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This paper proposes a vertical, domain-specific framework for standardizing high-risk AI systems under the EU AI Act, focusing on algorithmic hiring and ranking-based recruitment systems, with concrete recommendations for risk management, data governance, explainability, human oversight, and post-deployment monitoring.