I’m Giyaseddin Bayrak, an AI Engineer and lead who’s spent the last few years moving past the "wrapper" phase of AI into the guts of Agentic systems. With a Master’s in Machine Learning from Marmara University and a background in R&D at Huawei, I’ve focused on building AI that actually works in production—think RAG/LLM pipelines that don't hallucinate and agents that can handle complex text-to-SQL workflows without breaking.

I’m happiest at the intersection of hardcore engineering and high-level strategy. I enjoy the challenge of translating a vague business requirement into a scalable technical architecture, then leading a team to build it. Whether I’m shipping LLMOps solutions or contributing to the field through published research, my focus is always on reliability, technical depth, and making sure the "AI-first" approach actually delivers value.