The potential of industrial waste—carbide slag (CS) as a high-temperature CaO-based CO2 sorbent and its anti-sintering modification strategies are explored by examining the changes in maximum carbonation conversion (Xn,max) during multiple carbonation/calcination cycles. Although the pristine CS performs satisfactorily during initial carbonation, its Xn,max steadily declines with increasing cycle numbers due to sintering. To develop CO2 sorbent with robust, stable structures, various refractory dopants, including Al2O3, MgO, SiO2, Y2O3, and two industrial by-products rich in Al2O3 and SiO2—coal gangue (CG) and fly ash (FA)—are utilised to modify the CS. The SiO2-doped CS sorbent exhibits superior CO2 cycling adsorption capacity under identical testing conditions, attributed to the formation of Ca2SiO4 with a high Tammann temperature (TT) during high-temperature calcination. Notably, CSCG5 (CS/CG mass ratio of 95:5) presents a CO2 capture capacity comparable to CSSi2 (CS/SiO2 mass ratio of 98:2), providing a potential solution for low-cost and anti-sintering modification of CS sorbents. Relative to pure CaO or CS, the CSSi2 and CSCG5 samples exhibit superior stability in terms of H2 concentration and yield throughout the biomass cyclic hydrogen production tests. Adsorption kinetic analysis results suggest that the carbonation of CS sorbent during rapid reaction predominantly adheres to the Pseudo-first-order, Elovich, and Intra-particle diffusion models. The carbonation conversion (Xt) is excellently fitted (R2 > 0.99) by a Logistic equation considering CO2 concentration (xCO2) and carbonation temperature (Tcar). Moreover, comprehensive data analysis yields an innovative semi-empirical equation suitable for predicting the Xn,max during long-cycle carbonation/calcination processes. We also discussed the sintering and modification mechanisms of CS sorbent in depth.