给 agent 加 Jev 不会自动变快：JEV 工程循环拆解
作者给出 Faster Agent Loop 公式：追踪循环、归类重复决策、交给 Jev 路由、设置信阈值回退强模型、再验证测量。
Adding JEV to an AI agent does not automatically make the loop faster speed comes from finding the decisions an agent makes again and again, then routing them on purpose. formula: Faster Agent Loop = Trace + JEV Routing + Model Fallback + Verification 9% -> capture the loop. Log model calls, tool actions, retries, latency, and cost so you can see exactly where time goes. 22% -> group repeated decisions. Find choices like “use a tool?”, “retry?”, and “is this done?”, then define the correct outcome for each one. 46% -> give JEV the relevant state and clear criteria. Let it route routine decisions without sending the whole conversation through a deep model. 76% -> set confidence thresholds. Uncertain or novel cases should fall back to the stronger model. 100% -> verify and measure. Check the result, then compare total loop time, cost, and error rate against your baseline. JEV handles the repeated choices. The deeper model handles the hard problems. Verification catches bad routes before they turn into bad actions. I visualized the full JEV Engineering loop below ↓
这条是引用着另一条写的：x.com/0xmorlex/status/2101268094387704311