One surprising insight is that many developers underestimate the complexity of coordinating multiple AI agents. In practice, the real challenge isn't deploying models but ensuring seamless communication and division of tasks among agents. In our experience with enterprise teams, we've seen that effective orchestration frameworks, like Microsoft's Agent Framework, are crucial for unlocking the potential of multi-agent systems. Most teams don't struggle with the tools -they struggle because nothing actually gets wired into real workflows. - Ali Muwwakkil (ali-muwwakkil on LinkedIn)