Oxygen-deficient amorphous tellurium oxides (-TeO) have recently challenged the intrinsic hole mobility limits of amorphous oxides, with thin-film transistors reaching mobilities up to 15 cmVs upon Se doping. However, the atomistic origins of this behavior, and its seeming contradiction with established semiconductor physics, have remained unresolved. Here, we combine machine-learning-accelerated ab initio molecular dynamics with hybrid-functional defect calculations to establish a new microscopic picture. We show that substantial oxygen loss drives spontaneous segregation into interpenetrating -Te and -TeO domains, rather than forming dispersed oxygen vacancies. The diffuse Te- states from the -Te network supply percolative pathways for holes, so mobility rises monotonically with oxygen deficiency, enabling mobilities that exceed current records. Doped Se incorporates into the -Te domain, enhancing the connectivity of conductive pathways, thereby increasing hole mobility. Similar behavior in amorphous SeO suggests domain percolation as a general route to high-mobility p-type transport in amorphous oxides.

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