With the rapid development of the global aquaculture industry, smart aquaculture has become increasingly essential for maintaining a stable supply of aquatic products. Traditional machine learning models frequently exhibit limited semantic understanding and insufficient scalability in complex, high‐dimensional environments. In contrast, multimodal large models integrate multi‐source information, significantly enhancing semanti...