Reflex 用 Jev 做 20 步工单里的 4 次判断
开源工单 agent Reflex 把配置改动、推送前 diff 等判断交给 Jev 输出带置信度的类型化答案，LLM 只跑一次，整单成本约 0.16 卢比。
An access ticket came in. Here's the workflow that closed it, step by step, with what each step cost.20 steps. 4 judgment calls go to @typesafeai 's Jev, not an LLM. The LLM runs once. Whole ticket: ₹0.16. Jev's share: under 1 paisa. What ran: 1. Code pulls the repo + ticket (free) 2. Jev triages: config change, 100% conf, 326 ms 3. LLM edits one line of config on a branch (30s, ~15 paise) 4. Jev reads the diff before the push: safe 95% 5. Code pushes, comments on the ticket 6. Spawns a monitor fot git and Jira The pattern: → code first, for anything with an algorithm → Jev for judgment: typed answers with a confidence, so routing is a rule, not a prompt → an LLM only where something must be written → hard budgets per run Routing is data: push_gate.safe.noul >= 0.7 → push The monitor is a workflow too: a cron, one check, two questions, ~40 paise a day. It reports back; the parent knows an update from a fresh ticket. Caveat for India: not all data can leave the country. Reflex routes per step, so sensitive steps can stay on an in-country model. Reflex is open source and very new. It WILL have bugs. Issues and PRs welcome, small ones included. Built on the Pi coding agent, any model via @OpenRouter , voice via @SarvamAI . MIT. http://github.com/kaustav1996/reflex