Yaqin Hei
Agent AuditSeriesVideosAbout
← All posts

Multi-Agent

2 posts

One Brain, Two Front-Ends: Refunded Twice on Sale Day

On the first day of the big sale, a user requested one refund — and the refund service ran it twice. The money went out twice. In 10 minutes you'll be able to name, in an architecture review, the place a multi-agent system most loves to leak money: know to put an idempotency key on the layer two front-ends share, to ask 'is refundType defined the same in both systems,' and to see that the real bottleneck of multi-agent delivery is which team nods, not model quality.

Jul 6, 2026·12 min read

AI 起草的 25 页方案里 11 条事实是编的——第二个 Agent 当审稿人的 3 阶段卡口|Agentic AI 落地方法论(十一)

供应商提交的 PPT、AI 写的合规邮件、用 Claude 起草的内部方案——事实密集型输出里编造率 20-30% 是基线。读完 5 分钟能识破『让 LLM 自己 double-check』的伪验证,10 分钟能拿到 DRAFT → VERIFY → FINALIZE 3 阶段流程模板,20 分钟能把 7 类反复踩坑的事实错误(enum 大小写 / 招生 email / API 路径 / 模型 ID / deadline)变成 PR checklist 卡口——下次审 AI 写的材料时,每一条声明都能溯到代码或链接。

May 29, 2026·13分钟阅读

微信公众号 京墨AI研习社 @HeiLabAI · 视频号 Yaqin.AI

X @yaqinhei · GitHub @AmyHei · amyheiny@gmail.com

© 2026 Yaqin Hei · About