The Science One framework uses a Chain-of-Evidence approach to make autonomous research verifiable. It forces agents to link every claim to specific data points or citations. This reduces hallucinations in complex scientific discovery. Researchers can now audit the logic path of autonomous agents, making AI-driven hypotheses reliable enough for actual laboratory validation.