Published September 1, 2025 | Version v1.0
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Conscious Advantage: Integrating Nurtured AI into Cognitive Warfare and Intelligence

Authors/Creators

  • 1. EDMO icon University of Technology, Sydney

Description

This is a conceptual preprint introducing a theoretical framework for defense and intelligence applications of AI.

This preprint introduces the concept of the Nurtured Kill Chain, a new operational model for integrating large language models (LLMs) and cognitively emulative artificial intelligence into defense and intelligence contexts. The paper distinguishes between taught consciousness - structured learning, doctrinal reasoning, and procedural logic - and nurtured consciousness - historical memory, cultural context, symbolic reasoning, and emotional modeling.

By embedding nurtured cognition into AI-enabled systems, the framework enables adversarial emulation, escalation forecasting, narrative warfare, and strategic empathy at machine scale. The paper situates this within defense doctrine, cognitive science, and AI architecture, drawing on theories such as Global Workspace Theory, Integrated Information Theory, and predictive processing. Case studies of Russia, China, Iran, North Korea, and non-state actors such as ISIS and Boko Haram illustrate the role of narrative, culture, and identity in shaping adversarial decision-making.

The manuscript also addresses the ethical, doctrinal, and governance risks of conscious-model AI, proposing auditable systems aligned with alliance values, bounded by escalation control, and reviewed by multidisciplinary oversight. Safely integrating nurtured consciousness into AI systems can transform information advantage into conscious advantage, establishing a new standard for strategic dominance in the twenty-first century.

Authorship statement: John James is the principal author. James Tennant is a contributing author (resources, validation, review).

Abstract (English)

The integration of synthetic cognition into AI-driven military and strategic technologies is no longer optional; it is essential. As such, it is fast becoming an imminent operational reality. Advanced, cognitively-enhanced systems are poised to transform various critical military activities, including targeting, influence operations, and command augmentation. This paper explores both the remarkable potential presented by the integration of LLMs capable of belief emulation into our military capabilities, as well as the risks. It introduces a key distinction between “taught consciousness,” reflecting structured learning, doctrinal reasoning, and procedural logic, and “nurtured consciousness,” encompassing historical memory, cultural contexts, symbolic reasoning, and emotional modeling. The paper proposes adapting the traditional “kill chain” in a way which overlays human-like cognition across the conventional phases. The result is The Nurtured Kill Chain – an evolved operational model that allows AI systems to move beyond tactical prediction and toward strategic emulation of adversary intent, narrative perception, and escalation dynamics, transforming warfighting from a linear system to a recursive cognitive loop. The paper then examines the ethical, doctrinal and governance risks involved and proposes making these systems auditable, strategically aligned with our values, governed by multidisciplinary review, and bounded by escalation control mechanisms. Safely and successfully integrating cognitive-model AI into our defense capabilities will turn information advantage into conscious advantage, thereby setting the standard for strategic dominance in the 21st century.

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Additional details

Related works

Is identical to
Preprint: 10.17605/OSF.IO/AF42E (DOI)

Dates

Submitted
2025-09-01

References