Firstly, the abstract delves into the diverse array of bypass techniques employed by adversaries, ranging from traditional methods such as password cracking and privilege escalation to more advanced tactics like file less malware and code injection. Understanding these tactics is crucial for defenders to anticipate and counteract potential threats effectively. Secondly, the abstract highlights the limitations of singular security measures and advocates for the adoption of multilayer security strategies. By implementing a combination of preventive, detective, and corrective controls, organizations can create multiple barriers for attackers, making it significantly more challenging to compromise Windows systems. These layers may include network firewalls, intrusion detection systems, endpoint protection software, and user training programs. Moreover, the abstract emphasizes the importance of proactive security measures, such as regular software updates, vulnerability assessments, and penetration testing, to identify and address potential weaknesses before they can be exploited by attackers. Additionally, the abstract discusses the significance of user education and awareness in mitigating common attack vectors, such as phishing and social engineering.