“…[1,2] As the representative subarea of aggregate science, research about aggregation-induced emission (AIE) is a breeding ground for thousands of new materials with outstanding optical performance, unique physicochemical behavior, and potential for applications as bio-imaging agents, photovoltaic devices, light-emitting diodes, sensors, and actuators. [2][3][4][5][6][7][8][9] The concept of AIE extends from the traditional synthetic organic small molecules to a wide range of systems, including polymers, [10,11] natural products, [12] biomacromolecules, [13] metal-organic coordination compounds, [14,15] metal-organic frameworks, [16,17] covalent-organic frameworks, [18] and even inorganic compounds, [19][20][21] displaying a rich diversity, complexity, and unlimited possibilities. However, in contrast to the rapid progress in the laboratory, the research methods were stuck in the classical stage of experimental chemistry, highly relying on rules of thumb, experiences in case studies, and trials and error.…”