Cybercrime & Digital Threats

Estimating Future Risk Outbreaks at Scale in Real-World Deployments

December 16, 2025

Trend™ Research introduces a novel system that leverages AI and behavioral analytics to proactively estimate the risk of future malware outbreaks based on users’ behavior to help organizations strategically strengthen their defenses.

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The Next Phase of Cybercrime: Agentic AI and the Shift to Autonomous Criminal Operations
December 09, 2025
We dive into the transformation from “Cybercrime-as-a-Service“ to “Cybercrime-as-a-Sidekick“, which fundamentally alters the operational dynamics of criminal enterprises.
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Reimagining Fraud Operations: The Rise of AI-Powered Scam Assembly Lines
November 18, 2025
Trend™ Research replicated an AI-powered scam assembly line to reveal how AI is eradicating the barrier for entry to running scams, making fraud easier to run, harder to detect, and effortless to scale.
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The Devil Reviews Xanthorox: A Criminal-Focused Analysis of the Latest Malicious LLM Offering
November 11, 2025
Xanthorox AI: flirty, menacing, and potentially devastating? We explored the inner workings of this LLM to unveil its devious capabilities for generating malicious code, obtaining private information, and roleplaying.
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Agentic Edge AI: Development Tools and Workflows
October 30, 2025
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.
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When Tokenizers Drift: Hidden Costs and Security Risks in LLM Deployments
October 21, 2025
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.
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Agentic Edge AI: Autonomous Intelligence on the Edge
October 10, 2025
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.
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Using Containers to Secure Your MCP Infrastructure
September 17, 2025
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.
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Do Security Blogs Enable Vibe-Coded Cybercrime?
September 04, 2025
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.
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Unmasking Task Scams to Prevent Financial Fallout From Fraud
August 19, 2025
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.
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Cybercrime & Digital Threats

Estimating Future Risk Outbreaks at Scale in Real-World Deployments

The Next Phase of Cybercrime: Agentic AI and the Shift to Autonomous Criminal Operations

Reimagining Fraud Operations: The Rise of AI-Powered Scam Assembly Lines

The Devil Reviews Xanthorox: A Criminal-Focused Analysis of the Latest Malicious LLM Offering

Agentic Edge AI: Development Tools and Workflows

When Tokenizers Drift: Hidden Costs and Security Risks in LLM Deployments

Agentic Edge AI: Autonomous Intelligence on the Edge

Using Containers to Secure Your MCP Infrastructure

Do Security Blogs Enable Vibe-Coded Cybercrime?

Unmasking Task Scams to Prevent Financial Fallout From Fraud

Trend Vision One™ - Proactive Security Starts Here.

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