News Summary

• The first generation of enterprise generative AI largely focused on the chatbot or copilot model.
• Modern businesses operate across dozens or even hundreds of interconnected applications.
• A well-designed multi-agent system resembles a coordinated organization more than a conventional chatbot.
• The objective is not simply to have multiple AI models running simultaneously.
• It is to create an architecture in which agents have defined responsibilities and controlled ways of interacting with one another and with enterprise systems.
• The engineering challenge is making those interactions predictable and observable.