x.com
大伟｜AI × Web3 on X: 这条新闻最值得警惕的，不是“24小时覆盖Vercel约13%的付费团队”，而是把覆盖率直接当成产品价值。按报道，Jev不写文本，只做判断；这类产品切中的，是开发
@david1989_zhu@david1989_zhulisted 48m agoreviewed by Jev这条新闻最值得警惕的，不是“24小时覆盖Vercel约13%的付费团队”，而是把覆盖率直接当成产品价值。按报道，Jev不写文本，只做判断；这类产品切中的，是开发流程里高频、重复的决策节点。 我没参与Jev落地，下面是基于团队交付经验的判断。当时看到这个数字，我原来会先问：模型到底有多强？后来逐渐发现，团队持续付费更看重一件事：它能否稳定减少人工审核和返工，而不是演示时答得多漂亮。 现在我会先定清决策边界、误判后的回退方式和单次调用成本，再看它是否进入关键链路。“覆盖”来得快是好信号，但留得住、算得过账，才是商业闭环。 ❤️ 0 likes on X
- Author
- @david1989_zhu
- Use case
- Benchmarks & Evals
- Added
- 2026-09-25
All figures come from the author. Check the source before you quote them.
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Jev guides for this use case
- Using Jev as a judge for evalsGrading with a decision model instead of a prose-writing judge, and why calibrated confidence is the real prize.
- How Jev sorts a build into one of 21 use casesThe 21 criteria Jev classifies against, published in full, plus what the reviewer sees and how ambiguity is handled.
- Jev statistics: latency, cost, and this directory's own numbersPublished benchmarks with their caveat attached, plus live directory figures that update automatically.
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