This workshop explores adversary emulation activities, focusing on creating false flags to mimic real attacks. Using Microsoft Defender as a case study, we analyze signature formats to create samples that trigger specific detections. Participants will learn how to generate working samples which triggers specific detection gaining insights into Windows Defender's signature mechanisms.