This research explores the relevance and scientific novelty of conceptual features in the design of effective creative learning environments in the sphere of foreign philology. It emphasizes the often-overlooked extended intermediate phase of learning, proposing an advanced knowledge acquisition stage situated between initial creative learning and domain expertise. The article examines the interactive effects of contextual elements in various creative computer-based and AL learning environments while studying English language and addresses learning deficiencies associated with them. It underscores the importance of aligning learning and instruction with contextual factors. The relevance of this research is determined by its exploration of innovative practices, including technology integration, project-based learning, and AI applications in foreign philology. By addressing deficiencies in advanced knowledge acquisition, the research aims to guide philology and other specialists in adapting to 21st-century challenges in education and fostering inclusive creative and impactful learning environments. The scientific novelty of the research consists in its contribution into the educational field by proposing an advanced knowledge acquisition stage. It explores the dynamic interplay of contextual creative elements in computer-based learning, AI and hybrid educational environments while studying English language for special purposes, addressing learning failures and emphasizing the need for alignment with instructional design. This article aims to explore the structure of creative teaching methods and assessment strategies employed into the studying process of Professional English; to investigate and emphasize the critical relevance and scientific novelty of conceptual features in designing effective learning environments. It explores the often-overlooked extended intermediate phase of creative learning and introduces the concept of an advanced knowledge acquisition stage. The research delves into the interactive effects of contextual elements in various computer-based learning environments and identifies learning deficiencies associated with them. Furthermore, the article upholders for the alignment of learning and instruction with contextual factors. The methodology involves a comprehensive literature review on cognitive differences, contextual elements, and recent innovations in education. The ultimate goal is to contribute valuable insights to guide educational institutions in adapting to the 21st-century landscape and fostering inclusive and impactful creative learning environments. The purpose of this article is to investigate and underscore the critical relevance and scientific novelty of creative of using computer-based learning and Artificial intelligence in educational process, partially in studying Professional English, associated with conceptual features in the design of effective creative learning environments. This research aims to bring attention to the often-neglected extended intermediate phase of creative teaching and learning Professional English and introduce the concept of an advanced knowledge acquisition stage. Through an exploration of the interactive effects of contextual elements in various computer-based and AI creative learning environments, the article identify patterns of learning deficiencies. The methodology involves a comprehensive literature review focusing on cognitive differences, contextual elements, and recent innovations in education. Ultimately, the article provides valuable insights that reflects an experience of adapting to the teaching and learning Professional English in the epoch of AI. The methodology involves a comprehensive review of literature on cognitive differences between novice and expert learners, the interplay of contextual elements in learning environments, and recent innovations in education. The research also incorporates an analysis of patterns of deficiency in advanced knowledge acquisition and explores various strategies for incorporating innovations into university education.
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