The decline of calligraphy, argued by the speaker, is due to excessive innovation that deviates from ancient techniques. They believe that true artistry lies in preserving the essence and traditions, like Wang Xizhi"s work, rather than constant, misguided novelty. The debate revolves around finding a balance between tradition and innovation in this art form.