Anthropic 用 Claude 当组件守护者,附 7 项检查清单
Anthropic merged about 2,500 code changes a day in May. By September it was over…
这篇把 Anthropic 的工程实践拆解成可复用的 7 项检查清单,并给出可直接粘贴的 Claude Code 指令,结构清晰、信息具体,值得创作者参考如何把技术内容写成可操作的教程。
Anthropic merged about 2,500 code changes a day in May. By September it was over 30,000. One trick from what they just made public: have one Claude watch a single component as its 𝘀𝘂𝗽𝗲𝗿𝗳𝗮𝗻. In their words, it's "obsessively focused on the health of a single component," and it catches the small problems regular alerts miss.
Anthropic 在五月每天合并约 2500 个代码变更。到九月,这一数字已超过 30000。他们刚刚公开的一个技巧是:让一个 Claude 作为某个组件的“超级粉丝”来监视它。用他们的话说,就是“痴迷于单个组件的健康”,它能捕捉到常规警报遗漏的小问题。
Give the app you've shipped one too, and have it 𝗰𝗵𝗲𝗰𝗸 𝘁𝗵𝗲𝘀𝗲 𝟳 𝘁𝗵𝗶𝗻𝗴𝘀 𝗲𝘃𝗲𝗿𝘆 𝟯 𝗵𝗼𝘂𝗿𝘀: → How many Stripe webhooks failed recently → Whether everyone who paid in Stripe has an active membership in your database → When each cron job last ran successfully → How many signup emails were delivered, and whether any bounced → New errors that showed up after a deploy → How many AI API calls you made today vs your 7-day average → Whether today's signups and payments dropped below normal
给你已上线的应用也配一个,让它每 3 小时检查这 7 项内容: → 最近有多少 Stripe webhook 失败 → 在 Stripe 中付费的每个人是否在你的数据库中有活跃会员资格 → 每个 cron 作业上次成功运行的时间 → 有多少注册邮件被送达,是否有退信 → 部署后出现的新错误 → 你今天调用了多少次 AI API,对比你 7 天的平均值 → 今天的注册和支付是否低于正常水平
When nothing's wrong, it writes one line: "all good." When something's off, it tells you when it started, whether it showed up after a deploy and which one, and attaches the relevant log lines.
当一切正常时,它只写一行:“一切正常”。当出现问题时,它会告诉你问题开始的时间,是否在部署后出现以及是哪个部署,并附上相关的日志行。
Send this whole post to Opus 5.5 in Claude Code, then add this line at the end 👇 "Set up a "superfan" for my app based on this post. First find where the logs and data for each of these 7 live (Vercel, Supabase, Sentry, Stripe and so on), and skip the ones my project doesn't have. Use read-only access only. Don't use the production keys in .env; list the read-only keys you need and I'll create them. Read the last 7 days, write the normal values to .superfan/baseline.txt, and add .superfan/ to .gitignore. Then create a subagent in .claude/agents that can only write inside .superfan/: the time it last checked up to, and one line per run. Each run, pick up from that time, report only real changes, and include the evidence. Create the scheduled task in the Claude Code desktop app to run every 3 hours; if you can't, give me the steps. Only report and suggest fixes, and don't touch code, config or production data. Show me what you'll create first, and only build it after I approve."
将这篇帖子发送给 Claude Code 中的 Opus 5.5,然后在末尾添加这一行 👇 "根据这篇帖子为我的应用设置一个“超级粉丝”。首先找到这 7 项内容中每项日志和数据所在的位置(Vercel、Supabase、Sentry、Stripe 等),并跳过我的项目没有的部分。仅使用只读访问权限。不要使用 .env 中的生产密钥;列出你需要的只读密钥,我会创建它们。读取最近 7 天的数据,将正常值写入 .superfan/baseline.txt,并将 .superfan/ 添加到 .gitignore。然后在 .claude/agents 中创建一个只能写入 .superfan/ 的子代理:记录上次检查的时间,以及每次运行的一行结果。每次运行时,从该时间点继续,只报告真实变化,并附上证据。在 Claude Code 桌面应用中创建定时任务,每 3 小时运行一次;如果无法创建,请给我步骤。只报告和建议修复,不要触碰代码、配置或生产数据。先向我展示你将创建的内容,只有在我批准后才构建。"
https://www.anthropic.com/engineering/redesigning-source-control
更进一步:量化金融体系
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