Grok Bot 前置 Jev：五类动作的廉价决策路由
把 Jev 放在每次昂贵操作前，用 goal、任务类型、上次错误等小状态返回 proceed、reuse_cache、stop_retry、research_capped、ask_human 五选一。
99% of Grok Bot users don't know this setup exists. Most people open Grok Bot, type a question, get an answer, close the tab. The people getting real work out of it did something different. They put Jev in front of every expensive move. Jev (TypeSafe’s System One model) is a cheap typed decision router. Before the bot spends tokens or time on a browser session, research pass, retry, or extra agent, it asks Jev a closed question with a tiny state (goal, task type, last error, repeat count). Jev returns one of a fixed set of actions + confidence + probabilities: - proceed — nothing suggests the next step will fail - reuse_cache — a fresh artifact already exists, skip the work - stop_retry — the same approach failed the same way, abandon it - research_capped — enough sources gathered, write up what you have - ask_human — the step sends, publishes, pays, or deletes → pause Grok Bot does the thinking and the heavy work; Jev answers with one of five clear actions; you keep the final say on anything irreversible. That’s the difference between “type a question, close the tab” and an agent that ships real work without burning money or looping on the same failure. Read the full breakdown below:
这条是引用着另一条写的：x.com/0x_rody/status/2112558839589417355