JevForAgents中文English
搜索与检索

1kpapers

这是 Hassan 公开的项目资料。本站按原始来源展示项目信息，用中文说明适用场景和阅读边界；项目名、源帖与代码保持原样，便于逐项核对。

查看原始来源 ↗英文详情 ↗

这条案例记录了什么

场景

搜索与检索

给文本片段或候选文档提供相关性判断。

证据

社区公开项目或作者演示

原始来源：Hassan via X。作者自述，本站未独立复现。

时间与作者

Hassan

记录日期：2026-09-17。日期与身份应以原始资料为准。

原始演示视频

视频来自此案例记录的原始媒体；播放内容和作者声明不等于本站复现。

怎样核对这个项目

  1. 先打开原始来源，确认作者、日期与 Jev 在项目中的具体用途。
  2. 如果提供仓库，再检查代码、运行要求和许可证；仓库存在不代表本站已经运行成功。
  3. 对速度、成本、准确率和规模数字，查看原文的任务、环境和计算口径。
  4. 原文是否可追溯。
  5. 召回与误排表现。
  6. 大规模成本是否实测。

原始文字与技术细节

以下内容保留原语言，供核对事实。中文页的场景说明是阅读提示，不是逐句翻译或实测结论。

展开英文项目摘要与原帖

项目摘要

I used Jev to classify 1,018 AI research papers. The result: $0.08 total cost and 256ms median end-to-end latency per paper. The pipeline was: 1. Summarize each paper with DeepSeek V4 Flash 2. Send the title + summary + 24 possible topics to Jev 3. Use Jev to classify each paper 4. Visualize everything on http://1kpapers.com The summaries cost $3.99 on @togethercompute. The classifications cost $0.08 on @typesafeai. So for just over $4 of inference, I ended up with a pretty useful way to explore the top AI research papers from the past year. I think this is where things are heading: different models for different parts of the workflow, instead of using one model for everything. I’m running evals on the Jev classifications before replacing the current ones, but the site is already live: http://1kpapers.com

来源原文

I used Jev to classify 1,018 AI research papers. The result: $0.08 total cost and 256ms median end-to-end latency per paper. The pipeline was: 1. Summarize each paper with DeepSeek V4 Flash 2. Send the title + summary + 24 possible topics to Jev 3. Use Jev to classify each paper 4. Visualize everything on https://t.co/hs63SlHxjw The summaries cost $3.99 on @togethercompute. The classifications cost $0.08 on @typesafeai. So for just over $4 of inference, I ended up with a pretty useful way to explore the top AI research papers from the past year. I think this is where things are heading: different models for different parts of the workflow, instead of using one model for everything. I’m running evals on the Jev classifications before replacing the current ones, but the site is already live: https://t.co/hs63SlHxjw

原记录的限制

  • The author reported cost and median latency; JevForAgents has not reproduced those measurements.
  • The author said classification evaluation was still in progress.

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