The Science One framework uses a Chain-of-Evidence approach to make autonomous scientific research verifiable. It forces agents to link every claim to a specific, traceable piece of data. This reduces hallucinations in complex discovery pipelines. Researchers can now audit the exact reasoning path an agent took to reach a conclusion.