This innovation presents an AI-driven two-phase direct-to-chip cooling system featuring a grooved-wall microchannel design that increases surface area, enhances temperature uniformity, and mitigates hot spots without raising pressure drop. With intelligent real-time bubble detection and adaptive flow control, the system delivers superior heat transfer performance and significant energy savings for future sustainable data centers.