Ranking is multi-objective
Engagement, satisfaction, and diversity trade off; guardrails prevent filter bubbles from becoming PR crises.
Creative copilots
Script breakdowns and localization assist speed production, but showrunners remain accountable for voice.
Experimentation hygiene
CUPED variance reduction and sequential testing stop teams from shipping noise as “wins.”