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S. Hodlevskyi, V. Liutyi, M. Fedorov. Transformation of the intelligence process in the context

OpenAlex · S. Hodlevskyi, V. Liutyi, M. Fedorov ·

Executive Summary

The intelligence process is transforming from a linear cycle to a dynamic, network-centric ecosystem driven by AI and multi-domain operations, as evidenced by the Russian-Ukrainian war. This shift prioritizes rapid analysis and timely dissemination over data volume, compressing the kill chain and enhancing decision support. However, it introduces risks like algorithmic bias, AI hallucination, and automation bias, necessitating a balance between technology and human judgment.

Why It Matters

This document is crucial for defense and geopolitical analysts as it details the fundamental transformation of military intelligence due to AI and multi-domain operations, using the Russian-Ukrainian war as a primary case study, and highlights critical challenges and risks for future conflicts.

Key Takeaways

  • The traditional linear intelligence cycle is obsolete; modern warfare demands a dynamic, network-centric intelligence ecosystem leveraging AI and OSINT for information advantage.
    Source evidence · PDF page 1
    The full-scale russian-ukrainian war and the extensive use of cyber operations, artificial intelligence (AI), and open-source intelligence (OSINT) demonstrate that the traditional linear intelligence cycle no longer guarantees information advantage [1].
  • AI significantly compresses the kill chain, reducing the time from target detection to engagement to seconds, as demonstrated in the Russian-Ukrainian war.
    Source evidence · PDF page 3
    In the russian-ukrainian war, AI has become a key instrument for compressing the kill chain, reducing the time from target detection to engagement to mere seconds [15, 17].
  • The integration of AI introduces new risks, including algorithmic bias, hallucination, automation bias, and adversarial manipulation, which can lead to flawed assessments and decision-making.
    Source evidence · PDF page 5
    One of the most dangerous risks is AI hallucination: the generation of false or factually unsupported outputs that may nevertheless appear coherent and persuasive. In military intelligence, such errors can lead to incorrect assessments of adversary intentions, target misidentification, or flawed forecasts of how the situation will develop.

Strategic Relevance

The transformation of the intelligence process, driven by AI and multi-domain operations, is strategically vital for maintaining information advantage and operational effectiveness in modern warfare. It impacts decision-making speed, target prioritization, and overall military command and control, as demonstrated by the contrasting approaches in the Russia-Ukraine conflict.

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Key Entities

Artificial IntelligenceMulti-Domain OperationsIntelligence ProcessRussia-Ukraine WarNATOOSINTKill ChainAlgorithmic WarfareUkraineRussiaDelta PlatformHIMARS

Best For

Intelligence AnalystsMilitary StrategistsPolicy MakersAI EthicistsDefense Researchers

Related Themes

Military IntelligenceArtificial Intelligence in WarfareMulti-Domain OperationsRussian-Ukrainian WarInformation WarfareDecision-Making in Conflict

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