The Deterministic AI Harness at the Edge | Three Questions With Belden

In this episode of "Three Questions With," we sit down with Andrii Melashchenko 3 subscribers, Senior Principal Architect at Belden, to explore how AI and edge computing are transforming industrial control rooms and fundamentally redefining the role of factory operators. For decades, maintaining and troubleshooting complex operational technology (OT) has relied heavily on human intuition and tribal knowledge. While AI is uniquely suited for messy, non-deterministic plant environments, simply buying a capable AI model isn't enough. Andre breaks down why industrial AI requires a "deterministic AI harness"—a structured layer at the edge enabled by Margo—to control execution, deliver reliable data, and ensure business-critical uptime. Plus, learn how scaling autonomy will shift plant operators away from months of tedious integration tasks and toward high-value system governance and innovation. ⏱️ Timestamps 0:00 - Introduction: Andre, Senior Principal Architect at Belden 0:32 - What operational decisions still depend too heavily on human intuition? 1:18 - Where organizations overestimate AI readiness in real plant environments 2:07 - What is an "AI Harness"? Building a deterministic layer at the edge 3:07 - How Margo enables agentic AI and edge determinism 3:27 - The evolving role of the operator: From task execution to system governance 🌐 Connect with the Margo Initiative: Website: https://margo.org Documentation: https://docs.margo.org Community Forum: https://discourse.margo.org LinkedIn:   / margoproject   GitHub: https://github.com/margo