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This paper proposes an advanced architecture that mitigates problems of recurrent matrix multiplications by decomposing A-multiplications into various teams and optimizing positional encoding by way of Grouped Finite Impulse Response (FIR) filtering, and incorporates a similar system to improve The steadiness and performance from the design above p