{"id":1351,"date":"2026-06-17T12:23:24","date_gmt":"2026-06-17T04:23:24","guid":{"rendered":"https:\/\/www.rayer.idv.tw\/blog\/?p=1351"},"modified":"2026-06-17T22:21:25","modified_gmt":"2026-06-17T14:21:25","slug":"llm-wiki-mvp","status":"publish","type":"post","link":"https:\/\/www.rayer.idv.tw\/blog\/?p=1351","title":{"rendered":"LLM Wiki on Cloud\uff1a\u628a\u4f60\u7684\u904e\u53bb\u77e5\u8b58\uff0c\u9935\u9032 LLM \u7684\u5c0d\u8a71\u88e1\u5e36\u8457\u8d70"},"content":{"rendered":"

\ud83c\udfaf MVP Demo\uff1a<\/strong>llm-wiki-frontend-mvp.vercel.app<\/a> \u2014 \u76f4\u63a5\u6253\u958b\u9ad4\u9a57<\/p>\n

Andrej Karpathy \u524d\u9663\u5b50\u63d0\u4e86\u4e00\u500b\u6982\u5ff5\uff1aLLM Wiki<\/a>\u2014\u2014\u628a wiki \u7684\u7d50\u69cb\u5316\u77e5\u8b58\u548c LLM \u7684\u8a9e\u8a00\u80fd\u529b\u7d50\u5408\uff0c\u8b93 AI \u4e0d\u53ea\u662f\u751f\u51fa\u770b\u4f3c\u5408\u7406\u7684\u6587\u5b57\uff0c\u800c\u662f\u57fa\u65bc\u4f60\u771f\u6b63\u5beb\u904e\u7684\u3001\u6574\u7406\u904e\u7684\u3001\u6c89\u6fb1\u904e\u7684\u77e5\u8b58<\/strong>\u4f86\u56de\u7b54\u554f\u984c\u3002<\/p>\n

\u8001\u5be6\u8b1b\uff0c\u9019\u6982\u5ff5\u4e00\u770b\u5c31\u89ba\u5f97\u300c\u5c0d\u554a\uff0c\u70ba\u4ec0\u9ebc\u6c92\u6709\u4eba\u9019\u6a23\u505a\uff1f\u300d\u65bc\u662f\u6211\u81ea\u5df1\u523b\u4e86\u4e00\u500b\u3002<\/p>\n

\u6838\u5fc3\u60f3\u6cd5<\/h2>\n

\u8aaa\u7a7f\u4e86\u5f88\u7c21\u55ae\u3002\u4f60\u6709\u5beb\u7b46\u8a18\u7684\u7fd2\u6163\u2014\u2014Obsidian\u3001Notion\u3001\u4e43\u81f3 markdown \u6a94\u2014\u2014\u9019\u4e9b\u90fd\u662f\u4f60\u8166\u888b\u7684\u5916\u90e8\u786c\u789f\u3002\u554f\u984c\u662f\uff0c\u4f60\u8981\u7528\u7684\u6642\u5019\u627e\u4e0d\u5230\uff0c\u6216\u662f\u627e\u5230\u4e86\u4f46\u4e0a\u4e0b\u6587\u4e0d\u5c0d\u3002<\/p>\n

LLM Wiki \u505a\u7684\u4e8b\uff1a\u628a\u4f60\u7684\u7b46\u8a18\u5168\u90e8\u4e1f\u9032\u4e00\u500b pipeline\uff0c\u8b93 AI \u5e6b\u4f60\u6574\u7406\u6210\u7d50\u69cb\u5316\u7684 wiki\uff0c\u7136\u5f8c\u4f60\u5c31\u53ef\u4ee5\u7528\u81ea\u7136\u8a9e\u8a00\u641c\u5c0b\u3002\u4e0d\u662f vector search \u90a3\u7a2e\u300c\u8a9e\u610f\u76f8\u8fd1\u5c31\u4e1f\u7d66\u4f60\u300d\u7684\u6a21\u7cca\u6bd4\u5c0d\uff0c\u800c\u662f\u771f\u7684\u8b93 LLM \u8b80\u904e\u4f60\u7684\u7b46\u8a18\u5f8c<\/strong>\uff0c\u5f15\u7528\u539f\u6587\u56de\u7b54\u4f60\u3002<\/p>\n

Karpathy \u7684\u539f\u59cb\u60f3\u6cd5\uff1a\u4e0d\u8981\u505a RAG\uff0c\u505a Wiki<\/h2>\n

Karpathy \u7684\u6838\u5fc3\u8ad6\u9ede\u5f88\u7c21\u55ae\uff1a\u4e0d\u8981\u505a RAG\uff0c\u6539\u505a wiki<\/strong>\u3002RAG \u662f\u6bcf\u6b21\u67e5\u8a62\u6642\u624d\u81e8\u6642\u5f9e raw \u6587\u4ef6\u627e\u7b54\u6848 \u2014\u2014 stateless\uff0c\u4ec0\u9ebc\u90fd\u4e0d\u7559\u3002\u4ed6\u7684\u505a\u6cd5\u662f\u8b93 LLM \u7576 compiler\uff0c\u628a raw \u6587\u4ef6\u589e\u91cf\u7de8\u8b6f\u6210\u4e00\u4efd\u6301\u4e45\u5316\u7684 markdown wiki\uff0c\u7136\u5f8c\u4e00\u76f4\u7dad\u8b77\u5b83\u3002<\/p>\n

\u8aaa\u771f\u7684\uff0c\u4eba\u6703\u653e\u68c4 wiki \u5c31\u662f\u56e0\u70ba\u7dad\u8b77\u592a\u7d2f\u3002cross-reference \u8981\u624b\u52d5\u66f4\u65b0\u3001\u77db\u76fe\u8981\u81ea\u5df1\u6bd4\u5c0d\u3001\u904e\u6642\u5167\u5bb9\u6c92\u4eba\u6e05\u3002Karpathy \u7684\u6d1e\u5bdf\u662f\uff1aLLM \u4e0d\u6703\u7d2f<\/strong>\u3002\u628a bookkeeping \u5916\u5305\u7d66 AI\uff0c\u4eba\u53ea\u8981\u8ca0\u8cac curation \u8ddf\u601d\u8003\u3002<\/p>\n

\u6574\u500b\u77e5\u8b58\u6d88\u5316\u6d41\u7a0b\u9577\u9019\u6a23\uff1a<\/p>\n

raw\/<\/strong>\uff08\u4f60\u5beb\u7684\u539f\u59cb\u7b46\u8a18\uff09\u2192 ingest<\/strong>\uff08LLM \u5206\u6790\u6982\u5ff5\u3001\u6a19\u77db\u76fe\u3001\u5efa cross-reference\uff09\u2192 compile<\/strong>\uff08\u5408\u6210\u7d50\u69cb\u5316 wiki page\uff09\u2192 lint<\/strong>\uff08\u5b9a\u671f\u6383 wiki \u505a\u5065\u5eb7\u6aa2\u67e5\uff1a\u5b64\u7acb page\u3001\u904e\u671f\u5167\u5bb9\u3001\u6982\u5ff5\u7f3a\u53e3\uff09\u2192 wiki\/<\/strong>\uff08\u6301\u7e8c\u7dad\u8b77\u7684\u77e5\u8b58\u5eab\uff09<\/p>\n

\u8ddf\u50b3\u7d71 RAG \u6700\u5927\u7684\u5dee\u5225\uff1aRAG \u662f\u7528 grep \u7684\u908f\u8f2f\u5728 raw \u6587\u4ef6\u88e1\u6488 \u2014\u2014 \u95dc\u9375\u5b57\u5339\u914d \u2192 \u4e1f\u7d66 LLM \u751f\u7b54\u6848\u3002LLM Wiki \u662f\u5148\u628a raw \u6d88\u5316\u6210\u7d50\u69cb\u5316\u77e5\u8b58\uff08wiki\uff09\uff0c\u67e5\u8a62\u6642\u76f4\u63a5\u5f9e\u6574\u7406\u904e\u7684\u77e5\u8b58\u5eab\u53d6\u7b54\u6848\u3002\u524d\u8005\u6bcf\u6b21\u90fd\u5f9e\u96f6\u958b\u59cb\u63a8\u5c0e\uff0c\u5f8c\u8005\u628a\u63a8\u5c0e\u7d50\u679c\u5b58\u8d77\u4f86\u3001\u6301\u7e8c\u7d2f\u7a4d\u3002<\/p>\n

Karpathy \u628a\u9019\u500b pattern \u4e00\u8def\u9023\u56de Vannevar Bush 1945 \u7684 Memex \u9858\u666f \u2014\u2014 80 \u5e74\u524d\u5c31\u60f3\u505a\u300c\u4eba\u7684\u5ef6\u4f38\u8a18\u61b6\u7cfb\u7d71\u300d\uff0c\u4f46\u5361\u5728\u4e00\u4ef6\u4e8b\uff1a\u8ab0\u4f86\u7dad\u8b77\uff1fLLM \u7d42\u65bc\u628a\u9019\u584a\u88dc\u4e0a\u4e86\u3002<\/p>\n

\u5982\u679c\u4f60\u60f3\u770b\u66f4\u5b8c\u6574\u7684\u5206\u6790\uff08\u5305\u62ec LLM Wiki vs \u5361\u7247\u76d2\u7b46\u8a18\u6cd5\u7684\u5c0d\u6bd4\u3001Model Collapse \u7684\u98a8\u96aa\u3001Vibe Thinking \u7684\u8faf\u8ad6\uff09\uff0cWenHao Yu \u7684\u9019\u7bc7\u5be6\u6e2c<\/a>\u662f\u76ee\u524d\u4e2d\u6587\u5708\u5beb\u5f97\u6700\u597d\u7684\u3002<\/p>\n

Wiki \u88e1\u9762\u6709\u4ec0\u9ebc\uff1f<\/h2>\n

\u76ee\u524d wiki \u7684\u5167\u5bb9\u662f LifestyleWiki<\/strong>\u2014\u2014\u53f0\u7063\u89aa\u5b50\u65c5\u904a\u3001\u666f\u9ede\u3001\u516c\u5712\u7684\u7d50\u69cb\u5316\u77e5\u8b58\u5eab\u300286 \u7bc7\u539f\u59cb\u6587\u7ae0\uff08sources\uff09\u3001348 \u500b\u6982\u5ff5\uff08concepts\uff09\uff0c\u6db5\u84cb\u65b0\u5317\u5e02\u5230\u5c4f\u6771\u7684\u89aa\u5b50\u666f\u9ede\u3001\u73a9\u6c34\u79d8\u5883\u3001\u7279\u8272\u516c\u5712\u3002<\/p>\n

\u5efa\u8b70\u4f60\u5148\u9ede\u9032 Sources<\/a> \u548c Concepts<\/a> \u9801\u9762\u901b\u4e00\u4e0b\uff0c\u6703\u6bd4\u8f03\u6709\u611f\u89ba\u3002<\/p>\n

Source vs Concept<\/h3>\n

Source<\/strong> \u662f\u539f\u59cb\u6587\u7ae0\u2014\u2014\u722c\u87f2\u6293\u4e0b\u4f86\u7684\u90e8\u843d\u683c\u6587\u3001\u65c5\u904a\u7b46\u8a18\u3002\u4fdd\u7559\u539f\u6587\u7d50\u69cb\uff0c\u542b frontmatter\uff08\u4f86\u6e90 URL\u3001\u65e5\u671f\u3001tags\uff09\u3002\u50cf\u662f\u300c\u4e94\u80a1\u9ad4\u5065\u9632\u707d\u516c\u5712\u5b8c\u6574\u653b\u7565\u300d\u9019\u7a2e\u5c31\u662f\u4f60\u6703 Google \u5230\u7684\u539f\u6587\u3002<\/p>\n

Concept<\/strong> \u662f AI \u5f9e sources \u6d88\u5316\u51fa\u4f86\u7684\u7d50\u69cb\u5316\u77e5\u8b58\u9801\u3002\u4f8b\u5982\u5f9e 10 \u7bc7\u4e0d\u540c\u90e8\u843d\u5ba2\u7684\u6587\u7ae0\u4e2d\uff0cAI \u6574\u7406\u51fa\u300c\u4e2d\u548c\u54e1\u5c71\u516c\u5712\u300d\u7684\u6982\u89bd\u3001\u7279\u8272\u8a2d\u65bd\u3001\u4ea4\u901a\u8cc7\u8a0a\u3001\u6ce8\u610f\u4e8b\u9805\uff0c\u8b8a\u6210\u4e00\u5f35\u4e7e\u4e7e\u6de8\u6de8\u7684 wiki page\u3002<\/p>\n

\u6574\u500b\u6d41\u7a0b\uff1araw \u7b46\u8a18<\/strong> \u2192 OLW pipeline \u7528 Gemini ingest<\/strong>\uff08\u5206\u6790\u6982\u5ff5\u8207\u95dc\u4fc2\uff09\u2192 compile<\/strong>\uff08\u5408\u6210 wiki \u6587\u7ae0\uff09\u2192 lint<\/strong>\uff08\u54c1\u8cea\u6aa2\u67e5\uff09\u2192 publish<\/strong>\uff08\u4e0a GCS\uff09\u3002\u4e00\u9375\u8dd1\u5b8c\uff0c\u4eba\u53ea\u8981\u6c7a\u5b9a\u54ea\u4e9b raw \u8981\u9935\u9032\u53bb\u3002<\/p>\n

Wiki Only vs Full\uff08LLM+Wiki\uff09<\/h3>\n

\u641c\u5c0b\u6642\u53ef\u4ee5\u9078\u5169\u7a2e\u6a21\u5f0f\uff0c\u6d41\u7a0b\u76f8\u540c\uff1a<\/p>\n

    \n
  1. Query Expansion<\/strong>\uff1aLLM \u628a\u4f60\u7684\u81ea\u7136\u8a9e\u8a00\u554f\u984c\u5c55\u958b\u6210\u591a\u7d44 grep \u95dc\u9375\u5b57<\/li>\n
  2. Metadata Grep<\/strong>\uff1a\u7528\u95dc\u9375\u5b57\u5728 index \u88e1\u641c\uff0c\u627e\u51fa\u76f8\u95dc\u7684 source\/concept\uff08\u53d6 top-10\uff09<\/li>\n
  3. LLM \u5408\u6210<\/strong>\uff1a\u628a top-10 \u7684\u5168\u6587\u9935\u7d66 LLM\uff0c\u7522\u751f\u5e36 citation \u7684\u56de\u7b54<\/li>\n<\/ol>\n

    \u5dee\u5225\u5728 LLM \u7684 system prompt\uff1a<\/p>\n

    Wiki Only<\/strong>\uff1aLLM \u53ea\u80fd<\/strong>\u5f9e wiki \u5167\u5bb9\u56de\u7b54\uff0c\u4e0d\u5141\u8a31\u7528\u5916\u90e8\u77e5\u8b58\uff08”Do not use external knowledge”\uff09\u3002\u9069\u5408\u4f60\u60f3\u78ba\u8a8d\u300cwiki \u88e1\u6709\u4ec0\u9ebc\u300d\u7684\u6642\u5019\u3002<\/p>\n

    Full\uff08LLM+Wiki\uff09<\/strong>\uff1aLLM \u53ef\u4ee5<\/strong>\u88dc\u5145\u4e00\u822c\u77e5\u8b58\uff08”You may supplement with general knowledge”\uff09\u3002\u9069\u5408\u4f60\u9700\u8981\u7d9c\u5408\u7b54\u6848\u7684\u5834\u666f\u2014\u2014AI \u6703\u5f15\u7528 wiki \u5167\u5bb9\uff0c\u4e5f\u6703\u88dc\u4e0a\u81ea\u5df1\u7684\u7406\u89e3\u3002<\/p>\n

    \u8ddf NotebookLM \u6bd4\u5462\uff1f<\/h3>\n

    Google \u7684 NotebookLM<\/a> \u6700\u8fd1\u5f88\u7d05\u2014\u2014\u4e1f\u6587\u4ef6\u9032\u53bb\uff0cAI \u5e6b\u4f60\u6458\u8981\u3001\u56de\u7b54\u3001\u751a\u81f3\u751f podcast\u3002\u5b83\u7684\u5e95\u5c64\u6a5f\u5236\u662f RAG\uff08embedding + vector search\uff09\u642d\u914d Gemini \u7684\u8d85\u5927 context window\uff081M+ tokens\uff09\uff0c\u6aa2\u7d22\u5230\u7684\u76f8\u95dc\u6bb5\u843d\u9060\u6bd4\u50b3\u7d71 RAG \u591a\uff0c\u518d\u900f\u904e\u56b4\u683c\u7684 grounding prompt \u78ba\u4fdd\u56de\u7b54\u53ea\u4f86\u81ea\u4f60\u7d66\u7684\u8cc7\u6599\u3002<\/p>\n

    \u4f46\u5b83\u6709\u4e00\u500b\u786c\u9650\u5236\uff1a\u6bcf\u500b notebook \u6700\u591a 50 \u500b sources<\/strong>\u3002\u9019\u6bd4\u8f03\u50cf\u662f\u7522\u54c1\u7d1a\u6c7a\u7b56\uff08\u5e95\u5c64 Gemini File Search API \u6bcf\u500b corpus \u4e0a\u9650\u7d04 1GB\uff09\uff0c\u5c0d\u591a\u6578\u4eba\u4e00\u500b\u4e3b\u984c\u4e1f 50 \u7bc7\u5df2\u7d93\u5f88\u5920\u3002<\/p>\n

    LLM Wiki \u8d70\u7684\u662f\u53e6\u4e00\u689d\u8def\uff1a\u4e0d\u5728\u67e5\u8a62\u6642\u505a embedding retrieval\uff0c\u800c\u662f\u5148\u628a raw \u9810\u5148\u6d88\u5316\u6210\u7d50\u69cb\u5316 knowledge\u3002<\/strong><\/p>\n

    \u67e5\u8a62\u6642\u53ea\u8d70\u5169\u6b65\uff1a<\/p>\n

      \n
    1. Metadata grep<\/strong>\uff1a\u7528 query expansion \u7684\u95dc\u9375\u5b57\u5728 index \u88e1\u641c\uff0c\u627e\u51fa\u76f8\u95dc\u7684 source\/concept\uff08\u901a\u5e38 5-10 \u7bc7\uff09\uff0c\u4e0d\u78b0\u5168\u6587\u3002<\/li>\n
    2. LLM \u5408\u6210<\/strong>\uff1a\u53ea\u628a\u300c\u8ddf\u554f\u984c\u6709\u95dc\u300d\u7684\u90a3\u5e7e\u7bc7\u9935\u7d66 LLM \u751f\u7b54\u6848\u3002<\/li>\n<\/ol>\n

      \u56e0\u70ba concept \u5df2\u7d93\u662f pipeline \u9810\u5148\u6d88\u5316\u597d\u7684\u7d50\u69cb\u5316\u77e5\u8b58\uff08\u4e00\u7bc7 concept body \u7d04 1KB\uff09\uff0c\u5c31\u7b97\u5168\u8b80\u9032\u4f86 grep \u4e5f\u624d 300-500KB\u2014\u2014\u9060\u4f4e\u65bc NotebookLM \u7684 1GB \u4e0a\u9650\u3002\u800c\u4e14\u5be6\u969b\u4e0a\u4e0d\u8b80\u5168\u90e8\uff0c\u53ea\u8b80 metadata index \u627e\u76f8\u95dc\u7684 5-10 \u7bc7\u3002\u672a\u4f86\u751a\u81f3\u53ef\u4ee5\u5168\u90e8 concept \u5b58\u6210\u55ae\u4e00 JSONL\uff0c\u4e00\u53e3\u6c23\u62c9\u9032\u4f86 grep\uff08\u53c3\u8003 LWC-8<\/a>\uff09\uff0c\u5b8c\u5168\u4e0d\u78b0 embedding\u3002<\/p>\n

      \u6240\u4ee5 86 sources + 348 concepts \u5b8c\u5168\u4e0d\u662f\u554f\u984c\u3002\u672a\u4f86\u52a0\u5230\u5e7e\u5343\u7bc7\u4e5f\u4e00\u6a23\uff0c\u56e0\u70ba cost \u4e0d\u96a8\u7e3d\u91cf\u7dda\u6027\u6210\u9577\u3002<\/p>\n

      NotebookLM \u64c5\u9577\u55ae\u4e00\u4e3b\u984c\u300150 \u7bc7\u5167\u7684\u6df1\u5ea6\u7814\u7a76\uff08embedding \u6aa2\u7d22 + \u8d85\u9577 context \u96d9\u91cd\u4fdd\u969c\uff09\u3002LLM Wiki \u64c5\u9577\u9577\u671f\u7d2f\u7a4d\u3001\u8de8\u4e3b\u984c\u3001\u5927\u898f\u6a21\u7684\u500b\u4eba\u77e5\u8b58\u5eab\u2014\u2014\u9810\u6d88\u5316 > \u5373\u6642\u6aa2\u7d22\u3002\u5169\u7a2e\u5de5\u5177\u89e3\u6c7a\u4e0d\u540c\u968e\u6bb5\u7684\u554f\u984c\uff0c\u4e0d\u662f\u8ab0\u53d6\u4ee3\u8ab0\u3002<\/p>\n

      \n

      Try the demo \u2192<\/a><\/strong><\/p>\n","protected":false},"excerpt":{"rendered":"

      Andrej Karpathy \u524d\u9663\u5b50\u63d0\u4e86\u4e00\u500b\u6982\u5ff5\uff1aLLM Wiki\u2014\u2014\u628a wiki \u7684\u7d50\u69cb\u5316\u77e5\u8b58\u548c LLM \u7684\u8a9e\u8a00\u80fd\u529b\u7d50\u5408\uff0c\u8b93 AI \u4e0d\u53ea\u662f\u751f\u51fa\u770b\u4f3c\u5408\u7406\u7684\u6587\u5b57\uff0c\u800c\u662f\u57fa\u65bc\u4f60\u771f\u6b63\u5beb\u904e\u7684\u3001\u6574\u7406\u904e\u7684\u3001\u6c89\u6fb1\u904e\u7684\u77e5\u8b58\u4f86\u56de\u7b54\u554f\u984c\u3002<\/p>\n

      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