Protecting the Digital Ecosystem: AI's Dual Role in Machine Identity Security

Authors

  • Sushant Chowdhary Dr. A.P.J. Abdul Kalam Technical University, India Author

DOI:

https://doi.org/10.32628/CSEIT251112200

Keywords:

Artificial Intelligence Security, Machine Identity Management, Privileged Access Management (PAM), Zero Trust Architecture, Cybersecurity Convergence

Abstract

The convergence of artificial intelligence, machine identities, and privileged access management represents a pivotal shift in the cybersecurity landscape, introducing unprecedented challenges for modern organizations. This comprehensive analysis examines how artificial intelligence-powered threats are revolutionizing attack vectors through automated social engineering, adaptive malware, and intelligent ransomware capabilities, while simultaneously transforming defensive strategies through enhanced threat detection and human-artificial intelligence collaboration. This article explores the critical intersection of machine identity proliferation - encompassing applications, containers, and Internet of Things devices - with traditional security frameworks, highlighting the complexities of certificate management, access controls, and continuous monitoring in automated environments. Furthermore, it investigates the evolution of privileged access management as it adapts to secure both human and machine identities, addressing challenges such as artificial intelligence-augmented privilege escalation and insufficient monitoring capabilities. Special attention is given to emerging trends, including artificial intelligence-driven attack simulation, unified identity and access management solutions, and evolving regulatory requirements, providing organizations with actionable insights for developing resilient security strategies in an increasingly complex digital ecosystem.

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References

Alan Willie, "The Evolution of Artificial Intelligence in Cybersecurity: Traditional AI vs Generative AI Approaches," ResearchGate, December 2024. [Online]. Available: https://www.researchgate.net/publication/387186880_The_Evolution_of_Artificial_Intelligence_in_Cybersecurity_Traditional_AI_vs_Generative_AI_Approaches

Md. Jobair Hossain Faruk et al., "Malware Detection and Prevention using Artificial Intelligence Techniques," ResearchGate, December 2021. [Online]. Available: https://www.researchgate.net/publication/357163392_Malware_Detection_and_Prevention_using_Artificial_Intelligence_Techniques

StackIdentity, "Navigating the Complexity of Machine Identities in the Gen AI and LLM Era," StackIdentity Technical Whitepaper. [Online]. Available: https://stackidentity.com/wp-content/uploads/2023/12/navigating-the-complexity-of-machine-identities-whitepaper.pdf

OpenText, "State of Zero Trust in the Enterprise: Shift to Identity-Powered Security," DarkReading Research, October 2022. [Online]. Available: https://www.opentext.com/assets/documents/en-US/pdf/state-of-zero-trust-in-the-enterprise-shift-to-identity-powered-security-report-en.pdf

I. Indu et al., "Identity and access management in cloud environment: Mechanisms and challenges," ScienceDirect, vol. 21, no. 4, August 2018. [Online]. Available: https://www.sciencedirect.com/science/article/pii/S2215098617316750

Naeem Firdous Syed et al., "Zero Trust Architecture (ZTA): A Comprehensive Survey," ResearchGate, January 2022. [Online]. Available: https://www.researchgate.net/publication/360567601_Zero_Trust_Architecture_ZTA_A_Comprehensive_Survey

Josh Sammu and Glory Leke, "Future Directions in Security Testing for AI-Integrated Applications," ResearchGate, December 2024. [Online]. Available: https://www.researchgate.net/publication/387062483_Future_Directions_in_Security_Testing_for_AI-Integrated_Applications

Katie Costello, "Next-Generation Trends in Identity and Access Management," Gartner Research, 19 October 2018. [Online]. Available: https://www.gartner.com/smarterwithgartner/next-generation-trends-in-identity-and-access-management

Logsign, "Security Orchestration, Automation and Response (SOAR)" [Online]. Available: https://idsf.io/wp-content/uploads/2022/05/Logsign_SOAR_EN-1.pdf

SwimLane, "Security Orchestration, Automation and Response (SOAR) Capabilities." [Online]. Available: https://swimlane.com/assets/uploads/documents/SOAR_Capabilities_e_book___Swimlane.pdf

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Published

10-02-2025

Issue

Section

Research Articles