Security | Threat Detection | Cyberattacks | DevSecOps | Compliance

Academic deepfake datasets rarely static: generate an image, label it real or fake, done. Real-world fraud doesn't hold still. Zhaofeng Si, a PhD student at University at Buffalo and research scientist intern at Persona, breaks down the gap. Public academic datasets are mostly typical face swaps and diffusion-model-generated images with a fixed label. In the real world, there's an attack-and-defense loop. Fraudsters actively probe for ways to bypass detection, so defenses have to keep adapting instead of training against a static benchmark.

Cash App makes sending money instant — and that's exactly what scammers are counting on. Once a payment goes through, getting it back is nearly impossible. In this video, we break down the most common Cash App scams circulating right now: fake support agents, phishing texts and emails, payment reversal tricks, crypto investment fraud, and fake giveaways.

AI-generated scams eliminate obvious red flags like bad grammar and broken English, making digital fraud nearly impossible to spot at a glance. Learn how to pause, evaluate artificial urgency and verify suspicious requests before clicking or transferring money!