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The implementation of watermarking for AI-generated content poses several challenges. This Deep Dive explores the complexities of watermarking for different media types, including images, audio, video, and text. And highlights the difficulties in creating robust watermarking techniques that can withstand various attacks.

Unitary's goal is to support safer and kinder online connections. Intimate exchanges can often have more than one meaning. Playful banter between consenting users could in certain cases be misclassified as harmful or vice versa. We believe these subtleties are important as they shape the quality of our online experiences.

We attended TrustCon - a conference dedicated to trust and safety professionals from around the globe who are responsible for keeping the internet safe. It was an invaluable learning experience and here are some key takeaways.

In discussions about AI regulation, there has been relatively little of direct relevance to trust & safety. Most of the focus is on use by regulated organizations rather than misuse by platform users. However, as large platforms play increasingly significant roles in providing access to AI models, we might expect future regulatory efforts to more directly impact T&S.