IInternals DecodedOct 14 · 15 min readTool Calling and MCP: How Agents Touch the WorldThroughout the AI System Design series we follow Mailmind, a fictional AI email assistant that reads an inbox, triages messages, and drafts replies. It is our running example. An LLM (large language 1Cinternals-decoded.hashnode.dev