The Science One framework introduces a Chain-of-Evidence mechanism to make autonomous research verifiable. It forces agents to link every claim to a specific, traceable source. This prevents hallucinations in complex scientific discovery. Researchers can now audit the exact reasoning path used to derive a conclusion, increasing trust in AI-led experimentation.