A rapid transition toward multimodal systems and autonomous AI agents capable of executing complex sequences of actions in real-time is being observed. This technological wave promises the complete automation of intellectual labor; however, its implementation at the enterprise-scale faces barriers that cannot be overcome with mass consumer solutions. The primary