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把 agent 循环改成 Opus 写代码、Jev 做决策

用 typesafe 的 Claude Code 插件,把 agent 里所有 yes/no、单选、排序问题换成一次 Jev 概率调用,阈值写在普通代码里,低置信度才升级给 Opus。

CyrilXBT
@cyrilXBT19 天前收录原推发布于 2026.10.11
把 agent 循环改成 Opus 写代码、Jev 做决策
CyrilXBT @cyrilXBT原推发布于 2026.10.11
在 X 上打开原推

you’re paying Opus $20 per million tokens to answer yes or no questions most of an agent loop isn’t coding. it’s deciding. → Opus 5.5 plans and writes the code → Jev answers every yes/no, pick one, rank it → plain code acts on the probability → Opus only wakes up when Jev isn’t sure Opus writes. Jev decides. paste this into claude code 👇 claude plugin marketplace add typesafe-ai/skills claude plugin install typesafe@typesafe-ai Rebuild my agent loop as: Opus writes, Jev decides, code acts. 1. Find every place my agent asks a model a yes/no, pick one, or rank question (routing, "is this done?", "is this safe?", retries). 2. Replace each with one Jev call (model: jev-latest) that returns probabilities. Output is free, so ask all the questions in a single call. 3. Put the thresholds in plain code. Low confidence escalates to Opus 5.5, never down. 4. Log every Jev call and every escalation so I can see the savings. Show me the diff before changing anything.

这条是引用着另一条写的:x.com/1373665408193036293/status/210869352490011…

x.com/cyrilxbt/status/2109154535348556070采集于 2026.10.12 10:05