This paper proposes an advanced architecture that mitigates problems of recurrent matrix multiplications by decomposing A-multiplications into several groups and optimizing positional encoding by means of Grouped Finite Impulse Response (FIR) filtering, and incorporates an analogous system to reinforce the stability and general performance of your