[{"data":1,"prerenderedAt":3654},["ShallowReactive",2],{"docs:manual/streaming-and-chunking":3,"content-manifest":1004},{"id":4,"title":5,"body":6,"category":986,"date":987,"description":988,"extension":989,"meta":990,"navigation":991,"path":992,"seo":993,"source":994,"sourceName":987,"sourceType":995,"stem":996,"tags":997,"updatedAt":1002,"__hash__":1003},"docs/docs/manual/streaming-and-chunking.md","流式输出与分块机制",{"type":7,"value":8,"toc":967},"minimark",[9,12,16,21,73,79,85,89,92,96,178,188,191,280,283,303,312,315,318,354,364,367,370,404,407,411,414,417,485,488,553,556,563,574,577,580,675,678,681,861,864,939,942,963],[10,11,5],"h1",{"id":5},[13,14,15],"p",{},"当你的 Agent 在 Telegram 或 Discord 里回复长消息时，你是希望它\"憋一大段再发\"，还是\"写一段发一段\"？OpenClaw 提供了两层独立的流式输出机制，帮你精确控制这个行为。",[17,18,20],"h2",{"id":19},"两层机制各管各的","两层机制，各管各的",[22,23,24,40],"table",{},[25,26,27],"thead",{},[28,29,30,34,37],"tr",{},[31,32,33],"th",{},"机制",[31,35,36],{},"作用",[31,38,39],{},"用户看到什么",[41,42,43,59],"tbody",{},[28,44,45,53,56],{},[46,47,48,52],"td",{},[49,50,51],"strong",{},"块流式","（Block Streaming）",[46,54,55],{},"写完一个\"块\"就立即发送",[46,57,58],{},"消息一条一条蹦出来",[28,60,61,67,70],{},[46,62,63,66],{},[49,64,65],{},"预览流式","（Preview Streaming）",[46,68,69],{},"生成过程中更新预览消息",[46,71,72],{},"消息在\"打字中\"不断更新",[13,74,75,78],{},[49,76,77],{},"关键区别","：块流式发送的是真正的频道消息；预览流式只是在编辑一条临时消息，直到最终回复完成。",[13,80,81,84],{},[49,82,83],{},"没有真正的 token-delta 流式","：OpenClaw 不会把每个 token 实时发到频道。预览流式基于消息发送+编辑，不是 token 级别的。",[17,86,88],{"id":87},"块流式写一段发一段","块流式：写一段发一段",[13,90,91],{},"块流式是最常用的流式方式。开启后，Agent 写完一个\"块\"就立即发送到频道。",[93,94,95],"h3",{"id":95},"开启方式",[97,98,103],"pre",{"className":99,"code":100,"language":101,"meta":102,"style":102},"language-json5 shiki shiki-themes github-light github-dark","{\n  agents: {\n    defaults: {\n      blockStreamingDefault: \"on\", // 全局开关\n    },\n  },\n  channels: {\n    telegram: {\n      blockStreaming: true, // 渠道级开关\n    },\n  },\n}\n","json5","",[104,105,106,114,120,126,132,138,144,150,156,162,167,172],"code",{"__ignoreMap":102},[107,108,111],"span",{"class":109,"line":110},"line",1,[107,112,113],{},"{\n",[107,115,117],{"class":109,"line":116},2,[107,118,119],{},"  agents: {\n",[107,121,123],{"class":109,"line":122},3,[107,124,125],{},"    defaults: {\n",[107,127,129],{"class":109,"line":128},4,[107,130,131],{},"      blockStreamingDefault: \"on\", // 全局开关\n",[107,133,135],{"class":109,"line":134},5,[107,136,137],{},"    },\n",[107,139,141],{"class":109,"line":140},6,[107,142,143],{},"  },\n",[107,145,147],{"class":109,"line":146},7,[107,148,149],{},"  channels: {\n",[107,151,153],{"class":109,"line":152},8,[107,154,155],{},"    telegram: {\n",[107,157,159],{"class":109,"line":158},9,[107,160,161],{},"      blockStreaming: true, // 渠道级开关\n",[107,163,165],{"class":109,"line":164},10,[107,166,137],{},[107,168,170],{"class":109,"line":169},11,[107,171,143],{},[107,173,175],{"class":109,"line":174},12,[107,176,177],{},"}\n",[13,179,180,183,184,187],{},[49,181,182],{},"注意","：块流式默认是",[49,185,186],{},"关闭","的。你需要显式开启。",[93,189,190],{"id":190},"控制参数",[22,192,193,205],{},[25,194,195],{},[28,196,197,200,202],{},[31,198,199],{},"配置项",[31,201,36],{},[31,203,204],{},"默认值",[41,206,207,222,235,250,265],{},[28,208,209,214,217],{},[46,210,211],{},[104,212,213],{},"blockStreamingDefault",[46,215,216],{},"全局开关",[46,218,219],{},[104,220,221],{},"\"off\"",[28,223,224,229,232],{},[46,225,226],{},[104,227,228],{},"*.blockStreaming",[46,230,231],{},"渠道级开关",[46,233,234],{},"继承默认",[28,236,237,242,245],{},[46,238,239],{},[104,240,241],{},"blockStreamingBreak",[46,243,244],{},"什么时候发",[46,246,247],{},[104,248,249],{},"\"text_end\"",[28,251,252,257,260],{},[46,253,254],{},[104,255,256],{},"blockStreamingChunk",[46,258,259],{},"块大小",[46,261,262],{},[104,263,264],{},"{ minChars: 800, maxChars: 1200 }",[28,266,267,272,275],{},[46,268,269],{},[104,270,271],{},"blockStreamingCoalesce",[46,273,274],{},"合并连续块",[46,276,277],{},[104,278,279],{},"{ idleMs: 1500 }",[93,281,282],{"id":282},"边界语义",[284,285,286,295],"ul",{},[287,288,289,294],"li",{},[49,290,291],{},[104,292,293],{},"text_end","：块一准备好就立即发送（默认）",[287,296,297,302],{},[49,298,299],{},[104,300,301],{},"message_end","：等整个回复写完再发送（可能一次性发很多条）",[13,304,305,308,309,311],{},[49,306,307],{},"推荐","：大多数场景用 ",[104,310,293],{},"，用户体验更好。",[93,313,314],{"id":314},"分块算法",[13,316,317],{},"OpenClaw 不会随便在句子中间切断。它按以下优先级找断点：",[319,320,321,328,334,344,347],"ol",{},[287,322,323,324,327],{},"段落边界（",[104,325,326],{},"\\n\\n","）",[287,329,330,331,327],{},"换行（",[104,332,333],{},"\\n",[287,335,336,337,340,341,327],{},"句子边界（",[104,338,339],{},". ","、",[104,342,343],{},"。",[287,345,346],{},"空格",[287,348,349,350,353],{},"硬分割（达到 ",[104,351,352],{},"maxChars"," 时强制切断）",[13,355,356,359,360,363],{},[49,357,358],{},"代码块保护","：如果在代码块中间被迫切断，OpenClaw 会自动关闭代码块（加 ",[104,361,362],{},"```","），在下一个块重新打开，保持 Markdown 有效。",[93,365,366],{"id":366},"人类化节奏",[13,368,369],{},"多段回复一条一条蹦出来太快，看起来像机器人在刷屏。你可以加一个随机延迟：",[97,371,373],{"className":99,"code":372,"language":101,"meta":102,"style":102},"{\n  agents: {\n    defaults: {\n      humanDelay: \"natural\", // 800-2500ms 随机延迟\n    },\n  },\n}\n",[104,374,375,379,383,387,392,396,400],{"__ignoreMap":102},[107,376,377],{"class":109,"line":110},[107,378,113],{},[107,380,381],{"class":109,"line":116},[107,382,119],{},[107,384,385],{"class":109,"line":122},[107,386,125],{},[107,388,389],{"class":109,"line":128},[107,390,391],{},"      humanDelay: \"natural\", // 800-2500ms 随机延迟\n",[107,393,394],{"class":109,"line":134},[107,395,137],{},[107,397,398],{"class":109,"line":140},[107,399,143],{},[107,401,402],{"class":109,"line":146},[107,403,177],{},[13,405,406],{},"这个延迟只在块回复之间生效，不影响最终回复或工具摘要。",[17,408,410],{"id":409},"预览流式实时预览","预览流式：实时预览",[13,412,413],{},"预览流式在生成过程中更新一条临时消息，让用户看到\"正在打字\"。支持 Telegram、Discord、Slack 等。",[93,415,416],{"id":416},"四种模式",[22,418,419,431],{},[25,420,421],{},[28,422,423,426,428],{},[31,424,425],{},"模式",[31,427,39],{},[31,429,430],{},"适用场景",[41,432,433,446,459,472],{},[28,434,435,440,443],{},[46,436,437],{},[104,438,439],{},"off",[46,441,442],{},"只看到最终回复",[46,444,445],{},"默认，不需要预览",[28,447,448,453,456],{},[46,449,450],{},[104,451,452],{},"partial",[46,454,455],{},"一条消息不断更新为最新文本",[46,457,458],{},"最常用，适合大多数场景",[28,460,461,466,469],{},[46,462,463],{},[104,464,465],{},"block",[46,467,468],{},"分块更新预览",[46,470,471],{},"需要看到完整分块过程",[28,473,474,479,482],{},[46,475,476],{},[104,477,478],{},"progress",[46,480,481],{},"显示\"正在思考...\"等进度信息",[46,483,484],{},"长时间运行，需要反馈",[93,486,487],{"id":487},"配置示例",[97,489,491],{"className":99,"code":490,"language":101,"meta":102,"style":102},"{\n  channels: {\n    telegram: {\n      streaming: {\n        mode: \"partial\",\n        preview: {\n          toolProgress: true, // 显示工具进度\n          commandText: \"status\", // 命令文本显示为\"正在执行...\"\n        },\n      },\n    },\n  },\n}\n",[104,492,493,497,501,505,510,515,520,525,530,535,540,544,548],{"__ignoreMap":102},[107,494,495],{"class":109,"line":110},[107,496,113],{},[107,498,499],{"class":109,"line":116},[107,500,149],{},[107,502,503],{"class":109,"line":122},[107,504,155],{},[107,506,507],{"class":109,"line":128},[107,508,509],{},"      streaming: {\n",[107,511,512],{"class":109,"line":134},[107,513,514],{},"        mode: \"partial\",\n",[107,516,517],{"class":109,"line":140},[107,518,519],{},"        preview: {\n",[107,521,522],{"class":109,"line":146},[107,523,524],{},"          toolProgress: true, // 显示工具进度\n",[107,526,527],{"class":109,"line":152},[107,528,529],{},"          commandText: \"status\", // 命令文本显示为\"正在执行...\"\n",[107,531,532],{"class":109,"line":158},[107,533,534],{},"        },\n",[107,536,537],{"class":109,"line":164},[107,538,539],{},"      },\n",[107,541,542],{"class":109,"line":169},[107,543,137],{},[107,545,546],{"class":109,"line":174},[107,547,143],{},[107,549,551],{"class":109,"line":550},13,[107,552,177],{},[93,554,555],{"id":555},"工具进度预览",[13,557,558,559,562],{},"开启 ",[104,560,561],{},"toolProgress"," 后，Agent 在调用工具时会显示进度信息：",[284,564,565,568,571],{},[287,566,567],{},"\"正在搜索网页...\"",[287,569,570],{},"\"正在读取文件...\"",[287,572,573],{},"\"正在执行命令...\"",[13,575,576],{},"这些进度信息会更新在同一条预览消息中，让用户知道 Agent 在做什么。",[93,578,579],{"id":579},"频道支持",[22,581,582,605],{},[25,583,584],{},[28,585,586,589,593,597,601],{},[31,587,588],{},"频道",[31,590,591],{},[104,592,439],{},[31,594,595],{},[104,596,452],{},[31,598,599],{},[104,600,465],{},[31,602,603],{},[104,604,478],{},[41,606,607,622,635,648,661],{},[28,608,609,612,615,617,619],{},[46,610,611],{},"Telegram",[46,613,614],{},"✅",[46,616,614],{},[46,618,614],{},[46,620,621],{},"可编辑的进度草稿",[28,623,624,627,629,631,633],{},[46,625,626],{},"Discord",[46,628,614],{},[46,630,614],{},[46,632,614],{},[46,634,621],{},[28,636,637,640,642,644,646],{},[46,638,639],{},"Slack",[46,641,614],{},[46,643,614],{},[46,645,614],{},[46,647,614],{},[28,649,650,653,655,657,659],{},[46,651,652],{},"Mattermost",[46,654,614],{},[46,656,614],{},[46,658,614],{},[46,660,614],{},[28,662,663,666,668,670,672],{},[46,664,665],{},"MS Teams",[46,667,614],{},[46,669,614],{},[46,671,614],{},[46,673,674],{},"原生进度流",[17,676,677],{"id":677},"完整配置示例",[13,679,680],{},"一个典型的流式输出配置：",[97,682,684],{"className":99,"code":683,"language":101,"meta":102,"style":102},"{\n  agents: {\n    defaults: {\n      blockStreamingDefault: \"on\",\n      blockStreamingBreak: \"text_end\",\n      blockStreamingChunk: {\n        minChars: 800,\n        maxChars: 1200,\n      },\n      blockStreamingCoalesce: {\n        minChars: 500,\n        maxChars: 2000,\n        idleMs: 1500,\n      },\n      humanDelay: \"natural\",\n    },\n  },\n  channels: {\n    telegram: {\n      blockStreaming: true,\n      streaming: {\n        mode: \"partial\",\n        preview: {\n          toolProgress: true,\n        },\n      },\n    },\n    discord: {\n      blockStreaming: true,\n      streaming: {\n        mode: \"partial\",\n      },\n    },\n  },\n}\n",[104,685,686,690,694,698,703,708,713,718,723,727,732,737,742,747,752,758,763,768,773,778,784,789,794,799,805,810,815,820,826,831,836,841,846,851,856],{"__ignoreMap":102},[107,687,688],{"class":109,"line":110},[107,689,113],{},[107,691,692],{"class":109,"line":116},[107,693,119],{},[107,695,696],{"class":109,"line":122},[107,697,125],{},[107,699,700],{"class":109,"line":128},[107,701,702],{},"      blockStreamingDefault: \"on\",\n",[107,704,705],{"class":109,"line":134},[107,706,707],{},"      blockStreamingBreak: \"text_end\",\n",[107,709,710],{"class":109,"line":140},[107,711,712],{},"      blockStreamingChunk: {\n",[107,714,715],{"class":109,"line":146},[107,716,717],{},"        minChars: 800,\n",[107,719,720],{"class":109,"line":152},[107,721,722],{},"        maxChars: 1200,\n",[107,724,725],{"class":109,"line":158},[107,726,539],{},[107,728,729],{"class":109,"line":164},[107,730,731],{},"      blockStreamingCoalesce: {\n",[107,733,734],{"class":109,"line":169},[107,735,736],{},"        minChars: 500,\n",[107,738,739],{"class":109,"line":174},[107,740,741],{},"        maxChars: 2000,\n",[107,743,744],{"class":109,"line":550},[107,745,746],{},"        idleMs: 1500,\n",[107,748,750],{"class":109,"line":749},14,[107,751,539],{},[107,753,755],{"class":109,"line":754},15,[107,756,757],{},"      humanDelay: \"natural\",\n",[107,759,761],{"class":109,"line":760},16,[107,762,137],{},[107,764,766],{"class":109,"line":765},17,[107,767,143],{},[107,769,771],{"class":109,"line":770},18,[107,772,149],{},[107,774,776],{"class":109,"line":775},19,[107,777,155],{},[107,779,781],{"class":109,"line":780},20,[107,782,783],{},"      blockStreaming: true,\n",[107,785,787],{"class":109,"line":786},21,[107,788,509],{},[107,790,792],{"class":109,"line":791},22,[107,793,514],{},[107,795,797],{"class":109,"line":796},23,[107,798,519],{},[107,800,802],{"class":109,"line":801},24,[107,803,804],{},"          toolProgress: true,\n",[107,806,808],{"class":109,"line":807},25,[107,809,534],{},[107,811,813],{"class":109,"line":812},26,[107,814,539],{},[107,816,818],{"class":109,"line":817},27,[107,819,137],{},[107,821,823],{"class":109,"line":822},28,[107,824,825],{},"    discord: {\n",[107,827,829],{"class":109,"line":828},29,[107,830,783],{},[107,832,834],{"class":109,"line":833},30,[107,835,509],{},[107,837,839],{"class":109,"line":838},31,[107,840,514],{},[107,842,844],{"class":109,"line":843},32,[107,845,539],{},[107,847,849],{"class":109,"line":848},33,[107,850,137],{},[107,852,854],{"class":109,"line":853},34,[107,855,143],{},[107,857,859],{"class":109,"line":858},35,[107,860,177],{},[17,862,863],{"id":863},"调优建议",[22,865,866,879],{},[25,867,868],{},[28,869,870,873,876],{},[31,871,872],{},"场景",[31,874,875],{},"推荐配置",[31,877,878],{},"原因",[41,880,881,895,909,926],{},[28,882,883,886,892],{},[46,884,885],{},"快速回复",[46,887,888,891],{},[104,889,890],{},"blockStreamingBreak: \"text_end\""," + 小 chunk",[46,893,894],{},"用户更快看到回复",[28,896,897,900,906],{},[46,898,899],{},"长文回复",[46,901,902,905],{},[104,903,904],{},"blockStreamingBreak: \"message_end\""," + 大 chunk",[46,907,908],{},"避免太多条消息",[28,910,911,914,923],{},[46,912,913],{},"慢模型（如本地 Ollama）",[46,915,558,916,919,920],{},[104,917,918],{},"humanDelay"," + 大 ",[104,921,922],{},"idleMs",[46,924,925],{},"看起来更自然",[28,927,928,931,936],{},[46,929,930],{},"快模型（如 GPT-4）",[46,932,933,934,891],{},"关闭 ",[104,935,918],{},[46,937,938],{},"最快看到回复",[17,940,941],{"id":941},"相关文档",[284,943,944,951,957],{},[287,945,946],{},[947,948,950],"a",{"href":949},"/concepts/messages","消息生命周期",[287,952,953],{},[947,954,956],{"href":955},"/concepts/retry","消息重试",[287,958,959],{},[947,960,962],{"href":961},"/channels","频道配置",[964,965,966],"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: 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topic”为什么已经不是同一条会话。","/docs/manual/forum-topics-and-group-session-keys",[1259,1360,1170,1214,986],"forum-topics",{"title":1362,"description":1363,"path":1364,"category":1175,"updatedAt":1239,"sourceType":995,"tags":1365},"从第一次跑通到长期运行：OpenClaw 的完整系统地图","把安装、Gateway、控制面、渠道、模型、记忆、自动化和长期维护放到一条完整主线上，帮助你从“先跑起来”过渡到“长期稳定使用”。","/docs/manual/from-first-run-to-long-running-system",[1031,1019,1001,1140,1022,1068],{"title":1367,"description":1368,"path":1369,"category":1175,"updatedAt":1229,"sourceType":995,"tags":1370},"Headless nodes 和设备宿主边界怎么分","基于最新官方 Nodes、Architecture 与 Pairing 文档，解释 headless nodes、普通设备节点和 Gateway 之间的职责差异，帮助团队理解“能力跑在哪台机器上”这条边界。","/docs/manual/headless-node-hosts-and-device-boundaries",[1185,1371,1372,1373,1019],"headless","pairing","devices",{"title":1375,"description":1376,"path":1377,"category":1175,"updatedAt":1089,"sourceType":995,"tags":1378},"Hooks 生命周期与事件类型","基于最新官方 Hooks 文档，解释 agent:bootstrap、session start/end、/new、/reset 等生命周期事件分别适合放什么逻辑，以及什么时候该用 hook pack 或插件托管 hooks。","/docs/manual/hook-lifecycle-events",[1126,1379,1380,1068,1124],"lifecycle","events",{"title":1382,"description":1383,"path":1384,"category":1175,"updatedAt":1081,"sourceType":995,"tags":1385},"Hooks 能做什么","从中文用户角度理解 OpenClaw 里的 hooks，不把它只看成技术细节，而看成自动化扩展点。","/docs/manual/hooks-overview",[1126,1068,1344,1380],{"title":1387,"description":1388,"path":1389,"category":1175,"updatedAt":1211,"sourceType":995,"tags":1390},"消息入口的去重、合并和排队是怎么工作的","基于最新官方 Messages 文档，解释 OpenClaw 的 inbound dedupe、inbound debounce、active-run queue 和 outbound chunking 各自解决什么问题，避免把“回复慢”都误判成模型问题。","/docs/manual/inbound-dedupe-and-debounce",[1391,1392,1393,1394,1395],"messages","queueing","dedupe","debounce","delivery",{"title":1397,"description":1398,"path":1399,"category":1175,"updatedAt":1132,"sourceType":995,"tags":1400},"本地模型支持（Ollama）","使用 Ollama 在本地运行大语言模型，实现隐私优先、零成本的 AI 助手体验。","/docs/manual/local-models-ollama",[1401,1402,1403,1404,1117],"ollama","local-model","llm","privacy",{"title":1406,"description":1407,"path":1408,"category":1175,"updatedAt":1089,"sourceType":995,"tags":1409},"节点位置能力怎么用","基于最新官方 Location Command 文档，整理 OpenClaw 的 location.get 能力、权限模式、精确位置开关，以及它和普通聊天入口的边界。","/docs/manual/location-command-nodes",[1410,1185,1248,1411,1412],"location","permissions","gps",{"title":1414,"description":1415,"path":1416,"category":1175,"updatedAt":1089,"sourceType":995,"tags":1417},"记忆文件怎么分层加载","基于最新官方 Memory 文档，整理 OpenClaw 的 daily log、MEMORY.md、memory_search 和 memory_get 各自适合存什么，以及为什么群组上下文不该直接读长期记忆。","/docs/manual/memory-files-and-loading-boundaries",[1022,1418,1170,1419,1420],"markdown","memory_search","memory_get",{"title":1422,"description":1423,"path":1424,"category":1175,"updatedAt":1132,"sourceType":995,"tags":1425},"memory plugin slot 和 Markdown source of truth 怎么配合","基于最新官方 Memory、CLI memory 与 Plugins 文档，解释为什么 OpenClaw 记忆的 source of truth 仍然是 Markdown 文件，以及 plugins.slots.memory 该怎么理解和切换。","/docs/manual/memory-plugin-slots-and-source-of-truth",[1022,1124,1426,1427,1418],"lancedb","memory-core",{"title":1429,"description":1430,"path":1431,"category":1175,"updatedAt":1334,"sourceType":995,"tags":1432},"记忆搜索与索引机制","基于官方记忆概念和 memory CLI 文档，解释记忆文件、索引来源、provider 选择以及排障时该看什么。","/docs/manual/memory-search-and-indexing",[1022,1433,1434,1435,1426],"search","indexing","embeddings",{"title":1437,"description":1438,"path":1439,"category":1175,"updatedAt":1081,"sourceType":1176,"tags":1440},"OpenClaw 记忆系统怎么工作","理解 OpenClaw 的 SOUL、Tools、用户长期记忆和会话上下文如何协作，以及为什么它更像持续运行的系统而不是一次性聊天窗口。","/docs/manual/memory-system",[1022,1178,1233,1441],"logs",{"title":1443,"description":1444,"path":1445,"category":1175,"updatedAt":1081,"sourceType":995,"tags":1446},"Memory、Tools、Skills 如何协同","记忆层负责保留什么，Tools 负责执行什么，Skills 负责组织什么，三者该怎么分工才不会让 OpenClaw 越用越乱。","/docs/manual/memory-tools-skills-playbook",[1022,1021,1033,1178,1067],{"title":1448,"description":1449,"path":1450,"category":1175,"updatedAt":1334,"sourceType":995,"tags":1451},"消息投递、重试与响应行为","基于官方 retry、messages 和 FAQ 文档，解释消息发送失败时 OpenClaw 会重试什么，不会重试什么，以及为什么群聊和渠道行为会不同。","/docs/manual/message-retries-and-delivery",[1391,1452,1395,1259,1261],"retry",{"title":1454,"description":1455,"path":1456,"category":1238,"updatedAt":1239,"sourceType":995,"tags":1457},"模型 allowlist、alias 和图片能力门控应该怎么理解","基于最新官方 Models CLI 文档，整理 agents.defaults.models、primary、fallbacks、imageModel 和 imageGenerationModel 的职责，帮助团队理解模型白名单和共享能力门控到底会影响什么。","/docs/manual/model-allowlists-and-capability-gating",[1140,1458,1459,1460,1461,986],"allowlist","aliases","image","gating",{"title":1463,"description":1464,"path":1465,"category":1175,"updatedAt":1132,"sourceType":995,"tags":1466},"OpenClaw 的 Models 应该怎么理解","理解 OpenClaw 里模型层的角色、选择思路和常见配置边界，避免把所有问题都误判成模型问题。","/docs/manual/models-overview",[1140,1403,1204,1214],{"title":1468,"description":1469,"path":1470,"category":1175,"updatedAt":1081,"sourceType":995,"tags":1471},"Nodes 与设备能力","理解 OpenClaw 的 nodes 是什么、如何配对，以及相机、语音、屏幕、位置等设备能力在系统里的作用。","/docs/manual/nodes-and-device-actions",[1185,1248,1247,1307,1372],{"title":1473,"description":1474,"path":1475,"category":986,"updatedAt":1002,"sourceType":995,"tags":1476},"OAuth 认证与多账号管理","理解 OpenClaw 如何处理 OAuth 认证、Token 存储和多账号路由，以及常见问题排查。","/docs/manual/oauth-auth",[1477,1206,1478,1479,1480],"oauth","codex","claude","profiles",{"title":1482,"description":1483,"path":1484,"category":1175,"updatedAt":1132,"sourceType":995,"tags":1485},"OpenProse 和 Lobster 的边界怎么分","基于最新官方 Lobster 文档，整理 OpenProse 与 Lobster 在多智能体准备、确定性执行和审批恢复上的分工，帮助中文团队判断什么时候该用 /prose，什么时候该转成工作流运行时。","/docs/manual/openprose-and-lobster-boundaries",[1486,1487,1125,1338,1067],"openprose","lobster",{"title":1489,"description":1490,"path":1491,"category":986,"updatedAt":1492,"sourceType":995,"tags":1493},"平台支持总览","OpenClaw 支持的操作系统和部署平台，包括 Gateway、桌面应用和移动节点。","/docs/manual/platforms-overview","2026-06-06",[1494,1223,1495,1496,1497,1498,1499],"platforms","ios","android","windows","linux","install",{"title":1501,"description":1502,"path":1503,"category":1175,"updatedAt":1089,"sourceType":995,"tags":1504},"插件托管 hooks 与扩展能力边界","基于最新官方 Plugins 与 Hooks 文档，整理插件托管 hooks 的工作方式、显示位置、启停边界，以及为什么它和独立 hook pack 不是同一种治理对象。","/docs/manual/plugin-managed-hooks",[1124,1126,1068,1286,1505],"governance",{"title":1507,"description":1508,"path":1509,"category":1175,"updatedAt":1089,"sourceType":995,"tags":1510},"插件清单与配置校验","基于最新官方文档，解释 openclaw.plugin.json 的必填字段、校验规则，以及为什么插件清单会直接影响配置是否可通过。","/docs/manual/plugin-manifest",[1124,1511,1512,1513,1032],"manifest","schema","validation",{"title":1515,"description":1516,"path":1517,"category":1175,"updatedAt":1089,"sourceType":995,"tags":1518},"插件包与频道目录元信息","根据最新官方插件文档，解释 package packs、插件 id 生成规则、openclaw.channel 元信息，以及为什么这些字段会影响安装与引导体验。","/docs/manual/plugin-package-packs",[1124,1519,1001,1520,1286],"package-packs","metadata",{"title":1522,"description":1523,"path":1524,"category":1175,"updatedAt":1132,"sourceType":995,"tags":1525},"OpenClaw 插件系统怎么用","基于官方插件与 CLI 文档，解释插件和 Skills、Tools 的边界，说明安装、启用、更新与风险控制的基本方法。","/docs/manual/plugins-overview",[1124,1286,1033,1021,1196],{"title":1527,"description":1528,"path":1529,"category":1175,"updatedAt":1132,"sourceType":995,"tags":1530},"模型提供商与故障转移","基于官方 providers 文档，整理 OpenClaw 常见 provider、默认模型写法、fallback 思路和长期运行时的配置重点。","/docs/manual/providers-and-fallback",[1204,1140,1531,1532,1401],"fallback","openrouter",{"title":1534,"description":1535,"path":1536,"category":986,"updatedAt":1002,"sourceType":995,"tags":1537},"Queue 系统与消息转向","理解 OpenClaw 的 Queue 系统、消息转向模式和并发控制机制。","/docs/manual/queue-system",[1538,1539,1540,1391],"queue","steering","concurrency",{"title":1542,"description":1543,"path":1544,"category":1175,"updatedAt":1191,"sourceType":995,"tags":1545},"用 SearXNG 给 OpenClaw 配自托管 web_search","基于最新官方 SearXNG Search 文档，整理 OpenClaw 如何接入自托管 SearXNG 作为 web_search provider，以及生产环境里最该注意哪些边界。","/docs/manual/searxng-search-provider",[1546,1547,1021,1433,1117],"searxng","web-search",{"title":1549,"description":1550,"path":1551,"category":1175,"updatedAt":1081,"sourceType":1176,"tags":1552},"Session 与配对机制","理解 OpenClaw 如何通过配对、allowFrom、群组提及规则和 session 隔离来识别用户并保护上下文边界。","/docs/manual/session-and-pairing",[1233,1372,1001,1206],{"title":1554,"description":1555,"path":1556,"category":1238,"updatedAt":1239,"sourceType":995,"tags":1557},"session memory search 什么时候值得开，什么时候先别开","基于最新官方 Memory 与 memory CLI 文档，整理 OpenClaw 的 session memory search、异步索引刷新、delta threshold 和 embedding cache 各自适合什么场景，帮助团队判断什么时候该扩到会话日志检索。","/docs/manual/session-memory-search-and-index-refresh",[1022,1170,1434,1558,986],"cache",{"title":1560,"description":1561,"path":1562,"category":1175,"updatedAt":1081,"sourceType":995,"tags":1563},"Signal 渠道接入重点","Signal 为什么更强调 dedicated number、signal-cli 和 pairing，长期运行时最容易踩哪些坑。","/docs/manual/signal-channel",[1001,1564,1565,1372,1404],"signal","signal-cli",{"title":1567,"description":1568,"path":1569,"category":1175,"updatedAt":1089,"sourceType":995,"tags":1570},"Signal 群组与 daemon 模式怎么配","基于最新官方 Signal 文档，整理 Signal 在 OpenClaw 里的群组隔离、外部 daemon 模式、多账号和 config writes 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一次运行到底会把什么发给模型，以及上下文为什么会变满。","/docs/manual/system-prompt-context-and-compaction",[1595,1596,1597,1598,1170],"system-prompt","context","compaction","pruning",{"title":1600,"description":1601,"path":1602,"category":1175,"updatedAt":1132,"sourceType":995,"tags":1603},"Telegram 与 WhatsApp 接入重点","两个最常见的入门渠道该怎么选、各自依赖什么认证方式，以及群聊和私聊里最容易踩的坑。","/docs/manual/telegram-and-whatsapp",[1001,1259,1260,1372,1604],"bot",{"title":1606,"description":1607,"path":1608,"category":1175,"updatedAt":1132,"sourceType":995,"tags":1609},"Telegram 和 Discord 作为审批入口时该怎么收边界","基于最新官方 Exec Approvals 文档，解释 Telegram 与 Discord 作为 exec approval 客户端时分别扮演什么角色、哪些配置值得先看，以及为什么它们适合作为受控审批入口而不是普通开放群聊。","/docs/manual/telegram-discord-approval-clients",[1259,1261,1338,1001,1336,1041],{"title":1611,"description":1612,"path":1613,"category":1175,"updatedAt":1081,"sourceType":995,"tags":1614},"OpenClaw 的 Tools 与扩展能力概览","从中文用户角度理解 OpenClaw 的工具层、技能层和自动化扩展边界，知道它为什么不只是聊天助手。","/docs/manual/tools-overview",[1021,1033,1126,1068],{"title":1616,"description":1617,"path":1618,"category":1175,"updatedAt":1132,"sourceType":995,"tags":1619},"vLLM 本地模型 Provider 怎么接","基于最新官方 vLLM provider 文档，整理 OpenClaw 如何接入 vLLM、本地自动发现和手动模型声明各自适合什么场景。","/docs/manual/vllm-local-model-provider",[1620,1621,1204,1117,1622],"vllm","local-models","inference",{"title":1624,"description":1625,"path":1626,"category":1175,"updatedAt":1081,"sourceType":995,"tags":1627},"语音唤醒与 Talk Mode","理解 OpenClaw 的 voice wake 是怎么和 Gateway、nodes、客户端一起工作的，以及什么时候值得启用它。","/docs/manual/voice-wake-and-talk-mode",[1307,1628,1629,1185,1248],"wake-word","talk-mode",{"title":1631,"description":1632,"path":1633,"category":1175,"updatedAt":1132,"sourceType":995,"tags":1634},"WebChat 与 message CLI","理解 OpenClaw 除聊天渠道外的两类直接交互入口：Gateway WebSocket 上的 WebChat 和统一的 openclaw message 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连续失败后的退避节奏。","/docs/reference/cron-run-queue-and-retry-backoff",[1194,1452,1960,1538,1883],"scheduler",{"title":1962,"description":1963,"path":1964,"category":1877,"updatedAt":1640,"sourceType":995,"tags":1965},"Dashboard 的 SecretRef token、sessionStorage 和非 token 化 URL 应该怎么理解","基于最新官方 Dashboard 文档，解释 openclaw dashboard 在普通 token、SecretRef token 和远程入口下分别如何引导认证，以及为什么当前浏览器标签页的 sessionStorage 行为很关键。","/docs/reference/dashboard-secretref-and-sessionstorage",[1076,1313,1966,1967,1206],"secretref","sessionStorage",{"title":1969,"description":1970,"path":1971,"category":1972,"updatedAt":1334,"sourceType":995,"tags":1973},"调试、运行时覆盖与开发排障","基于官方 debugging 和 FAQ 文档，整理 `/debug`、watch 模式、dev profile 以及排查流式输出异常时最值得先看的入口。","/docs/reference/debugging-and-runtime-overrides","排错",[1974,1975,1976,1720,1441],"debugging","debug","runtime-overrides",{"title":1978,"description":1979,"path":1980,"category":1877,"updatedAt":1211,"sourceType":995,"tags":1981},"Diagnostics flags 和定向日志应该怎么用","基于最新官方 Diagnostics Flags 与 Logging 文档，解释 OpenClaw 如何用 diagnostics.flags 和 OPENCLAW_DIAGNOSTICS 打开定向调试日志，以及为什么这比全局 verbose 更适合长期排障。","/docs/reference/diagnostics-flags-and-targeted-logs",[1889,1982,1983,1975,1883],"logging","flags",{"title":1985,"description":1986,"path":1987,"category":1877,"updatedAt":1211,"sourceType":995,"tags":1988},"dmScope 和 identityLinks 应该怎么一起用","基于最新官方会话管理文档，解释 OpenClaw 的 dmScope 四种模式、identityLinks 的真实作用，以及为什么多人 DM、跨渠道私聊和多账户环境不能只改一个开关。","/docs/reference/dm-scope-and-identity-links",[1233,1989,1990,1214,1883],"dmScope","identityLinks",{"title":1992,"description":1993,"path":1994,"category":1877,"updatedAt":1211,"sourceType":995,"tags":1995},"doctor 的 repair、force 和 non-interactive 应该怎么选","基于最新官方 Doctor 文档，解释 openclaw doctor 在 interactive、--repair、--force、--yes、--non-interactive 和 --deep 之间各自会做什么，避免把修复模式混成“越猛越好”。","/docs/reference/doctor-repair-modes",[1720,1721,1889,1996,1883],"migrations",{"title":1998,"description":1999,"path":2000,"category":1877,"updatedAt":1211,"sourceType":995,"tags":2001},"环境变量从哪里来，优先级怎么排","基于最新官方 Environment Variables 与 Configuration 文档，解释 OpenClaw 会从哪些来源读取环境变量、为什么默认不覆盖已有值，以及 `.env`、config env 和 shell import 之间真正的优先级。","/docs/reference/env-sources-and-precedence",[1581,1032,1241,2002,1883],"shell",{"title":2004,"description":2005,"path":2006,"category":1877,"updatedAt":1132,"sourceType":1016,"tags":2007},"如何结合官方文档、GitHub 和中文渠道跟踪 OpenClaw","把官方文档、GitHub Releases、Issues、中文教程站、媒体报道和中文社区解读放到同一套可信度框架里，减少信息滞后和误读。","/docs/reference/external-sources-and-trust-levels",[2008,1795,1284,2009,1797],"sources","trust",{"title":2011,"description":2012,"path":2013,"category":1877,"updatedAt":1089,"sourceType":995,"tags":2014},"Gateway 命令与 RPC 该怎么用","基于最新官方 CLI Reference 与 Gateway protocol 文档，整理 openclaw gateway 子命令、RPC 调用边界、显式凭据要求，以及为什么它更适合被当成控制面入口而不是随手脚本助手。","/docs/reference/gateway-cli-and-rpc",[1019,2015,1196,1648,1186],"rpc",{"title":2017,"description":2018,"path":2019,"category":1877,"updatedAt":1211,"sourceType":995,"tags":2020},"Gateway-owned pairing 和 device pairing 有什么区别","基于最新官方 Pairing 与 Gateway-owned pairing 文档，解释 node.pair.* 这套旧式网关配对和当前 WS device pairing 的真实边界，避免把两套授权机制混成一套。","/docs/reference/gateway-owned-pairing-vs-device-pairing",[1372,1373,1019,1185,1883],{"title":2022,"description":2023,"path":2024,"category":1877,"updatedAt":1640,"sourceType":995,"tags":2025},"Gateway 为什么是 session source of truth","基于最新官方 Session 文档，解释 OpenClaw 的 session store、JSONL transcript、token 计数和 UI 查询为什么都应围绕 Gateway 理解，避免把本地浏览器、WebChat 或 operator 设备误当成真实状态源。","/docs/reference/gateway-session-source-of-truth",[1233,1019,1147,1076,1883],{"title":2027,"description":2028,"path":2029,"category":1877,"updatedAt":1239,"sourceType":995,"tags":2030},"Gateway WebSocket 的 role 和 scope 应该怎么理解","基于最新官方 Gateway Protocol 文档，解释 OpenClaw 的 WebSocket 握手里 role、scopes、client mode 和协议版本各自在声明什么，以及为什么这条连接已经是统一控制面而不只是聊天通道。","/docs/reference/gateway-ws-roles-and-scopes",[1019,1648,2031,2032,1883],"protocol","scopes",{"title":2034,"description":2035,"path":2036,"category":1877,"updatedAt":1229,"sourceType":995,"tags":2037},"groupPolicy、allowlist 和 mention gating 的顺序应该怎么理解","基于最新官方 Groups、Group Messages 和 Messages 文档，解释 OpenClaw 在群聊里如何按 groupPolicy、群组 allowlist 和 mention gating 三层顺序决定消息是丢弃、只进上下文，还是正式触发回复。","/docs/reference/group-policy-and-mention-gating-order",[1232,2038,1214,1458,1391],"mention",{"title":2040,"description":2041,"path":2042,"category":1877,"updatedAt":1239,"sourceType":995,"tags":2043},"HEARTBEAT_OK、可见性控制和 quiet-hours 应该怎么一起看","基于最新官方 Heartbeat 与 Automation Troubleshooting 文档，解释 HEARTBEAT_OK 的 ack 语义、alerts-disabled 和 dm-blocked 等可见性控制，以及 quiet-hours 为什么不是故障。","/docs/reference/heartbeat-ack-and-visibility-controls",[1694,2044,2045,2046,1883],"visibility","activeHours","alerts",{"title":2048,"description":2049,"path":2050,"category":1877,"updatedAt":1229,"sourceType":995,"tags":2051},"HTTP API、Gateway WebSocket 和 SDK 应该怎么分工","基于最新官方 API 与 Web 文档，解释 OpenClaw 里 HTTP API、Gateway WebSocket 和 SDK 各自适合什么场景，帮助团队判断当前到底应该走管理接口、实时会话层还是语言 SDK。","/docs/reference/http-api-vs-gateway-websocket-vs-sdk",[1642,1648,2052,1019,1883],"sdk",{"title":2054,"description":2055,"path":2056,"category":1877,"updatedAt":1229,"sourceType":995,"tags":2057},"include 合并时，数组和 sibling override 到底怎么生效","基于最新官方 Configuration 文档，解释 OpenClaw 在 $include 合并时数组、对象和 sibling keys 的真实处理顺序，帮助团队避免把 include 当成“总是深合并”的黑盒。","/docs/reference/include-merge-arrays-and-sibling-overrides",[1032,2058,1672,2059,1883],"include","arrays",{"title":2061,"description":2062,"path":2063,"category":1877,"updatedAt":1211,"sourceType":995,"tags":2064},"Lobster 的调用、审批和 resume token","基于最新官方 Lobster 文档，解释 OpenClaw 里如何用 openclaw.invoke 触发确定性工作流、何时进入 needs_approval，以及 resume token 在恢复流程里扮演什么角色。","/docs/reference/lobster-invoke-and-resume",[1487,2065,1338,1067,1883],"invoke",{"title":2067,"description":2068,"path":2069,"category":1877,"updatedAt":1239,"sourceType":995,"tags":2070},"记忆检索里的 hybrid search、重排和时间衰减到底在做什么","基于最新官方 Memory 文档，解释 OpenClaw 的 memory_search 为什么不只是向量检索，以及 hybrid search、结果合并、MMR 重排和 temporal decay 各自在修正什么问题。","/docs/reference/memory-hybrid-search-and-ranking-pipeline",[1022,2071,2072,2073,2074,1883],"hybrid-search","ranking","mmr","retrieval",{"title":2076,"description":2077,"path":2078,"category":1877,"updatedAt":1132,"sourceType":995,"tags":2079},"models status --probe 和 auth profiles 应该怎么看","基于最新官方 Models CLI 文档，解释 openclaw models status --probe、--probe-provider 与认证 profile 的关系，帮助团队区分“配置看起来对”和“当前真的能连通”。","/docs/reference/models-status-probe-and-auth-profiles",[1140,2080,1206,1204,1883],"probe",{"title":2082,"description":2083,"path":2084,"category":1877,"updatedAt":1576,"sourceType":995,"tags":2085},"配对审批与设备授权管理","从管理员视角理解 OpenClaw 的 DM pairing、设备 pairing、allowFrom 文件和审批命令，避免把授权边界搞乱。","/docs/reference/pairing-admin",[1372,1373,1918,2086,1701],"credentials",{"title":2088,"description":2089,"path":2090,"category":1877,"updatedAt":1132,"sourceType":995,"tags":2091},"插件安装 spec、--pin 和 update tracking 应该怎么理解","基于最新官方 plugins CLI 文档，解释 ClawHub first、npm-safe spec、--pin、prerelease opt-in 和 plugins.installs 的跟踪逻辑，帮助团队判断插件后续会按什么规则更新。","/docs/reference/plugins-install-specs-and-update-tracking",[1124,1267,2092,2093,1797,1883],"npm","pin",{"title":2095,"description":2096,"path":2097,"category":1972,"updatedAt":1089,"sourceType":995,"tags":2098},"原始流日志怎么抓","基于最新官方 Debugging 文档，整理 OpenClaw 的 raw stream、pi-mono raw chunk 日志分别该在什么场景开启，以及如何避免把调试日志变成隐私风险。","/docs/reference/raw-stream-debugging",[1974,2099,1441,1204,1404],"raw-stream",{"title":2101,"description":2102,"path":2103,"category":1877,"updatedAt":1239,"sourceType":995,"tags":2104},"remote auth fallback 和 tlsFingerprint 应该什么时候用","基于最新官方 Remote Access 文档，解释 gateway.remote 这套远程连接参数什么时候只是兜底、什么时候会 fail closed，以及 tlsFingerprint 在 wss 场景里真正保护什么。","/docs/reference/remote-auth-fallback-and-tls-fingerprint",[1091,2105,1206,1019,1883],"tlsFingerprint",{"title":2107,"description":2108,"path":2109,"category":1877,"updatedAt":1239,"sourceType":995,"tags":2110},"回复机器人消息也算 mention 吗，pending history 又什么时候会进上下文","基于最新官方 Groups 与 Group Messages 文档，解释 OpenClaw 在群聊里怎样把 reply metadata 当成隐式 mention，以及未触发回复的群消息何时只进入 pending history、何时会被彻底丢弃。","/docs/reference/reply-mention-and-pending-history",[1232,2111,2112,2113,1883],"mentions","pending-history","reply",{"title":2115,"description":2116,"path":2117,"category":1877,"updatedAt":1211,"sourceType":995,"tags":2118},"SecretRefs 和运行时快照应该怎么理解","基于最新官方 Secrets Management 文档，解释 env/file/exec secret refs 的解析时机、活动面、失败模式和热重载语义，避免把密钥管理误解成“请求时临时去取”。","/docs/reference/secret-refs-and-runtime-snapshot",[2119,2120,1167,1204,1883],"secrets","secretrefs",{"title":2122,"description":2123,"path":2124,"category":1877,"updatedAt":1229,"sourceType":995,"tags":2125},"secure DM mode 和 owner pinning 应该怎么一起理解","基于最新官方 Session 与 Security 文档，解释 OpenClaw 的 secure DM mode、owner pinning、pairing / allowlist / open 三类 DM 入口，以及什么时候该从连续主会话切到隔离模式。","/docs/reference/secure-dm-mode-and-owner-pinning",[1233,1041,1989,1372,1458],{"title":2127,"description":2128,"path":2129,"category":1877,"updatedAt":2130,"sourceType":995,"tags":2131},"session JSONL、compaction entry 和 branch summary 应该怎么理解","基于最新官方 Session Management Deep Dive 文档，解释 OpenClaw 的 session JSONL 结构、compaction entry、branch summary 和 store counters 分别在回答什么问题，避免把 transcript 文件当成一团无结构日志。","/docs/reference/session-jsonl-and-compaction-entries","2026-04-01",[1233,2132,2133,1597,1883],"transcript","jsonl",{"title":2135,"description":2136,"path":2137,"category":1877,"updatedAt":2130,"sourceType":995,"tags":2138},"openclaw sessions 的 store scope 和巡检方式","基于最新官方 sessions CLI 文档，解释 openclaw sessions 在默认 agent、单 agent、all-agents 和显式 store 路径下分别在看什么，以及长期运维里为什么值得把它当作 session store 巡检入口。","/docs/reference/sessions-cli-store-scope-and-audit",[1170,1196,2139,1821,1040],"store",{"title":2141,"description":2142,"path":2143,"category":1877,"updatedAt":1239,"sourceType":995,"tags":2144},"哪些配置会被官方当成 shared-user ingress 信号","基于最新官方 security audit 文档，解释 OpenClaw 为什么会把开放 DM、群目标和 wildcard sender 规则识别成 shared-user ingress 信号，以及这些提醒真正想让你检查什么。","/docs/reference/shared-user-ingress-signals",[1041,1836,1821,2145,1883],"ingress",{"title":2147,"description":2148,"path":2149,"category":1877,"updatedAt":1089,"sourceType":995,"tags":2150},"status、health 和 logs 该怎么分工","基于最新官方 CLI reference，整理 openclaw status、health、logs 三组命令各自应该回答什么问题，以及值班和排障时更稳的使用顺序。","/docs/reference/status-health-and-logs",[1196,1729,2151,1441,2152],"health","troubleshooting",{"title":2154,"description":2155,"path":2156,"category":1877,"updatedAt":2130,"sourceType":995,"tags":2157},"对话记录清理（provider fixups）到底改了什么，不改什么","基于最新官方 Transcript Hygiene 文档，解释 OpenClaw 在运行前对 transcript 做的 provider-specific fixups、图片清理、tool 调用配对修复和思考签名清理分别解决什么问题，以及为什么它不会重写磁盘 JSONL。","/docs/reference/transcript-hygiene-and-provider-fixups",[2132,2158,1204,2159,1883],"hygiene","tool-calls",{"title":2161,"description":2162,"path":2163,"category":1972,"updatedAt":1081,"sourceType":995,"tags":2164},"故障排除与诊断思路","把 OpenClaw 常见问题按环境、入口、配置、认证和运行状态拆开，建立更高效的排查顺序。","/docs/reference/troubleshooting",[2152,1720,1729,1441],{"title":2166,"description":2167,"path":2168,"category":1877,"updatedAt":1211,"sourceType":995,"tags":2169},"WebChat 的 history、inject 和展示边界","基于最新官方 WebChat 文档，整理 chat.history 的截断/占位规则、chat.inject 的真实用途，以及为什么 WebChat 看见的 transcript 不是原始 JSONL 的一比一镜像。","/docs/reference/webchat-history-and-inject-boundaries",[1147,2170,2171,2132,1883],"history","inject",{"title":2173,"description":2174,"path":2175,"category":2176,"updatedAt":1132,"sourceType":995,"tags":2177},"国内云部署思路","面向中文团队整理 OpenClaw 在国内或面向国内网络环境部署时最该先判断的三件事：入口生态、模型端点和长期在线后的运维边界。","/docs/setup/china-cloud-deployment","安装",[2178,2179,2180,1350,1748,1749],"china","cloud","deployment",{"title":2182,"description":2183,"path":2184,"category":2176,"updatedAt":1081,"sourceType":995,"tags":2185},"部署方式怎么选","从本地安装、Docker、国内云模板和海外一键部署四类路径理解 OpenClaw 的部署选择，而不是只追求“最快装上”。","/docs/setup/deployment-options",[2180,1092,2186,2179,2187],"docker","wsl2",{"title":2189,"description":2190,"path":2191,"category":2176,"updatedAt":1586,"sourceType":995,"tags":2192},"OpenClaw 安装与环境","按官方推荐方式安装 OpenClaw，并根据本地开发、WSL2 和生产部署场景选择合适的安装路径。","/docs/setup/installation",[1074,2092,2193,2187],"install-script",{"title":2195,"description":2196,"path":2197,"category":2176,"updatedAt":1089,"sourceType":995,"tags":2198},"安装器方式和升级路径怎么选","基于最新官方 Install 与 Updating 文档，整理 install.sh、install-cli.sh、PowerShell 安装器、全局包安装和 git 安装各自适合什么场景，以及后续升级时应该走哪条路径。","/docs/setup/installer-methods-and-upgrade-paths",[1074,2199,2193,2200,1798],"updater","git",{"title":2202,"description":2203,"path":2204,"category":2176,"updatedAt":1334,"sourceType":995,"tags":2205},"安装器、更新与卸载","基于官方安装器、更新和卸载文档，整理 OpenClaw 从首次安装到原地升级、服务移除和彻底卸载的完整维护路径。","/docs/setup/installer-update-and-uninstall",[1074,2199,2206,1720,1798],"uninstall",{"title":2208,"description":2209,"path":2210,"category":2176,"updatedAt":1334,"sourceType":995,"tags":2211},"Linux 安装指南","在 Linux 服务器和桌面上安装和配置 OpenClaw 的详细指南。","/docs/setup/linux-installation",[1498,1074,1084,2212],"server",{"title":2214,"description":2215,"path":2216,"category":2176,"updatedAt":1334,"sourceType":995,"tags":2217},"macOS 安装指南","在 macOS 上安装和配置 OpenClaw 的详细指南。","/docs/setup/macos-installation",[1223,1074,1084,2218],"apple",{"title":2220,"description":2221,"path":2222,"category":2223,"updatedAt":1081,"sourceType":995,"tags":2224},"版本迁移与升级检查单","在 OpenClaw 版本升级前后，优先检查配置、CLI、认证和入口层变化，避免把升级直接变成线上事故。","/docs/setup/migration-guide","迁移",[2225,2226,1795,2227],"migration","upgrade","checklist",{"title":2229,"description":2230,"path":2231,"category":2176,"updatedAt":1334,"sourceType":995,"tags":2232},"Windows 安装指南","在 Windows 上安装和配置 OpenClaw 的详细指南，推荐使用 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环境里的引导行为，也让它更像正式控制面入口。","/news/openclaw-dashboard-bootstrap-watch-2026-03-26",[1076,1169,1966,1206,1293],{"title":2543,"description":2544,"path":2545,"category":2447,"date":1132,"updatedAt":1132,"sourceType":995,"source":2461,"tags":2546},"OpenClaw Web 控制面观察：Dashboard 与 WebChat 的认证引导和回流边界正在变清楚","基于 2026 年 3 月 24 日可见的官方 dashboard CLI、Web Dashboard 与 WebChat 文档，最近 Web 控制面最值得关注的变化是认证引导、SecretRef token 处理和 WebChat 回流边界正在被主动写清。","/news/openclaw-dashboard-webchat-auth-watch-2026-03-24",[1076,1147,1313,1966,1214,2547],"web",{"title":2549,"description":2550,"path":2551,"category":2240,"date":1015,"updatedAt":1015,"sourceType":1284,"source":2552,"tags":2553},"OpenClaw 开发者生态扩张观察：中文技能与本地工作流成为新增长点","基于 2026 年 3 月 16 日临时素材，整理 OpenClaw 开发者生态在中文社区中的扩展方向，重点关注中文技能、本地平台集成与企业工作流落地。","/news/openclaw-developer-ecosystem-watch-2026-03-16","content/tmp/2026-03-16/openclaw-developer-ecosystem-expansion.md",[1029,1033,1285,2178],{"title":2555,"description":2556,"path":2557,"category":2447,"date":1229,"updatedAt":1229,"sourceType":995,"source":2558,"tags":2559},"OpenClaw 的 devices CLI 正在把设备授权写成一条完整生命周期","官方最近围绕 devices CLI 的补强，让 approve、revoke、rotate 和 fresh token 不再像零散命令，而更像完整的设备授权生命周期。","/news/openclaw-device-token-lifecycle-watch-2026-03-25","https://docs.openclaw.ai/channels/pairing",[1373,1372,1313,1714,2560],"rotate",{"title":2562,"description":2563,"path":2564,"category":2447,"date":1211,"updatedAt":1211,"sourceType":995,"source":2565,"tags":2566},"OpenClaw 的诊断与修复工作流正在成型","官方最近围绕 Doctor、Diagnostics Flags、Debugging 和 sessions cleanup 的文档更新，正在把 OpenClaw 的排障方式从“看日志猜”推进到更清楚的 repair ladder。","/news/openclaw-diagnostics-repair-watch-2026-03-22","https://docs.openclaw.ai/doctor",[1720,1889,1721,1974,1040],{"title":2568,"description":2569,"path":2570,"category":2447,"date":1229,"updatedAt":1229,"sourceType":995,"source":2565,"tags":2571},"OpenClaw 排障观察：doctor 正在从“检查器”继续长成带备份心智的修复入口","基于 2026 年 3 月 25 日可见的官方 Doctor 文档，最近排障层最值得关注的变化之一是 doctor 对 stale config、unknown keys 和 legacy 状态的处理边界越来越清楚。","/news/openclaw-doctor-repair-boundary-watch-2026-03-25",[1720,1721,1578,1798,1889],{"title":2573,"description":2574,"path":2575,"category":2576,"date":1015,"updatedAt":1015,"sourceType":1284,"source":2577,"tags":2578},"OpenClaw 教育场景观察：AI 助教、个性化学习与高校试点想象空间","基于 2026 年 3 月 16 日教育领域临时稿，梳理 OpenClaw 在高校与教学场景中的潜在落地方向，包括答疑、学习路径推荐和教师工作流辅助。","/news/openclaw-education-adoption-watch-2026-03-16","行业观察","content/tmp/2026-03-16/openclaw-education-sector-adoption.md",[2579,2580,2581,2582],"education","adoption","ai-tutor","higher-education",{"title":2584,"description":2585,"path":2586,"category":2576,"date":1015,"updatedAt":1015,"sourceType":1284,"source":2587,"tags":2588},"OpenClaw 企业应用热度上升：中文团队更关注私有化部署与流程接入","基于 2026 年 3 月 16 日企业方向临时稿，整理 OpenClaw 在中文企业场景中的关注重点，包括私有化部署、安全边界、行业接入与内部工作流自动化。","/news/openclaw-enterprise-adoption-watch-2026-03-16","content/tmp/2026-03-16/openclaw-enterprise-adoption-boom.md",[1039,2180,1067,2178],{"title":2590,"description":2591,"path":2592,"category":2240,"date":1089,"updatedAt":1089,"sourceType":995,"source":2593,"tags":2594},"OpenClaw 扩展层观察：ClawHub、插件托管 hooks 与 onboarding 勾选正在把扩展能力收拢成一条更完整链路","基于 2026 年 3 月 21 日可见的官方 Skills、ClawHub、Plugins 与 Hooks 文档，整理最近最值得中文站关注的扩展层变化：技能 registry、插件托管 hooks，以及 onboarding 阶段对推荐 hooks 的直接引导。","/news/openclaw-extension-stack-watch-2026-03-21","https://docs.openclaw.ai/automation/hooks",[1033,1267,1124,1126,1286],{"title":2596,"description":2597,"path":2598,"category":2447,"date":1191,"updatedAt":1191,"sourceType":995,"source":2599,"tags":2600},"OpenClaw 的 Feishu 入口正在从聊天机器人走向文档协作流","官方近期更新的 Feishu 文档，把扫码接入、群控边界和 Drive 评论线程动作都写进了主线，说明 Feishu 已经不只是简单聊天入口。","/news/openclaw-feishu-drive-comments-watch-2026-04-30","https://docs.openclaw.ai/channels/feishu",[1350,1351,1352,1353,1001,1354],{"title":2602,"description":2603,"path":2604,"category":2447,"date":1229,"updatedAt":1229,"sourceType":995,"source":2605,"tags":2606},"OpenClaw 正在把 gateway-owned pairing 的过期与轮换边界说清楚","官方最新 Gateway-owned pairing 文档把 pending request 的 5 分钟过期、fresh token 生成和 UI 只是审批前端这几层边界写得更清楚了。","/news/openclaw-gateway-pairing-expiry-watch-2026-03-25","https://docs.openclaw.ai/gateway/pairing",[1019,1372,2607,1313,1185],"pending",{"title":2609,"description":2610,"path":2611,"category":2447,"date":1640,"updatedAt":1640,"sourceType":995,"source":2612,"tags":2613},"OpenClaw 正在把 Gateway 的 session source-of-truth 地位写得更明确","官方最新 Session 文档更明确地说明 session store、JSONL transcript 和 token 计数都应围绕 Gateway 理解，这会直接影响 WebChat、Dashboard 和远程 operator 的排障方式。","/news/openclaw-gateway-source-of-truth-watch-2026-03-26","https://docs.openclaw.ai/session",[1019,1233,1147,1076,2614],"state",{"title":2616,"description":2617,"path":2618,"category":2447,"date":1229,"updatedAt":1229,"sourceType":995,"source":2619,"tags":2620},"OpenClaw 开始把群聊入口判断顺序写成可复述规则","官方最近在 Groups、Group Messages 和 Messages 文档里，把群入口的 groupPolicy、allowlist 和 mention gating 顺序写得更完整了，也让“没回”和“没进系统”首次更容易区分。","/news/openclaw-group-policy-watch-2026-03-25","https://docs.openclaw.ai/channels/groups",[1232,2038,1458,1391,1214],{"title":2622,"description":2623,"path":2624,"category":2447,"date":1239,"updatedAt":1239,"sourceType":995,"source":2619,"tags":2625},"OpenClaw 正在把群触发从“@一下就行”写成更完整的治理链","官方最近围绕 Groups、Group Messages 和 Broadcast Groups 的文档更新，正在把 reply-to implicit mention、pending history、forum topic session key 和 shared-group rollout 写成更完整的群入口治理链。","/news/openclaw-group-trigger-governance-watch-2026-03-29",[1232,2111,2626,1231,1505],"activation",{"title":2628,"description":2629,"path":2630,"category":2447,"date":1229,"updatedAt":1229,"sourceType":995,"source":2631,"tags":2632},"OpenClaw 配置观察：include 合并边界正在从“能拆文件”继续走向“能预测最终结果”","基于 2026 年 3 月 25 日可见的官方 Configuration 文档，最近配置层最值得关注的变化之一是 include、数组处理和 sibling override 的顺序正在被官方主动写清。","/news/openclaw-include-merge-boundary-watch-2026-03-25","https://docs.openclaw.ai/gateway/configuration",[1032,2058,1672,2059,1040],{"title":2634,"description":2635,"path":2636,"category":2240,"date":1089,"updatedAt":1089,"sourceType":995,"source":2637,"tags":2638},"OpenClaw 官方 Showcase 基础设施观察：Home Assistant、Nix 与远程文件流转正在成为高频落地方向","基于 2026 年 3 月 21 日可见的官方 Showcase 页面，整理最近最值得关注的基础设施与部署类案例，观察 OpenClaw 在家庭服务器、可复现部署和远程实例运维上的真实应用。","/news/openclaw-infra-showcase-watch-2026-03-21","https://docs.openclaw.ai/start/showcase",[2639,2180,2640,2641,2642],"showcase","home-assistant","nix","infrastructure",{"title":2644,"description":2645,"path":2646,"category":2447,"date":1211,"updatedAt":1211,"sourceType":995,"source":2647,"tags":2648},"OpenClaw 的长期会话治理能力正在变完整","官方最近围绕 session、memory、compaction 和 secure DM mode 的文档更新，正在把长期连续性、上下文边界和重置策略拼成一条更完整的治理链。","/news/openclaw-long-session-governance-watch-2026-03-22","https://docs.openclaw.ai/concepts/session",[1170,1022,1597,2530,1505],{"title":2650,"description":2651,"path":2652,"category":2447,"date":1211,"updatedAt":1211,"sourceType":995,"source":2653,"tags":2654},"OpenClaw 的后台维护生命周期正在变清楚","官方最近围绕 cron、sessions cleanup、doctor 和 retention 的文档更新，正在把长期运行时的会话、日志和作业痕迹分成更清楚的维护层次。","/news/openclaw-maintenance-lifecycle-watch-2026-03-22","https://docs.openclaw.ai/cron",[1798,1194,1170,1687,1040],{"title":2656,"description":2657,"path":2658,"category":2266,"date":2241,"updatedAt":1081,"sourceType":1940,"source":2268,"tags":2659},"OpenClaw 2026年3月版本更新：技能系统与安全性全面升级","OpenClaw 发布重要更新，带来性能优化、全新技能系统和安全性改进。","/news/openclaw-march-2026-update",[1795,1868,1796,1033,1041],{"title":2661,"description":2662,"path":2663,"category":2447,"date":1132,"updatedAt":1132,"sourceType":995,"source":2664,"tags":2665},"OpenClaw 记忆观察：Markdown 仍然是 source of truth，memory plugin slot 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如何把转录、向量检索和学习流程接成长链路。","/news/openclaw-memory-showcase-watch-2026-03-21",[2639,1022,1321,2676,2677],"vector-search","knowledge",{"title":2679,"description":2680,"path":2681,"category":2447,"date":1229,"updatedAt":1229,"sourceType":995,"source":2682,"tags":2683},"OpenClaw 的 mention gating 正在从单一 @ 规则变成跨渠道触发层","官方最新 Groups 和 Group Messages 文档显示，mention gating 已经不再只服务 WhatsApp 群，而是在 Telegram、Slack、Discord、iMessage 等入口上逐步形成统一触发层。","/news/openclaw-mention-gating-watch-2026-03-25","https://docs.openclaw.ai/channels/group-messages",[2038,1232,1259,1261,1328],{"title":2685,"description":2686,"path":2687,"category":2447,"date":1211,"updatedAt":1211,"sourceType":995,"source":2688,"tags":2689},"OpenClaw 的消息入口语义正在变清楚","官方最近围绕 Messages、WebChat 和 Channel Routing 的文档更新，正在把消息入口、上下文桶、历史展示和投递节奏拆成更明确的几层。","/news/openclaw-message-surface-watch-2026-03-22","https://docs.openclaw.ai/messages",[1391,1147,1214,1395,1001],{"title":2691,"description":2692,"path":2693,"category":2447,"date":1132,"updatedAt":1132,"sourceType":995,"source":2516,"tags":2694},"OpenClaw 模型观察：models status 正在从状态展示继续长成探活入口","基于 2026 年 3 月 24 日可见的官方 CLI 文档，最近模型层最值得关注的变化之一是 models status 已经不只负责展示主模型和 fallback，而是开始承担 auth profile 探测。","/news/openclaw-model-probe-watch-2026-03-24",[1140,2080,1204,1206,1757],{"title":2696,"description":2697,"path":2698,"category":2447,"date":1229,"updatedAt":1229,"sourceType":995,"source":2699,"tags":2700},"OpenClaw 节点观察：headless node、普通设备节点与 Gateway 的宿主边界正在被官方写清","基于 2026 年 3 月 25 日可见的官方 Nodes、Architecture 与 Pairing 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和控制面交接写成同一条管理面问题。","/news/openclaw-operator-browser-watch-2026-03-26",[1810,1314,1293,1372,1091],{"title":2713,"description":2714,"path":2715,"category":2447,"date":1239,"updatedAt":1239,"sourceType":995,"source":2716,"tags":2717},"OpenClaw 正在把 Dashboard、WebChat 和 WebSocket 收成一套 operator surface","官方最近围绕 Dashboard、WebChat 和 Gateway Protocol 的文档更新，越来越清楚地把这些入口解释成同一套 operator surface 的不同层，而不是彼此割裂的功能页。","/news/openclaw-operator-surface-convergence-watch-2026-03-29","https://docs.openclaw.ai/gateway/protocol",[1076,1147,1648,1810,1186],{"title":2719,"description":2720,"path":2721,"category":2447,"date":1229,"updatedAt":1229,"sourceType":995,"source":2558,"tags":2722},"OpenClaw 的 pairing CLI 正在从单条 approve 命令长成正式入口治理面","官方最近把 pairing CLI 的 list、clear、--account 和 --notify 等行为写得更完整了，也让聊天入口审批越来越像一套正式的运营控制面。","/news/openclaw-pairing-cli-scope-watch-2026-03-25",[1372,1918,1001,1919,1040],{"title":2724,"description":2725,"path":2726,"category":2240,"date":1089,"updatedAt":1089,"sourceType":995,"source":2727,"tags":2728},"OpenClaw 官方插件生态观察：社区插件、内置 Provider 插件与 Hook Pack 正在形成更完整扩展层","基于 2026 年 3 月 21 日可见的官方插件与 hooks 文档，整理 OpenClaw 插件生态最近最值得关注的三个变化：社区插件目录、package pack、多层 hooks 组织方式。","/news/openclaw-plugin-ecosystem-watch-2026-03-21","https://docs.openclaw.ai/plugins",[1124,1285,1126,1284,1286],{"title":2730,"description":2731,"path":2732,"category":2447,"date":1132,"updatedAt":1132,"sourceType":995,"source":2733,"tags":2734},"OpenClaw 插件观察：安装 spec 和 update tracking 正在决定插件后续会沿哪条轨道走","基于 2026 年 3 月 24 日可见的官方 plugins CLI 文档，最近插件层最值得关注的变化之一是 install spec、--pin 与 plugins.installs 正在被官方主动连成一条生命周期链。","/news/openclaw-plugin-install-tracking-watch-2026-03-24","https://docs.openclaw.ai/cli/plugins",[1124,1267,2092,2093,1797],{"title":2736,"description":2737,"path":2738,"category":2447,"date":1132,"updatedAt":1132,"sourceType":995,"source":2739,"tags":2740},"OpenClaw 工作流观察：OpenProse 与 Lobster 的上下层分工正在变清楚","基于 2026 年 3 月 24 日可见的官方 Lobster 文档，最近最值得关注的信号是 OpenProse 与 Lobster 的边界正在被官方主动写清，多智能体准备和确定性执行不再混成一层。","/news/openclaw-prose-lobster-watch-2026-03-24","https://docs.openclaw.ai/tools/lobster",[1486,1487,1067,1338,1125],{"title":2742,"description":2743,"path":2744,"category":2447,"date":1239,"updatedAt":1239,"sourceType":995,"source":2745,"tags":2746},"OpenClaw 正在把 provider、模型和远程执行分成不同治理层","官方最近围绕 Models、Model Failover 和 node 的文档更新，正在把 provider auth、模型 allowlist、多模态能力和远程 node 执行拆成更清楚的治理层。","/news/openclaw-provider-capability-governance-watch-2026-03-29","https://docs.openclaw.ai/concepts/models",[1204,1140,1185,1206,1505],{"title":2748,"description":2749,"path":2750,"category":2447,"date":1239,"updatedAt":1239,"sourceType":995,"source":2751,"tags":2752},"OpenClaw 的 provider 故障恢复正在变成一条更清楚的梯子","官方最近围绕 Model Failover、Gateway Troubleshooting、LiteLLM 和 Cloudflare AI Gateway 的文档更新，正在把模型故障从“直接换模型”收敛成更清楚的几层：能力条件、profile 轮转、统一网关和跨模型 fallback。","/news/openclaw-provider-recovery-ladder-watch-2026-03-29","https://docs.openclaw.ai/concepts/model-failover",[1204,1882,1140,1019,1040],{"title":2754,"description":2755,"path":2756,"category":2240,"date":1089,"updatedAt":1089,"sourceType":995,"source":2435,"tags":2757},"OpenClaw 发布观察：2026.3.13 恢复型 Release 暴露出版本跟踪里最容易忽略的三层差异","基于 2026 年 3 月 21 日可见的 GitHub Releases 页面，整理 OpenClaw 2026.3.13 恢复型 Release 的关键信号，以及中文站在跟踪版本时最该注意的 npm 版本、Git tag 和 GitHub Release 名称差异。","/news/openclaw-release-watch-2026-03-21",[1795,1796,1798,1797],{"title":2759,"description":2760,"path":2761,"category":2447,"date":1211,"updatedAt":1211,"sourceType":995,"source":2461,"tags":2762},"OpenClaw 的远程管理员面边界越来越清楚","官方最近围绕 Dashboard、Pairing、Gateway-owned pairing 与 nodes 的文档更新，正在把远程协作、浏览器入口和设备接入的边界拆得更清楚。","/news/openclaw-remote-admin-watch-2026-03-22",[1076,1372,1185,1091,1701],{"title":2764,"description":2765,"path":2766,"category":2447,"date":1229,"updatedAt":1229,"sourceType":995,"source":2767,"tags":2768},"OpenClaw 的 routing precedence 正在成为更明确的排障坐标系","官方最近围绕 Channel Routing 的写法，正在把 peer、thread inheritance、guild、team、account 和 channel 等命中层级固定下来，让路由排障越来越像查规则，而不是猜模型。","/news/openclaw-routing-precedence-watch-2026-03-25","https://docs.openclaw.ai/channels/channel-routing",[1214,1213,2769,1001,1215],"threads",{"title":2771,"description":2772,"path":2773,"category":2447,"date":1191,"updatedAt":1191,"sourceType":995,"source":2774,"tags":2775},"OpenClaw 把 SearXNG 推进 bundled web_search provider，搜索层开始更适合自托管","官方近期上线的 SearXNG Search 文档，说明 OpenClaw 的 web_search 已经不只适合外部 API，也开始正式支持自托管聚合搜索。","/news/openclaw-searxng-search-watch-2026-04-30","https://docs.openclaw.ai/tools/searxng-search",[1546,1433,1547,1117,1021],{"title":2777,"description":2778,"path":2779,"category":2447,"date":1229,"updatedAt":1229,"sourceType":995,"source":2780,"tags":2781},"OpenClaw Secret 观察：active snapshot 正在把密钥轮换从“即时取值”收成“原子切换”","基于 2026 年 3 月 25 日可见的官方 Secrets Management 文档，最近 secrets 层最值得关注的变化之一是 active snapshot 与 last-known-good 的边界越来越清楚。","/news/openclaw-secret-snapshot-watch-2026-03-25","https://docs.openclaw.ai/gateway/secrets",[2120,2782,2783,2119,1040],"snapshot","rotation",{"title":2785,"description":2786,"path":2787,"category":2447,"date":1229,"updatedAt":1229,"sourceType":995,"source":2647,"tags":2788},"OpenClaw 正在把 secure DM mode 写成共享入口的默认安全心智","官方最近围绕 Session、Security 和 CLI Security 的更新，正在把 secure DM mode 从一个可选技巧，推成多人 DM 入口的基础隔离建议。","/news/openclaw-secure-dm-mode-watch-2026-03-25",[1233,1041,1989,1372,1836],{"title":2790,"description":2791,"path":2792,"category":2447,"date":1132,"updatedAt":1132,"sourceType":995,"source":2793,"tags":2794},"OpenClaw 安全观察：security audit 已经从提醒工具继续长成加固入口","基于 2026 年 3 月 24 日可见的官方安全文档，最近最值得关注的信号是 openclaw security audit 不再只是列问题，而是在形成 audit、deep、fix 三段式加固路径。","/news/openclaw-security-audit-fix-watch-2026-03-24","https://docs.openclaw.ai/gateway/security",[1041,1821,1823,1822,1040],{"title":2796,"description":2797,"path":2798,"category":2799,"date":1015,"updatedAt":1015,"sourceType":1284,"source":2800,"tags":2801},"OpenClaw 安全与合规话题升温：中文团队更在意可审计与本地数据边界","基于 2026 年 3 月 16 日安全方向临时稿，整理 OpenClaw 在中文环境下最受关注的安全议题，包括本地运行、合规要求、可审计性与金融等高敏行业采用。","/news/openclaw-security-compliance-watch-2026-03-16","安全观察","content/tmp/2026-03-16/openclaw-security-audit-milestone.md",[1041,2802,1404,1039],"compliance",{"title":2804,"description":2805,"path":2806,"category":2447,"date":1211,"updatedAt":1211,"sourceType":995,"source":2780,"tags":2807},"OpenClaw 的安全运维边界继续细化","官方最近围绕 Secrets、approvals forwarding、trusted proxy 和 Control UI 降级开关的文档，正在把安全问题从抽象原则推向更可执行的运维边界。","/news/openclaw-security-ops-watch-2026-03-22",[1041,2119,1338,2808,1040],"proxy",{"title":2810,"description":2811,"path":2812,"category":2447,"date":2130,"updatedAt":2130,"sourceType":995,"source":2813,"tags":2814},"OpenClaw 正在把 session transcript 从 JSONL 文件写成结构化会话事实层","官方最近新增的 Session Management Deep Dive 文档，把 session header、message tree、compaction entry 和 branch summary 这几层边界写得更清楚了。","/news/openclaw-session-jsonl-deep-dive-watch-2026-04-01","https://docs.openclaw.ai/reference/session-management-compaction",[1233,2133,1597,2132,1019],{"title":2816,"description":2817,"path":2818,"category":2447,"date":2130,"updatedAt":2130,"sourceType":995,"source":2819,"tags":2820},"OpenClaw 的 sessions CLI 正在从会话列表命令长成 store 巡检入口","官方最近把 sessions CLI 的 scope、all-agents、active 和显式 store 路径写得更完整了，也让它更适合作为长期运维里的 session store 巡检面。","/news/openclaw-sessions-cli-watch-2026-04-01","https://docs.openclaw.ai/cli/sessions",[1170,1196,2139,1821,1040],{"title":2822,"description":2823,"path":2824,"category":2447,"date":1229,"updatedAt":1229,"sourceType":995,"source":2825,"tags":2826},"OpenClaw 正在把 shared inbox 明确限定为协作硬化，而不是多租户承诺","官方最新 security audit 文档正在更明确地区分协作型 shared inbox 与互不信任多租户环境，并把 secure DM、sandbox 和 workspace-scoped access 组合成更完整的加固建议。","/news/openclaw-shared-inbox-trust-model-watch-2026-03-25","https://docs.openclaw.ai/cli/security",[1041,1836,1837,2827,1019],"sandbox",{"title":2829,"description":2830,"path":2831,"category":2240,"date":1089,"updatedAt":1089,"sourceType":995,"source":2637,"tags":2832},"OpenClaw 官方 Showcase 更新：Telegram PR 反馈、酒窖 Skill 与 Tesco 自动购物成为新样板","基于 2026 年 3 月 21 日可见的官方 Showcase 页面，整理最近最值得中文站关注的三个社区案例，观察 OpenClaw 在评审、个人数据库和购物自动化上的真实落地方式。","/news/openclaw-showcase-watch-2026-03-21",[2639,1284,1259,1033,1068],{"title":2834,"description":2835,"path":2836,"category":2447,"date":1239,"updatedAt":1239,"sourceType":995,"source":2825,"tags":2837},"OpenClaw 正在把团队入口治理拆成更细的几层","官方最近围绕 security audit、session、broadcast groups 和 channel routing 的文档更新，正在把 shared-user ingress、identityLinks、broadcast precedence 和 shared inbox 硬化拆成更清楚的治理面。","/news/openclaw-team-ingress-governance-watch-2026-03-29",[1836,1990,1231,1214,1041],{"title":2839,"description":2840,"path":2841,"category":2447,"date":2130,"updatedAt":2130,"sourceType":995,"source":2842,"tags":2843},"OpenClaw 正在把 transcript hygiene 从隐藏兼容层写成正式参考边界","官方最近单独写出 Transcript Hygiene 文档后，tool call 修补、图片清理和 provider fixups 不再只是内部细节，而成了更清楚的运行前兼容层。","/news/openclaw-transcript-hygiene-watch-2026-04-01","https://docs.openclaw.ai/zh-CN/reference/transcript-hygiene",[2132,1204,2158,2159,2844],"compatibility",{"title":2846,"description":2847,"path":2848,"category":2447,"date":1132,"updatedAt":1132,"sourceType":995,"source":2492,"tags":2849},"OpenClaw 远程入口观察：trusted-proxy 正在被官方明确定义为高收益但高责任模式","基于 2026 年 3 月 24 日可见的官方 trusted-proxy auth 文档，最近最值得关注的不是怎么把页面转发出来，而是 OpenClaw 正在主动强调 trusted-proxy 的安全责任转移。","/news/openclaw-trusted-proxy-risk-watch-2026-03-24",[1856,1041,1091,1019,1206],{"title":2851,"description":2852,"path":2853,"category":2447,"date":1640,"updatedAt":1640,"sourceType":995,"source":2612,"tags":2854},"OpenClaw 的 UI 和 API 排障正在越来越像按层定位，而不是猜谁错了","官方最新 Session、WebChat 和 API 文档共同强化了一条思路：状态冲突时先回到 Gateway 事实层，再区分 UI 投影视图和 API 结构化返回。","/news/openclaw-ui-api-debug-watch-2026-03-26",[1019,1147,1642,1974,1233],{"title":2856,"description":2857,"path":2858,"category":2447,"date":1132,"updatedAt":1132,"sourceType":995,"source":2859,"tags":2860},"OpenClaw 维护观察：卸载边界正在从“删包”变成“服务、状态、profile 与远程主机”的完整收口","基于 2026 年 3 月 24 日可见的官方 Updating 与 uninstall 文档，最近最值得关注的变化之一是 OpenClaw 的卸载和移除边界正在被官方主动写清，不再只是删除 CLI。","/news/openclaw-uninstall-boundaries-watch-2026-03-24","https://docs.openclaw.ai/cli/uninstall",[2206,1798,1480,1019,2614],{"title":2862,"description":2863,"path":2864,"category":2447,"date":1132,"updatedAt":1132,"sourceType":995,"source":2865,"tags":2866},"OpenClaw 更新观察：stable、beta、dev 正在从版本标签变成正式 rollout 体系","基于 2026 年 3 月 24 日可见的官方 update CLI 与 Updating 文档，最近最值得关注的变化之一是更新通道和 auto-updater 行为已经被官方写成一套明确的 rollout 逻辑。","/news/openclaw-update-channels-watch-2026-03-24","https://docs.openclaw.ai/cli/update",[1868,1869,1870,1871,1872],{"title":2868,"description":2869,"path":2870,"category":2240,"date":1089,"updatedAt":1089,"sourceType":995,"source":2637,"tags":2871},"OpenClaw 官方 Showcase 语音观察：Phone Bridge、Telegram Voice Notes 与多语言转录正在把语音入口做实","基于 2026 年 3 月 21 日可见的官方 Showcase 页面，整理最近最值得中文站关注的语音与电话类案例，观察 OpenClaw 在电话桥接、TTS 回传和多语言转录上的真实方向。","/news/openclaw-voice-phone-showcase-watch-2026-03-21",[2639,1307,2872,2873,1321],"phone","tts",{"title":2875,"description":2876,"path":2877,"category":2447,"date":1229,"updatedAt":1229,"sourceType":995,"source":2878,"tags":2879},"OpenClaw 语音观察：全局 wake words 与设备本地 toggle 的分层正在变清楚","基于 2026 年 3 月 25 日可见的官方 Voice Wake 文档，最近语音层最值得关注的变化之一是 Gateway 级词表与设备本地开关的边界正在被官方主动强调。","/news/openclaw-voice-wake-boundary-watch-2026-03-25","https://docs.openclaw.ai/nodes/voice-wake",[1307,1628,1629,1185,1373],{"title":2881,"description":2882,"path":2883,"category":2240,"date":1089,"updatedAt":1089,"sourceType":995,"source":2461,"tags":2884},"OpenClaw Web 入口观察：Dashboard、WebChat 与 Gateway WebSocket 正在收敛成一套更清晰的使用分工","基于 2026 年 3 月 21 日可见的官方 Dashboard、WebChat 与架构文档，整理最近最值得中文站关注的 Web 入口变化：Dashboard 的快速打开、WebChat 的 Gateway 直连，以及控制面和聊天面的职责分离。","/news/openclaw-web-surfaces-watch-2026-03-21",[1076,1147,1648,1293,2547],{"title":2886,"description":2887,"path":2888,"category":2447,"date":1640,"updatedAt":1640,"sourceType":995,"source":2889,"tags":2890},"OpenClaw 正在把 WebChat、Dashboard 和 API 的入口职责写得更清楚","官方最近围绕 WebChat、Session 和 API 的写法，让 Dashboard 更像控制面、WebChat 更像会话 UI、API 更像结构化集成面，入口分工正在变得更稳定。","/news/openclaw-webchat-control-surface-watch-2026-03-26","https://docs.openclaw.ai/web/webchat",[1147,1076,1642,1019,1344],{"title":2892,"description":2893,"path":2894,"category":2447,"date":1211,"updatedAt":1211,"sourceType":995,"source":2739,"tags":2895},"OpenClaw 工作流治理能力继续成型","官方最近的 ClawHub、Lobster、OpenProse 与 Exec approvals 文档，正在把技能发现、确定性执行和审批恢复串成更完整的一条线。","/news/openclaw-workflow-governance-watch-2026-03-22",[1067,1487,1267,1338,1505],{"title":2897,"description":2898,"path":2899,"category":2900,"date":2901,"updatedAt":2901,"sourceType":1016,"source":2902,"tags":2903},"OpenClaw 中文站本周更新：扩展能力地图、案例展示重构与周更内容节奏启动","本周中文站完成扩展目录重排、案例展示页重构，并开始按“教程 + 更新 + 案例”三类节奏持续发布内容。","/news/openclawcn-weekly-update-2026-03-15","站点更新","2026-03-15","openclawcn.xyz",[2904,2905,1021,2639,2906],"site-update","content","weekly",{"title":2908,"description":2909,"path":2910,"category":2911,"date":2241,"updatedAt":1081,"sourceType":995,"source":2242,"tags":2912},"OpenClaw 隐私优先：数据保留在本地设备","OpenClaw 强调数据本地存储，用户数据保留在自有设备上，不上传到云端。","/news/privacy-first","产品理念",[1404,2913,1041,2914],"local-first","data",{"title":2916,"description":2917,"path":2918,"category":2356,"date":2241,"updatedAt":1081,"sourceType":1940,"source":2357,"tags":2919},"OpenClaw 项目持续活跃：主仓库星标突破 287k","OpenClaw 开源项目持续快速发展，主仓库星标数突破 287,000，ClawHub 技能目录已收录 349 个开源项目。","/news/project-update-march-2026",[1940,2359,1284,2314],{"title":2921,"description":2922,"path":2923,"category":2426,"date":2401,"updatedAt":1334,"sourceType":995,"source":2242,"tags":2924},"OpenClaw 2026 年第一季度回顾","回顾 OpenClaw 在 2026 年第一季度的重要更新、社区成长和产品里程碑。","/news/q1-2026-review",[2925,2926,2927,2360],"quarterly","review","2026",{"title":2929,"description":2930,"path":2931,"category":2248,"date":1081,"updatedAt":1115,"sourceType":995,"source":2242,"tags":2932},"OpenClaw 安全架构深度解析","深入了解 OpenClaw 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