Jev 让研究智能体性能大幅提升
Jev is a huge power-up for research agents!
Jev 让研究智能体性能大幅提升！ @edwardirby 构建了一个 @youdotcom 智能体来监控业务风险，并将 Jev 与普通 LLM 评审进行对比。 • 报告质量相同 • 但 LLM 反复无常：对同一威胁给出 0.35 -> 0.68 -> 0.50 • LLM 漏掉了 11 项调查中的 5 项。Jev 一项都没漏。• Jev 便宜 250 倍，快 3-6 倍 详细文章 👇
查看原帖How to build a reliable risk agent without a frontier model ($0.02/sweep): • @youdotcom search • @typesafeai Jev for typed judgments • @QwenDevs for proposals & synthesis • MCP for integration Full architecture & cost breakdown below 👇 https://t.co/9KbbPHRlEg
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Jev is a huge power-up for research agents!
@edwardirby built a @youdotcom agent that monitors business risks, and compared Jev to an ordinary LLM judge.
• Same report quality • But the LLM flip-flopped: 0.35 -> 0.68 -> 0.50 on the same threat • the LLM missed 5 of 11 investigations. Jev missed none. • Jev was 250x cheaper, 3-6x faster
Write-up 👇