Coding agents work well in small demos, but production repositories introduce complexity: dependencies, legacy code, constraints, and hidden coupling. This talk covers why vibe coding fails at scale and what patterns - context structuring, execution boundaries, and verification layers are needed to make AI coding agents usable in real software engineering teams.
Jakub Sobolewski is an AI Team Lead at Accenture and founder of Paradigm, with a background in machine learning, applied research, and competitive hackathons. He holds a Master’s degree in Artificial Intelligence from Warsaw University of Technology and has published research in IEEE journals on radar imaging and signal processing. His work focuses on building practical AI systems at the intersection of research and real world deployment.
