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Operational Agility in Dual-Use Education: A Study of AI, Critical Thinking and Virtual Resource Management Cover

Operational Agility in Dual-Use Education: A Study of AI, Critical Thinking and Virtual Resource Management

Open Access
|Jun 2026

References

  1. Alberts, D.S., & Hayes, R.E. (2006). Understanding command and control. CCRP Publication Series.
  2. Bennett, N., & Lemoine, G.J. (2014). What VUCA really means for you. Harvard Business Review, 92(1-2), 27. Available at: https://ssrn.com/abstract=2389563.
  3. Brundage, M., et al. (2018). The malicious use of artificial intelligence: Forecasting, prevention and mitigation. arXiv preprint. DOI:10.48550/arXiv.1802.07228.
  4. D’Alessio, I., Aitella, U., Giannini, A.M., & Burrai, J. (2024). What about military decision-making? A bibliometric review of published articles. Behavioral Sciences, 14(7), 514. Available at: https://doi.org/10.3390/bs14070514.
  5. Enstad, K., & Hagen, A.M. (2026). No common understanding? A scoping review of professional military education in the twenty-first century. Scandinavian Journal of Educational Research, 70(1), 80-100. Available at: https://doi.org/10.1080/00313831.2025.2459408.
  6. Facione, P.A. (2011). Critical thinking: What it is and why it counts. Insight Assessment. Available at: https://www.researchgate.net/publication/251303244_Critical_Thinking_What_It_Is_and_Why_It_Counts.
  7. Floridi, L., et al. (2018). AI4People ‒ An ethical framework for a good AI society: Opportunities, risks, principles and recommendations. Minds and Machines, 28(4), 689-707. Available at: https://doi.org/10.1007/s11023-018-9482-5.
  8. Li, H., & Tian, F. (2026). Advancing decision-making through AI-human collaboration: A systematic review and conceptual framework. Group Decision and Negotiation, 35(2), 26. Available at: https://doi.org/10.1007/s10726-026-09980-1.
  9. McAfee, A., & Brynjolfsson, E. (2017). Machine, platform, crowd: Harnessing our digital future. New York: W.W. Norton & Company.
  10. Mena-Guacas, A.F., López-Catalán, L., Bernal-Bravo, C., & Ballesteros-Regaña, C. (2025). Educational transformation through emerging technologies: Critical review of scientific impact on learning. Education Sciences, 15(3), 368. Available at: https://doi.org/10.3390/educsci15030368.
  11. NATO. (2024). Cognitive warfare. Retrieved February 19, 2026, from https://www.act.nato.int/article/cogwar-concept/.
  12. NATO. (2025). Emerging and disruptive technologies. Retrieved February 19, 2026, from https://www.nato.int/en/what-we-do/.deterrence-and-defence/emerging-and-disruptive-technologies.
  13. OECD. (2021). Education at a glance 2021. Paris: OECD Publishing. Available at: https://doi.org/10.1787/b35a14e5-en.
  14. Seol, I.-H. (2024). Future warfare and the construction of data-centric intelligent integrated systems: An analysis of the U.S. Joint All-Domain Command and Control (JADC2) case. Korea Research Institute for Strategy, 31, 7-34. DOI:10.46226/jss.2024.11.31.3.7
  15. Troitiño, D. (2025). Artificial intelligence in Estonia: Strategy, implementation and future perspectives. In Proceedings of the III Congresso Ibero-Americano de Direito e Tecnologias Digitais (Braga, Portugal). Available at: https://www.researchgate.net/publication/397873193_Artificial_Intelligence_in_Estonia_Strategy_Implementation_and_Future_Perspectives.
DOI: https://doi.org/10.2478/raft-2026-0020 | Journal eISSN: 3100-5071 | Journal ISSN: 3100-5063
Language: English
Page range: 243 - 256
Submitted on: Apr 6, 2026
Accepted on: May 4, 2026
Published on: Jun 26, 2026
In partnership with: Paradigm Publishing Services

© 2026 Adrian-Paul Singheorghe, Mihai-Virgil Nichita, Andreea Barbu, Dana Corina Deselnicu, published by Nicolae Balcescu Land Forces Academy
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 License.