在实际的大模型应用开发中，LangChain 和 LangGraph 已经不只是两个 Python 库的名称，而是围绕 AI Agent、MCP 协议和智能体记忆 Memory 形成的一套完整开发链路。很多人刚开始接触时会被“LangChain 过时 ...
Cheap everyday Python vibe coding — short scripts and first drafts — plus a deterministic harness. This is not Cursor Grok. The public 0.5B LoRA is a style prior. Everyday explore/edit on a laptop ...
Bulk loading is the centrepiece use case (UC-36 to UC-43). Administrators have CSV exports from other systems; teachers have .xlsx files from Excel. Both must reach the same import rules.
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