ScientistOne introduces a verifiability framework called Chain-of-Evidence to enhance the reliability of autonomous research agents, addressing issues like fabricated citations and unreproducible results. The system demonstrates superior performance in maintaining evidence integrity and outperforms human experts in various research tasks, marking a significant advancement in AI-driven research methodologies.