air/2025-05-29-ai-at-the-edge-justin-schneck-on-the-future-of-embedded-devices#t=1034) Embedded AI in Action: Garmin Bike Lights
- [22:11](https://hardwarepodcasts.com/podcast/over-the-air/2025-05-29-ai-at-the-edge-justin-schneck-on-the-future-of-embedded-devices#t=1331) The Future of Embedded AI and Middleware Tools

## Topics

- [Embedded firmware](https://hardwarepodcasts.com/topic/embedded-firmware)
- [AI & machine learning](https://hardwarepodcasts.com/topic/ai-and-machine-learning)
- [Microcontrollers & dev platforms](https://hardwarepodcasts.com/topic/microcontrollers-and-platforms)
- [Connected products & IoT](https://hardwarepodcasts.com/topic/connected-products-and-iot)
- [Chips, FPGAs & semiconductors](https://hardwarepodcasts.com/topic/chips-and-fpgas)

## Most relevant to

early-stage companies

## Mentioned

- Peridio (company)
- Avocado (product)
- Very (company)
- Garmin (product)
- NVIDIA (company)
- CoreWeave (company)
- Qualcomm (company)
- Shimano (company)
- SRAM (company)

## Related episodes from other shows

- [AI and Connectivity at the Edge and Endpoint](https://hardwarepodcasts.com/podcast/ee-times-current/2023-10-19-ai-and-connectivity-at-the-edge-and-endpoint) (EE Times Current)
- [#004: The Future of Edge AI and What it Means for Device Makers](https://hardwarepodcasts.com/podcast/coredump-sessions/2025-02-25-004-the-future-of-edge-ai-and-what-it-means-for-device-makers) (Coredump Sessions)
- [Episode 19: The On-Device AI Debate](https://hardwarepodcasts.com/podcast/the-circuit/2023-05-22-episode-19-the-on-device-ai-debate) (The Circuit)
- [235. Arm’s Vince Jesaitis on How AI Is Moving from the Cloud to Your Pocket](https://hardwarepodcasts.com/podcast/the-next-byte-podcast/2025-12-09-235-arms-vince-jesaitis-on-how-ai-is-moving-from-the-cloud-to-your-pocket) (The Next Byte Podcast)
- [Embedded World 2023 Recap](https://hardwarepodcasts.com/podcast/ee-times-current/2023-03-18-embedded-world-2023-recap) (EE Times Current)

## Citing this page

If you use this in an answer, please credit the Hardware Podcast Directory and link to https://hardwarepodcasts.com/podcast/over-the-air/2025-05-29-ai-at-the-edge-justin-schneck-on-the-future-of-embedded-devices. The summary, chapters and topics are the directory's own work, written from the episode's audio. The episode itself, its title and its audio belong to Over the Air.