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This period demonstrated the vital role of AI in enabling businesses to adapt quickly to switching circumstances and maintain operational resilience. businesses ought to carry out ethical AI frameworks that guide the development and deployment of AI systems, incorporating principles of fairness, accountability, and transparency. normal audits of