In a collagen‐induced arthritis model, trained macrophages intensify disease severity and confer ferroptosis resistance in synovial cells via IL‐1β/NAT10‐mediated FSP1 mRNA modification. The gene discussed is AIFM2; the disease is arthritic joint disease.