\n| LangMem<\/td>\n | \u7a0b\u5e8f\u8bb0\u5fc6\u6539\u5199\uff0c\u6df1\u5ea6\u7ed1\u5b9a LangGraph<\/td>\n | LangChain \u751f\u6001<\/td>\n | \u7b2c\u4e09\u65b9\u57fa\u51c6 p95 \u5ef6\u8fdf 59.82s<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/span>4.2 \u80fd\u529b\u77e9\u9635\u5bf9\u6bd4<\/span><\/h3>\n\n\n\n| \u80fd\u529b\u7ef4\u5ea6<\/th>\n | Zep<\/th>\n | Mem0<\/th>\n | Letta<\/th>\n | LangMem<\/th>\n<\/tr>\n<\/thead>\n | \n\n| \u65f6\u5e8f\u63a8\u7406\uff08\u4e8b\u5b9e\u8fc7\u671f\u5904\u7406\uff09<\/td>\n | \u539f\u751f\u652f\u6301<\/td>\n | \u90e8\u5206\u652f\u6301<\/td>\n | \u4e0d\u652f\u6301<\/td>\n | \u4e0d\u652f\u6301<\/td>\n<\/tr>\n | \n| Agent \u81ea\u4e3b\u7f16\u8f91\u8bb0\u5fc6<\/td>\n | \u6709\u9650<\/td>\n | \u63d0\u53d6\/\u66f4\u65b0<\/td>\n | \u6838\u5fc3\u80fd\u529b<\/td>\n | \u542b\u7a0b\u5e8f\u8bb0\u5fc6<\/td>\n<\/tr>\n | \n| \u6846\u67b6\u8026\u5408\u5ea6<\/td>\n | \u4e2d\u7b49<\/td>\n | \u6846\u67b6\u65e0\u5173<\/td>\n | \u8fd0\u884c\u65f6\u8026\u5408<\/td>\n | \u5f3a\u7ed1 LangGraph<\/td>\n<\/tr>\n | \n| \u90e8\u7f72\u9009\u9879<\/td>\n | \u6258\u7ba1 + \u90e8\u5206\u81ea\u6258\u7ba1<\/td>\n | \u6258\u7ba1 + \u81ea\u6258\u7ba1<\/td>\n | Docker \u81ea\u6258\u7ba1<\/td>\n | \u6258\u7ba1<\/td>\n<\/tr>\n | \n| \u5408\u89c4\u8ba4\u8bc1<\/td>\n | SOC2\/HIPAA<\/td>\n | SOC2\/HIPAA\/BYOK<\/td>\n | \u65e0<\/td>\n | \u53d6\u51b3\u4e8e\u90e8\u7f72<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/span>4.3 \u9009\u62e9\u5efa\u8bae<\/span><\/h3>\n\u4f4e\u5ef6\u8fdf\u4ea4\u4e92\u573a\u666f\uff08\u5982\u5b9e\u65f6\u5ba2\u670d\uff09\u4f18\u5148\u8bc4\u4f30 Mem0 \u6216 Zep\uff1b\u9700\u8981 Agent \u81ea\u4e3b\u8fdb\u5316\u884c\u4e3a\u903b\u8f91\u65f6\u8003\u8651 Letta\uff1b\u5df2\u6df1\u5ea6\u91c7\u7528 LangChain \u6280\u672f\u6808\u4e14\u53ef\u63a5\u53d7\u8f83\u9ad8\u5ef6\u8fdf\u7684\u9879\u76ee\u53ef\u9009 LangMem\u3002\u533b\u7597\u3001\u91d1\u878d\u7b49\u5f3a\u5408\u89c4\u9886\u57df\uff0cZep \u7684\u8ba4\u8bc1\u4f53\u7cfb\u66f4\u5177\u8bf4\u670d\u529b\u3002<\/p>\n <\/span>\u4e94\u3001\u4f01\u4e1a RAG \u6846\u67b6\u8d5b\u9053<\/span><\/h2>\n![\"AI](\"https:\/\/blogcdn.ones-ai.cn\/blog\/uploads\/2026\/04\/bc7888fdf377_Document360-\u4ea7\u54c1\u56fe-scaled-1.png\") <\/p>\n
\u8be5\u8d5b\u9053\u5c06\u975e\u7ed3\u6784\u5316\u6587\u6863\u8f6c\u5316\u4e3a\u53ef\u4f9b\u5927\u6a21\u578b\u5f15\u7528\u7684\u7ed3\u6784\u5316\u77e5\u8bc6\uff0c\u652f\u6491\u95ee\u7b54\u3001\u6458\u8981\u3001\u5206\u6790\u7b49\u5e94\u7528\u573a\u666f\u3002<\/p>\n <\/span>5.1 \u4ea7\u54c1\u6982\u89c8<\/span><\/h3>\n\n\n\n| \u4ea7\u54c1<\/th>\n | \u8bbe\u8ba1\u91cd\u5fc3<\/th>\n | \u534f\u8bae<\/th>\n | \u793e\u533a\u89c4\u6a21\uff08\u7ea6\uff09<\/th>\n<\/tr>\n<\/thead>\n | \n\n| WeKnora<\/td>\n | \u4e09\u6a21\u5f0f\u4e00\u4f53\uff0c\u964d\u4f4e\u5165\u95e8\u95e8\u69db<\/td>\n | MIT<\/td>\n | \u2014<\/td>\n<\/tr>\n | \n| Yuxi\uff08\u8bed\u6790\uff09<\/td>\n | \u5168\u6808\u667a\u80fd\u4f53\u5e73\u53f0\uff0c\u6c99\u76d2\u9694\u79bb<\/td>\n | MIT<\/td>\n | \u2014<\/td>\n<\/tr>\n | \n| Dify<\/td>\n | \u53ef\u89c6\u5316\u7f16\u6392\uff0c\u751f\u6001\u5e7f\u5ea6<\/td>\n | Apache-2.0 \u884d\u751f<\/td>\n | 154K+ Stars<\/td>\n<\/tr>\n | \n| RAGFlow<\/td>\n | \u6587\u6863\u89e3\u6790\u7cbe\u5ea6\uff0c\u590d\u6742\u7248\u5f0f\u8fd8\u539f<\/td>\n | Apache-2.0<\/td>\n | \u9ad8<\/td>\n<\/tr>\n | \n| QAnything<\/td>\n | \u8de8\u8bed\u8a00\u68c0\u7d22\uff0c\u5168\u79bb\u7ebf\u8fd0\u884c<\/td>\n | AGPL-3.0<\/td>\n | \u4e2d<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/span>5.2 \u5173\u952e\u80fd\u529b\u5dee\u5f02<\/span><\/h3>\n\n\n\n| \u7ef4\u5ea6<\/th>\n | WeKnora<\/th>\n | Yuxi<\/th>\n | Dify<\/th>\n | RAGFlow<\/th>\n | QAnything<\/th>\n<\/tr>\n<\/thead>\n | \n\n| \u4e0a\u624b\u96be\u5ea6<\/td>\n | \u6700\u4f4e<\/td>\n | \u9ad8<\/td>\n | \u4f4e-\u4e2d<\/td>\n | \u4e2d<\/td>\n | \u4e2d<\/td>\n<\/tr>\n | \n| \u6587\u6863\u89e3\u6790\u6df1\u5ea6<\/td>\n | \u4e2d\u7b49<\/td>\n | \u4e2d\u7b49<\/td>\n | \u4e2d\u7b49<\/td>\n | \u6700\u5f3a\uff08DeepDoc\uff09<\/td>\n | \u5f3a\uff08\u4e2d\u6587\u4f18\u5316\uff09<\/td>\n<\/tr>\n | \n| Agent \u7f16\u6392<\/td>\n | \u4e2d\u7b49<\/td>\n | \u5f3a\uff08\u6c99\u76d2\u9694\u79bb\uff09<\/td>\n | \u5f3a<\/td>\n | v0.20+ \u652f\u6301<\/td>\n | \u4e0d\u652f\u6301<\/td>\n<\/tr>\n | \n| \u4ee3\u7801\u6267\u884c\u6c99\u76d2<\/td>\n | \u4e0d\u652f\u6301<\/td>\n | \u72ec\u6709<\/td>\n | \u63d2\u4ef6<\/td>\n | v0.25+ Agent \u6c99\u76d2<\/td>\n | \u4e0d\u652f\u6301<\/td>\n<\/tr>\n | \n| \u79c1\u6709\u5316\u90e8\u7f72<\/td>\n | \u652f\u6301<\/td>\n | \u652f\u6301<\/td>\n | \u652f\u6301<\/td>\n | \u652f\u6301<\/td>\n | \u5168\u79bb\u7ebf<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/span>5.3 \u534f\u8bae\u98ce\u9669\u63d0\u793a<\/span><\/h3>\nQAnything \u91c7\u7528 AGPL-3.0 \u534f\u8bae\uff0c\u95ed\u6e90\u5546\u7528\u9700\u5ba1\u614e\u8bc4\u4f30\u6cd5\u52a1\u98ce\u9669\u3002WeKnora\u3001Yuxi \u7684 MIT \u534f\u8bae\u53ca Dify\u3001RAGFlow \u7684 Apache-2.0 \u534f\u8bae\u5bf9\u5546\u4e1a\u5e94\u7528\u66f4\u4e3a\u53cb\u597d\u3002<\/p>\n <\/span>\u516d\u3001\u4ee3\u7801\u56fe\u8c31\u7ec6\u5206\u8d5b\u9053<\/span><\/h2>\n![\"AI](\"https:\/\/blogcdn.ones-ai.cn\/blog\/uploads\/2026\/04\/431d221f2f13_Gitbook-\u9996\u9875-scaled-1.png\") <\/p>\n
\u9488\u5bf9\u4ee3\u7801\u5e93\u573a\u666f\u7684\u7279\u6b8a\u9700\u6c42\uff0cGraphify \u63d0\u4f9b\u5dee\u5f02\u5316\u65b9\u6848\uff1a\u57fa\u4e8e tree-sitter \u62bd\u8c61\u8bed\u6cd5\u6811\u6784\u5efa\u786e\u5b9a\u6027\u77e5\u8bc6\u56fe\u8c31\uff0c\u65e0\u9700\u5927\u6a21\u578b\u8c03\u7528\u5373\u53ef\u5c06\u4ee3\u7801\u5e93\u8f6c\u5316\u4e3a\u53ef\u67e5\u8be2\u7ed3\u6784\uff0c\u5b9e\u73b0 71.5 \u500d Token \u538b\u7f29\u6548\u7387\u3002\u6bcf\u6761\u8fb9\u6807\u6ce8\u7f6e\u4fe1\u5ea6\u6807\u7b7e\uff08EXTRACTED \/ INFERRED \/ AMBIGUOUS\uff09\uff0c\u53ef\u89e3\u91ca\u6027\u4f18\u4e8e\u7eaf\u5411\u91cf\u76f8\u4f3c\u5ea6\u65b9\u6848\u3002\u5df2\u4e0e 20 \u4f59\u79cd AI \u7f16\u7a0b\u52a9\u624b\u96c6\u6210\u3002<\/p>\n \u5c40\u9650\u5728\u4e8e\u4e13\u6ce8\u4ee3\u7801\u573a\u666f\uff0c\u4e0d\u9002\u7528\u4e8e\u901a\u7528\u6587\u6863 RAG\u3002<\/p>\n <\/span>\u4e03\u3001\u8de8\u8d5b\u9053\u9009\u578b\u51b3\u7b56\u6811<\/span><\/h2>\n\u7b2c\u4e00\u6b65\uff1a\u533a\u5206\u670d\u52a1\u5bf9\u8c61<\/strong><\/p>\n\n- \u77e5\u8bc6\u4f9b”\u4eba”\u9605\u8bfb\u6574\u7406 \u2192 \u4f01\u4e1a\u7814\u53d1\u7ba1\u7406\uff08ONES\uff09\u6216\u56e2\u961f\u534f\u4f5c\u6587\u6863<\/li>\n
- \u77e5\u8bc6\u4f9b”AI”\u68c0\u7d22\u63a8\u7406 \u2192 \u8fdb\u5165\u7b2c\u4e8c\u6b65<\/li>\n<\/ul>\n
\u7b2c\u4e8c\u6b65\uff1a\u533a\u5206 AI \u80fd\u529b\u7c7b\u578b<\/strong><\/p>\n\n- \u9700\u8981 Agent \u8bb0\u4f4f\u7528\u6237\u4e0e\u4e8b\u5b9e\uff08\u6709\u72b6\u6001\u4ea4\u4e92\uff09\u2192 AI \u8bb0\u5fc6\u5c42\uff08Zep \/ Mem0 \/ Letta \/ LangMem\uff09<\/li>\n
- \u9700\u8981\u5c06\u6587\u6863\u8f6c\u5316\u4e3a\u95ee\u7b54\/\u5206\u6790\u80fd\u529b \u2192 \u8fdb\u5165\u7b2c\u4e09\u6b65<\/li>\n<\/ul>\n
\u7b2c\u4e09\u6b65\uff1a\u533a\u5206\u6587\u6863\u5904\u7406\u4fa7\u91cd<\/strong><\/p>\n\n- \u5feb\u901f\u9a8c\u8bc1\u3001\u964d\u4f4e\u8bd5\u9519\u6210\u672c \u2192 WeKnora<\/li>\n
- \u53ef\u89c6\u5316\u5de5\u4f5c\u6d41\u4e0e\u63d2\u4ef6\u6269\u5c55 \u2192 Dify<\/li>\n
- \u590d\u6742\u7248\u5f0f\uff08PDF\/\u8868\u683c\/\u591a\u680f\uff09\u7cbe\u51c6\u89e3\u6790 \u2192 RAGFlow<\/li>\n
- Agent \u9700\u5b89\u5168\u64cd\u4f5c\u6587\u4ef6\u7cfb\u7edf \u2192 Yuxi<\/li>\n
- \u8de8\u8bed\u8a00\u3001\u65e0\u7f51\u7edc\u73af\u5883\u8fd0\u884c \u2192 QAnything\uff08\u6ce8\u610f\u534f\u8bae\uff09<\/li>\n
- \u4ee3\u7801\u5e93\u7406\u89e3\u4e0e Token \u4f18\u5316 \u2192 Graphify<\/li>\n<\/ul>\n
<\/span>\u516b\u3001\u5178\u578b\u7ec4\u5408\u65b9\u6848<\/span><\/h2>\n\n\n\n| \u573a\u666f<\/th>\n | \u63a8\u8350\u914d\u7f6e<\/th>\n<\/tr>\n<\/thead>\n | \n\n| \u4e2d\u5927\u578b\u7814\u53d1\u56e2\u961f\u5168\u94fe\u8def\u7ba1\u7406<\/td>\n | ONES\uff08\u9879\u76ee\u7ba1\u7406 + \u77e5\u8bc6\u5e93 + \u6d4b\u8bd5 + \u6d41\u6c34\u7ebf\uff09<\/td>\n<\/tr>\n | \n| \u4f01\u4e1a Wiki \u53e0\u52a0 AI \u95ee\u7b54<\/td>\n | Confluence \/ \u8bed\u96c0 + Dify \/ RAGFlow<\/td>\n<\/tr>\n | \n| \u6709\u72b6\u6001 AI \u5ba2\u670d\/\u52a9\u624b<\/td>\n | Mem0\uff08\u901a\u7528\uff09\/ Zep\uff08\u5408\u89c4\u65f6\u5e8f\uff09<\/td>\n<\/tr>\n | \n| \u6587\u6863\u95ee\u7b54\u5feb\u901f\u9a8c\u8bc1<\/td>\n | WeKnora \u6216 Dify<\/td>\n<\/tr>\n | \n| \u5408\u540c\/\u62a5\u544a\u7c7b\u590d\u6742\u6587\u6863 RAG<\/td>\n | RAGFlow<\/td>\n<\/tr>\n | \n| \u56fd\u4ea7\u5927\u6a21\u578b + \u79c1\u6709\u5316 + \u5bbd\u677e\u534f\u8bae<\/td>\n | WeKnora \/ Yuxi \u62e9\u4e00<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/span>\u4e5d\u3001\u843d\u5730\u5efa\u8bae<\/span><\/h2>\n\u5de5\u5177\u9009\u578b\u5e94\u907f\u514d\u4e24\u4e2a\u5e38\u89c1\u8bef\u533a\uff1a\u4e00\u662f\u5c06 RAG \u6846\u67b6\u76f4\u63a5\u5f53\u4f5c\u4e2a\u4eba\u77e5\u8bc6\u7ba1\u7406\u5de5\u5177\u4f7f\u7528\uff0c\u4e8c\u662f\u671f\u5f85\u8bb0\u5fc6\u5c42\u4ea7\u54c1\u627f\u62c5\u6587\u6863\u95ee\u7b54\u804c\u80fd\u3002\u8d5b\u9053\u9519\u914d\u4f1a\u5bfc\u81f4\u5b9e\u65bd\u6210\u672c\u500d\u589e\u800c\u6548\u679c\u4e0d\u8fbe\u9884\u671f\u3002<\/p>\n \u5bf9\u4e8e\u8d5b\u9053\u5185\u5934\u90e8\u4ea7\u54c1\u7684\u6700\u7ec8\u6289\u62e9\uff0c\u5efa\u8bae\u4ee5\u76f8\u540c\u6570\u636e\u96c6\u8fd0\u884c POC\uff0c\u91cf\u5316\u8bc4\u4f30\u68c0\u7d22\u51c6\u786e\u7387\u3001\u54cd\u5e94\u5ef6\u8fdf\u3001Token \u6d88\u8017\u4e0e\u8fd0\u7ef4\u590d\u6742\u5ea6\u3002\u5f00\u6e90\u4ea7\u54c1\u7684 Star \u6570\u91cf\u4e0e\u7248\u672c\u8fed\u4ee3\u9891\u7387\u53ef\u4f5c\u4e3a\u793e\u533a\u6d3b\u8dc3\u5ea6\u7684\u53c2\u8003\uff0c\u4f46\u4e0d\u5e94\u66ff\u4ee3\u5b9e\u9645\u4e1a\u52a1\u573a\u666f\u7684\u9a8c\u8bc1\u3002<\/p>\n \u6570\u636e\u65f6\u6548\u6027\u8bf4\u660e\uff1a\u672c\u6587\u6307\u6807\u622a\u81f3 2026 \u5e74 9 \u6708\uff0c\u5177\u4f53\u7248\u672c\u7279\u6027\u4e0e\u5b9a\u4ef7\u8bf7\u4ee5\u5404\u4ea7\u54c1\u5b98\u65b9\u6e20\u9053\u4e3a\u51c6\u3002<\/p>\n <\/span>\u5e38\u89c1\u95ee\u9898<\/span><\/h2>\nQ1\uff1a\u4e2d\u5c0f\u56e2\u961f\u662f\u5426\u9700\u8981\u5b8c\u6574\u7684\u7814\u53d1\u7ba1\u7406\u5e73\u53f0\uff1f<\/strong><\/p>\n\u53d6\u51b3\u4e8e\u534f\u4f5c\u590d\u6742\u5ea6\u4e0e\u589e\u957f\u9884\u671f\u3002\u82e5\u56e2\u961f\u89c4\u6a21\u5728 50 \u4eba\u4ee5\u4e0b\u4e14\u6d41\u7a0b\u7b80\u5355\uff0c\u8f7b\u91cf\u5de5\u5177\u53ef\u80fd\u66f4\u5339\u914d\uff1b\u82e5\u9884\u671f\u5feb\u901f\u6269\u5f20\u6216\u9700\u591a\u9879\u76ee\u5e76\u884c\u6cbb\u7406\uff0c\u65e9\u671f\u5f15\u5165 ONES \u7b49\u5e73\u53f0\u53ef\u964d\u4f4e\u540e\u7eed\u8fc1\u79fb\u6210\u672c\u3002<\/p>\n Q2\uff1aAI \u8bb0\u5fc6\u5c42\u4e0e RAG \u6846\u67b6\u80fd\u5426\u4e92\u76f8\u66ff\u4ee3\uff1f<\/strong><\/p>\n\u4e0d\u80fd\u3002\u8bb0\u5fc6\u5c42\u7ba1\u7406\u7684\u662f Agent \u7684\u8fd0\u884c\u65f6\u72b6\u6001\uff08\u7528\u6237\u504f\u597d\u3001\u4f1a\u8bdd\u5386\u53f2\u3001\u4e8b\u5b9e\u53d8\u66f4\uff09\uff0cRAG \u6846\u67b6\u7ba1\u7406\u7684\u662f\u9759\u6001\u6587\u6863\u7684\u77e5\u8bc6\u63d0\u53d6\u4e0e\u68c0\u7d22\u3002\u4e8c\u8005\u53ef\u7ec4\u5408\u4f7f\u7528\uff1aRAG \u63d0\u4f9b\u9886\u57df\u77e5\u8bc6\uff0c\u8bb0\u5fc6\u5c42\u63d0\u4f9b\u4ea4\u4e92\u8fde\u7eed\u6027\u3002<\/p>\n Q3\uff1a\u79c1\u6709\u5316\u90e8\u7f72\u662f\u5426\u5fc5\u7136\u727a\u7272\u529f\u80fd\u5b8c\u6574\u6027\uff1f<\/strong><\/p>\n\u5e76\u975e\u7edd\u5bf9\u3002\u90e8\u5206\u4ea7\u54c1\u5982 ONES\u3001RAGFlow\u3001Yuxi \u7684\u79c1\u6709\u5316\u7248\u672c\u4e0e SaaS \u7248\u672c\u529f\u80fd\u5bf9\u9f50\u5ea6\u8f83\u9ad8\u3002\u9700\u5177\u4f53\u786e\u8ba4\u5404\u4ea7\u54c1\u7684\u7248\u672c\u5dee\u5f02\u8bf4\u660e\uff0c\u91cd\u70b9\u5173\u6ce8 AI \u6a21\u578b\u8c03\u7528\u65b9\u5f0f\uff08\u672c\u5730\u90e8\u7f72 vs \u4e91\u7aef API\uff09\u5bf9\u529f\u80fd\u7684\u5f71\u54cd\u3002<\/p>\n Q4\uff1a\u5982\u4f55\u8bc4\u4f30\u6587\u6863\u89e3\u6790\u80fd\u529b\u7684\u5b9e\u9645\u6c34\u5e73\uff1f<\/strong><\/p>\n\u5efa\u8bae\u51c6\u5907\u4e09\u7c7b\u6d4b\u8bd5\u6837\u672c\uff1a\u626b\u63cf\u7248 PDF\uff08\u8003\u9a8c OCR\uff09\u3001\u591a\u680f\u6df7\u6392\u6587\u6863\uff08\u8003\u9a8c\u7248\u5f0f\u8fd8\u539f\uff09\u3001\u5d4c\u5957\u8868\u683c\uff08\u8003\u9a8c\u7ed3\u6784\u4fdd\u7559\uff09\u3002\u4ee5\u76f8\u540c\u6837\u672c\u5bf9\u6bd4\u5404\u4ea7\u54c1\u7684\u63d0\u53d6\u7ed3\u679c\u4e0e\u540e\u7eed\u95ee\u7b54\u51c6\u786e\u7387\u3002<\/p>\n Q5\uff1a\u5f00\u6e90\u534f\u8bae\u7684 Copyleft \u6761\u6b3e\u5177\u4f53\u5f71\u54cd\u4ec0\u4e48\uff1f<\/strong><\/p>\nAGPL-3.0 \u7b49\u5f3a Copyleft \u534f\u8bae\u8981\u6c42\u884d\u751f\u4f5c\u54c1\u540c\u6837\u5f00\u6e90\u3002\u82e5\u5c06\u6b64\u7c7b\u4ea7\u54c1\u4f5c\u4e3a\u5185\u90e8\u57fa\u7840\u8bbe\u65bd\u4e14\u4e0d\u5bf9\u5916\u63d0\u4f9b\u670d\u52a1\uff0c\u5f71\u54cd\u6709\u9650\uff1b\u82e5\u5d4c\u5165\u5546\u4e1a\u4ea7\u54c1\u5bf9\u5916\u4ea4\u4ed8\uff0c\u9700\u6cd5\u5f8b\u8bc4\u4f30\u5408\u89c4\u8def\u5f84\u3002<\/p>\n","protected":false},"excerpt":{"rendered":" 2026 \u5e74 AI \u77e5\u8bc6\u5e93\u5de5\u5177\u5b8c\u6574\u9009\u578b\u6307\u5357\uff0c\u8986\u76d6 ONES \u7814\u53d1\u7ba1\u7406\u3001\u56e2\u961f\u534f\u4f5c\u6587\u6863\u3001AI \u8bb0\u5fc6\u5c42\u4e0e RAG \u6846\u67b6\u56db\u5927\u8d5b\u9053\uff0c7 \u6b3e\u4e3b\u6d41\u4ea7\u54c1\u6df1\u5ea6\u5bf9\u6bd4\u4e0e\u51b3\u7b56\u5efa\u8bae\u3002<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_yoast_wpseo_focuskw":"AI \u77e5\u8bc6\u5e93\u9009\u578b","_yoast_wpseo_title":"2026 \u5e74 AI \u77e5\u8bc6\u5e93\u5de5\u5177\u5168\u666f\uff1a\u4e03\u5927\u4e3b\u6d41\u4ea7\u54c1\u9009\u578b\u6307\u5357 | \u7814\u53d1\u7ba1\u7406\u4e0e RAG \u6846\u67b6\u5bf9\u6bd4","_yoast_wpseo_metadesc":"2026 \u5e74 AI \u77e5\u8bc6\u5e93\u5de5\u5177\u5b8c\u6574\u9009\u578b\u6307\u5357\uff0c\u8986\u76d6 ONES \u7814\u53d1\u7ba1\u7406\u3001\u56e2\u961f\u534f\u4f5c\u6587\u6863\u3001AI \u8bb0\u5fc6\u5c42\u4e0e RAG \u6846\u67b6\u56db\u5927\u8d5b\u9053\uff0c7 \u6b3e\u4e3b\u6d41\u4ea7\u54c1\u6df1\u5ea6\u5bf9\u6bd4\u4e0e\u51b3\u7b56\u5efa\u8bae\u3002","footnotes":""},"categories":[5],"tags":[],"class_list":["post-40364","post","type-post","status-publish","format-standard","hentry","category-tools-curated"],"yoast_head":"\n 2026 \u5e74 AI \u77e5\u8bc6\u5e93\u5de5\u5177\u5168\u666f\uff1a\u4e03\u5927\u4e3b\u6d41\u4ea7\u54c1\u9009\u578b\u6307\u5357 | \u7814\u53d1\u7ba1\u7406\u4e0e RAG \u6846\u67b6\u5bf9\u6bd4<\/title>\n<meta name=\"description\" content=\"2026 \u5e74 AI \u77e5\u8bc6\u5e93\u5de5\u5177\u5b8c\u6574\u9009\u578b\u6307\u5357\uff0c\u8986\u76d6 ONES \u7814\u53d1\u7ba1\u7406\u3001\u56e2\u961f\u534f\u4f5c\u6587\u6863\u3001AI \u8bb0\u5fc6\u5c42\u4e0e RAG \u6846\u67b6\u56db\u5927\u8d5b\u9053\uff0c7 \u6b3e\u4e3b\u6d41\u4ea7\u54c1\u6df1\u5ea6\u5bf9\u6bd4\u4e0e\u51b3\u7b56\u5efa\u8bae\u3002\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/wiz.cn\/blog\/tools-curated\/ai-knowledge-base-tools-2026-guide-2\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"2026 \u5e74 AI \u77e5\u8bc6\u5e93\u5de5\u5177\u5168\u666f\uff1a\u4e03\u5927\u4e3b\u6d41\u4ea7\u54c1\u9009\u578b\u6307\u5357 | \u7814\u53d1\u7ba1\u7406\u4e0e RAG \u6846\u67b6\u5bf9\u6bd4\" \/>\n<meta property=\"og:description\" content=\"2026 \u5e74 AI \u77e5\u8bc6\u5e93\u5de5\u5177\u5b8c\u6574\u9009\u578b\u6307\u5357\uff0c\u8986\u76d6 ONES \u7814\u53d1\u7ba1\u7406\u3001\u56e2\u961f\u534f\u4f5c\u6587\u6863\u3001AI \u8bb0\u5fc6\u5c42\u4e0e RAG \u6846\u67b6\u56db\u5927\u8d5b\u9053\uff0c7 \u6b3e\u4e3b\u6d41\u4ea7\u54c1\u6df1\u5ea6\u5bf9\u6bd4\u4e0e\u51b3\u7b56\u5efa\u8bae\u3002\" \/>\n<meta property=\"og:url\" content=\"https:\/\/wiz.cn\/blog\/tools-curated\/ai-knowledge-base-tools-2026-guide-2\" \/>\n<meta property=\"og:site_name\" content=\"Wiz Blog\" \/>\n<meta property=\"article:published_time\" content=\"2026-09-27T00:05:34+00:00\" \/>\n<meta name=\"author\" content=\"\u674e\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"\u674e\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/wiz.cn\\\/blog\\\/tools-curated\\\/ai-knowledge-base-tools-2026-guide-2#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/wiz.cn\\\/blog\\\/tools-curated\\\/ai-knowledge-base-tools-2026-guide-2\"},\"author\":{\"name\":\"\u674e\",\"@id\":\"https:\\\/\\\/wiz.cn\\\/blog\\\/#\\\/schema\\\/person\\\/0030db908e15730a3f98c757f02a00dc\"},\"headline\":\"2026 \u5e74 AI \u77e5\u8bc6\u5e93\u5de5\u5177\u5168\u666f\uff1a\u4e03\u5927\u4e3b\u6d41\u4ea7\u54c1\u9009\u578b\u6307\u5357\",\"datePublished\":\"2026-09-27T00:05:34+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/wiz.cn\\\/blog\\\/tools-curated\\\/ai-knowledge-base-tools-2026-guide-2\"},\"wordCount\":177,\"commentCount\":0,\"articleSection\":[\"\u5de5\u5177\u7cbe\u9009\"],\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/wiz.cn\\\/blog\\\/tools-curated\\\/ai-knowledge-base-tools-2026-guide-2#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/wiz.cn\\\/blog\\\/tools-curated\\\/ai-knowledge-base-tools-2026-guide-2\",\"url\":\"https:\\\/\\\/wiz.cn\\\/blog\\\/tools-curated\\\/ai-knowledge-base-tools-2026-guide-2\",\"name\":\"2026 \u5e74 AI \u77e5\u8bc6\u5e93\u5de5\u5177\u5168\u666f\uff1a\u4e03\u5927\u4e3b\u6d41\u4ea7\u54c1\u9009\u578b\u6307\u5357 | \u7814\u53d1\u7ba1\u7406\u4e0e RAG \u6846\u67b6\u5bf9\u6bd4\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/wiz.cn\\\/blog\\\/#website\"},\"datePublished\":\"2026-09-27T00:05:34+00:00\",\"author\":{\"@id\":\"https:\\\/\\\/wiz.cn\\\/blog\\\/#\\\/schema\\\/person\\\/0030db908e15730a3f98c757f02a00dc\"},\"description\":\"2026 \u5e74 AI \u77e5\u8bc6\u5e93\u5de5\u5177\u5b8c\u6574\u9009\u578b\u6307\u5357\uff0c\u8986\u76d6 ONES \u7814\u53d1\u7ba1\u7406\u3001\u56e2\u961f\u534f\u4f5c\u6587\u6863\u3001AI \u8bb0\u5fc6\u5c42\u4e0e RAG \u6846\u67b6\u56db\u5927\u8d5b\u9053\uff0c7 \u6b3e\u4e3b\u6d41\u4ea7\u54c1\u6df1\u5ea6\u5bf9\u6bd4\u4e0e\u51b3\u7b56\u5efa\u8bae\u3002\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/wiz.cn\\\/blog\\\/tools-curated\\\/ai-knowledge-base-tools-2026-guide-2#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/wiz.cn\\\/blog\\\/tools-curated\\\/ai-knowledge-base-tools-2026-guide-2\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/wiz.cn\\\/blog\\\/tools-curated\\\/ai-knowledge-base-tools-2026-guide-2#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\\\/\\\/wiz.cn\\\/blog\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"2026 \u5e74 AI \u77e5\u8bc6\u5e93\u5de5\u5177\u5168\u666f\uff1a\u4e03\u5927\u4e3b\u6d41\u4ea7\u54c1\u9009\u578b\u6307\u5357\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/wiz.cn\\\/blog\\\/#website\",\"url\":\"https:\\\/\\\/wiz.cn\\\/blog\\\/\",\"name\":\"Wiz Blog\",\"description\":\"\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/wiz.cn\\\/blog\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/wiz.cn\\\/blog\\\/#\\\/schema\\\/person\\\/0030db908e15730a3f98c757f02a00dc\",\"name\":\"\u674e\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/4aa41ef4c2c2eed019f18764d6b1a591d37ab11a644640500f830570ed5fc880?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/4aa41ef4c2c2eed019f18764d6b1a591d37ab11a644640500f830570ed5fc880?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/4aa41ef4c2c2eed019f18764d6b1a591d37ab11a644640500f830570ed5fc880?s=96&d=mm&r=g\",\"caption\":\"\u674e\"},\"url\":\"https:\\\/\\\/wiz.cn\\\/blog\\\/author\\\/julian-chen\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"2026 \u5e74 AI \u77e5\u8bc6\u5e93\u5de5\u5177\u5168\u666f\uff1a\u4e03\u5927\u4e3b\u6d41\u4ea7\u54c1\u9009\u578b\u6307\u5357 | \u7814\u53d1\u7ba1\u7406\u4e0e RAG \u6846\u67b6\u5bf9\u6bd4","description":"2026 \u5e74 AI \u77e5\u8bc6\u5e93\u5de5\u5177\u5b8c\u6574\u9009\u578b\u6307\u5357\uff0c\u8986\u76d6 ONES \u7814\u53d1\u7ba1\u7406\u3001\u56e2\u961f\u534f\u4f5c\u6587\u6863\u3001AI \u8bb0\u5fc6\u5c42\u4e0e RAG \u6846\u67b6\u56db\u5927\u8d5b\u9053\uff0c7 \u6b3e\u4e3b\u6d41\u4ea7\u54c1\u6df1\u5ea6\u5bf9\u6bd4\u4e0e\u51b3\u7b56\u5efa\u8bae\u3002","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/wiz.cn\/blog\/tools-curated\/ai-knowledge-base-tools-2026-guide-2","og_locale":"zh_CN","og_type":"article","og_title":"2026 \u5e74 AI \u77e5\u8bc6\u5e93\u5de5\u5177\u5168\u666f\uff1a\u4e03\u5927\u4e3b\u6d41\u4ea7\u54c1\u9009\u578b\u6307\u5357 | \u7814\u53d1\u7ba1\u7406\u4e0e RAG \u6846\u67b6\u5bf9\u6bd4","og_description":"2026 \u5e74 AI \u77e5\u8bc6\u5e93\u5de5\u5177\u5b8c\u6574\u9009\u578b\u6307\u5357\uff0c\u8986\u76d6 ONES \u7814\u53d1\u7ba1\u7406\u3001\u56e2\u961f\u534f\u4f5c\u6587\u6863\u3001AI \u8bb0\u5fc6\u5c42\u4e0e RAG \u6846\u67b6\u56db\u5927\u8d5b\u9053\uff0c7 \u6b3e\u4e3b\u6d41\u4ea7\u54c1\u6df1\u5ea6\u5bf9\u6bd4\u4e0e\u51b3\u7b56\u5efa\u8bae\u3002","og_url":"https:\/\/wiz.cn\/blog\/tools-curated\/ai-knowledge-base-tools-2026-guide-2","og_site_name":"Wiz Blog","article_published_time":"2026-09-27T00:05:34+00:00","author":"\u674e","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"\u674e","\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4":"1 \u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/wiz.cn\/blog\/tools-curated\/ai-knowledge-base-tools-2026-guide-2#article","isPartOf":{"@id":"https:\/\/wiz.cn\/blog\/tools-curated\/ai-knowledge-base-tools-2026-guide-2"},"author":{"name":"\u674e","@id":"https:\/\/wiz.cn\/blog\/#\/schema\/person\/0030db908e15730a3f98c757f02a00dc"},"headline":"2026 \u5e74 AI \u77e5\u8bc6\u5e93\u5de5\u5177\u5168\u666f\uff1a\u4e03\u5927\u4e3b\u6d41\u4ea7\u54c1\u9009\u578b\u6307\u5357","datePublished":"2026-09-27T00:05:34+00:00","mainEntityOfPage":{"@id":"https:\/\/wiz.cn\/blog\/tools-curated\/ai-knowledge-base-tools-2026-guide-2"},"wordCount":177,"commentCount":0,"articleSection":["\u5de5\u5177\u7cbe\u9009"],"inLanguage":"zh-Hans","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/wiz.cn\/blog\/tools-curated\/ai-knowledge-base-tools-2026-guide-2#respond"]}]},{"@type":"WebPage","@id":"https:\/\/wiz.cn\/blog\/tools-curated\/ai-knowledge-base-tools-2026-guide-2","url":"https:\/\/wiz.cn\/blog\/tools-curated\/ai-knowledge-base-tools-2026-guide-2","name":"2026 \u5e74 AI \u77e5\u8bc6\u5e93\u5de5\u5177\u5168\u666f\uff1a\u4e03\u5927\u4e3b\u6d41\u4ea7\u54c1\u9009\u578b\u6307\u5357 | \u7814\u53d1\u7ba1\u7406\u4e0e RAG \u6846\u67b6\u5bf9\u6bd4","isPartOf":{"@id":"https:\/\/wiz.cn\/blog\/#website"},"datePublished":"2026-09-27T00:05:34+00:00","author":{"@id":"https:\/\/wiz.cn\/blog\/#\/schema\/person\/0030db908e15730a3f98c757f02a00dc"},"description":"2026 \u5e74 AI \u77e5\u8bc6\u5e93\u5de5\u5177\u5b8c\u6574\u9009\u578b\u6307\u5357\uff0c\u8986\u76d6 ONES \u7814\u53d1\u7ba1\u7406\u3001\u56e2\u961f\u534f\u4f5c\u6587\u6863\u3001AI \u8bb0\u5fc6\u5c42\u4e0e RAG \u6846\u67b6\u56db\u5927\u8d5b\u9053\uff0c7 \u6b3e\u4e3b\u6d41\u4ea7\u54c1\u6df1\u5ea6\u5bf9\u6bd4\u4e0e\u51b3\u7b56\u5efa\u8bae\u3002","breadcrumb":{"@id":"https:\/\/wiz.cn\/blog\/tools-curated\/ai-knowledge-base-tools-2026-guide-2#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/wiz.cn\/blog\/tools-curated\/ai-knowledge-base-tools-2026-guide-2"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/wiz.cn\/blog\/tools-curated\/ai-knowledge-base-tools-2026-guide-2#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/wiz.cn\/blog\/"},{"@type":"ListItem","position":2,"name":"2026 \u5e74 AI \u77e5\u8bc6\u5e93\u5de5\u5177\u5168\u666f\uff1a\u4e03\u5927\u4e3b\u6d41\u4ea7\u54c1\u9009\u578b\u6307\u5357"}]},{"@type":"WebSite","@id":"https:\/\/wiz.cn\/blog\/#website","url":"https:\/\/wiz.cn\/blog\/","name":"Wiz Blog","description":"","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/wiz.cn\/blog\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/wiz.cn\/blog\/#\/schema\/person\/0030db908e15730a3f98c757f02a00dc","name":"\u674e","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/secure.gravatar.com\/avatar\/4aa41ef4c2c2eed019f18764d6b1a591d37ab11a644640500f830570ed5fc880?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/4aa41ef4c2c2eed019f18764d6b1a591d37ab11a644640500f830570ed5fc880?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/4aa41ef4c2c2eed019f18764d6b1a591d37ab11a644640500f830570ed5fc880?s=96&d=mm&r=g","caption":"\u674e"},"url":"https:\/\/wiz.cn\/blog\/author\/julian-chen"}]}},"_links":{"self":[{"href":"https:\/\/wiz.cn\/blog\/wp-json\/wp\/v2\/posts\/40364","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/wiz.cn\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/wiz.cn\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/wiz.cn\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/wiz.cn\/blog\/wp-json\/wp\/v2\/comments?post=40364"}],"version-history":[{"count":1,"href":"https:\/\/wiz.cn\/blog\/wp-json\/wp\/v2\/posts\/40364\/revisions"}],"predecessor-version":[{"id":40486,"href":"https:\/\/wiz.cn\/blog\/wp-json\/wp\/v2\/posts\/40364\/revisions\/40486"}],"wp:attachment":[{"href":"https:\/\/wiz.cn\/blog\/wp-json\/wp\/v2\/media?parent=40364"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/wiz.cn\/blog\/wp-json\/wp\/v2\/categories?post=40364"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/wiz.cn\/blog\/wp-json\/wp\/v2\/tags?post=40364"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}} | | | | |