CoSLR is presented, a Human-AI collaborative multi-agent system that supports the SLR workflow through a modular three-phase pipeline using large language models and Retrieval-Augmented Generation, and that places explicit, mandatory human checkpoints on the path between generated output and its acceptance.
Aidul Islam, M. Sami, Muhammad Waseem et al.
· 0 citations
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While LLM-based multi-agent systems show potential for large-scale software development, successful integration requires addressing challenges such as memory limitations, hallucinations, and code smells, alongside a practitioner-centric perspective.
Z. Rasheed, Muhammad Waseem, Kai-Kristian Kemell et al.
· 31 citations
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The proposed LLM-based multi-agent system automates qualitative data analysis process, creating opportunities for researchers and practitioners, and future improvements focus on enhancing multilingual performance and integrating continuous expert feedback.
Z. Rasheed, Muhammad Waseem, Aakash Ahmad et al.
· arXiv.org · 41 citations
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Jul 2026
Sauda Batool, Aneesa Nosheen, T. Naseem et al.
· Inorganic Chemistry Communic... · 0 citations
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This work designs and operationalizes a governance-aware, multi-tenant AI sandbox that supports structured experimentation and produces reusable evaluation evidence across stakeholders and yields lessons learned and practical considerations that inform deployment and future evolution of governance-aware sandbox platfor...
Muhammad Waseem, M. Islam, Md Nasir Uddin Shuvo et al.
· arXiv.org · 0 citations
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José Siqueira de Cerqueira, Kai-Kristian Kemell, Muhammad Waseem et al.
· REFSQ Workshops · 0 citations
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This work presents the design and implementation of a governance-aware, multi-tenant AI sandbox for structured experimentation and the generation of reusable evaluation evidence across projects and stakeholder groups.
Muhammad Waseem, M. Islam, Md Nasir Uddin Shuvo et al.
· 0 citations
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A Multi-Vocal Literature Review is conducted, combining insights from both academia and industry, including peer-reviewed studies and grey literature to systematically synthesize and analyze existing knowledge on LLM-based multi-agent systems for code generation.
Z. Rasheed, Muhammad Waseem, Kai-Kristian Kemell et al.
· arXiv.org · 2 citations
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Jun 2026
Sauda Batool, Aneesa Nosheen, T. Naseem et al.
· Inorganic Chemistry Communic... · 0 citations
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Book
Open access
2026
Chalisa Veesommai Sillberg, Kai-Kristian Kemell, Pekka Sillberg et al.
· SpringerBriefs in Computer S... · 0 citations
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This study provides the first large-scale empirical comparison of agentic frameworks for reasoning-intensive software engineering tasks and shows that framework selection should prioritize orchestration quality, especially memory control, failure handling, and cost management.
Z. Rasheed, Malik Abdul Sami, Muhammad Waseem et al.
· arXiv.org · 1 citation
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The vision is to leverage the capabilities of multiple GPT agents to contribute to SE tasks and to propose an initial road map for future work, arguing that multiple G PT agents can perform creative and demanding tasks far beyond coding and debugging.
Z. Rasheed, Muhammad Waseem, Kai-Kristian Kemell et al.
· XP Workshops · 34 citations
· ⚡2
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