This study addresses the tendency in Qur’anic learning research to separate reading skills (maharah qira’ah) and memorization, without integrating them within a philosophy of science framework. In addition, the use of Artificial Intelligence (AI) remains largely technical. This study aims to construct a conceptual framework integrating reading and memorization from ontological, epistemological, and axiological perspectives, and to explore AI-assisted learning as a supporting approach. A qualitative systematic literature-based conceptual design was employed using thematic analysis and conceptual synthesis. The findings indicate that reading functions ontologically as a meaning-making process, epistemologically as a mechanism of knowledge construction through encoding, storage, and retrieval, and axiologically as a means to improve memorization quality in terms of accuracy, retention, and efficiency. AI integration strengthens these processes through real-time feedback and adaptive learning, enabling an integrated learning cycle between reading and memorization. This study contributes a conceptual framework linking reading, memorization, and technology within a unified epistemic system
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