Learning pathsA
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

Your study notes