In terms of extracting Windows operating system kernel information, there are indeed new attack tools that can bypass existing protection mechanisms. Malicious attackers are constantly developing new technologies and tools to break through security protection in order to illegally obtain sensitive system information. The complex attack methods used by some advanced persistent threat (APT) organizations may include such capabilities. They will take advantage of operating system vulnerabilities, driver defects, etc., carefully construct attack codes, and try to bypass existing protection mechanisms such as signature-based antivirus software and conventional intrusion detection systems, and then extract kernel information from deep inside the system to achieve malicious goals such as stealing data and controlling permissions. For example, by mining undisclosed kernel vulnerabilities and combining them with carefully designed vulnerability exploits to break through protection and obtain the required information.