{"id":1325,"date":"2026-06-10T11:44:34","date_gmt":"2026-06-10T03:44:34","guid":{"rendered":"https:\/\/www.rayer.idv.tw\/blog\/?page_id=1325"},"modified":"2026-06-17T22:21:54","modified_gmt":"2026-06-17T14:21:54","slug":"llm-wiki-cloud","status":"publish","type":"post","link":"https:\/\/www.rayer.idv.tw\/blog\/?p=1325","title":{"rendered":"LLM Wiki Cloud MVP status"},"content":{"rendered":"<h1>LLM Wiki Cloud MVP status<\/h1>\n<blockquote><p>\ud83d\udea7 <strong>\u65bd\u5de5\u4e2d<\/strong> \u2014 \u6b63\u5728\u52aa\u529b\u5b8c\u6210MVP\u7684\u76ee\u6a19\uff0c\u6709\u4e9b\u6771\u897f\u9084\u6c92\u505a\u5b8c\u3002<a href=\"#\u76ee\u524d\u9032\u5ea6\">\u76ee\u524d\u9032\u5ea6\u770b\u9019\u908a<\/a><\/p>\n<p><strong>Demo<\/strong>\uff1a<a href=\"https:\/\/llm-wiki-frontend-mvp.vercel.app\">llm-wiki-frontend-mvp.vercel.app<\/a>\uff08\u524d\u7aef\uff09\uff5c BFF \u8dd1\u5728 irisnode k3s<\/p><\/blockquote>\n<hr \/>\n<h2>\u9019\u5230\u5e95\u662f\u4ec0\u9ebc<\/h2>\n<p>\u8001\u5be6\u8b1b\uff0c\u5c31\u662f\u4e00\u500b\u300cAI \u5e6b\u4f60\u7dad\u8b77\u77e5\u8b58\u5eab\u300d\u7684\u670d\u52d9\u3002<\/p>\n<p>\u4f60\u4e1f\u7d20\u6750\u9032\u53bb\uff08\u6587\u7ae0\u3001\u8ad6\u6587\u3001\u7b46\u8a18\u3001\u7db2\u9801\u5b58\u4e0b\u4f86\u7684\u5167\u5bb9\uff09\uff0c\u5b83\u81ea\u52d5\u5e6b\u4f60\u8b80\u61c2\u3001\u6d88\u5316\u3001\u91cd\u7d44\u6210\u7d50\u69cb\u5316\u7684 wiki\u3002\u7136\u5f8c\u4f60\u53ef\u4ee5\u7528\u81ea\u7136\u8a9e\u8a00\u554f\u5b83\u554f\u984c\uff0c\u5b83\u6703\u5f9e\u4f60\u7684 wiki \u88e1\u627e\u7b54\u6848\uff0c\u4e26\u4e14\u544a\u8a34\u4f60\u7b54\u6848\u662f\u5f9e\u54ea\u5e7e\u7bc7\u6587\u7ae0\u4f86\u7684\u2014\u2014\u9ede\u9032\u53bb\u5c31\u80fd\u770b\u539f\u6587\u3002<\/p>\n<p>\u6838\u5fc3\u60f3\u6cd5\u5f88\u7c21\u55ae\uff1a<strong>\u5148\u8b93 AI \u628a\u77e5\u8b58\u6574\u7406\u597d\uff0c\u518d\u8b93 AI \u5e6b\u4f60\u67e5\u3002<\/strong> \u4e0d\u662f\u90a3\u7a2e\u300c\u4e1f\u4e00\u5806\u6587\u4ef6\u9032\u53bb\u3001\u67e5\u8a62\u6642\u624d\u5306\u5306\u7ffb\u5e7e\u9801\u300d\u7684 RAG\u3002<\/p>\n<hr \/>\n<h2>\u70ba\u4ec0\u9ebc\u9019\u6a23\u505a<\/h2>\n<p>\u9019\u500b\u9ede\u5b50\u662f Andrej Karpathy 2024 \u5e74\u63d0\u51fa\u7684 LLM Wiki \u6982\u5ff5\u3002<\/p>\n<p>\u4ed6\u8aaa\u4e86\u4e00\u53e5\u6211\u5f88 buy \u7684\u8a71\uff1a\u50b3\u7d71 RAG \u5c31\u50cf\u5716\u66f8\u9928\u7684\u66f8\u5168\u90e8\u5806\u5728\u5730\u4e0a\uff0c\u6bcf\u6b21\u6709\u4eba\u554f\u554f\u984c\u624d\u5306\u5306\u7ffb\u5e7e\u9801\u2014\u2014\u904b\u6c23\u597d\u627e\u5230\u76f8\u95dc\u6bb5\u843d\uff0c\u904b\u6c23\u4e0d\u597d\u6f0f\u6389\u95dc\u9375\u4e0a\u4e0b\u6587\u3002<\/p>\n<p>LLM Wiki \u7684\u505a\u6cd5\u76f8\u53cd\uff1a\u7d20\u6750\u9032\u4f86\u7684\u7576\u4e0b\uff0c\u5c31\u8b93 LLM \u8b80\u61c2\u3001\u6d88\u5316\u3001\u91cd\u5beb\u6210\u7d50\u69cb\u5316\u77e5\u8b58\u3002\u67e5\u8a62\u6642\u6574\u7bc7\u76f8\u95dc\u6587\u7ae0\u76f4\u63a5\u9935\u7d66 LLM\uff0c\u4e0d\u7528 chunk\u3001\u4e0d\u7528 embedding\u3001\u4e0d\u7528\u64d4\u5fc3 retrieval \u6f0f\u6389\u4ec0\u9ebc\u3002<\/p>\n<p>\u8aaa\u771f\u7684\uff0c\u6211\u81ea\u5df1\u7528\u4e86 OLW \u534a\u5e74\u591a\uff0c\u6700\u6df1\u7684\u9ad4\u611f\u5c31\u662f\u9019\u500b\uff1a<strong>compile \u7684\u6210\u672c\u662f\u4e00\u6b21\u6027\u7684\uff0c\u4f46 query \u7684\u54c1\u8cea\u662f\u6c38\u4e45\u7684\u3002<\/strong> \u8ddf RAG \u90a3\u7a2e\u6bcf\u6b21\u67e5\u8a62\u90fd\u5728\u8ced retrieval \u54c1\u8cea\u7684\u9ad4\u9a57\u5b8c\u5168\u4e0d\u4e00\u6a23\u3002<\/p>\n<table>\n<thead>\n<tr>\n<th><\/th>\n<th>RAG<\/th>\n<th>LLM Wiki<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>LLM \u4ec0\u9ebc\u6642\u5019\u5de5\u4f5c<\/strong><\/td>\n<td>\u6bcf\u6b21\u67e5\u8a62\u90fd\u8981\u8dd1<\/td>\n<td>\u7d20\u6750\u9032\u5eab\u6642\u8dd1\u4e00\u6b21<\/td>\n<\/tr>\n<tr>\n<td><strong>\u77e5\u8b58\u7684\u72c0\u614b<\/strong><\/td>\n<td>\u539f\u59cb\u7d20\u6750\uff0c\u6c92\u6d88\u5316<\/td>\n<td>\u7d50\u69cb\u5316 wiki\uff0c\u5df2\u91cd\u7d44<\/td>\n<\/tr>\n<tr>\n<td><strong>\u67e5\u8a62\u7684\u6642\u5019<\/strong><\/td>\n<td>\u5411\u91cf\u6aa2\u7d22 \u2192 \u6488\u788e\u7247 \u2192 \u62fc\u7b54\u6848<\/td>\n<td>grep \u627e\u6587\u7ae0 \u2192 \u6574\u7bc7\u9935 LLM<\/td>\n<\/tr>\n<tr>\n<td><strong>LLM \u770b\u5230\u7684<\/strong><\/td>\n<td>\u5e7e\u500b chunk\uff08\u53ef\u80fd\u7f3a\u4e0a\u4e0b\u6587\uff09<\/td>\n<td>\u6574\u7bc7\u6587\u7ae0\uff08\u8108\u7d61\u5b8c\u6574\uff09<\/td>\n<\/tr>\n<tr>\n<td><strong>\u6771\u897f\u8b8a\u591a\u7684\u6642\u5019<\/strong><\/td>\n<td>\u6aa2\u7d22\u54c1\u8cea\u4e0b\u964d\uff0c\u8d8a\u96e3\u627e\u5230\u5c0d\u7684<\/td>\n<td>\u77e5\u8b58\u7db2\u8def\u8d8a\u5bc6\uff0c\u8d8a\u6709\u50f9\u503c<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<hr \/>\n<h2>\u8ddf NotebookLM \u6bd4<\/h2>\n<p>NotebookLM \u662f Google \u7684 AI \u7b46\u8a18\u5de5\u5177\u3002\u529f\u80fd\u5f88\u5f37\uff0cUI \u5f88\u6f02\u4eae\uff0c\u4f46\u6709\u4e00\u500b\u6211\u89ba\u5f97\u662f\u7d50\u69cb\u6027\u9650\u5236\u7684\u6771\u897f\uff1a<strong>50 \u7bc7\u4e0a\u9650<\/strong>\u3002<\/p>\n<p>\u6211\u7684 LifestyleWiki \u76ee\u524d 303 \u689d\u76ee\u3002\u76f4\u63a5\u5361\u6b7b\u3002<\/p>\n<table>\n<thead>\n<tr>\n<th><\/th>\n<th>NotebookLM<\/th>\n<th>LLM Wiki Cloud<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>\u5bb9\u91cf<\/strong><\/td>\n<td>50 sources \/ notebook<\/td>\n<td>GCS \u5e7e\u4e4e\u7121\u9650<\/td>\n<\/tr>\n<tr>\n<td><strong>\u8de8\u4f86\u6e90\u67e5\u8a62<\/strong><\/td>\n<td>\u55ae notebook \u5167<\/td>\n<td>\u5168\u5eab<\/td>\n<\/tr>\n<tr>\n<td><strong>\u5165\u5eab\u65b9\u5f0f<\/strong><\/td>\n<td>\u624b\u52d5\u4e0a\u50b3\u6587\u4ef6<\/td>\n<td>Pipeline \u81ea\u52d5\u5316\uff08\u8cbc\u6587\u5c31 compile\uff09<\/td>\n<\/tr>\n<tr>\n<td><strong>\u77e5\u8b58\u7d50\u69cb<\/strong><\/td>\n<td>\u6587\u4ef6\u5217\u8868<\/td>\n<td>wiki \u6587\u7ae0 + concept + \u5167\u90e8\u9023\u7d50<\/td>\n<\/tr>\n<tr>\n<td><strong>\u7d2f\u7a4d\u6548\u679c<\/strong><\/td>\n<td>\u7dda\u6027\uff08\u6bcf\u500b notebook \u7368\u7acb\u7684\uff09<\/td>\n<td>\u8907\u5229\uff08\u8d8a\u591a interconnect \u8d8a\u5bc6\uff09<\/td>\n<\/tr>\n<tr>\n<td><strong>API key<\/strong><\/td>\n<td>Google \u51fa\u7b97\u529b<\/td>\n<td>\u4f60\u81ea\u5df1\u7684 key<\/td>\n<\/tr>\n<tr>\n<td><strong>\u8cc7\u6599<\/strong><\/td>\n<td>\u5728 Google \u4f3a\u670d\u5668<\/td>\n<td>\u5728\u4f60\u7684 GCS bucket<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u4e00\u53e5\u8a71\uff1aNotebookLM \u662f\u300cAI \u5e6b\u4f60\u8b80 50 \u7bc7\u6587\u4ef6\u300d\uff0cLLM Wiki Cloud \u662f\u300cAI \u5e6b\u4f60\u990a\u4e00\u5957\u6d3b\u7684\u77e5\u8b58\u5eab\u300d\u3002\u524d\u8005\u6709\u5929\u82b1\u677f\uff0c\u5f8c\u8005\u6c92\u6709\u3002<\/p>\n<hr \/>\n<h2>\u8ddf RAG \u8cc7\u6599\u5eab\u6bd4<\/h2>\n<p>\u5e02\u9762\u4e0a\u5f88\u591a RAG \u77e5\u8b58\u5eab\uff08Anything LLM\u3001Dify\u3001ChatPDF\u2026\uff09\u3002\u5b83\u5011\u7684\u505a\u6cd5\u5e7e\u4e4e\u4e00\u6a23\uff1a\u4e1f\u6587\u4ef6 \u2192 chunk \u2192 embedding \u2192 vector DB \u2192 \u67e5\u8a62\u6642\u6aa2\u7d22 \u2192 LLM \u56de\u7b54\u3002<\/p>\n<p>\u6211\u4e0d\u7981\u601d\u8003\uff0c\u9019\u67b6\u69cb\u6709\u4e09\u500b\u6211\u89ba\u5f97\u5f88\u81f4\u547d\u7684\u554f\u984c\uff1a<\/p>\n<h3>Chunking \u628a\u4e0a\u4e0b\u6587\u5207\u721b\u4e86<\/h3>\n<p>\u4e00\u7bc7\u6587\u7ae0\u5207\u6210 500-token \u7684 chunk\uff0c\u6bcf\u500b chunk \u90fd\u4e0d\u77e5\u9053\u81ea\u5df1\u524d\u5f8c\u662f\u4ec0\u9ebc\u3002LLM \u770b\u5230\u7684\u662f\u4e00\u5806\u788e\u7247\uff0c\u554f\u5b83\u4e00\u500b\u9700\u8981\u8de8\u6bb5\u843d\u7406\u89e3\u7684\u554f\u984c\uff0c\u5b83\u53ef\u80fd\u628a\u5169\u6bb5\u4e0d\u76f8\u5e72\u7684\u62fc\u5728\u4e00\u8d77\u3002<\/p>\n<p>LLM Wiki \u4e0d\u5207\u3002compile \u7684\u6642\u5019 LLM \u6574\u7bc7\u8b80\u61c2\u3001\u91cd\u5beb\u6210\u66f4\u6709\u7d50\u69cb\u7684\u7248\u672c\u3002\u67e5\u8a62\u6642\u6574\u7bc7\u9935\uff0c\u8108\u7d61\u662f\u5b8c\u6574\u7684\u3002<\/p>\n<h3>Retrieval \u662f\u74f6\u9838\uff0c\u800c\u4e14\u4f60\u9084\u770b\u4e0d\u5230\u5b83\u5728\u5e79\u561b<\/h3>\n<p>\u5411\u91cf\u6aa2\u7d22\u7684\u54c1\u8cea\u76f4\u63a5\u7b49\u65bc\u7b54\u6848\u7684\u54c1\u8cea\u3002\u4f46 embedding \u662f\u9ed1\u76d2\u5b50\u2014\u2014\u76f8\u95dc\u7684\u6c92 match \u5230\uff0c\u4f60\u4e0d\u77e5\u9053\uff1b\u4e0d\u76f8\u5e72\u7684 match \u5230\u4e86\uff0c\u4f60\u4e5f\u4e0d\u77e5\u9053\u3002\u53ea\u80fd\u76f8\u4fe1\u90a3\u500b\u5206\u6578\u3002<\/p>\n<p>LLM Wiki \u7528 grep\u3002\u95dc\u9375\u5b57\u5339\u914d\u6bd4\u5411\u91cf\u66f4\u53ef\u9810\u6e2c\uff0c\u4e5f\u66f4\u5bb9\u6613 debug\u2014\u2014\u4f60\u7528\u4e00\u6a23\u7684\u95dc\u9375\u5b57\u641c\uff0c\u4e00\u5b9a\u62ff\u5230\u4e00\u6a23\u7684\u7d50\u679c\u3002<\/p>\n<h3>\u77e5\u8b58\u4e0d\u6703\u7d2f\u7a4d<\/h3>\n<p>RAG \u8cc7\u6599\u5eab = \u4e00\u5806\u539f\u59cb\u6587\u4ef6\u7684 embedding\u3002\u52a0\u8d8a\u591a\u6587\u4ef6\uff0c\u6aa2\u7d22\u96dc\u8a0a\u8d8a\u591a\u3002\u77e5\u8b58\u91cf\u8ddf\u54c1\u8cea\u6210\u53cd\u6bd4\u3002\u9019\u5f88\u8af7\u523a\u2014\u2014\u4f60\u82b1\u6642\u9593\u7d2f\u7a4d\u77e5\u8b58\uff0c\u7cfb\u7d71\u537b\u8d8a\u96e3\u5e6b\u4f60\u627e\u5230\u5c0d\u7684\u6771\u897f\u3002<\/p>\n<p>LLM Wiki \u7684\u77e5\u8b58\u5eab = compile \u904e\u7684 wiki\u3002\u52a0\u8d8a\u591a\u6587\u7ae0\uff0cconcept \u4e4b\u9593\u7684\u9023\u7d50\u8d8a\u5bc6\u3002\u77e5\u8b58\u91cf\u8ddf\u54c1\u8cea\u662f\u6b63\u76f8\u95dc\u7684\u3002<\/p>\n<hr \/>\n<h2>\u600e\u9ebc\u505a<\/h2>\n<h3>Pipeline\uff1a\u7d20\u6750 \u2192 wiki<\/h3>\n<div class=\"codehilite\">\n<pre><code>raw\/*.md  \u2192  OLW ingest  \u2192  OLW compile  \u2192  wiki\/source\/*.md\n                                              wiki\/concept\/*.md\n<\/code><\/pre>\n<\/div>\n<p>OLW\uff08obsidian-llm-wiki\uff09\u662f\u6211\u81ea\u5df1\u7528\u4e86\u4e00\u5e74\u591a\u7684 CLI \u5de5\u5177\u3002\u8b80 raw markdown \u2192 LLM \u7406\u89e3\u91cd\u7d44 \u2192 \u8f38\u51fa\u7d50\u69cb\u5316 wiki \u6587\u7ae0 + concept \u689d\u76ee\u3002\u5168\u90e8\u7684 LLM \u5de5\u4f5c\u5728 compile \u6642\u505a\u5b8c\uff0c\u67e5\u8a62\u7684\u6642\u5019\u9664\u4e86\u6700\u5f8c\u7684 synthesis \u4e4b\u5916\u96f6 LLM \u6210\u672c\u3002<\/p>\n<h3>Query\uff1a\u4e0d\u53ea\u662f Q&amp;A<\/h3>\n<div class=\"codehilite\">\n<pre><code>\u4f60\u554f\uff1a\u300cRAG \u8ddf LLM Wiki \u7684\u6838\u5fc3\u5dee\u7570\u662f\u4ec0\u9ebc\uff1f\u300d\n     \u2502\n     \u25bc\nBFF \u7528 grep \u641c wiki\/source\/ + wiki\/concept\/\n     \u2502\n     \u25bc\n\u53d6 top 3-5 \u7bc7\u6574\u7bc7\u6587\u7ae0\n     \u2502\n     \u25bc\n\u6574\u7bc7\u9935 LLM \u2192 \u751f\u6210\u7b54\u6848\uff0c\u9644 citations \u9023\u56de\u539f\u6587\n<\/code><\/pre>\n<\/div>\n<p>\u4e0d chunk\u3001\u4e0d embedding\u3001\u4e0d\u7528 vector DB\u3002LLM \u770b\u5230\u7684\u662f\u5b8c\u6574\u6587\u7ae0\u3002<\/p>\n<h3>\u7b54\u6848\u4e0d\u53ea\u662f\u7b54\u6848\uff0c\u662f\u5165\u53e3<\/h3>\n<p>\u9019\u8ddf\u4e00\u822c AI chatbot \u6700\u5927\u7684\u5dee\u5225\uff1a\u4f60\u62ff\u5230\u7b54\u6848\u4e4b\u5f8c\uff0c\u53ef\u4ee5\u6cbf\u8457 citation \u8ffd\u56de\u53bb\u770b\u539f\u6587\u3002\u800c\u4e14\u539f\u6587\u4e0d\u662f\u7d42\u9ede\u2014\u2014wiki \u88e1\u9762\u7684 concept \u5f7c\u6b64\u6709\u9023\u7d50\uff0c\u4f60\u53ef\u4ee5\u5f9e\u4e00\u7bc7\u6587\u7ae0\u901b\u5230\u76f8\u95dc\u4e3b\u984c\u3002<\/p>\n<div class=\"codehilite\">\n<pre><code>\ud83e\udd16 AI Answer\n\u300cRAG \u5728\u67e5\u8a62\u6642\u624d\u5f9e\u539f\u59cb\u7d20\u6750\u6488\u7247\u6bb5\uff0c\n  LLM Wiki \u5247\u5728\u7d20\u6750\u5165\u5eab\u6642\u5c31\u8b93 LLM \u8b80\u61c2\u3001\n  \u91cd\u5beb\u6210\u7d50\u69cb\u5316 wiki [1]\u3002\u300d\n\n\ud83d\udcce [1] RAG-vs-LLM-Wiki  \u2190 \u9ede\u9032\u53bb\u5c31\u662f\u90a3\u7bc7 wiki \u6587\u7ae0\n                        \u770b\u5b8c\u9084\u53ef\u4ee5\u5f9e concept \u9023\u7d50\u901b\u4e0b\u53bb\n<\/code><\/pre>\n<\/div>\n<p>\u4e09\u500b\u95dc\u9375\uff1a<\/p>\n<ul>\n<li><strong>LLM \u5408\u6210<\/strong>\uff1a\u7b54\u6848\u4e0d\u662f\u95dc\u9375\u5b57\u5339\u914d\u7684\u7d50\u679c\uff0c\u662f LLM \u8b80\u5b8c\u76f8\u95dc wiki \u6587\u7ae0\u5f8c\u7528\u81ea\u5df1\u7684\u8a71\u7e3d\u7d50\u7684<\/li>\n<li><strong>Citation \u6eaf\u6e90<\/strong>\uff1a\u6bcf\u53e5\u8ad6\u9ede\u90fd\u6a19\u4f86\u6e90\uff0c\u9ede\u64ca\u76f4\u9054\u539f\u59cb wiki \u9801\u9762\u3002trust but verify<\/li>\n<li><strong>Wiki \u63a2\u7d22<\/strong>\uff1a\u9ede\u9032 citation \u4e4b\u5f8c\u4e0d\u662f\u6b7b\u8def\u2014\u2014\u5f9e concept \u9023\u7d50\u7e7c\u7e8c\u901b\u6574\u500b\u77e5\u8b58\u5eab<\/li>\n<\/ul>\n<p>NotebookLM \u6703\u7d66\u4f60\u5f15\u7528\uff0c\u4f46\u4f60\u6c92\u8fa6\u6cd5\u6cbf\u8457\u5f15\u7528\u901b\u6574\u500b\u77e5\u8b58\u5eab\uff08\u5b83\u6c92\u6709 wiki \u7d50\u69cb\uff09\u3002RAG \u8cc7\u6599\u5eab\u6703\u7d66\u4f60\u7247\u6bb5\u62fc\u6e4a\u7684\u7b54\u6848\uff0c\u4f46\u6c92\u6709\u5b8c\u6574\u539f\u6587\u53ef\u4ee5\u56de\u982d\u8b80\u3002LLM Wiki Cloud \u5169\u500b\u90fd\u8981\u3002<\/p>\n<h3>\u5169\u7a2e\u67e5\u8a62\u6a21\u5f0f<\/h3>\n<p>\u770b\u4f60\u8981\u5b8c\u5168\u4fe1\u4efb wiki\uff0c\u9084\u662f\u8b93 LLM \u81ea\u7531\u88dc\u5145\uff1a<\/p>\n<table>\n<thead>\n<tr>\n<th>Mode<\/th>\n<th>\u884c\u70ba<\/th>\n<th>\u4ec0\u9ebc\u6642\u5019\u7528<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>Wiki Only<\/strong><\/td>\n<td>\u53ea\u7528 wiki \u5167\u5bb9\u56de\u7b54\u3002wiki \u88e1\u6c92\u6709\u7684\u5c31\u8aaa\u300c\u6211\u4e0d\u77e5\u9053\u300d\u3002\u6bcf\u53e5\u8a71\u90fd cite<\/td>\n<td>\u4f60\u8981\u96f6\u5e7b\u89ba\u7684\u6642\u5019\u2014\u2014\u6bcf\u500b\u4e3b\u5f35\u90fd\u6709 wiki \u6587\u7ae0\u80cc\u66f8<\/td>\n<\/tr>\n<tr>\n<td><strong>Full<\/strong><\/td>\n<td>wiki \u7576\u57fa\u790e\uff0cLLM \u53ef\u88dc\u5145\u5916\u90e8\u77e5\u8b58\u3002wiki \u4f86\u7684\u6703 cite\uff0c\u5916\u90e8\u7684\u4e0d cite<\/td>\n<td>\u4f60\u8981\u6700\u5b8c\u6574\u7b54\u6848\u7684\u6642\u5019\u2014\u2014wiki \u6c92 cover \u7684\u8b93 LLM \u88dc<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<div class=\"codehilite\">\n<pre><code>Wiki Only:  \u300c\u6839\u64da\u4f60\u7684 wiki\uff0cRAG \u7684\u505a\u6cd5\u662f\u5148\u505a embedding [1]...\u300d\n            \u2514\u2500 \u5168\u90e8\u90fd\u6709 citation\n\nFull:       \u300c\u4f60\u7684 wiki \u63d0\u5230 RAG \u7528 embedding [1]\u3002\n             \u88dc\u5145\u4e00\u4e0b\uff0c2026 \u6709\u4e9b\u5718\u968a\u958b\u59cb\u7528 late interaction\n             \u53d6\u4ee3 embedding...\u300d\n            \u2514\u2500 [1] \u4f86\u81ea wiki\uff0c\u88dc\u5145\u6bb5\u843d\u662f LLM \u5916\u90e8\u77e5\u8b58\n<\/code><\/pre>\n<\/div>\n<p>\u91cd\u9ede\u662f<strong>\u53ef\u8ffd\u6eaf<\/strong>\u2014\u2014\u4f60\u6c38\u9060\u77e5\u9053\u7b54\u6848\u7684\u6bcf\u4e00\u53e5\u8a71\u662f\u5f9e wiki \u4f86\u7684\u3001\u9084\u662f LLM \u81ea\u5df1\u8b1b\u7684\u3002<\/p>\n<h3>\u6280\u8853\u68e7<\/h3>\n<table>\n<thead>\n<tr>\n<th>\u5c64<\/th>\n<th>\u7528\u4ec0\u9ebc<\/th>\n<th>\u8aaa\u660e<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Pipeline<\/td>\n<td>Cloud Run Job (Python)<\/td>\n<td>OLW CLI + GCS sync<\/td>\n<\/tr>\n<tr>\n<td>BFF<\/td>\n<td>Go + Gin (Cloud Run)<\/td>\n<td>grep search + LLM synthesis<\/td>\n<\/tr>\n<tr>\n<td>Frontend<\/td>\n<td>Next.js 16 (Vercel)<\/td>\n<td>Query + Browse<\/td>\n<\/tr>\n<tr>\n<td>Storage<\/td>\n<td>GCS<\/td>\n<td><code>users\/{uid}\/projects\/{pid}\/<\/code><\/td>\n<\/tr>\n<tr>\n<td>Lock<\/td>\n<td>Firestore<\/td>\n<td>\u907f\u514d concurrent worker \u6253\u67b6<\/td>\n<\/tr>\n<tr>\n<td>LLM<\/td>\n<td>DeepSeek<\/td>\n<td>compile: v4-pro \/ query: v4-pro<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<hr \/>\n<h2>\u76ee\u524d\u9032\u5ea6<\/h2>\n<table>\n<thead>\n<tr>\n<th>\u6a21\u7d44<\/th>\n<th>\u72c0\u614b<\/th>\n<th>\u8aaa\u660e<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>Pipeline worker<\/strong><\/td>\n<td>\u2705<\/td>\n<td>Cloud Run Job\uff0c\u624b\u52d5\u89f8\u767c<\/td>\n<\/tr>\n<tr>\n<td><strong>BFF<\/strong><\/td>\n<td>\u2705<\/td>\n<td>6 endpoints + LLM query + citations<\/td>\n<\/tr>\n<tr>\n<td><strong>Frontend<\/strong><\/td>\n<td>\u2705<\/td>\n<td>Query tab + Browse tab + AI answer<\/td>\n<\/tr>\n<tr>\n<td><strong>Storage<\/strong><\/td>\n<td>\u2705<\/td>\n<td>GCS multi-tenant\uff0cdemo project \u6709 300+ \u689d\u76ee<\/td>\n<\/tr>\n<tr>\n<td><strong>Worker \u53c3\u6578\u5316<\/strong><\/td>\n<td>\u274c<\/td>\n<td>\u76ee\u524d\u5beb\u6b7b test-user\/demo\uff0c\u8981\u6539\u6210\u52d5\u614b<\/td>\n<\/tr>\n<tr>\n<td><strong>Pipeline API<\/strong><\/td>\n<td>\u274c<\/td>\n<td>BFF \u9084\u6c92\u6709\u4e0a\u50b3 raw \/ \u89f8\u767c pipeline \u7684 endpoint<\/td>\n<\/tr>\n<tr>\n<td><strong>Manage UI<\/strong><\/td>\n<td>\u274c<\/td>\n<td>\u524d\u7aef\u9084\u6c92\u6709 Manage tab<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>mvp-1 \u5269\u4ec0\u9ebc<\/h3>\n<ol>\n<li>BFF \u52a0 <code>POST \/api\/raw<\/code> \u548c <code>POST \/api\/pipeline\/run<\/code><\/li>\n<li>Worker \u652f\u63f4\u52d5\u614b UID\/PID<\/li>\n<li>Frontend Manage tab\uff08\u8cbc raw + \u89f8\u767c compile + \u770b\u72c0\u614b\uff09<\/li>\n<li>End-to-end \u9a57\u8b49\uff1a\u4e1f\u4e00\u7bc7 raw \u2192 compile \u2192 wiki \u51fa\u73fe \u2192 query \u6253\u5f97\u5230<\/li>\n<li>\u4e09\u500b repo \u6253 mvp-1 tag<\/li>\n<\/ol>\n<hr \/>\n<h2>\u540d\u5b57\u7684\u7531\u4f86<\/h2>\n<ul>\n<li><strong>LLM<\/strong> \u2014 \u6838\u5fc3\u80fd\u529b<\/li>\n<li><strong>Wiki<\/strong> \u2014 \u7522\u51fa\u662f\u7d50\u69cb\u5316\u3001\u53ef\u901b\u3001\u5167\u90e8\u6709\u9023\u7d50\u7684\u77e5\u8b58\u5eab<\/li>\n<li><strong>Cloud<\/strong> \u2014 \u96f2\u7aef\uff0c\u4efb\u4f55\u88dd\u7f6e\u90fd\u80fd\u7528<\/li>\n<\/ul>\n<p>\u8ddf OLW \u7684\u95dc\u4fc2\uff1aOLW \u662f local CLI\uff0cLLM Wiki Cloud \u662f\u5b83\u7684\u96f2\u7aef\u7248\u3002\u540c\u4e00\u5957 compile \u908f\u8f2f\uff0c\u5f9e\u672c\u6a5f Obsidian vault \u642c\u5230 GCS\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4e00\u500b\u57fa\u65bc Karpathy LLM Wiki \u54f2\u5b78\u7684\u96f2\u7aef\u77e5\u8b58\u5eab\u670d\u52d9\u3002\u628a\u7d20\u6750\u4e1f\u9032\u53bb\uff0cAI \u81ea\u52d5\u8b80\u61c2\u3001\u91cd\u7d44\u6210\u7d50\u69cb\u5316 wiki\uff0c\u7136\u5f8c\u4f60\u53ef\u4ee5\u7528\u81ea\u7136\u8a9e\u8a00\u67e5\u8a62\u6574\u500b\u77e5\u8b58\u5eab\u2014\u2014\u6bcf\u500b\u7b54\u6848\u90fd\u6709 citation\uff0c\u9ede\u64ca\u5c31\u80fd\u8ffd\u56de\u539f\u59cb\u6587\u7ae0\u3002\u8ddf RAG \u6700\u5927\u7684\u5dee\u5225\uff1a\u4e0d\u662f\u67e5\u8a62\u6642\u624d\u5306\u5306\u7ffb\u5e7e\u9801\uff0c\u800c\u662f\u5165\u5eab\u7576\u4e0b\u5c31\u8b93 LLM \u628a\u77e5\u8b58\u6574\u7406\u597d\u3002<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":false,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2},"jetpack_post_was_ever_published":false},"categories":[184,38,84],"tags":[201,195,200,198,199,202],"class_list":["post-1325","post","type-post","status-publish","format-standard","hentry","category-ai","category-code","category-84","tag-karpathy","tag-llm","tag-olw","tag-rag","tag-wiki","tag-202"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.8 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>LLM Wiki Cloud MVP status - Fox Nest<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.rayer.idv.tw\/blog\/?p=1325\" \/>\n<meta property=\"og:locale\" content=\"zh_TW\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"LLM Wiki Cloud MVP status - Fox Nest\" \/>\n<meta property=\"og:description\" content=\"\u4e00\u500b\u57fa\u65bc Karpathy LLM Wiki \u54f2\u5b78\u7684\u96f2\u7aef\u77e5\u8b58\u5eab\u670d\u52d9\u3002\u628a\u7d20\u6750\u4e1f\u9032\u53bb\uff0cAI \u81ea\u52d5\u8b80\u61c2\u3001\u91cd\u7d44\u6210\u7d50\u69cb\u5316 wiki\uff0c\u7136\u5f8c\u4f60\u53ef\u4ee5\u7528\u81ea\u7136\u8a9e\u8a00\u67e5\u8a62\u6574\u500b\u77e5\u8b58\u5eab\u2014\u2014\u6bcf\u500b\u7b54\u6848\u90fd\u6709 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content=\"\u9810\u4f30\u95b1\u8b80\u6642\u9593\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 \u5206\u9418\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/www.rayer.idv.tw\\\/blog\\\/?p=1325#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.rayer.idv.tw\\\/blog\\\/?p=1325\"},\"author\":{\"name\":\"Rayer\",\"@id\":\"https:\\\/\\\/www.rayer.idv.tw\\\/blog\\\/#\\\/schema\\\/person\\\/498379badb270198fef0edd6b06a5bd7\"},\"headline\":\"LLM Wiki Cloud MVP 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