Importantly, this study mainly elaborates that AKR1B10 drives LR in HCC via AARS1‐mediated lactylation‐stabilization, initiating a lactate/H3K18la positive feedback loop that hyperactivates glycolysis; targetable by EPA–lenvatinib synergy. This evidence concerns the gene AKR1B10 and hepatocellular carcinoma.