This study highlights the potential of BMSCs‐Exos in promoting M2 polarization and inhibiting M1 polarization of alveolar macrophages through miR‐137‐3p‐mediated regulation of the TRIM24/CBP/STAT6 pathway, offering an effective approach for alleviating ALI. Here, TRIM24 is linked to acute respiratory distress syndrome.