LLM Security Agents

In the rapidly evolving landscape of cybersecurity, software security has long been defined by reactive defense mechanisms. Traditional Application Security (AppSec) relies heavily on static code checkers (SAST) that match predefined syntactic patterns and dynamic checkers (DAST) that input random payloads (fuzzing) to induce program crashes. However, as software architectures increase in complexity and integration speeds accelerate under modern CI/CD pipelines, signature-matching and blind fuzzing are no longer sufficient. The next generation of vulnerability discovery is cognitive, autonomous, and self-learning—driven entirely by Artificial Intelligence (AI).