This document is a technical report detailing the F5 AI Red Team solution, which aims to enhance the security of AI systems through proactive testing. It outlines the challenges faced by organizations in keeping up with the rapid evolution of AI technologies and the inadequacies of traditional security measures. The solution employs continuous, automated adversarial testing to identify vulnerabilities in AI models, applications, and agents before they can be exploited by attackers. The report describes the three types of automated testing used: agentic resistance, signature attacks, and operational attacks, which collectively provide comprehensive validation of AI security. Additionally, it explains how the solution integrates with F5 AI Guardrails to transform testing results into actionable runtime policies. The document emphasizes the importance of quantifying risks and providing detailed reports that assist security teams in prioritizing remediation efforts. Overall, it presents a framework for organizations to shift from manual testing to a continuous, automated approach, ensuring AI systems remain secure and resilient against emerging threats.