Threat Intelligence & Adversarial Research
Access our latest threat advisories, red-team case studies, and methodology briefs. Stay ahead of decentralized exploitation networks and understand exactly how adversaries are weaponizing emerging technology.
Generative AI and Automated Grooming Vectors
An in-depth research note detailing how decentralized cyber-syndicates are utilizing LLM jailbreaks, synthetic media, and automated conversational agents to bypass standard Trust & Safety filters. Learn how to identify these vectors and patch platform vulnerabilities before they are exploited at scale.
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Red-Team Case Studies
Declassified simulations demonstrating how we stress-test AI models to expose safety bypasses, sycophancy, and off-platform routing vulnerabilities.
Threat Advisories
Actionable intelligence on the latest Tactics, Techniques, and Procedures (TTPs) used by digital-native predators and evasive cyber-networks.
Methodology Briefs
Serious engineering and architectural deep dives into the ServalGuard™ framework, showing how to test resilience and implement proactive system immunization.
Safie Education
Child-friendly educational materials led by Safie the Serval, translating digital-safety concepts into clear, age-appropriate lessons for children under 13.
Latest threat intelligence and analysis.
How Marketplaces Can Align With the EU AI Act
A practical breakdown of what the Act actually requires for consumer-facing AI, and where most marketplace platforms currently fall short.
The Direct Impact of AI Safety Failures on User Churn
Why a single behavioral failure does more damage to retention than a string of ordinary product bugs — and what that means for your roadmap.
What Standard Red-Teaming Misses in Multi-Turn Conversations
Most safety testing stops after the first response. Here's why the real risk usually shows up much later in the conversation.
The AI Safety Reality Gap: Policy Says 13+. Reality Is Younger.
Why age language cannot substitute for testing the children, behaviors, and access paths a platform may encounter in practice.
Milestones and research notes.
RavenTrak joins the Microsoft for Startups program, adding Azure infrastructure and technical support to its evaluation capabilities.
ServalGuard™ methodology approved as RavenTrak’s serious framework for adversarial AI stress-testing and proactive system immunization.
Safie the Serval begins helping disseminate age-appropriate digital-safety educational content for children under 13.
RavenTrak partners with the Center for Digital Harm Prevention to advance research into digital harm affecting disabled people and children.
Work with RavenTrak.
Connect with RavenTrak for adversarial research, behavioral audits, and methodology designed for systems serving vulnerable populations.
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