简单说，LangChain给Harbor加了三个实用功能，跑agent评估时能自动管理环境快照、切换配置，省去重复搭建的麻烦。
LangChain为Harbor添加了完整Dockerfile快照支持，可自动构建、缓存和复用任务环境快照。新增SDK profile支持，用户无需修改配置即可切换不同目标环境。同时实现了完整的exec/upload/download生命周期，使Harbor任务在不同沙箱提供商间行为一致。这些功能主要面向运行智能体评估的用户，相关文档已在docs.langchain.com/langsmith/sand…上线。
A few things that went into this: → Full Dockerfile snapshot support: point Harbor at your task's e...
A few things that went into this: → Full Dockerfile snapshot support: point Harbor at your task's environment/Dockerfile and it builds, caches, and reuses snapshots automatically → SDK profile support: you can target different environments without config changes → Entire lifecycle: exec/upload/download lifecycle fully implemented, so Harbor tasks work the same way regardless of which sandbox provider you're on If you're running agent evals and want to try it, here are the docs to get started: docs.langchain.com/langsmith/sand… 💬 0 🔄 0 ❤️ 2 👀 777 📊 1 ⚡