The present invention develops a novel chimeric DNA polymerase, and in some embodiments, the chimeric polymerase designed according to the present invention has processivity, elongation rate, and thermostability substantially similar to the first DNA polymerase and a fidelity substantially similar to that of the second DNA polymerase. The first DNA polymerase of the present invention is KOD polymerase SEQ ID No.1, and the second DNA polymerase is Pfu polymerase SEQ ID No.2. The technical solution of the present invention utilizes the switching of functional regions in high-fidelity DNA polymerases to combine the expected functional characteristics of different DNA polymerases. Among other things, the present invention provides robust, fast and accurate DNA polymerases for DNA amplification, synthesis, detection, sequencing and other important recombinant DNA techniques. The innovative high-fidelity DNA polymerase invented is a high-fidelity DNA polymerase with high fidelity, high processivity, high elongation rate, thermostability, and salt tolerance.