Our team uses multiple coding agents in daily development. ...
TL;DR · AI 摘要
Milvus团队在日常开发中使用多个编码代理，Claude Code和Codex分别适用于快速交互和慢速细致的工作流。为解决上下文切换问题，他们开发了开源记忆层Memsarch。
核心要点
- Claude Code适合快速、互动的代码探索与修改。
- Codex更适合缓慢、细致的本地工作流程。
- Memsarch作为记忆层，帮助不同代理间共享历史上下文。
结构提纲
按章节快速跳转。
- §引言
介绍团队在日常开发中使用多种编码代理的情况。
描述Claude Code如何支持快速、互动的代码工作。
说明Codex在更慢、更细致的本地工作流中的优势。
指出在不同代理之间切换时遇到的上下文丢失问题。
介绍Memsarch作为记忆层的作用及其技术实现。
思维导图
用一张图看清主题之间的关系。
查看大纲文本（无障碍 / 无 JS 友好）
- 多编码代理在开发中的应用
金句 / Highlights
值得收藏与分享的关键句。
Claude Code is useful when we want fast, interactive work inside a repo.
Codex is useful when we want a slower, more deliberate local workflow.
Memsarch is an open-source memory layer for coding agents, powered by Milvus.
𝗖𝗹𝗮𝘂𝗱𝗲 𝗖𝗼𝗱𝗲 is useful when we want fast, interactive work inside a repo. It helps us explore code, make changes quickly, and iterate in https://t.co/iB9lkcqBl9" / X
Our team uses multiple coding agents in daily development. 𝗖𝗹𝗮𝘂𝗱𝗲 𝗖𝗼𝗱𝗲 is useful when we want fast, interactive work inside a repo. It helps us explore code, make changes quickly, and iterate in real time. 𝗖𝗼𝗱𝗲𝘅 is useful when we want a slower, more deliberate local workflow. It can take longer and often produces cleaner output. Using both has helped us move faster. But it also showed us a problem. We were spending too much time moving context between agents. Project history. Past decisions. User preferences. Things that failed last time. Reasons behind a certain implementation. Each agent could help with the task at hand. But the memory remained within a single workflow. That is the part we wanted to fix. 𝗠𝗲𝗺𝘀𝗲𝗮𝗿𝗰𝗵 𝗶𝘀 𝗮𝗻 𝗼𝗽𝗲𝗻-𝘀𝗼𝘂𝗿𝗰𝗲 𝗺𝗲𝗺𝗼𝗿𝘆 𝗹𝗮𝘆𝗲𝗿 𝗳𝗼𝗿 𝗰𝗼𝗱𝗶𝗻𝗴 𝗮𝗴𝗲𝗻𝘁𝘀, 𝗽𝗼𝘄𝗲𝗿𝗲𝗱 𝗯𝘆 𝗠𝗶𝗹𝘃𝘂𝘀. It stores past context in a vector database. Agents can search for that memory when they need it. So when a team moves from Claude Code to Codex, or uses both in the same project, the useful context can stay available. The agent can change. The memory can stay. GitHub: github.com/zilliztech/mem
