Spencer Reagan leads R&D at Airia, working on secure AI-agent orchestration, data governance systems, and real-time signal fusion technologies for regulated and defense environments.Overcoming Challenges in AI Agent Deployment: The Sweet Spot for Governance and Security // MLOps Podcast #349 with Spencer Reagan, R&D at Airia.Join the Community: <a href="https://go.mlops.community/YTJoinIn" target="_blank" rel="ugc noopener noreferrer">https://go.mlops.community/YTJoinIn</a>Get the newsletter: <a href="https://go.mlops.community/YTNewsletter" target="_blank" rel="ugc noopener noreferrer">https://go.mlops.community/YTNewsletter</a>Shoutout to <a href="https://airia.com/" target="_blank" rel="noopener noreferer">Airia</a> for powering this MLOps Podcast episode.// AbstractSpencer Reagan thinks it might be, and he’s not shy about saying so. In this episode, he and Demetrios Brinkmann get real about the messy, over-engineered state of agent systems, why LLMs still struggle in the wild, and how enterprises keep tripping over their own data chaos. They unpack red-teaming, security headaches, and the uncomfortable truth that most “AI platforms” still don’t scale. If you want a sharp, no-fluff take on where agents are actually headed, this one’s worth a listen.// BioPassionate about technology, software, and building products that improve people&#39;s lives.// Related LinksWebsite: <a href="https://airia.com/" target="_blank" rel="ugc noopener noreferrer">https://airia.com/</a>Machine Learning, AI Agents, and Autonomy // Egor Kraev // MLOps Podcast #282 - <a href="https://youtu.be/zte3QDbQSek" target="_blank" rel="ugc noopener noreferrer">https://youtu.be/zte3QDbQSek</a>Re-Platforming Your Tech Stack // Michelle Marie Conway & Andrew Baker // MLOps Podcast #281 - <a href="https://youtu.be/1ouSuBETkdA" target="_blank" rel="ugc noopener noreferrer">https://youtu.be/1ouSuBETkdA</a>~~~~~~~~ ✌️Connect With Us ✌️ ~~~~~~~Catch all episodes, blogs, newsletters, and more: <a href="https://go.mlops.community/TYExplore" target="_blank" rel="ugc noopener noreferrer">https://go.mlops.community/TYExplore</a>Join our Slack community [<a href="https://go.mlops.community/slack" target="_blank" rel="ugc noopener noreferrer">https://go.mlops.community/slack</a>]Follow us on X/Twitter [@mlopscommunity](<a href="https://x.com/mlopscommunity" target="_blank" rel="ugc noopener noreferrer">https://x.com/mlopscommunity</a>) or [LinkedIn](<a href="https://go.mlops.community/linkedin" target="_blank" rel="ugc noopener noreferrer">https://go.mlops.community/linkedin</a>)] Sign up for the next meetup: [<a href="https://go.mlops.community/register" target="_blank" rel="ugc noopener noreferrer">https://go.mlops.community/register</a>]MLOps Swag/Merch: [<a href="https://shop.mlops.community/" target="_blank" rel="ugc noopener noreferrer">https://shop.mlops.community/</a>]Connect with Demetrios on LinkedIn: <a href="https://www.linkedin.com/in/dpbrinkm/" target="_blank" rel="ugc noopener noreferrer">/dpbrinkm</a>Connect with Spencer on LinkedIn: <a href="https://www.linkedin.com/in/spencerreagan/" target="_blank" rel="ugc noopener noreferrer">/spencerreagan/</a>Timestamps:[00:00] AI industry future[00:55] Use cases in software[05:44] LLMs for data normalization[11:02] ROI and overengineering[15:58] Street width history[20:58] High ROI examples[25:16] AI building challenges[33:37] Budget control challenges[39:30] Airia Orchestration platform[46:25] Agent evaluation breakdown[53:48] Wrap up

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Overcoming Challenges in AI Agent Deployment: The Sweet Spot for Governance and Security // Spencer Reagan // #349

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