General Analysis Information

General Analysis studies how AI systems fail and builds security tools to make them stronger. We develop novel algorithms and proprietary red-teaming agents to uncover hidden failure modes, challenge model behavior, and test the limits of existing defenses. Our research shapes tools for red teaming, runtime guardrails, interpretability, and observability. As AI becomes more powerful and takes on more consequential work, we help teams evaluate its weaknesses and create safer, more reliable systems.