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Bias detection and correction – Automated resources can flag imbalanced or discriminatory coaching knowledge right before it impacts product predictions.Robustness: AI-driven devices must be actively defended from adversarial attacks, reducing safety hazards and enabling self esteem in system outcomes.Ethical Accountability: A minimal crept or mi