
Hierarchical

Money mule networks evolve into hierarchical, business-like criminal enterprises – Help Net Security
In this Help Net Security interview, Michal Tresner, CEO of ThreatMark, discusses how cybercriminals are weaponizing AI, automation, and social engineering to industrialize money mule operations. He looks at how these networks have changed and how behavioral intelligence is helping to catch fraud. Tresner also shares practical tips for CISOs trying to stop mule activity…

Meet PC-Agent: A Hierarchical Multi-Agent Collaboration Framework for Complex Task Automation on PC
Multi-modal Large Language Models (MLLMs) have demonstrated remarkable capabilities across various domains, propelling their evolution into multi-modal agents for human assistance. GUI automation agents for PCs face particularly daunting challenges compared to smartphone counterparts. PC environments present significantly more complex interactive elements with dense, diverse icons and widgets often lacking textual labels, leading to perception…