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Bias detection and correction – Automatic tools can flag imbalanced or discriminatory schooling knowledge in advance of it impacts design predictions.Robustness: AI-powered systems need to be actively defended from adversarial attacks, reducing protection dangers and enabling self confidence in method outcomes.[sixteen] Not all robots purpose by