AI orchestration flips the engineering dynamic
Forbes argues that AI systems now coordinate work across teams rather than developers coordinating tools. The shift moves control from individual engineers to models that route tasks, manage handoffs, and adapt to blockers in real time.
• Models decide what work happens next, not project managers
• Traditional testing and CI/CD pipelines become response layers, not gatekeepers
• Team structure flattens — fewer coordination overhead, faster iteration