Keyword: «adaptive management»
Artificial intelligence in education: innovations to improve learning and knowledge assessment,that is, this topic explores the introduction of artificial intelligence in educational processes in order to improve educational methods and evaluate knowledge. Aspects such as personalized learning, the development of intelligent learning platforms and the automation of student performance assessment processes are dis-cussed.
The article is devoted to the features of strategic management of the development of the crop production industry in modern conditions. The key factors are analyzed: dependence on natural and climatic conditions, the duration of the production cycle, the science-intensive nature, the role of state support, and global competition. The necessity of adaptive, innovative, and multi-level approaches to strategic planning is substantiated to ensure the sustainability of the crop production industry.

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