The Science One framework introduces a Chain-of-Evidence mechanism to make autonomous scientific discovery verifiable. It forces agents to cite specific data points and literature for every hypothesis generated. This reduces hallucinations in complex research workflows. Practitioners can now audit the exact reasoning path used to reach a scientific conclusion.