MLOps.community · 2026-06-30 · 39 min
Kingsley Madikaegbu is the founder of HealID , a startup building agentic AI on top of the Model Context Protocol (MCP) for one of the most heavily regulated environments there is: healthcare. Recorded at MCP Dev Summit North America in New York, Kingsley sits down with Alex Salkever of the Agentic AI Foundation to break down how you give patients, doctors, caregivers, and family members each their own agent over the same medical record - without breaching HIPAA, leaking PHI, or letting an agent quietly go off the rails. In this conversation:️ The four-layer architecture - Dumb data at the bottom, then access permissions, then MCP, then reasoning agents on top. Why logic never touches the data layer. MCP vs REST - Why enforcing per-role compliance in a REST API meant encoding permissions everywhere, and how MCP collapses that mess.
The Current State of Agentic Retrieval - Qdrant Roundtable59 / 100Coding Agents Are Secretly General AgentsThe Dark Side of MCP ServersSandboxing, Agent Harnesses, and Agent TeamworkZipline Roundtable episode: Building Real-Time ML Systems with Zipline + Chronon