AI Content Watermarking and Provenance (Offense/Defense + Strategy)
Invisible AI watermarks can be removed via spectral analysis without any loss of image quality (empirically demonstrated by reverse-SynthID) → watermarks are a provenance tool for honest users, not ironclad anti-forgery evidence; content producers should layer multiple signals and proactively apply compliance labeling.