Problem: SmartPlay's fixed ML categories force IT admins to constantly manage one-off channel and video allows for safe, non-standard educational content (e.g., audiobooks, specific technical build logs, literature readings). Proposed Solution: Add an admin-configurable natural language steering field at the policy and OU level. Admins can enter natural language guardrails (e.g., 'Allow audiobooks even if tagged as entertainment', 'Block reaction videos and Twitch VODs') to guide the underlying SmartPlay classifier across video titles, descriptions, and transcripts. Benefits: • Slashes daily manual YouTube unlock tickets for IT teams. • Keeps content safe while giving teachers immediate access to legitimate educational media.