The Science One framework introduces a Chain-of-Evidence mechanism to verify autonomous research steps. It forces agents to link every conclusion to a specific, traceable piece of data. This reduces hallucinations in complex scientific workflows. Researchers can now audit agentic reasoning paths to ensure technical accuracy before proceeding to experimental validation.