The automatic casting picking robot workstation is key automated equipment for the black zone production line of lost foam casting, specially used for automatic grabbing, sand cleaning and transportation of hot castings after box tipping and shakeout. Drawing on more than 20 years of technical experience in complete lost foam production lines, Hebei Ruiou Intelligent Equipment Co., Ltd. has developed an automatic casting retrieval workstation customized exclusively for lost foam casting processes. Adopting an integrated solution consisting of an industrial robot, visual recognition system and high-temperature resistant clamps, the workstation automatically fulfills full-process operations including positioning and grabbing castings, removing residual surface sand, and transporting castings to subsequent working procedures. It completely replaces strenuous manual labor under high-temperature and high-dust conditions, serving as core equipment for lost foam casting enterprises to realize unmanned and intelligent production in the black zone.