KnowinGLOW: Closed-Loop EEF Action Generation and Robot Execution Task-parameter bubbles are anchored to the cup, robot end effector, and dispenser. They follow object motion and synchronize with EEF action stages as the arm picks up, transports, aligns, presses, and fills the cup. CUPxyz+rpy MASSFRICTION STABLEGRASP GRASP-READY EEFPOSE GRIPPERFORCE COLLISION-FREE Δx / ΔyALIGN NOZZLExyz BUTTONSTATE CONTACTFORCE PRESSDEPTH PRESSSUCCESS EEF ACTION · TASK PROGRESS A17 A42 A08 A31 A55 A12 A64 REACH CUP GRASP & TRANSPORT ALIGN & PLACE PRESS