https://aifaultline.com/authors/yuanfan-li/New papers by Yuanfan Li in the AI Fault Line guide, and news naming them. https://aifaultline.com/research/p/doi-10-1002-sd-71238/https://aifaultline.com/research/p/doi-10-1002-sd-71238/Tue, 02 Jun 2026 00:00:00 +0000A bottom-up, task-level framework linking LLM capabilities to occupational structures across countries finds LLM-driven automation disproportionately exposes information-processing, administrative, and managerial roles, concentrating risk in knowledge-intensive sectors like finance and education while leaving agriculture and manufacturing comparatively insulated. It highlights a tension for sustainable-development policy: the sectors gaining the most economic value from AI are not the same as the sectors employing the most people.