Identify and address both established and emerging vulnerabilities throughout the entirety of the device and software supply chain. Rather than simply aligning binaries with a catalog of known vulnerabilities, our methodology delves deeper to comprehend the execution of code, which empowers us to uncover defects beyond the binary level. This strategy enables us to recognize entire categories of defects, surpassing just the known issues, and accomplishes this with remarkable speed and almost no false positives. Our focus is on detecting both recognized and previously unidentified vulnerabilities, as well as any malicious activities, rather than relying solely on hash or signature comparisons. We extend our analysis beyond just CVEs, revealing which vulnerabilities are present at the binary level. Additionally, by leveraging machine learning, we significantly diminish alert fatigue, achieving nearly zero false positives while enhancing our detection capabilities. This comprehensive approach ensures that we remain vigilant and proactive in safeguarding against a wide spectrum of security threats.