Within vivacious international relations, human rights dictums developed whilst racing to advance offensive and defensive capacities. Lately, artificial intelligence (AI) systems have been utilized in the spectrum of these advancements. This has led to a new form of arms race and human rights abuses whilst resisting any attempt to conclude a binding regulation in developing or using AI technology, and although AI has been a frontline issue in many disciplines from various angles, it nonetheless has not been as much in the legal profession, and specifically in international law. The unprecedented AI technology changes, despite the many advantages, alarms the need to continuously explore its impact within various aspects of international law. The absence of a conclusive international threshold for AI development and use might cause hindering international relations if international law orthodoxies in humanitarian law and human rights become improperly effected. Accordingly, this paper examines whether there is a need to develop the existing international legal order, whether directly or indirectly, and suggest establishing an IGO entity with a mandate to reshape rules and embedded values in the face of a rapid AI technological advancement.