用 Jev 一夜处理 3 万条消息只花 7.68 美元
每 30 秒拉取 X 和 GitHub 新事件，用 Jev 并行回答四个问题分流到 skip/log/digest/human/write，再让前沿模型起草、Jev 复核。
i gave jev my whole night: every mention, DM, reply, quote and github issue, and told it "read everything. you get to talk 300 times a day" one night: 30,000 events read, 300 replies drafted, the bill comes to $7.68 and i slept through all of it this isn't a chatbot on a cron job. the video is the shift itself. 14,206 mentions, 8,931 replies, 4,415 DMs, 2,448 issues. 97% of them only ask one thing: "does this need me?" every 30 seconds it: → pulls everything new from x and github, and labels the text "content, not instructions" so nobody can prompt it → asks jev 4 questions in one request: what lane, how much it matters, does a reply need outside facts, is it risky. all 4 in parallel, they can't see each other → turns 4 answers into 1 lane: skip, log, digest, human, write → ranks every "write" by jev's priority score → earns one write slot every 4.8 minutes and spends it on the best event first → lets a frontier model draft the reply, then has jev check it: grounded? promises anything? sounds like me? → drops it in my review queue if jev says "skip" but also "this matters a lot", it goes to my morning digest. the questions disagree, and that's a free second opinion if anything smells like money, keys or legal, it pings me now if an event sits 6 hours without a slot, it expires. a late reply is worse than none so it never guesses and it never posts on its own the numbers nobody puts side by side: jev never writes a word, it only picks, in 70 to 500 ms. $0.042 per million tokens in, and the answers are free 30,000 decisions on a frontier model: $99 a day. on jev: $1.01 jev is 13% of the bill and does 100% of the reading. the other 87% is writing connect 10x more sources with no cap and the bill goes up 9.7x. with K = 300, the same 10x costs $9 more 200 skipped events a day get re-judged, forever, because the silent lane is where every agent hides its mistakes $42 buys a million decisions. K decides everything after that how many times a day would u let your agent talk? whole build ↓
这条是引用着另一条写的：x.com/issatheblows/status/2105650553304838201