Current graduate education becomes to a cage like cultivation due to the discipline barriers,which result in the social requirement of innovative talents can't be satisfied.Therefore,we investigate the new engineering innovative talent cultivation mechanism from three aspects,academic atmosphere building,multi-dimensional capacity cultivation and collaborative fusion.First,a strategy for building an open sharing academic ecological environment is put forward.Then,we take the student as the core,a cascading individuation comprehensive quality training mode based on the collaboration of student interests and social needs,the application ability and theoretical innovation.Finally,a collaborative education mechanism is based on university enterprise cooperation platform and project driving.The actual design method and student cultivating results are also discussed.