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.
Threat Advisory: Generative AI and Automated Grooming Vectors
An in-depth intelligence brief 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.
Read the Threat Brief →How We Help
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.
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