This study reveals five distinct dynamic trajectory patterns of early fluid therapy in AP. High-load sustained or fluctuating therapy significantly increases mortality risk. Dynamic monitoring of HCT (within a 35-44% safety window) and therapy trajectories offers a potential strategy to optimize fluid management.