In this study, we present a significant advancement in the field of enzymatic asymmetric reductive amination (ARA) of ketones, a pivotal reaction for chiral amine synthesis. Through a combination of semirational enzyme design and bioprocess development, we achieve the dual activation and stabilization of amine dehydrogenase (AmDH) to meet industrial demands. The engineered AmDH exhibits remarkable catalytic efficiency (turnover number, TON >1,000,000) and exceptional stability (half-life >7 days at 50 °C), with a broadened substrate scope including various aryl alkyl ketones and fatty ketones. Leveraging biobased oleic acid as an activator and stabilizer, we achieved kilogram-scale synthesis of chiral amines. Furthermore, the integration of AmDH with chemical catalysts in chemoenzymatic cascades has enabled the synthesis of a wide array of pharmaceutically relevant amines from diverse substrates, demonstrating the enzyme’s versatility and potential to transform synthetic chemistry.