Certified Reduced-Order Surrogates and Stability Margins in Viscous Incompressible Flow and Fluid-Structure Interaction. - Chandrasekhar Gokavarapu; Naveen Kumar Kakumanu; Anjali Datla; Githa Harshitha Noolu (CoRR, 2026)