LLM-as-Reducer and the Case for Killing the AI Label

A live broadcast tool shouldn't die the moment the final out is recorded. Audiences stick around. They pull up YouTube for the post-game press conference that uploads 20 minutes later. They tune into podcasts, scroll Reddit threads, check what beat reporters and fans are saying on X. Your dashboard should meet them there. The problem is that post-game signal comes from five different places, each with its own timing and noise floor. YouTube videos trickle in. Podcast feeds update on their own sc