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The Engineer’s Roundtable: Taking Edge AI from Prototype to Production

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Kick off Production Edge AI Week with an exclusive roundtable featuring leading engineers who are shipping edge AI at scale. Hosted by ipXchange, this engineer-to-engineer panel will bring you directly in front of experts from Expanso, Advantech, Arduino, and NXP for a discussion about what it takes to move an edge AI project from a working prototype to a complete product.

Regardless if you are planning to scale out your pilot product, or already managing a fleet, we’ll give you insights and context into the choices you need to make when building production deployments. We’ll also be hosting live Q&A during this session so you can ask about your own path to production, as well as a preview of what to expect during the week.

What you will learn:

  • Why so many edge AI projects are difficult to transition from prototype to production.
  • How to provision, deploy, and update fleets of edge AI devices securely
  • How to manage distributed data and decide what is processed at the edge vs. in the cloud.
  • How to deal with model drift and keep deployed AI systems accurate over long product lifecycles.
  • What engineering teams are doing differently in 2026 to de-risk production edge AI.
  • Sneak peeks of the demos you’ll be seeing this week from Expanso, Advantech, Arduino, and NXP.

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