Responsible AI is thought to solely focus on mitigating bias, explainable AI and improving fairness. Should securing AI systems be seen as a Responsible AI task? If so, which organization does it fit: security or responsible AI? Bias Buccaneers, Deep Mind, NVIDIA and Microsoft discuss the complex connections between responsible AI and tradiational security, and the lessons learned in harmonizing them.