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Original Article
Autonomous AI Hiring Agent Using LLM, Machine Learning and Graph-Based Recommendation
Bandaru Siva1
Giri Kollati2
Bodhanam Dastha Giri3
G. Sasi Kumar4
1 2 3 UG Student, Department of Computer Science and Engineering, School of Engineering and Technology, Dhanalakshmi Srinivasan University, Trichy, Tamilnadu, India. 4 Assistant Professor, Department of Computer Science and Engineering, Dhanalakshmi Srinivasan Institute of Technology, Trichy, Tamil Nadu, India.
Published Online: May-August 2026
Pages: 52-57
Cite this article
No DOIReferences
1. M. C. Ng and J. Chan, “Resume Screening with Natural Language Processing,” International Journal of Computer Applications, vol. 187,
no. 5, pp. 1–7, 2024.
2. Coresignal, “How to Build an AI Candidate Matching Agent?,” 2025. [Online]. Available: https://coresignal.com/blog/candidate-matching/
3. S. Sharma, “AI Resume Filtering Agent,” Lyzr, 2025. [Online]. Available: https://www.lyzr.ai/blueprints/hr/ai-resume-filtering-agent/
4. “Resume Screening AI Agent: Automate Hiring & Improve Shortlisting,” AdvansAppz, 2025. [Online].
Available: https://advansappz.com/resume-screening-ai-agent/
5. “Beyond the CV: The Global Rise of AI-Powered Skills Graphs in Hiring,” VirtualEmployee, 2025. [Online].
Available: https://www.virtualemployee.com/blog/beyond-the-cv-the-global-rise-of-ai-powered-skills-graphs-in-hiring
6. J. B. Jibin et al., “AI-Resume-Matcher: An AI-powered Resume Matching System using TF-IDF and Cosine Similarity,” GitHub repository,
2025. [Online]. Available: https://github.com/jibz33on/AI-Resume-Matcher
7. D. Kuvvetli, “Smart Resume Screening using TF-IDF | NLP Python Project,” YouTube, 2025. [Online].
Available: https://www.youtube.com/watch?v=-VIkOgzXRxI
8. R. K. Singh and P. Gupta, “Resume Ranker Powered by LLM,” International Journal of Novel Research and Development, vol. 10, no. 6, pp.
1–6, 2025.
9. S. Kumar et al., “Personalized Job Search with AI: A Recommendation System Integrating Real-Time Data and Skill-Based
Matching,” International Journal of Engineering Research & Technology, 2025.
10. Lee and M. Kim, “Application of LLM Agents in Recruitment,” arXiv preprint arXiv:2401.08315, 2024
no. 5, pp. 1–7, 2024.
2. Coresignal, “How to Build an AI Candidate Matching Agent?,” 2025. [Online]. Available: https://coresignal.com/blog/candidate-matching/
3. S. Sharma, “AI Resume Filtering Agent,” Lyzr, 2025. [Online]. Available: https://www.lyzr.ai/blueprints/hr/ai-resume-filtering-agent/
4. “Resume Screening AI Agent: Automate Hiring & Improve Shortlisting,” AdvansAppz, 2025. [Online].
Available: https://advansappz.com/resume-screening-ai-agent/
5. “Beyond the CV: The Global Rise of AI-Powered Skills Graphs in Hiring,” VirtualEmployee, 2025. [Online].
Available: https://www.virtualemployee.com/blog/beyond-the-cv-the-global-rise-of-ai-powered-skills-graphs-in-hiring
6. J. B. Jibin et al., “AI-Resume-Matcher: An AI-powered Resume Matching System using TF-IDF and Cosine Similarity,” GitHub repository,
2025. [Online]. Available: https://github.com/jibz33on/AI-Resume-Matcher
7. D. Kuvvetli, “Smart Resume Screening using TF-IDF | NLP Python Project,” YouTube, 2025. [Online].
Available: https://www.youtube.com/watch?v=-VIkOgzXRxI
8. R. K. Singh and P. Gupta, “Resume Ranker Powered by LLM,” International Journal of Novel Research and Development, vol. 10, no. 6, pp.
1–6, 2025.
9. S. Kumar et al., “Personalized Job Search with AI: A Recommendation System Integrating Real-Time Data and Skill-Based
Matching,” International Journal of Engineering Research & Technology, 2025.
10. Lee and M. Kim, “Application of LLM Agents in Recruitment,” arXiv preprint arXiv:2401.08315, 2024
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