This study presents a rigorous attempt to assess whether LLMs can serve as reliable partners in specialized scientific research, using high-temperature superconductivity as a test case. The strongest version of this narrative is that curated, quality-controlled data sources significantly improve LLM performance in complex domains, while open-web models struggle with accuracy and balance. The research acknowledges the potential of AI to accelerate scientific discovery but also highlights critical...