Why it matters
AI Engineer session on Exposing Agents as MCP servers with mcp-agent: Sarmad Qadri. It adds practical context for how teams are building and operating AI systems in production.
My takeaway: Useful for agent design because it shows how orchestration, tool use, and system boundaries affect reliability and production behavior.