AI coding assistants have provided great benefits for software development. Many developers have also turned to multi-agent workflows for coding that use specialized agents that collaborate to tackle complex tasks faster during software development. IT leaders and developers must carefully consider balancing complexity, cost, and strong governance when employing multi-agent workflows for coding; otherwise, this approach will fail.