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The gap between human pattern-recognition and algorithmic detection of synthetic media exposes a critical vulnerability in AI governance: platforms are outsourcing content moderation to the same AI systems that can’t match human intuition, while brands exploit the compliance ambiguity to avoid friction—this suggests disclosure requirements will remain performative theater until enforcement moves from labels to technical watermarking or platform liability shifts to advertisers.