Asaf Zamir, Chief Technology Officer & AI/Cloud Consultant. Founder of CloudExpat, AZdev. Author of Coder to CTO.

Learn how Model Context Protocol (MCP) eliminates AI integration chaos. Complete guide with Python/TypeScript examples, architecture patterns, and production best practices.

The function calling loop takes an afternoon. These are the parts that bite afterwards: tool descriptions, parallel results, context growth, and idempotency.