Labeler

Inputs

Source	Fields
Media event	{ "mediaUrl": "https://...", "kind": "avatar" | "clip" }
User event	Liveness probe results, opener statistics, abuse heuristics

Outputs (examples)

Label	Description
media.face.present	Boolean face detection signal
media.nsfw.score	Continuous 0..1 confidence
user.liveness.score	Continuous 0..1 confidence
behavior.spam.score	Continuous 0..1 confidence
provenance.selfieBased	Whether avatar originated from selfie

Signals power ranking boosts, gating logic, and moderation workflows.