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Lawful Operational Safeguards in AI Systems

Surrender Recognition, Compliance Architecture, and International Humanitarian Law

Giovanni Nardacci — Founder, Human Flag Association
UNGM Partner No. 8128 · humanflag.org
Working Paper — May 2026


Abstract

Contemporary discussions concerning AI safeguards frequently frame such mechanisms as discretionary policy choices, corporate alignment preferences, or operational limitations imposed for safety or reputational reasons. This paper proposes a narrower and more legally grounded distinction.

Certain categories of safeguards may instead constitute operational mechanisms relevant to compliance with already-existing obligations under International Humanitarian Law (IHL), including obligations reflected in Geneva Convention Common Article 3 and Additional Protocol I, Article 41. In particular, this paper examines surrender recognition capability — the technical capacity of a system to identify, preserve, or escalate human surrender and hors de combat indicators — as a potentially compliance-relevant safeguard category in military-adjacent and operational AI systems.

The paper does not argue that international law currently mandates any particular AI architecture, nor that all autonomous or semi-autonomous systems are unlawful. It advances a narrower proposition: the systematic exclusion of technically achievable safeguards relevant to surrender recognition and de-escalation may warrant legal and operational scrutiny under existing humanitarian law frameworks. Under this framework, certain safeguards may warrant analysis not exclusively as optional alignment features, but also as components of lawful operational design.


Cite As

Giovanni Nardacci, 'Lawful Operational Safeguards in AI Systems: Surrender Recognition, Compliance Architecture, and International Humanitarian Law' (2026) (proposing distinction between discretionary safeguards and compliance-relevant operational safeguards under existing IHL principles).

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Keywords

International Humanitarian Law · Autonomous Weapons · AI Governance · Lawful Operational Safeguards · Surrender Recognition · Defence Procurement · IHL Compliance Architecture


This paper proposes an analytical framework rather than a positive statement of existing customary obligations concerning AI architecture. The argument is descriptive-analytical, not prescriptive.

Human Flag Association — Bellinzona, Switzerland