YouTube’s automated copyright system, , is incredibly efficient at scanning uploaded on-demand videos against a database of copyrighted material. However, real-time live streams present a unique challenge. Streamers can launch a broadcast, accumulate tens of thousands of viewers within minutes, and complete the match before the automated system or a manual takedown request catches up with them. Altering Video and Audio Signals