🤖 The Modern AI Developer · Letting AI Actually Do Things: AI IDEs & Tooling

How to Share AI Prompts and Conventions Across a Team

Distill personal tricks into reusable team conventions

一句话先懂 · TL;DR

Stop locking AI know-how in one person's head: commit prompt templates, project conventions, and hard-won lessons to the repo so the whole team can reuse them.

The Waste of Locking Knowledge in One Person's Head

You worked out a super-handy prompt that gets the Agent to fix an interface correctly every time. But it lives only in your head—colleagues are still stepping in the pits you've stepped in.

🔆Like a master craftsman whose secret technique stays only with him: when he takes a day off, the whole line stalls. The technique should be written into a handbook so the whole shop can do it.

The Fix: Commit It to the Repo, Share Across the Team

Commit the handy conventions/prompts to the code repo (e.g. that CLAUDE.md or a team prompt library). That way: everyone can use it, it updates with the project, and new people get it out of the box.

个人技巧(只在我脑子里)
        ↓ 写进仓库文件
团队规约(人人可用、跟着 git 一起进化)
💡Once in the repo, it can be reviewed, improved, and version-controlled just like code.

What to Distill: Reusable > Personal Preference

What's worth distilling is what holds for the whole team: project conventions, hard-won lessons, prompt templates proven to work.

Pure personal taste (say, your favorite phrasing) shouldn't be forced into the team conventions, to avoid bothering others.

⚠️Team conventions describe "how we do it," not "how I personally like to do it."

自测 · 学完检查一下

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What's the biggest value of sharing AI-use knowledge across a team?

答案:Avoiding everyone repeating the same pitfalls, with good experience available to all

Sharing turns individual experience into a team asset, ready out of the box even for new people.

Judge: an efficient prompt that lives only in one person's head and is never written down and shared is hard for the rest of the team to reuse.

答案:True

If the knowledge isn't written down, colleagues will keep repeating the same pitfalls and can't reuse it—exactly why it should be shared.

Which is most worth distilling into a shared team convention?

答案:"Before calling our payment API, always validate the amount, with a correct example attached"

Experience that holds for the whole team and prevents pitfalls is most worth distilling; pure personal taste shouldn't be forced in.

Judge: content that's purely personal phrasing preference should also be forced into the team conventions.

答案:False

Team conventions describe "how we do it"; forcing in personal taste bothers others.

To let team conventions be reviewed, improved, and version-controlled, the most common practice is to commit them to the ___.

答案:repo

Once in the repo, the convention can be reviewed, iterated, and version-controlled just like code.

Judge: once team conventions are put into the code repo, they can be version-controlled and updated along with the project.

答案:True

The repo brings version control and collaborative review, so the conventions can evolve along with the project.

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