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This work demonstrates quantum-accurate treatment of all-atom, complete enzymes in explicit solvent comprising up to 54k atoms and 1 microsecond of total simulation time using the machine-learned interatomic potential (MLIP) eSEN-omol, establishing MLIPs as a practical route to QM-accurate simulations of enzyme catalysis.