The construction of scientific research intelligence platforms in China is accelerating. The 15th Five-Year Plan explicitly proposes the development of scientific research intelligence platforms and high-quality scientific datasets. Universities and research institutes are actively investing resources to promote platform construction. Meanwhile, artificial intelligence (AI) has achieved remarkable results in fields such as mathematics, chemistry, and pharmaceuticals, and the 'AI + scientific research' model has become an important means of enhancing research efficiency. However, issues such as inconsistent data standards, varying production methods, and model barriers still hinder the integration of interdisciplinary knowledge and large-scale innovation. At the 801st academic discussion of the Xiangshan Science Conference, experts called for accelerating the establishment of universal standards to create a new ecosystem for scientific research intelligence.