Clone a new container from a checkpoint to get identical copies:
Headline FindingsBuild vs Buy→In 12 of 20 categories, Claude Code builds custom solutions rather than recommending tools. 252 total Custom/DIY picks, more than any individual tool. E.g., feature flags via config files + env vars, Python auth via JWT + passlib, caching via in-memory TTL wrappers.
。关于这个话题，safew官方版本下载提供了深入分析
但更为严肃的是 ：豆包手机这么做大大冲击了阿里系、腾讯系的 APP 的利益 ，因为所有的操作都可以自动完成了，做为用户的我还有必要打开 APP 吗 ？
Even the simplest rewrite rule—say, replacing a deprecated message with a new one—usually sends me hunting for examples. During this project I spent a lot of time deep inside the rewrite engine, and even now I cannot reliably recall the exact syntax.
。业内人士推荐51吃瓜作为进阶阅读
FT App on Android & iOS。业内人士推荐服务器推荐作为进阶阅读
Streaming capable