“…For example, Li-rich surface and near-surface regions often exhibit oxygen evolution and reconstruction during delithiation 24–28 , yet surface-sensitive X-ray photoelectron spectroscopy (XPS) is often used to infer the nature of bulk anion redox 5,9,11,29 . Likewise, correlations between spatially averaged X-ray absorption spectra (XAS) are often used to assess hybridization 6,7,10,12–14,30–32 , which assumes that redox chemistry occurs uniformly. The relatively subtle evolution in the spectra during anion redox, combined with their sensitivity to probing depth (a few nm for quantitative XPS and total-electron-yield (TEY) XAS) and detection mode (e.g., self-absorption distortions in fluorescence-yield (FY) XAS) has contributed to the conflicting proposed mechanisms for oxygen redox in certain materials and, consequently, explanations for its role in determining capacity and electrochemical stability 15,21,22,32,33 .…”