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Jev 先分流、Kimi K3 只处理 10% 邮件,把 $300 账单压到 $9.42

邮件先过 Jev 做置信路由,不确定的 10% 才升级给 Kimi K3,1 万封月账单从 $300 降到约 $9.42,升级率升到 30% 则变 $27.42。

Gipp 🦅
@gippp692026.10.01收录原推发布于 2026.09.30
Gipp 🦅 @gippp69原推发布于 2026.09.30
在 X 上打开原推

JEV + KIMI K3 CAN CUT A $300 AGENT BILL TO $9.42 BY ESCALATING ONLY 10% OF EMAILS a receipt, a sales pitch and a suspicious invoice shouldn’t all get the same expensive read. jev sorts first, then sends uncertain cases to k3 for a closer look. email → jev → confident: route / uncertain: kimi k3 → unresolved: human for 10,000 emails a month, the budget example gives jev $0.42 and k3 $9 with 10% escalated. each k3 review assumes 1,500 input and 300 output tokens. sending everything to the frontier model comes to $300. move escalation from 10% to 30% and the same estimate becomes $27.42. that’s the number i’d watch: the bill grows with how often jev needs a second opinion. i’d tune the threshold on a week of real emails. getting the review queue small enough to actually use, while still catching the difficult cases, is what makes this worth running.

这条是引用着另一条写的:x.com/polydao/status/2104783226833186920

x.com/gippp69/status/2105252389196382701采集于 2026.10.01 10:03