<![CDATA[高校图书馆高级系统架构师/研究馆员，推动高校AI从概念演示到可评审、可交付、可运维：路线图与立项评审、PoC交付、评测回归与上线运维（Baseline/Eval/Ops）。]]>

<![CDATA[高校图书馆高级系统架构师/研究馆员，推动高校AI从概念演示到可评审、可交付、可运维：路线图与立项评审、PoC交付、评测回归与上线运维（Baseline/Eval/Ops）。]]>https://blog.youkuaiyun.com/liu1983robinzh-cnhttps://blog.youkuaiyun.com/<![CDATA[AI 时代的学术入门：文献综述实践指南]]>https://blog.youkuaiyun.com/liu1983robin/article/details/161868752https://blog.youkuaiyun.com/liu1983robin/article/details/161868752liu1983robinWed, 10 Jun 2026 19:10:05 +0800<![CDATA[AI 时代文献综述：从检索到成稿的 RAG 五步法]]>https://blog.youkuaiyun.com/liu1983robin/article/details/161868130https://blog.youkuaiyun.com/liu1983robin/article/details/161868130liu1983robinWed, 10 Jun 2026 18:45:09 +0800<![CDATA[用 Python + OpenAlex + 国产大模型，给毕业论文造一个选题侦察兵]]>https://blog.youkuaiyun.com/liu1983robin/article/details/161596838https://blog.youkuaiyun.com/liu1983robin/article/details/161596838liu1983robinFri, 05 Jun 2026 20:10:22 +0800<![CDATA[把“选题三角”做成一个评分系统：Prompt 工程 + 多模型投票实战]]>https://blog.youkuaiyun.com/liu1983robin/article/details/161597295https://blog.youkuaiyun.com/liu1983robin/article/details/161597295liu1983robinFri, 05 Jun 2026 18:58:20 +0800<![CDATA[从“盲投”到“全栈自动化”：2026 年科研人的 AI 进化终极手册]]>https://blog.youkuaiyun.com/liu1983robin/article/details/158893558https://blog.youkuaiyun.com/liu1983robin/article/details/158893558liu1983robinTue, 10 Mar 2026 22:18:54 +0800<![CDATA[OpenClaw 落地指南：在 Windows 本地零基础部署 OpenClaw 与自动化强化学习 (RL) 系统]]>https://blog.youkuaiyun.com/liu1983robin/article/details/158893139https://blog.youkuaiyun.com/liu1983robin/article/details/158893139liu1983robinTue, 10 Mar 2026 22:00:46 +0800<![CDATA[RAG 系统评估终极指南——从底层算法到 LLM-as-Judge 新范式]]>https://blog.youkuaiyun.com/liu1983robin/article/details/158545105https://blog.youkuaiyun.com/liu1983robin/article/details/158545105liu1983robinSun, 01 Mar 2026 22:55:22 +0800<![CDATA[从 CUDA OOM 到彻底榨干 GPU：DeepSeek 等大模型高效推理与部署全攻略]]>https://blog.youkuaiyun.com/liu1983robin/article/details/158544722https://blog.youkuaiyun.com/liu1983robin/article/details/158544722liu1983robinSun, 01 Mar 2026 22:14:08 +0800<![CDATA[从“玩具脚本”到“工业级流水线”：2026 智能舆情报告系统工程化落地全指南**]]>https://blog.youkuaiyun.com/liu1983robin/article/details/145919405https://blog.youkuaiyun.com/liu1983robin/article/details/145919405liu1983robinSat, 28 Feb 2026 00:09:38 +0800<![CDATA[突破大模型推理天花板：基于 GraphRAG 的多跳推理与隐式因果关系挖掘深度指南]]>https://blog.youkuaiyun.com/liu1983robin/article/details/158433219https://blog.youkuaiyun.com/liu1983robin/article/details/158433219liu1983robinFri, 27 Feb 2026 23:57:37 +0800<![CDATA[RAG 五大应用场景（五）：学术研究综述生成系统：Map-Reduce 与出处追踪的工程实践]]>https://blog.youkuaiyun.com/liu1983robin/article/details/158433113https://blog.youkuaiyun.com/liu1983robin/article/details/158433113liu1983robinThu, 26 Feb 2026 23:39:36 +0800<![CDATA[告别野路子！LLM时代百万级文献语料库的架构演进与合规获取深度指南]]>https://blog.youkuaiyun.com/liu1983robin/article/details/158432984https://blog.youkuaiyun.com/liu1983robin/article/details/158432984liu1983robinThu, 26 Feb 2026 23:37:55 +0800<![CDATA[RAG 五大应用场景（三）企业级 Code RAG 与代码库 Copilot 深度架构指南]]>https://blog.youkuaiyun.com/liu1983robin/article/details/158394636https://blog.youkuaiyun.com/liu1983robin/article/details/158394636liu1983robinWed, 25 Feb 2026 23:04:09 +0800<![CDATA[RAG 五大应用场景（四）法务合同合规系统 —— 从“聊天玩具”到“证据链引擎”]]>https://blog.youkuaiyun.com/liu1983robin/article/details/158393863https://blog.youkuaiyun.com/liu1983robin/article/details/158393863liu1983robinWed, 25 Feb 2026 22:27:10 +0800<![CDATA[RAG 五大应用场景：2025-2026 工业级 RAG 落地的 5 个深水区与架构解法]]>https://blog.youkuaiyun.com/liu1983robin/article/details/158354026https://blog.youkuaiyun.com/liu1983robin/article/details/158354026liu1983robinTue, 24 Feb 2026 19:17:36 +0800<![CDATA[架构师视角的 RAG 破局指南：不烧钱的 POC 怎么做？从 $0 起步到 vLLM 私有化完整落地路线图]]>https://blog.youkuaiyun.com/liu1983robin/article/details/158352830https://blog.youkuaiyun.com/liu1983robin/article/details/158352830liu1983robinTue, 24 Feb 2026 18:33:32 +0800<![CDATA[第七章 LoRA训练稳赢指南:数据集工程“三件套“全解析]]>https://blog.youkuaiyun.com/liu1983robin/article/details/158155862https://blog.youkuaiyun.com/liu1983robin/article/details/158155862liu1983robinTue, 17 Feb 2026 21:44:44 +0800<![CDATA[第六章从“能用”到“能交付”的关键一刀：偏好对齐（Preference Alignment）数据工程]]>https://blog.youkuaiyun.com/liu1983robin/article/details/158155578https://blog.youkuaiyun.com/liu1983robin/article/details/158155578liu1983robinTue, 17 Feb 2026 21:17:32 +0800<![CDATA[从小白到架构师：AI 学习的系统化工程——把“技能点”变成“认知基础设施”]]>https://blog.youkuaiyun.com/liu1983robin/article/details/145944305https://blog.youkuaiyun.com/liu1983robin/article/details/145944305liu1983robinSun, 15 Feb 2026 23:27:59 +0800<![CDATA[别再拿它当画框软件了！揭秘 Label Studio 开发者生态的 5 大工程化“黑科技”与架构实践]]>https://blog.youkuaiyun.com/liu1983robin/article/details/158103063https://blog.youkuaiyun.com/liu1983robin/article/details/158103063liu1983robinSun, 15 Feb 2026 23:03:36 +0800