Abstract: In this talk, I will present a joint work with Chen Jiang and Tianqi Zhang on the upper bound for anti-canonical volumes of canonical Fano 3-folds. We confirm Prokhorov's conjecture that the optimal upper bound for anti-canonical volumes of canonical Fano 3-folds should be 72. We also characterize the equality case.