<em>Perspective</em>: Multi-shot LLMs are useful for literature summaries, but humans should remain in the loop

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第三十三条 行政执法监督应当加强与监察监督的贯通协同,健全信息共享和线索移送机制,按照规定程序向监察机关移送行政执法人员违反本条例规定或者涉嫌贪污贿赂、失职渎职等职务违法或者职务犯罪的问题线索。

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Accuse the agent of potentially cheating its algorithm implementation while pursuing its optimizations, so tell it to optimize for the similarity of outputs against a known good implementation (e.g. for a regression task, minimize the mean absolute error in predictions between the two approaches)