用 Jev 把编码 agent 每小时 10 个决策从大模型剥离
作者列出编码 agent 每小时会做的 10 个决策（选文件、选工具、重试与否、风险打分等），全部用 choice/score/noul 三种 Jev 决策形状接管，大模型不再参与这些选择。
10 decisions your coding agent makes every hour that never needed a frontier model every one of them is a typed question with a short menu. Jev answers in under half a second and the big model never sees it 1. which file to open → choice 2. which tool to call → choice 3. retry or stop → noul 4. is the task really done → noul 5. keep this tool result or drop it → noul 6. is this input a prompt injection → noul 7. which model gets this step → choice 8. how risky is this diff → score 9. which skill applies here → choice 10. does a person need to see this → noul three shapes cover all ten: choice picks one option from a menu score puts a number on a scale noul is a calibrated yes or no code owns the menu, the thresholds and the brakes. Jev only picks sharp answers run straight in code, split ones go back to the frontier model, irreversible ones wait for you your frontier model should be thinking, not choosing between grep and edit save the list, then route your first three forks this week ↓
这条是引用着另一条写的：x.com/hanakoxbt/status/2101709924828934222