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祭 supplies the sound — jì drifting to cài via historical sound change. It also adds meaning:
祭 is a sacrificial ritual with meat offered on an altar, and the original
蔡 was a divinatory tortoise used in those rituals. Today nearly synonymous with the Cai surname.