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.

Watch this session from BSides Ahmedabad 2026 to learn about the core values driving miniOrange in the cybersecurity industry. In this session, Our Founder & CEO Mr. Anirban Mukherji reflected on the journey of miniOrange, focusing on the company's growth, achievements, and contributions to the security landscape. He outlined the fundamental principles that defines culture, specifically highlighting commitment to hard work, discipline, initiative, ownership, and meritocracy.

Welcome to the recording of our recent webinar “One Breach Away: Why Managed Devices Are the New Perimeter for AI, Finance and Healthcare Data.” In this session, our experts discuss how organizations can secure access to business applications, sensitive data, and AI tools by making device security a core part of their identity and access strategy. As employees connect from personal devices, remote environments, and multiple endpoints, ensuring device compliance and security posture has become critical for protecting enterprise data.