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The considerations behind formulation design, various structural features, and manufacturing procedures of NLCs are examined, with prominence on their benefits over earlier lipid-based carriers, and the prospective role of AI-assisted formulation approaches in improving directing accuracy and therapeutic results in colon cancer is discussed.