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A similar thing is happening in inorganic chemistry. On https://materialsproject.org probably the majority of materials are 'discovered' computationally, by using DFT simulations to determine if and how stable any crystal structure would be. Using this database, AI can be used to find suitable materials for any application. [1]

[1] https://scholar.google.com/scholar?q=materials%20project%20h...