This paper proposes a complicated architecture that mitigates issues of recurrent matrix multiplications by decomposing A-multiplications into many teams and optimizing positional encoding by way of Grouped Finite Impulse Response (FIR) filtering, and incorporates an identical mechanism to enhance the stability and efficiency on the product around