Fair and Transparent AI for Hiring: Evaluating Resume-Job Matching, Bias Mitigation, and Human-in-the-Loop Auditing. Libyan Open Univ J Appl Sci. 2025;1(1):01-10. doi:10.65422/loujas.v1i1.42