This paper proposes a sophisticated architecture that mitigates issues of recurrent matrix multiplications by decomposing A-multiplications into many teams and optimizing positional encoding through Grouped Finite Impulse Reaction (FIR) filtering, and incorporates an analogous system to boost the st