Maternal immune activity during pregnancy influences memory circuitry in offspring, with sex-specific effects extending into midlife. Elevated immune markers like IL-6 and TNF-a in mothers were linked to adverse brain activity in memory regions, particularly in postmenopausal women, and lower cognitive performance in children.