This lesson explores the complexities of building interoperable AI agents, focusing on Google's Agent2Agent (A2A) protocol. It covers key components like agent cards, tasks, streaming for real-time updates, and practical implementation using Python and frameworks like FastAPI, addressing the challenges of framework proliferation and promoting efficient agent communication.