AI Content Filter: The Practitioner's Playbook for Killing Low-Quality LLM Slop at Scale

If you run a forum, community, or any platform that accepts user-generated content, you've already felt it: the flood. Posts that technically answer the question but say nothing. Replies that hover at 400 words of confident-sounding noise. Comments that begin with "Great question!" and end with a bulleted list of things you could have googled in 30 seconds. AI-generated content isn't going away. What you can do is build a practical filter stack that catches the bad stuff before it degrades your