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Building on this foundation, the gradual exploration of intelligent integration with biosensing technologies and controlled drug delivery systems should be pursued to lay the groundwork for personalized, adaptive, closed-loop therapy ( 5 Conclusion This review highlights intra-articular PBM as a transformative, minimally invasive strategy for KOA, shifting from palliative care to targeted, disease-modifying intervention