In this episode, we break down the Claude Agent SDK autonomous feedback loop: gather context, take action, and verify work. You will learn how agentic search and parallel sub-agents handle context limits, how tool execution and MCP enable real-world actions across scripts and external APIs, and how evaluation closes the loop for reliable self-correcting systems.