构建 AI agent 必知的 7 个 Jev 用法
从路由前先分类、风险工具投票放行/拦截/升级，到置信度阈值、循环止损、意图分诊与末步验证，给出 Jev 决策加代码约束的 agent 工程清单。
7 Jev skills everyone building AI agents should know 1.) Route before you reason Classify hard vs easy. Send cheap work to a small model. Save frontier calls for real problems. 2.) Gate risky tools Before shell, spend, delete or email Jev votes allow / block / escalate. 3.) Confidence thresholds Act when probability is high. Otherwise retry, rephrase, or hand to a human. 4.) Stop-the-loop checks Every N steps: useful progress or spinning? Kill infinite agents early. 5.) Intent + domain triage Label the request once, then load the right prompt, tools and memory don’t re-discover every turn. 6.) Verify the last step Did the tool output actually help? Pass/fail the trajectory before the next LLM call. 7.) Pair with code, not vibes Jev decides. Your harness enforces policy. LLMs write and plan. LLMs think. Jev decides. Code constrains. Bookmark this.