Metric literacy
Broadcasters should define model versions on-screen—mystery numbers spark backlash.
Creator speed
Rights-cleared vertical clips need audio fingerprint awareness—DMCA is automatic.
Youth nuance
Teen forwards should not be reduced to senior xG templates—sample sizes lie.
