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 scientific claim. This reduces hallucinations in complex discovery workflows. Researchers can now audit the exact logic path used to reach a conclusion, increasing trust in automated hypothesis generation.