Jev 接管四类分支,Opus 日成本 110 降到 4 美元
作者列出 Jev 决定上下文选哪些笔记、简单步骤派给谁、工具失败走哪条恢复路径、全量测试前跑哪些检查,并设置信度下限回退给 Opus。
Jev + Claude Opus 5.5 is a f*cking goldmine and almost nobody has wired it up yet. Once Jev takes over the forks they drop from about $110 a day to $4. It's the best way i've found to run Opus so far. The four places Jev decides: -> Which project notes deserve a spot in context before it loads. -> Which easy steps go to a faster worker. -> Which recovery path to take when a tool fails, so there's no blind retry. -> Which targeted checks run before the full suite. Opus keeps the hard reasoning. Jev only chooses between options the harness has already built and checked. Each choice arrives with a probability. Set a confidence floor and anything below it goes back to Opus. Jev engineering fits in one line: the expensive model reasons, the cheap one decides. That's $106 a day on the same work, and it ends up in your performance review. Read the paper first, then the full Jev guide below ↓
这条是引用着另一条写的:x.com/polydao/status/2103689373774483815