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Consciousness of these biases and proactive ways to mitigate them are necessary to guarantee AI devices are honest, equitable, and genuinely human-centered.Similarly, a 2007 investigation paper by Peter Brusilovsky and Eva Millán highlights how adaptive Mastering techniques can address these challenges by tailoring content supply and feed-back to