This paper proposes a complicated architecture that mitigates challenges of recurrent matrix multiplications by decomposing A-multiplications into multiple teams and optimizing positional encoding by means of Grouped Finite Impulse Response (FIR) filtering, and incorporates an identical mechanism to enhance The steadiness and overall performance fr