This paper gives a detailed overview of the work and the results of the authors of this paper in the area of Non-Lyapunov (finite time stability, technical stability, practical stability, final stability) for a particular class of linear continuous time delays systems. This survey covers the period since 2000 and has a strong intention to present the main concepts and contributions that have be...