A new two-component system with cubic nonlinearity and linear dispersion: \begin{eqnarray*} \left{\begin{array}{l} m_t=bu_{x}+\frac{1}{2}[m(uv-u_xv_x)]x-\frac{1}{2}m(uv_x-u_xv), \ n_t=bv{x}+\frac{1}{2}[ n(uv-u_xv_x)]x+\frac{1}{2} n(uv_x-u_xv), \m=u-u{xx},~~ n=v-v_{xx}, \end{array}\right. \end{eqnarray*} where is an arbitrary real constant, is proposed in this paper. This system is shown integrable with its Lax pair, bi-Hamiltonian structure, and infinitely many conservation laws. Geometrically, this system describes a nontrivial one-parameter family of pseudo-spherical surfaces. In the case , the peaked soliton (peakon) and multi-peakon solutions to this two-component system are derived. In particular, the two-peakon dynamical system is explicitly solved and their interactions are investigated in details. Moreover, a new integrable cubic nonlinear equation with linear dispersion \begin{eqnarray*} m_t=bu_{x}+\frac{1}{2}[m(|u|^2-|u_x|^2)]x-\frac{1}{2}m(uu^\ast_x-u_xu^\ast), \quad m=u-u{xx}, \end{eqnarray*} is obtained by imposing the complex conjugate reduction to the two-component system. The complex valued -peakon solution and kink wave solution to this complex equation are also derived.

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