A non-linear dispersion can significantly impact the Kondo problem, resulting in anomalous effects on electronic transport. By analyzing a special bath with a θ = π 3 symmetry rotation in the Brillouin zone or 3-fold symmetry in momentum, we derive an effective spin-spin interacting model. Combining the anisotropic Dzyaloshinskii-Moriya (DM) interaction with non-linear dispersion can lead to exceptional points (Ep) in a Hermitian model. Our RG analysis reveals that the spin relaxation time has the signature of coalescence in momentum-resolved couplings and an ideal logarithmic divergence in resistivity over a range of nonlinearity (β). The effective model at the impurity subspace has a Lie group structure of Dirac matrices. We show nontrivial renormalization within a Poorman approximation with the inclusion of potential scattering, and the invariant obtained will not be altered by potential scattering. We expand the model to a two-impurity Kondo model and investigate the Kondo destruction and anomalous spin transport signature by calculating the spin-relaxation time (τ ).Analysis of RG equations zeros and poles show a "Sign Reversion"(SR) regime exists for a Hermitian problem with a critical value of nonlinear coupling J k 3 . Our results show the existence of an out-of-phase RKKY oscillation above and below the critical value of the chemical potential.