The Kitaev honeycomb model plays a pivotal role in the quest for quantum spin liquids, in which fractional quasiparticles would provide applications in decoherence-free topological quantum computing. The key ingredient is the bond-dependent Ising-type interactions, dubbed the Kitaev interactions, which require strong entanglement between spin and orbital degrees of freedom. This study investigates the identification and design of rare-earth materials displaying robust Kitaev interactions. We scrutinize all possible electron configurations, which require up to million intermediate states in the perturbation processes, by developing a parallel computational program designed for massive scale calculations. Our analysis reveals a predominant interplay between the isotropic Heisenberg and anisotropic Kitaev interactions across all realizations of the Kramers doublets. Remarkably, instances featuring and configurations showcase the prevalence of over , presenting unexpected prospects for exploring the Kitaev QSLs in compounds including Nd and Er, respectively. Beyond the Kitaev model, our computational program also proves adaptable to a wide range of -electron magnets.

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