A critical vulnerability in Apache Struts, noted as CVE-2024-53677, was publicly disclosed on December 11, 2024, affecting its file upload mechanism and potentially allowing path traversal and remote code execution. This flaw poses significant risks to enterprises using the popular Java-based web application framework. Early detection and analysis of such vulnerabilities are crucial to mitigating their impact, as demonstrated by research that identified indicators of CVE-2024-53677 through social media, blogs, and forums before its official disclosure. The complexity of the file upload mechanism in Apache Struts, combined with a focus on maintaining compatibility, delayed addressing this vulnerability despite initial warnings on platforms like Jira. By leveraging language models and multi-agent frameworks, the research provided a comprehensive analysis, connecting CVE-2024-53677 to previous vulnerabilities and emphasizing the importance of early vigilance in ensuring software security.