“(In the) multi-person video conference, it turns out that everyone [he saw] was fake,”
This sounds like it required quite a bit of preparation, i.e. collecting data for each deep-faked participant including image/voice samples.
If it's reaching this level of sophistication already then I suspect a new participant validation scheme is on its way for sensitive meetings.