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
Engineering and architectural deep dives into the ServalGuard™ framework, showcasing how to implement proactive system immunization.
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.
Read more →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.
Read more →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.
Read more →Milestones and research notes.
RavenTrak joins the Microsoft for Startups program, adding Azure infrastructure and technical support to its evaluation capabilities.
More research notes and milestones will be posted here as they happen.
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