Jev 实战 20 条技巧：从入门到生产级决策循环
作者把 Jev 用法拆成 3 个层级共 20 条技巧，从「只做决策不写文案」的基础契约到把 Jev 放进执行循环，讲怎么让 agent 真正变可靠。
If you want "JEV" to actually improve your agents, you need to learn how to use it properly i turned it into 20 practical JEV tips across 3 levels so you can learn and apply it faster here is the breakdown: Level 1: Beginner (1-7) this part covers the basic contract of JEV • decision, not drafting • ask one atomic question • pass structured state • build options first • return typed output • add confidence • route the result Level 2: Confident (8-14) this part is about making JEV reliable inside a real loop • separate decider from executor • use thresholds • keep state clean • batch judgments • log every decision • update memory • tune on real examples Level 3: Pro (15-20) this is where JEV starts creating serious leverage in production • gate human review • re-score after execution • add fallback branches • let code do the math • tune by failure mode • put JEV inside the loop The key idea is simple: - beginner = understand the contract - confident = run a reliable loop - pro = design the loop, not just the call Most people only look at the model. the real edge comes from cleaner state, typed decisions, better routing, and tighter execution loops Save it, then use the article below to start building faster and more reliable JEV workflows.
这条是引用着另一条写的：x.com/0xmorlex/status/2101268094387704311