The Science One framework introduces a Chain-of-Evidence mechanism to verify autonomous scientific discoveries. It forces AI agents to link every claim to specific, traceable data points. This eliminates hallucinations in complex research workflows. Practitioners gain a verifiable audit trail, making autonomous lab agents reliable for high-stakes experimental validation and peer-reviewable discovery.