

Toufique Hasan
About me
Md Toufique Hasan is a Doctoral Researcher at Tampere University focusing on Retrieval-Augmented Generation (RAG), Agentic RAG, and Agentic AI. His research explores how intelligent retrieval and reasoning agents can make LLMs more reliable, transparent, and grounded in real-world information. Toufique’s work combines system engineering, evaluation, and deployment of AI-driven knowledge systems across different domains.
Research topics
- Retrieval-Augmented Generation (RAG) Systems
- Agentic RAG
- Agentic AI
- Information Retrieval
- AI Agents
Research unit
Research fields
Generative AI in Software Engineering
Latest publications
Towards AI Evaluation in Domain-Specific RAG Systems: The AgriHubi Case Study
Hasan, M. T., Khan, A. A., Saari, M., Bankhele, V. & Abrahamsson, P., 2026, 2026 49th MIPRO ICT and Electronics Convention, MIPRO 2026 - Proceedings. Babic, S., Car, Z., Cicin-Sain, M., Ergovic, P., Grbac, T. G., Gros, S., Jovic, A., Jurekovic, D., Katulic, T., Koricic, M., Kralj, N., Mornar, V., Petrovic, J., Skala, K., Skvorc, D., Sruk, V., Tijan, E., Valacich, J. S., Vrcek, N. & Vrdoljak, B. (eds.). IEEE, p. 989-994 6 p. (Proceedings of the International Convention MIPRO).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
A Multi-agent LLM System for Automated Requirements Analysis: A Study on User Story Generation and Prioritization
Sami, M. A., Zhang, Z., Waseem, M., Kemell, K. K., Rasheed, Z., Herda, T., Hasan, M. T., Rasku, J. & Abrahamsson, P., 2025, Software Engineering and Advanced Applications: 51st Euromicro Conference, SEAA 2025, Salerno, Italy, September 10–12, 2025, Proceedings, Part II. Taibi, D. & Smite, D. (eds.). Springer, p. 178-187 (Lecture Notes in Computer Science; vol. 16082 LNCS).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
Engineering RAG Systems for Real-World Applications: Design, Development, and Evaluation
Hasan, M. T., Waseem, M., Kemell, K. K., Khan, A. A., Saari, M. & Abrahamsson, P., 2025, Software Engineering and Advanced Applications - 51st Euromicro Conference, SEAA 2025, Proceedings. Taibi, D. & Smite, D. (eds.). Springer, p. 143-158 16 p. (Lecture Notes in Computer Science; vol. 16082 LNCS).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
Why Adapt RAG for Agile? Challenges, Frameworks, and the Role of Evaluator Agent
Khan, A. A., Hasan, T., Saari, M., Kemell, K. K. & Rasku, J., 2025, Agile Processes in Software Engineering and Extreme Programming – Workshops - XP 2025 Workshops, Revised Selected Papers. Peter, S., Kropp, M., Dingsøyr, T., Dillon, C., Diebold, P., Jain, D., Lunesu, M. I. & Pinna, A. (eds.). Springer, p. 22-31 10 p. (Lecture Notes in Business Information Processing; vol. 561 LNBIP).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
A Data-Driven Approach for Automating the University Admission Process
Hasan, M. T., 18 Oct 2024, Tampere University. 59 p.Research output: Book/Report › Master's thesis