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access","/webspace/admin/workspace-access","40.webspace/50.admin/20.workspace-access",{"title":679,"path":680,"stem":681,"children":-1},"API & site security","/webspace/admin/api-site-security","40.webspace/50.admin/30.api-site-security",{"title":683,"path":684,"stem":685,"children":-1},"Services and capacity","/webspace/admin/service-capacity","40.webspace/50.admin/40.service-capacity",{"title":687,"path":688,"stem":689,"children":-1},"Deployment management and frontend releases","/webspace/admin/deployments","40.webspace/50.admin/50.deployments",{"title":691,"path":692,"stem":693,"children":694,"page":55},"Try WebSpace","/webspace/examples","40.webspace/60.examples",[695,699,703,708,713],{"title":696,"path":697,"stem":698,"children":-1},"WebSpace examples","/webspace/examples/overview","40.webspace/60.examples/00.overview",{"title":700,"path":701,"stem":702,"children":-1},"Build a real-time Gomoku game","/webspace/examples/realtime-gomoku","40.webspace/60.examples/20.realtime-gomoku",{"title":704,"path":705,"stem":706,"tags":707,"children":-1},"Build a resource board from folder files","/webspace/examples/folder-board","40.webspace/60.examples/30.folder-board",[91],{"title":709,"path":710,"stem":711,"tags":712,"children":-1},"Build a shared monster raid","/webspace/examples/monster-raid","40.webspace/60.examples/40.monster-raid",[91],{"title":714,"path":715,"stem":716,"tags":717,"children":-1},"Deploy an AI support chat sample","/webspace/examples/ai-support-chat","40.webspace/60.examples/50.ai-support-chat",[91],{"title":719,"path":720,"stem":721,"children":722,"page":55},"Using plugin","/plugin","50.plugin",[723,727,744,788,806,836],{"title":724,"path":725,"stem":726,"children":-1},"Plugin 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Introduction","/plugin/email/overview","50.plugin/20.email/00.overview",{"title":157,"path":754,"stem":755,"children":-1},"/plugin/email/setfn-email-setting","50.plugin/20.email/05.setfn-email-setting",{"title":757,"path":758,"stem":759,"children":-1},"Connect an External Email Account","/plugin/email/external-email","50.plugin/20.email/07.external-email",{"title":761,"path":762,"stem":763,"children":-1},"Basic Email Functionality","/plugin/email/email-basic","50.plugin/20.email/10.email-basic",{"title":765,"path":766,"stem":767,"children":-1},"Composing and Sending Email","/plugin/email/email-compose","50.plugin/20.email/20.email-compose",{"title":769,"path":770,"stem":771,"children":-1},"Attaching Files","/plugin/email/email-attachment","50.plugin/20.email/30.email-attachment",{"title":773,"path":774,"stem":775,"children":-1},"Mail Folder Management","/plugin/email/email-folders","50.plugin/20.email/40.email-folders",{"title":777,"path":778,"stem":779,"children":-1},"Automatic Email Classification","/plugin/email/email-auto-classify","50.plugin/20.email/50.email-auto-classify",{"title":781,"path":782,"stem":783,"children":-1},"Email File Archiving and Sharing","/plugin/email/email-open-in-space","50.plugin/20.email/60.email-open-in-space",{"title":785,"path":786,"stem":787,"children":-1},"Email Security","/plugin/email/email-security","50.plugin/20.email/70.email-security",{"title":789,"path":790,"stem":791,"children":792,"page":55},"Workflow","/plugin/workflow","50.plugin/30.workflow",[793,797,802],{"title":794,"path":795,"stem":796,"children":-1},"Workflow Introduction","/plugin/workflow/overview","50.plugin/30.workflow/00.overview",{"title":798,"path":799,"stem":800,"tags":801,"children":-1},"Creating a New Workflow","/plugin/workflow/new-workflow","50.plugin/30.workflow/10.new-workflow",[368],{"title":803,"path":804,"stem":805,"children":-1},"Checking Execution History","/plugin/workflow/execution-history","50.plugin/30.workflow/20.execution-history",{"title":807,"path":808,"stem":809,"children":810,"page":55},"Pinetuning (AI learning)","/plugin/fine-tuning","50.plugin/40.fine-tuning",[811,816,820,824,828,832],{"title":812,"path":813,"stem":814,"tags":815,"children":-1},"Fine-tuning Introduction","/plugin/fine-tuning/overview","50.plugin/40.fine-tuning/00.overview",[368],{"title":817,"path":818,"stem":819,"children":-1},"Preprocessing Training Data","/plugin/fine-tuning/pre-processing","50.plugin/40.fine-tuning/10.pre-processing",{"title":821,"path":822,"stem":823,"children":-1},"Training","/plugin/fine-tuning/training","50.plugin/40.fine-tuning/20.training",{"title":825,"path":826,"stem":827,"children":-1},"Evaluation","/plugin/fine-tuning/evaluation","50.plugin/40.fine-tuning/30.evaluation",{"title":829,"path":830,"stem":831,"children":-1},"Chat Test","/plugin/fine-tuning/chat-test","50.plugin/40.fine-tuning/40.chat-test",{"title":833,"path":834,"stem":835,"children":-1},"Export","/plugin/fine-tuning/export","50.plugin/40.fine-tuning/50.export",{"title":837,"path":838,"stem":839,"children":840,"page":55},"EDC (data collection)","/plugin/edc","50.plugin/50.edc",[841,845,849,853],{"title":842,"path":843,"stem":844,"children":-1},"EDC Introduction","/plugin/edc/overview","50.plugin/50.edc/00.overview",{"title":846,"path":847,"stem":848,"children":-1},"Data Entry, Audit Trail","/plugin/edc/data-entry","50.plugin/50.edc/10.data-entry",{"title":850,"path":851,"stem":852,"children":-1},"Builder","/plugin/edc/builder","50.plugin/50.edc/20.builder",{"title":854,"path":855,"stem":856,"children":-1},"User/Site Settings","/plugin/edc/account","50.plugin/50.edc/30.account",{"title":858,"path":859,"stem":860,"children":861,"page":55},"FAQ","/faq","99.FAQ",[862,866,870,874,878,882,886],{"title":863,"path":864,"stem":865,"children":-1},"SetFN 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Building an Introduction Page","/draft/static-intro","draft/05.static-intro",{"title":900,"path":901,"stem":902,"children":-1},"Example 2. Building a Notice Board","/draft/public-notice-board","draft/07.public-notice-board",{"title":904,"path":905,"stem":906,"children":-1},"Example 3. Building a Coffee Chat Booking System","/draft/coffee-chat-booking","draft/08.coffee-chat-booking",{"title":908,"path":909,"stem":910,"children":-1},"Example 4. Building a Leave Request System","/draft/leave-request","draft/09.leave-request",{"title":912,"path":913,"stem":914,"children":-1},"Example 5. Building Real-Time Team Chat","/draft/team-chat","draft/10.team-chat",{"title":916,"path":917,"stem":918,"children":-1},"Example 6. Building a Job Application Intake","/draft/client-submission","draft/11.client-submission",{"title":920,"path":921,"stem":922,"children":-1},"Example 7. Building an Issue Tracker with Team and Level Conditions","/draft/crm-basic","draft/12.crm-basic",{"title":924,"path":925,"stem":926,"children":-1},"Example 8. Building a Status Filter and Stats Summary Screen","/draft/crm-search-filter","draft/13.crm-search-filter",{"title":928,"path":929,"stem":930,"children":-1},"Example 9. Building Real-Time Community Chat with Moderation","/draft/community-moderation","draft/14.community-moderation",{"title":932,"path":933,"stem":934,"children":-1},"Example 10. Building a Real-Time Attendance Check / Poll","/draft/attendance-poll","draft/15.attendance-poll",{"title":936,"path":937,"stem":938,"children":-1},"Example 11. Building a Debate Battle","/draft/debate-battle","draft/16.debate-battle",{"title":940,"path":941,"stem":942,"children":-1},"Example 13. Building an Announcement Read Receipt","/draft/announcement-read","draft/18.announcement-read",{"title":944,"path":945,"stem":946,"children":-1},"Example 14. Building an Inventory Management System","/draft/inventory-management","draft/19.inventory-management",{"title":948,"path":949,"stem":950,"children":951,"page":55},"SJAUTO","/sjauto","sjauto",[952,956,960],{"title":953,"path":954,"stem":955,"children":-1},"Access the Administrator Page","/sjauto/admin-page-access","sjauto/00.admin-page-access",{"title":957,"path":958,"stem":959,"children":-1},"Sign Up and Sign In","/sjauto/signup","sjauto/10.signup",{"title":961,"path":962,"stem":963,"children":-1},"AI Chat Files","/sjauto/ai-chat-file","sjauto/ai-chat-file",{"id":965,"title":190,"body":966,"cover":1309,"description":1310,"extension":1311,"image":1309,"meta":1312,"navigation":1314,"path":191,"seo":1315,"stem":192,"tags":1309,"thumbnail":1309,"__hash__":1324},"docs_en/10.admin/30.knowledge/34.qdrant.md",{"type":967,"value":968,"toc":1301},"minimal",[969,973,977,980,985,1007,1026,1030,1056,1129,1138,1142,1149,1152,1164,1199,1202,1206,1211,1218,1233,1236,1251,1260,1264,1267,1271,1297],[970,971,190],"h1",{"id":972},"connect-qdrant",[974,975,976],"p",{},"Qdrant runs as an external vector database. Use it when you want to separate search data from the SpaceBuilder server or operate a larger vector set. Source files remain in SpaceBuilder; Qdrant stores vectors and the payload needed for retrieval.",[978,979],"hr",{},[981,982,984],"h2",{"id":983},"before-you-begin","Before you begin",[986,987,988,992,995,998],"ul",{},[989,990,991],"li",{},"Required role: Workspace administrator and access to the Qdrant connection information",[989,993,994],{},"The SpaceBuilder server must reach Qdrant's REST and gRPC endpoints.",[989,996,997],{},"Confirm the output dimension of the embedding model.",[989,999,1000,1001,1006],{},"If no Qdrant service is available, follow ",[1002,1003,1005],"a",{"href":1004},"/docs/admin/knowledge/qdrant-server-setup","Set up a Qdrant server",".",[974,1008,1009,1010,1016,1017,1021,1022,1025],{},"Qdrant's official ",[1002,1011,1015],{"href":1012,"rel":1013},"https://qdrant.tech/documentation/quickstart/",[1014],"nofollow","local quickstart"," documents REST on port ",[1018,1019,1020],"code",{},"6333",", gRPC on ",[1018,1023,1024],{},"6334",", and the dashboard under the REST endpoint. Qdrant starts without authentication by default, so restrict network access or enable an API key and TLS for a shared environment.",[981,1027,1029],{"id":1028},"configure-the-connection","Configure the connection",[1031,1032,1033,1041,1048,1051],"ol",{},[989,1034,1035,1036,1038,1039,1006],{},"Open ",[1018,1037,165],{}," > ",[1018,1040,182],{},[989,1042,1043,1044,1047],{},"Select ",[1018,1045,1046],{},"Qdrant"," as the driver.",[989,1049,1050],{},"Enter the connection values.",[989,1052,1043,1053,1006],{},[1018,1054,1055],{},"Save",[1057,1058,1059,1072],"table",{},[1060,1061,1062],"thead",{},[1063,1064,1065,1069],"tr",{},[1066,1067,1068],"th",{},"Field",[1066,1070,1071],{},"Value",[1073,1074,1075,1084,1095,1106,1114],"tbody",{},[1063,1076,1077,1081],{},[1078,1079,1080],"td",{},"Collection",[1078,1082,1083],{},"A dedicated name for this SpaceBuilder installation; the page shows a recommended name",[1063,1085,1086,1089],{},[1078,1087,1088],{},"REST endpoint",[1078,1090,1091,1092],{},"For example, ",[1018,1093,1094],{},"http://qdrant.internal:6333",[1063,1096,1097,1100],{},[1078,1098,1099],{},"gRPC endpoint",[1078,1101,1102,1103,1105],{},"The same Qdrant instance on port ",[1018,1104,1024],{},"; SetFN prefers it for search and vector writes",[1063,1107,1108,1111],{},[1078,1109,1110],{},"API key",[1078,1112,1113],{},"Required only when Qdrant authentication is enabled",[1063,1115,1116,1119],{},[1078,1117,1118],{},"Vector dimension",[1078,1120,1121,1122,1125,1126],{},"The embedding model's output dimension, such as ",[1018,1123,1124],{},"1024"," for ",[1018,1127,1128],{},"bge-m3",[974,1130,1131,1132,1134,1135,1137],{},"If the gRPC endpoint is empty and the REST endpoint uses port ",[1018,1133,1020],{},", SetFN derives port ",[1018,1136,1024],{},". It falls back to REST when gRPC is unavailable.",[981,1139,1141],{"id":1140},"let-setfn-create-the-collection","Let SetFN create the collection",[974,1143,1144,1145,1148],{},"Qdrant collections are created on the first vector write. SetFN creates a single unnamed dense vector with the configured dimension and ",[1018,1146,1147],{},"Cosine"," distance, then adds payload indexes used for filtering.",[974,1150,1151],{},"Before the first indexing run, the status can report that the collection will be created later. This is an expected state.",[974,1153,1154,1155,1158,1159,1006],{},"If you must create the collection manually, use the REST request below and set ",[1018,1156,1157],{},"size"," to the embedding dimension. This layout matches Qdrant's official ",[1002,1160,1163],{"href":1161,"rel":1162},"https://api.qdrant.tech/api-reference/collections/create-collection",[1014],"collection API",[1165,1166,1171],"pre",{"className":1167,"code":1168,"language":1169,"meta":1170,"style":1170},"language-http shiki shiki-themes github-light github-dark monokai","PUT /collections/setfn_knowledge_example\n{\n  \"vectors\": { \"size\": 1024, \"distance\": \"Cosine\" }\n}\n","http","",[1018,1172,1173,1181,1187,1193],{"__ignoreMap":1170},[1174,1175,1178],"span",{"class":1176,"line":1177},"line",1,[1174,1179,1180],{},"PUT /collections/setfn_knowledge_example\n",[1174,1182,1184],{"class":1176,"line":1183},2,[1174,1185,1186],{},"{\n",[1174,1188,1190],{"class":1176,"line":1189},3,[1174,1191,1192],{},"  \"vectors\": { \"size\": 1024, \"distance\": \"Cosine\" }\n",[1174,1194,1196],{"class":1176,"line":1195},4,[1174,1197,1198],{},"}\n",[974,1200,1201],{},"Do not configure a named vector or hybrid layout for this collection. SetFN expects a single unnamed dense vector. A different dimension or distance metric is reported as incompatible.",[981,1203,1205],{"id":1204},"verify-stored-data","Verify stored data",[974,1207,1208,1210],{},[1018,1209,182],{}," reports connection state, this installation's entity count, total collection count, and collection compatibility. One vector normally represents one document chunk, so vector count is usually higher than document count.",[974,1212,1213,1214,1217],{},"Use the Qdrant dashboard at ",[1018,1215,1216],{},"http://\u003Chost>:6333/dashboard"," to inspect the service. You can inspect sample payloads without retrieving vectors:",[1165,1219,1221],{"className":1167,"code":1220,"language":1169,"meta":1170,"style":1170},"POST /collections/setfn_knowledge_example/points/scroll\n{ \"limit\": 10, \"with_payload\": [\"source_path\", \"text\"], \"with_vector\": false }\n",[1018,1222,1223,1228],{"__ignoreMap":1170},[1174,1224,1225],{"class":1176,"line":1177},[1174,1226,1227],{},"POST /collections/setfn_knowledge_example/points/scroll\n",[1174,1229,1230],{"class":1176,"line":1183},[1174,1231,1232],{},"{ \"limit\": 10, \"with_payload\": [\"source_path\", \"text\"], \"with_vector\": false }\n",[974,1234,1235],{},"For Qdrant 1.12 or later, count values by source path with the facet API:",[1165,1237,1239],{"className":1167,"code":1238,"language":1169,"meta":1170,"style":1170},"POST /collections/setfn_knowledge_example/facet\n{ \"key\": \"source_path\", \"limit\": 50 }\n",[1018,1240,1241,1246],{"__ignoreMap":1170},[1174,1242,1243],{"class":1176,"line":1177},[1174,1244,1245],{},"POST /collections/setfn_knowledge_example/facet\n",[1174,1247,1248],{"class":1176,"line":1183},[1174,1249,1250],{},"{ \"key\": \"source_path\", \"limit\": 50 }\n",[1252,1253,1254],"warning",{},[974,1255,1256,1257,1259],{},"Do not edit or delete SetFN points directly in the Qdrant dashboard. Use reindex or reset operations in ",[1018,1258,182],{}," so SetFN's indexing state stays consistent.",[981,1261,1263],{"id":1262},"share-a-qdrant-service","Share a Qdrant service",[974,1265,1266],{},"SetFN includes an installation isolation key in new vectors and filters searches and deletion to that key. Separate collections are still recommended for simpler capacity management, backup, and removal. The settings page warns when another local SpaceBuilder project uses the same collection.",[981,1268,1270],{"id":1269},"related-documentation","Related documentation",[986,1272,1273,1278,1283,1287,1292],{},[989,1274,1275],{},[1002,1276,182],{"href":1277},"/docs/admin/knowledge/storage",[989,1279,1280],{},[1002,1281,186],{"href":1282},"/docs/admin/knowledge/storage-operations",[989,1284,1285],{},[1002,1286,1005],{"href":1004},[989,1288,1289],{},[1002,1290,198],{"href":1291},"/docs/admin/knowledge/milvus",[989,1293,1294],{},[1002,1295,172],{"href":1296},"/docs/admin/knowledge/indexing",[1298,1299,1300],"style",{},"html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html .sepia .shiki span {color: var(--shiki-sepia);background: var(--shiki-sepia-bg);font-style: var(--shiki-sepia-font-style);font-weight: var(--shiki-sepia-font-weight);text-decoration: var(--shiki-sepia-text-decoration);}html.sepia .shiki span {color: var(--shiki-sepia);background: var(--shiki-sepia-bg);font-style: var(--shiki-sepia-font-style);font-weight: var(--shiki-sepia-font-weight);text-decoration: var(--shiki-sepia-text-decoration);}",{"title":1170,"searchDepth":1183,"depth":1189,"links":1302},[1303,1304,1305,1306,1307,1308],{"id":983,"depth":1183,"text":984},{"id":1028,"depth":1183,"text":1029},{"id":1140,"depth":1183,"text":1141},{"id":1204,"depth":1183,"text":1205},{"id":1262,"depth":1183,"text":1263},{"id":1269,"depth":1183,"text":1270},null,"Connect an external Qdrant vector database to SetFN Knowledge Storage and verify its collection and data.","md",{"slug":1313},"/admin/knowledge/qdrant/",true,{"title":1316,"description":1317,"ogType":1318,"twitterCard":1319,"keywords":1320},"Connect Qdrant | Admin Docs","Configure Qdrant endpoints, credentials, vector dimensions, and collection compatibility for SetFN.","article","summary_large_image",[1046,1321,182,1322,1323],"vector database","collection","RAG","Ghw0sydOuNg9ezeSwVDN9RFe-FU_Q05w0K0v4osGrKw",[1326,1327],{"title":186,"path":187,"stem":188,"children":-1},{"title":194,"path":195,"stem":196,"children":-1},{"title":190,"filename":1329,"content":1330},"qdrant","# Connect Qdrant\r\n\r\nQdrant runs as an external vector database. Use it when you want to separate search data from the SpaceBuilder server or operate a larger vector set. Source files remain in SpaceBuilder; Qdrant stores vectors and the payload needed for retrieval.\r\n\r\n---\r\n\r\n## Before you begin\r\n\r\n- Required role: Workspace administrator and access to the Qdrant connection information\r\n- The SpaceBuilder server must reach Qdrant's REST and gRPC endpoints.\r\n- Confirm the output dimension of the embedding model.\r\n- If no Qdrant service is available, follow [Set up a Qdrant server](/docs/admin/knowledge/qdrant-server-setup).\r\n\r\nQdrant's official [local quickstart](https://qdrant.tech/documentation/quickstart/) documents REST on port `6333`, gRPC on `6334`, and the dashboard under the REST endpoint. Qdrant starts without authentication by default, so restrict network access or enable an API key and TLS for a shared environment.\r\n\r\n## Configure the connection\r\n\r\n1. Open `Knowledge Services` > `Knowledge Storage`.\r\n2. Select `Qdrant` as the driver.\r\n3. Enter the connection values.\r\n4. Select `Save`.\r\n\r\n| Field | Value |\r\n|-------|-------|\r\n| Collection | A dedicated name for this SpaceBuilder installation; the page shows a recommended name |\r\n| REST endpoint | For example, `http://qdrant.internal:6333` |\r\n| gRPC endpoint | The same Qdrant instance on port `6334`; SetFN prefers it for search and vector writes |\r\n| API key | Required only when Qdrant authentication is enabled |\r\n| Vector dimension | The embedding model's output dimension, such as `1024` for `bge-m3` |\r\n\r\nIf the gRPC endpoint is empty and the REST endpoint uses port `6333`, SetFN derives port `6334`. It falls back to REST when gRPC is unavailable.\r\n\r\n## Let SetFN create the collection\r\n\r\nQdrant collections are created on the first vector write. SetFN creates a single unnamed dense vector with the configured dimension and `Cosine` distance, then adds payload indexes used for filtering.\r\n\r\nBefore the first indexing run, the status can report that the collection will be created later. This is an expected state.\r\n\r\nIf you must create the collection manually, use the REST request below and set `size` to the embedding dimension. This layout matches Qdrant's official [collection API](https://api.qdrant.tech/api-reference/collections/create-collection).\r\n\r\n```http\r\nPUT /collections/setfn_knowledge_example\r\n{\r\n  \"vectors\": { \"size\": 1024, \"distance\": \"Cosine\" }\r\n}\r\n```\r\n\r\nDo not configure a named vector or hybrid layout for this collection. SetFN expects a single unnamed dense vector. A different dimension or distance metric is reported as incompatible.\r\n\r\n## Verify stored data\r\n\r\n`Knowledge Storage` reports connection state, this installation's entity count, total collection count, and collection compatibility. One vector normally represents one document chunk, so vector count is usually higher than document count.\r\n\r\nUse the Qdrant dashboard at `http://\u003Chost>:6333/dashboard` to inspect the service. You can inspect sample payloads without retrieving vectors:\r\n\r\n```http\r\nPOST /collections/setfn_knowledge_example/points/scroll\r\n{ \"limit\": 10, \"with_payload\": [\"source_path\", \"text\"], \"with_vector\": false }\r\n```\r\n\r\nFor Qdrant 1.12 or later, count values by source path with the facet API:\r\n\r\n```http\r\nPOST /collections/setfn_knowledge_example/facet\r\n{ \"key\": \"source_path\", \"limit\": 50 }\r\n```\r\n\r\n::warning\r\nDo not edit or delete SetFN points directly in the Qdrant dashboard. Use reindex or reset operations in `Knowledge Storage` so SetFN's indexing state stays consistent.\r\n::\r\n\r\n## Share a Qdrant service\r\n\r\nSetFN includes an installation isolation key in new vectors and filters searches and deletion to that key. Separate collections are still recommended for simpler capacity management, backup, and removal. The settings page warns when another local SpaceBuilder project uses the same collection.\r\n\r\n## Related documentation\r\n\r\n- [Knowledge Storage](/docs/admin/knowledge/storage)\r\n- [Operating Knowledge Storage](/docs/admin/knowledge/storage-operations)\r\n- [Set up a Qdrant server](/docs/admin/knowledge/qdrant-server-setup)\r\n- [Connect Milvus](/docs/admin/knowledge/milvus)\r\n- [Ingestion & Indexing](/docs/admin/knowledge/indexing)\n",1791199124841]