The simultaneous stabilization is addressed for a collection of nonlinear systems with multiple time‐varying delays. The time delays vary not only from one system to the other but even from one state to another within a system. The nonlinear functions may also be different for each system of the collection. A delay‐independent simultaneously stabilizing control law is presented by developing a Control Lyapunov‐Krasovskii Functional (CLKF) method. This controller has a unified structure for all the systems and, despite differences in nonlinearities and delays, leads to the stabilization of all the systems, simultaneously. During the design procedure, first, a systematic approach is provided to construct a CLKF of a particular form for each system. Second, a simultaneously stabilizing control law is defined based on the constructed CLKFs. Finally, a practical example is given to verify the efficiency and applicability of the given method.