This is part 2 of a series on taking agentic applications from prototype to production with AWS AgentCore. Part 1 covers foundational design questions, like cardinality, session lifecycle, state management, and operational constraints. This post goes deeper on one of those topics: how we use the difference between an LLM session and an AgentCore Runtime session to build collaborative multi-agent investigations.