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Trend™ Research inspected agentic edge AI systems and the development tools and workflows they leverage and uncovered an intricate labyrinth that demands robust protection from cyberthreats.

DragonForce, a Ransomware-as-a-Service group first observed in 2023, rose to greater prominence in 2025 after a series of notable attacks linked to the group. Despite its unclear origins, what is evident is its rapid evolution and its aggressive, affiliate-driven model, marking it as a rising threat to watch out for.

A tokenizer lies at the core of every large language model. When it drifts, whether from unseen flaws or adversarial interference, costs rise and performance drops. We explore this emerging risk, its implications, and the measures to prevent it.

Trend Vision One™ tackles 9 of OWASP’s Top 10 LLM vulnerabilities, offering comprehensive protection against prompt injection, data leakage, AI supply chain risks, and other critical flaws.

Agentic edge AI offers enhanced advantages, but with this comes cybersecurity challenges. Learn more about agentic edge AI and its architecture, and equip your organization by examining related threats and mitigation strategies for these risks.

Security risks to MCP servers can be mitigated by running them within containers. This report discusses these security risks and how MCP containerization can implement least privilege in practice.

Amid the rise of low-code automation, Microsoft Power Automate is becoming an attractive target for cybercriminals exploiting its complexity to evade detection and exfiltrate data – but demand for compromised enterprise assets is outstripping supply in the cybercriminal underground.

Security companies routinely publish detailed analyses of security incidents, making attacker tactics, techniques, and procedures (TTPs) widely known and visible. These reports often provide comprehensive insights into specific vulnerabilities that are or could be exploited, malware delivery mechanisms, and evasion techniques.

This report exposes the life cycle and tactics of task scams by presenting real-world cases as well as strategies to help identify and avoid these threats.