{"id":16432,"date":"2026-02-06T12:49:01","date_gmt":"2026-02-06T04:49:01","guid":{"rendered":"https:\/\/www.aiersheng.cc\/?p=16432"},"modified":"2026-02-06T12:49:01","modified_gmt":"2026-02-06T04:49:01","slug":"2026-%e5%ae%9e%e6%88%98%ef%bc%9a%e5%a6%82%e4%bd%95%e7%94%a8-llm-rag-%e6%9e%84%e5%bb%ba%e5%a4%9a%e6%a8%a1%e6%80%81%e4%b8%aa%e4%ba%ba%e6%95%b0%e6%8d%ae-agent-cookhero","status":"publish","type":"post","link":"https:\/\/www.aiersheng.cc\/?p=16432","title":{"rendered":"2026 \u5b9e\u6218\uff1a\u5982\u4f55\u7528 LLM + RAG \u6784\u5efa\u591a\u6a21\u6001\u201c\u4e2a\u4eba\u6570\u636e Agent\u201d (CookHero)"},"content":{"rendered":"
\n
\u5728 AI \u65f6\u4ee3\uff0c\u7ba1\u7406\u4e2a\u4eba\u751f\u6d3b\u6570\u636e\u7684\u65b9\u5f0f\u6b63\u5728\u88ab\u91cd\u5851\u3002\u4ee5\u524d\uff0c\u6211\u4eec\u8bb0\u5f55\u751f\u6d3b\uff08\u6bd4\u5982\u4e00\u65e5\u4e09\u9910\u3001\u65e5\u5e38\u5f00\u9500\uff09\u6700\u5927\u7684\u75db\u70b9\u662f\u201c\u975e\u7ed3\u6784\u5316\u6570\u636e\u201d\u592a\u96be\u5904\u7406\u2014\u2014\u4f60\u5f97\u624b\u52a8\u628a\u56fe\u7247\u91cc\u7684\u4e1c\u897f\u8f6c\u5316\u6210\u6587\u5b57\uff0c\u518d\u586b\u8fdb\u8868\u683c\uff0c\u8fd9\u975e\u5e38\u53cd\u4eba\u6027\u3002<\/div>\n
\u4eca\u5929\u4ecb\u7ecd\u7684\u5f00\u6e90\u9879\u76ee CookHero\uff0c\u662f\u4e00\u4e2a\u6781\u4f73\u7684 AI Agent (\u667a\u80fd\u4f53) \u5b9e\u8df5\u6848\u4f8b\u3002\u5b83\u5c55\u793a\u4e86\u5982\u4f55\u5229\u7528 LLM (\u5927\u8bed\u8a00\u6a21\u578b) \u548c RAG (\u68c0\u7d22\u589e\u5f3a\u751f\u6210) \u6280\u672f\uff0c\u628a\u4e00\u4e2a\u590d\u6742\u7684\u201c\u751f\u6d3b\u6570\u636e\u7ba1\u7406\u7cfb\u7edf\u201d\u585e\u8fdb\u4f60\u7684\u624b\u673a\u91cc\uff0c\u540c\u65f6\u786e\u4fdd\u6570\u636e\u5b8c\u5168\u79c1\u6709\u5316\u3002<\/div>\n

\u4e00\u3001\u6280\u672f\u89e3\u6790\uff1a\u8fd9\u4e0d\u662f\u7b80\u5355\u7684 App\uff0c\u662f\u201c\u591a\u6a21\u6001\u667a\u80fd\u4f53\u201d<\/h2>\n
\u5f88\u591a\u670b\u53cb\u770b\u5230 CookHero \u7684\u6f14\u793a\uff08\u6bd4\u5982\u8bc6\u522b\u98df\u7269\uff09\uff0c\u4ee5\u4e3a\u5b83\u53ea\u662f\u4e2a\u5782\u76f4\u5de5\u5177\uff0c\u90a3\u5c31\u592a\u5c0f\u770b\u5b83\u4e86\u3002\u4ece\u67b6\u6784\u4e0a\u770b\uff0c\u5b83\u662f\u4e00\u4e2a\u6807\u51c6\u7684\u591a\u6a21\u6001 AI \u5e94\u7528\uff0c\u89e3\u51b3\u4e86\u4e24\u4e2a\u6838\u5fc3\u7684\u6280\u672f\u96be\u9898\uff1a<\/div>\n

1. \u591a\u6a21\u6001\u8f93\u5165 (Multimodal Input)\uff1a\u8ba9 AI \u6709\u201c\u773c\u775b\u201d<\/h3>\n
\u4f20\u7edf\u7684\u7ba1\u7406\u8f6f\u4ef6\u9700\u8981\u4f60\u624b\u52a8\u6253\u5b57\u3002CookHero \u8c03\u7528\u4e86 GPT-4V \u6216 Claude 3 \u7684\u89c6\u89c9\u80fd\u529b\uff0c\u5b9e\u73b0\u4e86\u201c\u56fe\u7247\u5373\u6570\u636e\u201d\u3002<\/div>\n
\u539f\u7406<\/strong>\uff1a\u5f53\u4f60\u4e0a\u4f20\u4e00\u5f20\u7167\u7247\u65f6\uff0cAI \u4e0d\u4ec5\u4ec5\u662f\u5728\u201c\u770b\u56fe\u201d\uff0c\u800c\u662f\u5728\u8fdb\u884c\u7ed3\u6784\u5316\u63d0\u53d6 (Structured Extraction)\u3002<\/div>\n
\u80fd\u529b<\/strong>\uff1a\u5b83\u80fd\u81ea\u52a8\u8bc6\u522b\u56fe\u50cf\u4e2d\u7684\u5b9e\u4f53\u5bf9\u8c61\u3001\u4f30\u7b97\u5c5e\u6027\u503c\uff0c\u5e76\u5c06\u8fd9\u4e9b\u975e\u7ed3\u6784\u5316\u4fe1\u606f\u8f6c\u5316\u4e3a JSON \u683c\u5f0f\u7684\u6570\u636e\u5b58\u5165\u6570\u636e\u5e93\u3002\u8fd9\u624d\u662f\u6280\u672f\u6539\u53d8\u6548\u7387\u7684\u5730\u65b9\u3002<\/div>\n

2. RAG \u9a71\u52a8\u7684\u51b3\u7b56\u7cfb\u7edf (Retrieval-Augmented Generation)<\/h3>\n
\u4e3a\u4ec0\u4e48\u901a\u7528\u7684 ChatGPT \u6709\u65f6\u5019\u4f1a\u4e00\u672c\u6b63\u7ecf\u80e1\u8bf4\u516b\u9053\uff1f\u56e0\u4e3a\u5b83\u6709\u201c\u5e7b\u89c9\u201d\u3002<\/div>\n
CookHero \u5f15\u5165\u4e86 RAG \u6280\u672f\uff0c\u76f8\u5f53\u4e8e\u7ed9 AI \u53d1\u4e86\u4e00\u672c\u201c\u53c2\u8003\u4e66\u201d\uff08\u57fa\u4e8e\u5f00\u6e90\u77e5\u8bc6\u5e93\uff09\u3002\u5f53\u4f60\u67e5\u8be2\u5185\u5bb9\u65f6\uff0c\u5b83\u4f1a\u5148\u53bb\u5411\u91cf\u6570\u636e\u5e93\u91cc\u68c0\u7d22\u51c6\u786e\u7684\u4fe1\u606f\uff0c\u518d\u7ed3\u5408\u5927\u6a21\u578b\u751f\u6210\u56de\u7b54\u3002\u8fd9\u610f\u5473\u7740\u5b83\u8f93\u51fa\u7684\u6bcf\u4e00\u6761\u5efa\u8bae\uff0c\u90fd\u662f\u57fa\u4e8e\u53ef\u4fe1\u6570\u636e\u6e90\u7684\uff0c\u800c\u4e0d\u662f\u778e\u7f16\u7684\u3002<\/div>\n

\u4e8c\u3001\u67b6\u6784\u4f18\u52bf\uff1a\u9690\u79c1\u4e0e\u6269\u5c55\u6027<\/h2>\n
\u5bf9\u4e8e\u6280\u672f\u7231\u597d\u8005\u548c\u5f00\u53d1\u8005\u6765\u8bf4\uff0cCookHero \u7684\u67b6\u6784\u8bbe\u8ba1\u975e\u5e38\u503c\u5f97\u53c2\u8003\uff0c\u7279\u522b\u662f\u5b83\u5bf9\u6570\u636e\u4e3b\u6743 (Data Sovereignty) \u7684\u91cd\u89c6\u3002<\/div>\n

1. \u79c1\u6709\u5316\u90e8\u7f72 (Self-Hosted)<\/h3>\n
\u5728\u8fd9\u4e2a\u6570\u636e\u4e3a\u738b\u7684\u65f6\u4ee3\uff0c\u4e2a\u4eba\u751f\u6d3b\u6570\u636e\u662f\u6700\u654f\u611f\u7684\u8d44\u4ea7\u3002CookHero \u652f\u6301 Docker \u5bb9\u5668\u5316\u90e8\u7f72\u3002<\/div>\n
\u6570\u636e\u53bb\u5411<\/strong>\uff1a\u6240\u6709\u7684\u8bb0\u5f55\u90fd\u5b58\u50a8\u5728\u4f60\u672c\u5730\u7684 PostgreSQL \u6570\u636e\u5e93\u4e2d\u3002<\/div>\n
\u5b89\u5168\u6027<\/strong>\uff1a\u6ca1\u6709\u4efb\u4f55\u7b2c\u4e09\u65b9\u4e91\u670d\u52a1\u80fd\u7aa5\u63a2\u4f60\u7684\u79c1\u4eba\u6570\u636e\uff0c\u5b8c\u5168\u7b26\u5408\u9690\u79c1\u4fdd\u62a4\u539f\u5219\u3002<\/div>\n

2. Agent \u7684\u5de5\u5177\u8c03\u7528\u80fd\u529b<\/h3>\n
CookHero \u4e0d\u4ec5\u80fd\u804a\u5929\uff0c\u8fd8\u80fd\u201c\u5e72\u6d3b\u201d\u3002\u5b83\u662f\u4e00\u4e2a\u5177\u5907 Function Calling \u80fd\u529b\u7684 Agent\u3002\u6bd4\u5982\uff0c\u5b83\u53ef\u4ee5\u8c03\u7528\u8ba1\u7b97\u5de5\u5177\u6765\u5904\u7406\u6570\u503c\uff0c\u6216\u8005\u8c03\u7528\u5916\u90e8 API \u83b7\u53d6\u5b9e\u65f6\u4fe1\u606f\u3002\u8fd9\u6bd4\u5355\u7eaf\u7684\u804a\u5929\u673a\u5668\u4eba\u9ad8\u4e86\u4e00\u4e2a\u7ef4\u5ea6\u3002<\/div>\n

\u4e09\u3001\u90e8\u7f72\u6307\u5357\uff1a\u6784\u5efa\u4f60\u7684\u4e2a\u4eba\u6570\u636e\u4e2d\u5fc3<\/h2>\n
\u5982\u679c\u4f60\u6709\u4e00\u53f0 NAS \u6216\u8005\u4e91\u670d\u52a1\u5668\uff0c\u53ea\u9700\u51e0\u6b65\u5c31\u80fd\u628a\u8fd9\u5957\u7cfb\u7edf\u8dd1\u8d77\u6765\u3002<\/div>\n

\u6838\u5fc3\u4f9d\u8d56\u6280\u672f\u6808\uff1a<\/h3>\n
    \n
  • \n
    \u5411\u91cf\u6570\u636e\u5e93\uff1aMilvus \u6216 PGVector\uff08\u7528\u4e8e\u5b58\u50a8\u77e5\u8bc6\u5e93\uff09\u3002<\/div>\n<\/li>\n
  • \n
    \u63a8\u7406\u5f15\u64ce\uff1a\u53ef\u4ee5\u63a5 OpenAI API\uff0c\u4e5f\u53ef\u4ee5\u901a\u8fc7 Ollama \u63a5\u672c\u5730\u7684 Llama 3\uff08\u5b9e\u73b0 0 \u6570\u636e\u51fa\u5883\uff09\u3002<\/div>\n<\/li>\n
  • \n
    \u5bb9\u5668\u5316\uff1aDocker & Docker Compose\u3002<\/div>\n<\/li>\n<\/ul>\n
    \u5177\u4f53\u90e8\u7f72\u4ee3\u7801\u8bf7\u53c2\u8003\u5b98\u65b9\u4ed3\u5e93\u7684 `docker-compose.yml` \u6587\u4ef6\u3002<\/div>\n
    \n
    \n
    \n
    \u6280\u672f\u8fb9\u754c\u58f0\u660e<\/strong>\uff1a\u672c\u9879\u76ee\u4ec5\u4f5c\u4e3a\u4e2a\u4eba\u4fe1\u606f\u7ba1\u7406\u7cfb\u7edf\u7684\u6280\u672f\u9a8c\u8bc1\u4e0e\u5b9e\u8df5\u3002\u5c3d\u7ba1\u4f7f\u7528\u4e86 RAG \u6280\u672f\u63d0\u9ad8\u51c6\u786e\u6027\uff0c\u4f46 AI \u751f\u6210\u7684\u5185\u5bb9\u4ec5\u4f9b\u4fe1\u606f\u53c2\u8003\uff0c\u4e0d\u6784\u6210\u4efb\u4f55\u4e13\u4e1a\u9886\u57df\u7684\u5efa\u8bae\uff08\u5982\u533b\u7597\u3001\u8425\u517b\u6216\u6cd5\u5f8b\u5efa\u8bae\uff09\u3002<\/div>\n<\/div>\n<\/div>\n<\/div>\n

    \u56db\u3001\u9879\u76ee\u4e0e\u5b98\u65b9\u8d44\u6e90<\/h2>\n
    CookHero \u662f\u4e00\u4e2a\u5c55\u793a LLM \u5982\u4f55\u843d\u5730\u5230\u5782\u76f4\u573a\u666f\u7684\u7edd\u4f73\u8303\u4f8b\u3002\u65e0\u8bba\u4f60\u662f\u60f3\u5b66\u4e60 Agent \u5f00\u53d1\uff0c\u8fd8\u662f\u60f3\u642d\u5efa\u4e00\u5957\u79c1\u6709\u7684\u751f\u6d3b\u7ba1\u7406\u7cfb\u7edf\uff0c\u5b83\u90fd\u503c\u5f97\u4e00\u8bd5\u3002<\/div>\n

    \ud83d\udd17 \u5b98\u65b9\u6587\u6863\u4e0e\u94fe\u63a5<\/h3>\n
      \n
    • \n
      \u9879\u76ee\u4ed3\u5e93<\/strong>\uff1a\u76ee\u524d\u672a\u83b7\u53d6\u5230 CookHero \u5b98\u65b9 GitHub \u4ed3\u5e93\u51c6\u786e\u5730\u5740\uff0c\u53ef\u53c2\u8003\u540c\u7c7b\u70ed\u95e8\u5f00\u6e90\u9879\u76ee\uff08\u5982 CookLikeHoc\uff1ahttps:\/\/github.com\/Gar-b-age\/CookLikeHoc\uff09\u4e86\u89e3\u76f8\u5173\u6280\u672f\u5b9e\u73b0\u601d\u8def\u3002<\/div>\n<\/li>\n<\/ul>\n<\/div>\n","protected":false},"excerpt":{"rendered":"

      \u5728 AI \u65f6\u4ee3\uff0c\u7ba1\u7406\u4e2a\u4eba\u751f\u6d3b\u6570\u636e\u7684\u65b9\u5f0f\u6b63…<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[68],"tags":[],"class_list":["post-16432","post","type-post","status-publish","format-standard","hentry","category-zzjy"],"_links":{"self":[{"href":"https:\/\/www.aiersheng.cc\/index.php?rest_route=\/wp\/v2\/posts\/16432","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.aiersheng.cc\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.aiersheng.cc\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.aiersheng.cc\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.aiersheng.cc\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=16432"}],"version-history":[{"count":0,"href":"https:\/\/www.aiersheng.cc\/index.php?rest_route=\/wp\/v2\/posts\/16432\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.aiersheng.cc\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=16432"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.aiersheng.cc\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=16432"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.aiersheng.cc\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=16432"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}