TypeSafe 版 agent 循环：Jev 一次并行答 5 问
拆解旧循环烧钱的三处，并给出新循环：代码限定可触范围、一次 Jev 请求并行回答路由/难度/是否联网/敏感/不可逆，简单任务不唤醒大模型，第二次 Jev 调用给结果打分，高置信放行、中等人审、低置信停止。
this is pure f*cking treasure a TypeSafe AI research group finally drew the perfect agent loop, and it fixes the 3 ways every agent quietly burns your money: → it sends a $0.50 model to answer a $0.0001 question → it retries the same dead approach until you wake up → it approves its own work and calls it done what changed: before: one model reads the task, plans, picks tools, writes, checks itself, declares victory. every step billed at the top price. after: 1. code lists what the agent is allowed to touch 2. ONE Jev request answers 5 questions in parallel: which route, how hard, needs web, sensitive, irreversible 3. easy task? the big model never wakes up 4. hard task? it gets only the context for that branch 5. a second Jev call grades the result against the original ask 6. high confidence ships. middle asks a human. low stops the part that saves the money: when the agent can't do it, it says so. that costs nothing. every decision leaves a receipt you can replay, so you can find the exact step where the old loop started guessing. the big model is the writer. jev is the judge. code holds the keys. send this to the friend whose agent is running right now
这条是引用着另一条写的：x.com/0xtrackmind/status/2106788767960850798