Abstract: The present disclosure discloses a compact integrated high-speed folding machine and a linkage production method, the machine includes a big rotary drum (1), a splitting mechanism (2), an inserting-folding mechanism (3), an adsorbing-transferring mechanism (4), a unwinding mechanism (5) and a hooking-folding mechanism (6); wherein a bottom blade roller (21) of the splitting mechanism (2) and a middle inserting roller (33) of the inserting-folding mechanism (3) are respectively positioned at the upper and lower ends of the vertical center line of the big rotary drum (1), the adsorbing-transferring mechanism (4) and the unwinding mechanism (5) are respectively positioned on both sides of the vertical center line, and the hooking-folding mechanism (6) is arranged on one side of the adsorbing-transferring mechanism (4); the gauze sheet can be folded many times in the axis direction on the big rotary drum (1), then continuously transferred to the hooking-folding mechanism (6).