Search Articles

Search Results: ContentAuthenticity

The Cryptographic Arms Race Against AI-Generated Content

The Cryptographic Arms Race Against AI-Generated Content

As deepfakes and synthetic media proliferate, two complementary technologies—C2PA's cryptographic provenance and AI watermarking—are emerging as potential solutions. This deep dive examines their technical workings, adoption challenges, and why neither alone can solve the trust crisis, while exploring regulatory pressures and unsolved problems like the screenshot vulnerability.

The Digital Fingerprint: How Wikipedia Editors Spot AI-Generated Content

Wikipedia volunteers have compiled a detailed guide identifying linguistic patterns and structural quirks that betray AI-generated articles, from puffery like 'rich cultural heritage' to telltale markup errors. This crowdsourced knowledge helps combat low-quality synthetic content as LLMs increasingly infiltrate knowledge ecosystems.