The combined situation

DeepFaceLab is the most widely used open source deepfake training framework. It powers the majority of high quality deepfake NCII produced since 2020. When DeepFaceLab output appears on Bluesky, removal proceeds through the statutory takedown process under 47 USC 223a combined with source attribution to strengthen the legal claim.

Why this combination is high risk

DeepFaceLab requires technical skill to operate but produces the highest quality output of any current face swap technology. It is the source of most professional grade celebrity deepfake NCII. On Bluesky specifically, bluesky's open atproto network allows third party clients and appviews to display the same content. a removal from the official bluesky app does not always remove from third party clients.

How removal proceeds

Bluesky accepts NCII reports through its in app moderation flow and through its trust and safety email. The PDS architecture means content is hosted on individual personal data servers in addition to the network appView. Source attribution to DeepFaceLab is documented through deepfacelab output quality varies by training time and source material, but high quality models produce indistinguishable face swap output, which strengthens the takedown notice and supports parallel legal action.