A specialized machine for the production of square-shaped lithium-ion battery cell pouches. It involves mounting rolled sheet-like positive electrode materials, negative electrode materials, separators, and other materials on a fixed device. The machine automatically feeds the materials, winds them into the desired configuration, cuts them, applies adhesive tape, and performs online inspections to complete the production of square-shaped lithium-ion battery cell pouches.