Establishing a theoretical framework for environment-constrained enzyme structure-function relationships, we will create the EnzymeGPT artificial intelligence model to enable generative de novo enzyme design. This platform will facilitate mining and engineering of marine-derived extremozymes into core industrial biocatalysts. Through synergistic AI empowerment and marine biodiscovery, we achieve technological sovereignty in critical industrial enzyme supply chains.