# Jev 作 Judge 做智能体评估，低置信度升级到前沿模型

- 来源：elvis (@omarsar0)
- 发布时间：2026-09-24 09:33
- AIHOT 分数：28
- AIHOT 链接：https://aihot.news/items/cmuev7lmz04fyroyqopvgqwkm
- 原文链接：https://x.com/omarsar0/status/2102934356108972278

## AI 摘要

Elvis Saravia 提出用 Jev-as-a-Judge 做智能体评估，认为这是目前最惊艳的 Jev 用例之一。他的早期测试指向一套兼顾准确率与成本的优化流程：高置信度场景用 Jev，低置信度判定则升级到前沿模型（GPT-6 或 Opus 5.5）。他强调 Jev 并非处处适用，前沿模型也不该包揽所有评估，完整指南即将发布。

## 正文

Don't sleep on using Jev-as-a-Judge for agent evaluation.

This is one of the most impressive Jev use cases I have found so far.

Jev is a natural fit as a Judge, but it doesn't mean you use it everywhere.

Similarly, you shouldn't use frontier models for evals everywhere.

I'm running lots of tests on this atm, but early results point to an optimized flow (balancing accuracy and cost) that combines Jev and frontier models.

Concretely, use Jev in high-confidence situations, and escalate to a frontier model (GPT-6 or Opus 5.5) in low-confidence verdicts.

Entire write-up coming soon. Let me know if you have questions as I build the full guide.