My name is Malik Abdul Sami, and I am pursuing a PhD at Tampere University. With ten years of experience as a full-stack developer, I have worked on small to large enterprise applications. In my research at the GPT Lab, I merge multi-agent AI systems with large language models (LLMs) to innovate in software engineering. Refining LLMs is both my professional pursuit and hobby, aiming to secure their application in software data and automate development processes. My work focuses on streamlining code generation and data analysis with AI, evaluating LLM effectiveness in engineering tasks. This endeavor not only introduces new technologies but also aims to revolutionize software development by integrating LLMs and AI agents.