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Investigation of the SU(3) gauge theory with many fermions for the quest for the walking technicolor theory as a KMI project is described. The theory, if it is successfully constructed, can supersede the standard model Higgs sector, and thus can be a candidate of the theory of new physics. We utilize the KMI high-performance computing system φ, perform the numerical simulation adopting a state-of-the-art lattice fermion formulation. A hint of the number of fermions for the candidate of the walking technicolor theory is emerging.