We implement multiple bias reduction strategies: skills-based matching rather than proxy characteristics, blind screening options that suppress name and demographic signals, bias testing against historical hiring data to detect disparate impact, and regular third-party fairness audits. We also build human-in-the-loop review for all ranked candidates before progression decisions.