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The RL approach to a full three-dimensional beam model could allow fast synthetic intelligence-based optimization of deliverable treatment plans, decreasing the time required for radiotherapy preparation without calling for earlier programs for instruction.RL had been put on VMAT MPO utilizing clinical patient contours without independently optimized therapy programs for training and obtained similar target and normal muscle dose to me