Engineering teams report compound alignment problems when scaling multi-agent deployments without coordination

According to a CIO article on hidden costs of scaling AI agents, engineering organizations are losing initial speed gains to rework when multiple developers independently run several agents against shared systems without coordination. The report identifies alignment and consistency challenges as barriers to scaling agentic workflows.