This presentation will highlight the transformative power of LLMs in simplifying laboratory tasks especially crystallization of covalent organic frameworks and how adaptive machine learning algorithms can double the rates of discovery using the principles of a new field of chemistry, AI MAterials chemisTRY (AIMATRY).