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This paper proposes an advanced architecture that mitigates difficulties of recurrent matrix multiplications by decomposing A-multiplications into numerous groups and optimizing positional encoding by way of Grouped Finite Impulse Reaction (FIR) filtering, and incorporates an analogous system to boost The soundness and effectiveness with the design