We numerically investigate soliton self-compression in the higher-order modes of a gas-filled capillary with decreasing pressure. demonstrate four times enhancement compression pressure compared to equivalent constant case HE 12 mode, reaching sub-cycle duration 1.85 fs at its output. Moreover, negative gradient effectively suppresses intermodal coupling later stage compressor, which helps main...