Computer‐Driven Development of Ylide Functionalized Phosphines for Palladium‐Catalyzed Hiyama Couplings

Palladium‐catalyzed couplings of silicon enolates with aryl electrophiles are of great synthetic utility, but often limited to expensive bromide substrates. A comparative experimental study confirmed that none of the established ligand systems allows to couple inexpensive aryl chlorides with α‐trimethylsilyl alkylnitriles. In contrast, ylide functionalized phosphines (YPhos) led to encouraging results. A statistical model was developed that correlates the reaction yields with ligand features. It was employed to predict catalyst structures with superior performance. With this cheminformatics approach, YPhos ligands were tailored specifically to the demands of Hiyama couplings. The newly synthesized ligands displayed record‐setting activities, enabling the elusive coupling of aryl chlorides with α‐trimethylsilyl alkyl nitriles. The preparative utility of the catalyst system was demonstrated by the synthesis of pharmaceutically meaningful α‐aryl alkylnitriles, α‐arylcarbonyls and biaryls. ; DFG, 390677874, EXC 2033: RESOLV (Ruhr Explores Solvation) ; DFG, 142808194, TRR 88: Kooperative Effekte in homo- und heterometallischen Komplexen (3MET) ; DFG, 460865652, SPP 2363: Nutzung und Entwicklung des maschinellen Lernens für molekulare Anwendungen - Molekulares maschinelles Lernen