We examine whether BYHWD mitigates cognitive impairment by reshaping gut microbiota and modulating the C/EBPβ/AEP axis, thereby offering mechanistic insights into microbiota‐targeted strategies for AD intervention. This evidence concerns the gene CEBPB and Cognitive impairment.