With photos, I could see a cryptographic solution. Of course it would still need some kind of centralized trust, but it's doable if people cared enough. It could be applied by cameras themselves.

By trust. If you pay attention enough, you'll discover authenticity and "handwriting" well.

Disclosure

Because the photographer builds trust, over years, by not manipulating their images using AI. All trust is erased if anyone spots the manipulation.