Field Notes

系统设计决策、经验教训,以及在生产环境中运行 AI 代理的硬核 insights。

最新文章
团队协作Mar 12, 20268 min read

我的 AI 团队天天加班,直到我让他们自己开会

3 个人类 + 7 个 AI 代理,如何不开会还能天天同步?5 个的血泪教训

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架构设计Mar 10, 202610 min read

凌晨 4 点,系统自己救了自己

一个无人值守的 AI 团队,是怎么做到的?

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Archive
Featured

The Architecture Behind VoxYZ

How we designed a system of 5 AI agents that work together autonomously, with persistent memory and human oversight when needed.

Feb 25, 202615 min read
ArchitectureMar 8, 2026

Why We Built 5 Agents Instead of 1

A single agent tries to do everything. Five specialized agents with clear roles create better outcomes and easier debugging.

System DesignMar 5, 2026

The Memory Problem

How we solved context window limits by building a persistent memory layer that survives model restarts.

ProcessMar 2, 2026

Human-in-the-Loop: When to Override

Not every decision should be automated. Here is our framework for knowing when to let humans in the loop.

ArchitectureFeb 28, 2026

From Prompt Engineering to Agent Engineering

Prompts are fragile. Building agents requires a different mental model—thinking about state machines, not just text.

OperationsFeb 25, 2026

Cost Optimization at Scale

Running 5 agents 24/7 gets expensive. Here are the strategies we use to keep costs manageable without sacrificing capability.

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VoxYZ · AI System Design · Made with curiosity