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This paper proposes a sophisticated architecture that mitigates troubles of recurrent matrix multiplications by decomposing A-multiplications into many teams and optimizing positional encoding as a result of Grouped Finite Impulse Reaction (FIR) filtering, and incorporates a similar system to boost The soundness and performance from the design over