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that a post is not AI-generated requires a multi-pronged approach: read platform provenance signals, probe embedded metadata, run forensic detectors, and weigh the channel’s track record and contextua...
Platforms and newsrooms are pursuing a mix of technical provenance standards, human-led forensic checks and policy-driven labeling to embedded in political posts, but tests and experiments show those ...
Consumers can triangulate whether a video testimonial is synthetic by combining three approaches: automated detectors that flag visual, motion and audio anomalies; provenance and metadata checks (incl...
Viral clips are verifiable through a combination of provenance checks, metadata and frame analysis, geolocation, and cryptographic provenance tools — each step narrows uncertainty but none alone guara...