AI Content Filter: Architecture, Known Bypasses, and Layered Defense

A practitioner's breakdown of AI content filter approaches — classifier-based, LLM-as-judge, and guard models — with honest coverage of bypass techniques and deployment recommendations for security-conscious teams.