Mastering Multi-Agent Patterns with Google's ADK: A Guide for Scalable AI Systems Today's AI applications demand flexibility, reliability, and scale,qualities not easily achieved by packing every responsibility into a single agent. Centralized designs often lead to bottlenecks and ... ADK AI agents design patterns human-in-the-loop multi-agent systems software architecture state management workflow automation