The findings reveal a counterintuitive paradox: pedagogical partnerships simultaneously activate cognitive vigilance (critical evaluation) and cognitive offloading (strategic delegation). Contrary to traditional assumptions that delegation diminishes learning depth, our results indicate that strategic cognitive offloading—when exceeding specific thresholds—liberates mental resources for higher-order reflection, thereby enhancing transformative learning experiences