This paper proposes an advanced architecture that mitigates issues of recurrent matrix multiplications by decomposing A-multiplications into many teams and optimizing positional encoding by Grouped Finite Impulse Reaction (FIR) filtering, and incorporates an identical mechanism to boost the stability and functionality with the design about extended