According to OpenAI, GPT-5 was linked to an autonomous lab in a closed-loop setup where it designed experiment batches, the lab executed them, and the results informed subsequent designs across six iterations. OpenAI reports the system explored over 36000 reaction compositions across 580 automated plates, reflecting iterative design-execute-learn workflows at laboratory scale.