 along each step. This methodical approach enhances the accuracy and robustness of the model, allowing it to correct itself and give chemically accurate solutions. ChemCrow has already led to new discoveries while lowering the entrance barrier and automating several chemical processes. This combination could accelerate research and development in pharmaceuticals, materials science, and beyond, while making the process safer and more efficient.