REVERSE ENGINEERING AND VULNERABILITY ELUCIDATION OF ALGORITHMS (REVEAL) system focuses on reverse engineering and characterizing AI/ML algorithms' learning mechanisms, particularly addressing security concerns such as adversarial attacks, model drift, and data poisoning. This system provides a systematic, generalizable approach to assessing AI/ML algorithms' robustness and identifying vulnerabilities.