Targeted under-canopy weeding solution engineered for precise herbicide application beneath vines and orchard trees. The system uses real-time visual recognition to identify and spot-spray weeds while safely avoiding trunks and tree structures. It provides efficient, automated under-row weed control, reducing soil chemical stress and eliminating manual labor.