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University of Chinese Academy of Sciences
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Disinformation detection gets a major upgrade with ExTax, a framework that doesn't just flag fake news, but explains *how* it manipulates you through persuasion, emotion, and narrative.
Finance LLM agents can now block unauthorized actions mid-trajectory without sacrificing performance, thanks to a novel inline safety harness that adaptively routes verification between lightweight and advanced LLM judges.
LLM agent harnesses are surprisingly vulnerable, but weaving security directly into the agent lifecycle can slash attack success by 42% without sacrificing utility.
