The Science One framework introduces a Chain-of-Evidence mechanism to make autonomous research verifiable. It forces agents to cite specific data points for every claim, reducing hallucinations in complex scientific workflows. This structured approach allows humans to audit the reasoning process. Practitioners can now deploy agentic systems that provide a transparent trail of evidence.