The graduate education in Hunan University of Technology has begun since 2004. The good performance during these ten years mainly could be attributed to three mechanisms which were developed in the exploration and practice of innovation, namely the correct decision-making mechanism, the disciplinary tutor responsibility system, and a full-fledged cultivation safeguarding mechanism to ensure the institutions for all-round upgrading quality of graduation education.