We give a survey on the converses of $L^2$ theory of d-bar ($L^2$ extension of holomorphic objects and $L^2$ estimate of the d-bar operator) that developed in recent years, and present some applications to the study of curvature positivity of holomorphic vector bundles and their direct images.