Artificial Intelligence can solve new problems, but AI also brings along new ethical and legal issues, such as: Can I trust the AI model? Can I explain it to others? Is it biased, unfair or even illegal? What is algorithmic transparency or algorithmic fairness? Is privacy good or bad for AI research or vice versa? I will pinpoint some key AI research challenges, of which some are solvable and others seem to have no definitive answer.