After identifying and testing vulnerabilities in Large Language Models, the subsequent steps involve effectively communicating these findings and contributing to their resolution. This chapter addresses the critical post-assessment phase of a red team engagement.

You will learn how to structure detailed red team reports specifically for LLM assessments. We will cover methods for clearly articulating identified vulnerabilities and their associated risks to various stakeholders. A key focus will be on prioritizing these vulnerabilities based on their potential impact, enabling teams to address the most significant threats first.

Furthermore, this chapter will guide you in formulating actionable mitigation recommendations and collaborating with development teams to implement fixes. You'll also understand the process of retesting to verify the effectiveness of applied remediations. Finally, we will discuss the importance of documenting red teaming procedures and successful attack patterns to build a repository of knowledge for future assessments. The chapter concludes with a practical exercise in drafting a section of a vulnerability report.