CalibratedDecisions.

Post · Documents & research

2,300 AI papers in about 83 seconds

A small-team case, with a caveat about where the cost came from.

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Kenny Chen|AI 实战 @KennyChinaTech

Jev 这个案例很适合小团队:2,300 篇 AI 论文,约 83 秒,成本 $0.14。 但这个数字不能直接当成 Jev 的单模型成本。旧标签先由 DeepSeek V4 Flash 跑过,真正该测的是整条分类链路:预处理、Jev 决策和人工抽检加起来还剩多少。

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The decision Jev makes

Assign a topic, choose a document category, or answer whether a passage supports a citation.

Where it fits

Sorting, labelling and checking documents is classic decision work: topic labels for papers, categories for files, and whether a source actually supports a claim. All 45 documents & research projects →

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