Acceleration Auto encoders Automatic Beam-lines Deep learning Delivery time Dose delivery Electron beamline Electrons Energy scale Extraction FLASH therapy Fundamental physics Machine-learning MeV-Electrons Performance Phase displacement Plasma stability Proton synchrotrons RF phase displacement Reinforcement learning Reinforcement learning agent Reinforcement learnings Resonant slow extraction Reward dangling Signal encoding Slow extraction Synchrotron Synchrotrons automatic