John A

Artificial intelligence can aid fair decision-making, but it cannot guarantee it. Fairness depends on definitions, data quality, and governance as much as on algorithms themselves. Bias can creep in through who sets goals, what is measured, and how outcomes are…

Artificial intelligence can simulate emotional patterns without experiencing them. It can infer affect from data and display responsive behavior, yet subjective experience remains absent. This distinction shapes trust, ethics, and governance, because surface-level empathy may obscure manipulation or misalignment. The…