Production designs
Design content moderation
Combine automation with explicit escalation paths.
Understand the problem
Apply cheap rules, then model scores, then human review for uncertain or high-impact cases. Version policies and models, preserve appeal evidence, and monitor false positives and false negatives.
Make it concrete
Different thresholds can route content to allow, review, or block decisions.
Trade-offs and pitfalls
Automated removal improves speed but can impose significant costs for incorrect decisions.
Check your understanding
Describe how policy changes affect labels and evaluation.
Practice this topic