A near-autonomous AI chemist powered by GPT-5.4 improved a critical drug-making reaction in a collaboration with Molecule.one. The system autonomously refined chemical processes to enhance medicinal chemistry research. This integration of LLMs into wet-lab workflows reduces manual trial-and-error. Practitioners can now accelerate lead optimization through agentic chemical synthesis.