A near-autonomous system using GPT-5.4 improved a complex medicinal chemistry reaction through iterative experimentation. Molecule.one partnered with OpenAI to demonstrate how agentic workflows handle chemical synthesis. This proves AI can manage physical lab variables without constant human intervention. Practitioners can now automate the tedious optimization of high-value molecular candidates.