





Agentic Cloud and Code
Security, done right.
AI agents that find the vulnerabilities that actually matter across your code, cloud, and controls — and ship the fix. So the teams building fast can stay secure without slowing down.
Recent Work by

Mythos 'Discovered' a CVE Already in Its Training Data - and That’s Still Worrying
Anthropic made headlines claiming Claude Mythos achieved the "first remote kernel exploit discovered and exploited by an AI." We went looking for how - and found a 20-year-old bug hiding in plain sight.

ClosedCaption: Finding Interpretable Clusters with LLMs
We discuss use-cases for LLM-cluster interpretability for agent analysis, experimental design to test these pipelines, and conclusions on how we use thee techniques to analyze our own agents.

SASTBench: Measuring AI's Path to Practical Security Automation
Rival proposes a new benchmark for evaluating AI-driven vulnerability SAST triage, offering data-backed validation for our agentic design. We are open-sourcing our benchmark to advance research in application security.