As indispensable components in the global transition toward carbon neutrality, lithium-ion batteries face growing scrutiny due to recurring safety concerns that threaten to undermine their sustainable development. Internal gas pressure serves as a crucial diagnostic indicator in electrochemical diagnosis, enabling precise characterization of degradation mechanisms and state-of-health (SOH) evaluation in advanced battery architectures. Here, we propose a non-invasive <italic xmlns:mml="http://www