Artificial intelligence has evolved from an analytical tool to a critical threat multiplier, as seen in the rapid exploitation of vulnerabilities like CVE-2025-32433. Security teams face a diminishing window to respond, necessitating proactive, automated patch deployment and real-time threat management. Companies like Netizen provide essential cybersecurity services to address these challenges.| www.netizen.net
Directed greybox fuzzing (DGF) focuses on efficiently reaching specific program locations or triggering particular behaviors, making it essential for tasks like vulnerability detection and crash reproduction. However, existing methods often suffer from path explosion and randomness in input mutation, leading to inefficiencies in exploring and exploiting target paths. In this paper, we propose HGFuzzer, an automatic framework that leverages the large language model (LLM) to address these chall...| arXiv.org
The OWASP Top 10 is the reference standard for the most critical web application security risks. Adopting the OWASP Top 10 is perhaps the most effective first step towards changing your software development culture focused on producing secure code.| owasp.org
