Example implementations described herein are directed to systems, methods, and computer programs for the management of live or streaming broadcasts for policy violations, which can include buffering a live stream broadcast, processing the buffered live stream broadcast with one or more processors configured with a machine learning algorithm for detecting a policy violation, and for the processing indicative of the policy violation existing in the buffered live stream broadcast, causing the buffered live stream broadcast to be modified. Such policy violations can include nudity, hate speech, copyright infringement, age inappropriate content and other violations in accordance with the desired implementation.