Machine vision in waste management and recycling is no longer just about image acquisition. Software turns sensor data into reliable decisions. This talk shows how classical machine vision and AI work together to identify materials, classify defects, and keep applications adaptable over time. The focus is on how robust vision applications can be built for highly variable recycling streams.