Beyond Prompting: The Architectural Shift to Reliable Multi-Agent AI

Production AI is evolving from conversational assistants into specialized multi-agent teams that prioritize reliable execution over creative chatting. The rise of the A2A protocol and deep observability reflects a critical industry shift toward autonomous systems that are auditable, interoperable, and enterprise-ready.