We motivate in this document the need for alternative code simplification techniques. We show that the traditional white-box approach get rapidly get mitigated and has fundamental semantical limitations. Our work builds upon an emerging field of deobfuscation based on black-box techniques and demonstrate that although current state of the art solutions outperform white-box techniques, it is necessary to improve and support additional capabilities.