Mayhem Code Security is an automated application security testing platform that identifies defects and vulnerabilities in software code through dynamic analysis. It combines fuzzing with proprietary symbolic execution technology to explore all possible execution paths, systematically uncovering unknown defects. The platform employs machine learning to optimize test coverage by learning from historical runs, prioritizing high-risk areas while reducing redundant tests. Its technical capabilities include behavioral analysis using AI to select optimal testing techniques, Docker container support for testing without code recompilation, automated vulnerability validation that eliminates false positives, continuous testing in CI/CD pipelines, and compliance integration with standards including ISO 21434, NIST SSDF, and SOC 2. The system provides prioritized remediation guidance with reproduction commands for developers and integrates runtime data to filter out unused third-party components from SBOM/SCA reports. Unlike static analysis tools, it detects both known CVEs and novel zero-day vulnerabilities through runtime behavior observation.