Cloud Security Alliance AI Safety Initiative

Third, embedding addresses a real information problem. Frontier AI risk assessment depends on non-public facts such as training details, internal monitoring data, and incident records. An evaluator that can see only what the developer chooses to send...

Effective human oversight for agentic systems requires interrupt conditions—predefined thresholds at which agent execution is paused and human review is required—combined with real-time monitoring infrastructure capable of detecting anomalous action ...