Our findings introduce a paradigm-shifting drug discovery strategy that transforms insights from paradoxical antibody action into targeted therapeutics for the HMGB1-pCTS-L axis, not only delivering P2-1 as a potent therapy but also establishing pCTS-L as crucial mediator of inflammatory diseases like sepsis and RA. Here, HMGB1 is linked to Sepsis.