Jev 使用套路：状态→判断→置信度→策略→动作
一份九步 Jev 结构清单：结构化状态、强制单选、Noul 置信度、评分、置信闸门、快路径、确定性策略、兜底与校准，核心是让 Jev 只做模糊判断。
AN MIT PROFESSOR JUST DROPPED THE JEV CHEAT SHEET 95% OF AGENT BUILDERS ARE MISSING Jev only came out days ago, and this is already one of the cleanest ways I’ve seen to structure it 01 structured state → turn messy inputs into something Jev can judge fast 02 choice → force one decision instead of open-ended prose 03 Noul → attach a 0–1 confidence signal 04 score → grade the setup against a fixed rubric 05 confidence gates → uncertainty means no action 06 fast path → keep Jev inside the latency-sensitive loop 07 deterministic policy → Jev judges, code executes 08 fallbacks → late or invalid output collapses safely 09 calibration → measure whether confidence matches reality the part most people miss is how little Jev should actually control STATE → JEV → CONFIDENCE → POLICY → ACTION that’s it Jev handles the fuzzy judgment normal code handles execution, limits, risk and everything that absolutely cannot hallucinate the best Jev system is not the one with Jev everywhere it is the one that knows exactly where Jev should stop