Beyond clickbait
Objective functions tuned only for watch-time bury art-house titles—multi-objective ranking helps.
Cold-start fairness
New shows need exploration slots; pure popularity spirals starve diversity.
Localization
Subtitle tone and cover art A/B tests differ by region more than language alone.
