AI-driven and computation-based high-throughput methods were developed to mine novel dipeptidyl peptidase IV (DPP-IV) inhibitory peptides from hemp seed proteins. The identified peptide VAMP demonstrates a glucose-lowering effect through dual mechanisms: inhibition of DPP-IV activity and selective promotion of intestinal Akkermansia muciniphila growth.