Human element in algorithmic warfare: Legal foundations and fault lines

The rapid advancement of artificial intelligence technologies is reshaping the landscape of modern warfare, giving rise to autonomous weapons systems capable of operating with minimal or no human intervention. The study provided a comprehensive legal and policy analysis of the challenges posed by AWS to international humanitarian law, international human rights law, and global security. Based on doctrinal sources, state practice, and armed conflicts, including in Libya, Ukraine, and the Middle East, the study examined key issues such as distinction, proportionality, accountability, and the erosion of human control. The study assessed current international efforts, including discussions within the framework of the UN Convention on Certain Conventional Weapons, and outlines the growing normative consensus around the principle of meaningful human control. The study argued for a multi-layered regulatory approach, combining a legally binding international treaty with national legislative reforms, mandatory legal reviews, and transparency measures such as international registries and independent monitoring bodies. The study also proposed the development of testing standards for AWS and calls for a temporary moratorium on the use of fully autonomous lethal systems until appropriate legal safeguards are in place. In of the context of growing concerns regarding responsibility attribution and real-time legal compliance, the study introduced the concept of “embedded legality” as a forward-looking governance paradigm. This approach reframed compliance not merely as ex post legal review, but as a process of embedding international humanitarian law directly into the design architecture of AWS. The codification of legal principles such as distinction and proportionality into algorithmic decision-making was proposed as both a technical and normative safeguard. The article argued that this paradigm offered a viable pathway to operationalise IHL in increasingly autonomous systems and should be institutionalised through binding domestic and international standards. The study concluded that the law must correlate to technology: legal norms are essential to ensure that AI-enhanced military capabilities are governed by principles of humanity, accountability, and the rule of law. In an era of increasingly automated warfare, legal and ethical governance must remain paramount