Applied AI on the Edge Proves There’s More to AI Than ChatGPT
Brian Cavanaugh, CEO of VigilanteX
Love the episode? Leave a review on your favorite podcast platform!
⭐⭐⭐⭐⭐
With artificial intelligence stepping off the laptop and out onto job sites, factory floors, and flight decks, are we preparing students for the AI that sees, senses, and acts in the real world, not just the kind that chats back?
In this episode of The TechEd Podcast, host Matt Kirchner sits down with Lieutenant General Brian Cavanaugh, USMC (Ret.), CEO of VigilanteX. After decades commanding Marines and integrating emerging tech into national defense, Cavanaugh now leads a company building applied AI platforms at the edge: solar- and Starlink-powered trailers with cameras and compute that monitor sites 24/7 and turn video into real-time safety, security and efficiency intelligence.
Together, Matt and Brian unpack what “applied AI” really means across the edge-to-cloud continuum. They discuss AI agents running on the edge, natural language search over video, and systems that close the loop from sensor to decision in seconds. They also explore why simply teaching students to prompt chatbots isn’t enough, and how K-12, CTE, and higher education can catch up to a world where AI is baked into every system, every site, and every mission.
Listen to learn:
- How VigilanteX combines solar power, Starlink, cameras, and edge compute into their tech.
- The difference between AI at the edge and AI in the cloud, and why latency, bandwidth, and resilience matter for safety-critical environments.
- How AI agents work at the edge, and why they can work faster and more efficiently than humans (freeing up humans to do more interesting work).
- Why Cavanaugh believes every student should understand how data moves from sensors to the edge, to the cloud, and back into real-time control.
- What China’s national push for AI education signals about global competition and how U.S. educators should respond with applied AI in the classroom.
Watch the Full Episode on YouTube
3 Big Takeaways from this Episode:
1. AI at the edge is becoming a digital teammate. VigilanteX’s platforms use cameras, connectivity, and on-site compute to watch for fall risks, PPE issues, intrusions, and abnormal conditions across construction, manufacturing, logistics, and energy sites. The system flags events in real time, routes the right video to supervisors, and builds a data trail leaders can use to change procedures before accidents happen.
2. Edge-to-cloud literacy is a new baseline skill for technical careers. Cavanaugh and Kirchner break down how raw sensor and video data is processed locally, filtered, and then pushed to the cloud for storage, analytics, and dashboards. Understanding where computation lives, what data moves, and how AI agents plug into that pipeline prepares students for roles in automation, OT/IT, robotics, and cyber-physical systems in any industry.
3. We need to teach applied AI, not just chatbots. While large language models are powerful, the episode shows how AI is part of the edge-to-cloud continuum. Giving students hands-on experience with autonomous systems, computer vision, and industrial data flows helps them see AI as something they can design, deploy, and govern rather than a black box that only lives in a browser.
Resources in this Episode:
- Learn more about VigilanteX
- Other resources mentioned:
Connect with VigilanteX on Social Media:
You might also like...
What our listeners are saying
The #1 podcast in TechEd
This podcast is a great resource to keep up with all the exciting changes in the world of manufacturing and technology. Get key insight from industry leaders from the Midwest and around the globe that you won’t find anywhere else. A must listen for anyone interested in how technology is changing the way businesses operate.
The pulse of Industry 4.0
This podcast has its fingers on the pulse of Industry 4.0, and Matt K. is a phenomenal guide, traversing the complexities of manufacturing and education in one forum. A+ work all around!
Compelling
I find Matt's approach to be very compelling. He brings both perspectives, industry AND education. He doesn't hold back on what he thinks is important...
New and Exciting Content With Every Episode
I really enjoy listening to this podcast when I'm driving or have a free moment. Each episode brings a new guest with a fresh and exciting perspective of both education and the workforce!
I needed this podcast back when I was in High School!
Such great content that deserves more attention at all level of education. I wish I heard some of these episodes when I was navigating my own career path. Incredible guests, with incredible messages to share. Keep up the great work!
Inspiring topics featuring inspiring leaders
I’ve listened to most of your weekly podcasts and enjoy listening to the stories and conversations that feature business and education leaders from Wisconsin. Kudos to you for creating a platform that presents ideas and success stories that are important to Career and Technical Education teachers and leaders.
Best Career and TechEd Podcast
There are a lot of education podcasts out there. This is the only one that really focuses on bringing together voices from inside AND outside education and focuses specifically on STEM and Career/Tech Ed. This is a great podcast for anyone in education and also for anyone who employs STEM or skilled-trades talent in their workforce.
Filling in Gaps
This show spotlights a large and growing aspect of education that doesn’t get enough attention. Practical and technical education is a field growing exponentially. This podcast Highlights many of the facets of this diverse field.
Fantastic Topics on the Future of Industry
These podcasts are the best for learning about current and future technology. The stories are great. We need more of these interviews.