[{"data":1,"prerenderedAt":3632},["ShallowReactive",2],{"docs:manual/agent-runtime":3,"content-manifest":990},{"id":4,"title":5,"body":6,"category":973,"date":974,"description":975,"extension":976,"meta":977,"navigation":216,"path":978,"seo":979,"source":980,"sourceName":974,"sourceType":981,"stem":982,"tags":983,"updatedAt":988,"__hash__":989},"docs/docs/manual/agent-runtime.md","Agent 运行时与工作区结构",{"type":7,"value":8,"toc":957},"minimark",[9,13,17,21,24,71,74,77,84,87,141,153,156,163,168,175,181,195,200,282,293,297,303,307,321,325,395,399,402,426,430,433,481,485,492,497,518,521,530,533,536,656,662,665,672,706,709,757,762,780,783,786,794,797,815,818,821,877,884,887,945,953],[10,11,5],"h1",{"id":12},"agent-运行时与工作区结构",[14,15,16],"p",{},"你已经知道 OpenClaw 是一个 Gateway + Agent 的架构。这一篇帮你搞清楚：当 Gateway 启动后，Agent 运行时内部到底在做什么，工作区里每个文件各自负责什么，以及你应该怎么配置它们。",[18,19,20],"h2",{"id":20},"一个形象的比喻",[14,22,23],{},"把 OpenClaw Agent 想象成一个新入职的员工：",[25,26,27,35,41,47,53,59,65],"ul",{},[28,29,30,34],"li",{},[31,32,33],"strong",{},"工作区"," = 他的工位（所有文件都在这里）",[28,36,37,40],{},[31,38,39],{},"AGENTS.md"," = 公司制度手册（告诉他怎么工作）",[28,42,43,46],{},[31,44,45],{},"SOUL.md"," = 他的性格卡（告诉他用什么语气说话）",[28,48,49,52],{},[31,50,51],{},"BOOTSTRAP.md"," = 入职第一天的任务清单（完成后就删掉）",[28,54,55,58],{},[31,56,57],{},"IDENTITY.md"," = 他的工牌（名字、风格、表情）",[28,60,61,64],{},[31,62,63],{},"USER.md"," = 你的联系方式（他要知道你叫什么）",[28,66,67,70],{},[31,68,69],{},"TOOLS.md"," = 工具使用说明（你希望他怎么用某个工具）",[14,72,73],{},"理解了这个比喻，接下来的内容就好懂了。",[18,75,76],{"id":76},"工作区是什么",[14,78,79,80,83],{},"OpenClaw 为每个 Agent 准备一个",[31,81,82],{},"工作区目录","——这是它唯一的工作空间。所有工具执行、上下文读取、文件操作都基于这个目录。",[14,85,86],{},"默认路径在配置里这样写：",[88,89,94],"pre",{"className":90,"code":91,"language":92,"meta":93,"style":93},"language-json5 shiki shiki-themes github-light github-dark","{\n  agents: {\n    defaults: {\n      workspace: \"~/.openclaw/workspace\",\n    },\n  },\n}\n","json5","",[95,96,97,105,111,117,123,129,135],"code",{"__ignoreMap":93},[98,99,102],"span",{"class":100,"line":101},"line",1,[98,103,104],{},"{\n",[98,106,108],{"class":100,"line":107},2,[98,109,110],{},"  agents: {\n",[98,112,114],{"class":100,"line":113},3,[98,115,116],{},"    defaults: {\n",[98,118,120],{"class":100,"line":119},4,[98,121,122],{},"      workspace: \"~/.openclaw/workspace\",\n",[98,124,126],{"class":100,"line":125},5,[98,127,128],{},"    },\n",[98,130,132],{"class":100,"line":131},6,[98,133,134],{},"  },\n",[98,136,138],{"class":100,"line":137},7,[98,139,140],{},"}\n",[14,142,143,146,147,149,150,152],{},[95,144,145],{},"openclaw setup"," 会自动帮你创建这个目录并初始化引导文件。如果你手动创建，确保里面有至少一个引导文件（比如 ",[95,148,39],{},"），否则 OpenClaw 会认为这是一个全新工作区并尝试创建 ",[95,151,51],{},"。",[18,154,155],{"id":155},"引导文件详解",[14,157,158,159,162],{},"每个引导文件在新会话的",[31,160,161],{},"第一轮","被注入系统提示的 Project Context。你写什么，Agent 就\"记住\"什么。",[164,165,167],"h3",{"id":166},"agentsmd-操作指令","AGENTS.md — 操作指令",[14,169,170,171,174],{},"这是最重要的文件。它告诉 Agent ",[31,172,173],{},"怎么做事情","，而不是它是谁。",[14,176,177,180],{},[31,178,179],{},"写什么","：",[25,182,183,186,189,192],{},[28,184,185],{},"工作规则和约定",[28,187,188],{},"工具使用偏好",[28,190,191],{},"回复格式要求",[28,193,194],{},"你希望它遵循的流程",[14,196,197,180],{},[31,198,199],{},"示例",[88,201,205],{"className":202,"code":203,"language":204,"meta":93,"style":93},"language-markdown shiki shiki-themes github-light github-dark","# Agents\n\n## 工作方式\n\n- 回答问题前，先思考是否有相关上下文可以引用\n- 写代码时保持简洁，避免过度工程\n- 不确定时先问，不要假设\n- 每次修改文件后，确认修改是否生效\n\n## 工具偏好\n\n- 优先用 read 工具读取文件，不要用 cat\n- 编辑文件用 edit 工具，不要用 sed\n- 搜索用 grep，不要用 find\n","markdown",[95,206,207,212,218,223,227,232,237,242,248,253,259,264,270,276],{"__ignoreMap":93},[98,208,209],{"class":100,"line":101},[98,210,211],{},"# Agents\n",[98,213,214],{"class":100,"line":107},[98,215,217],{"emptyLinePlaceholder":216},true,"\n",[98,219,220],{"class":100,"line":113},[98,221,222],{},"## 工作方式\n",[98,224,225],{"class":100,"line":119},[98,226,217],{"emptyLinePlaceholder":216},[98,228,229],{"class":100,"line":125},[98,230,231],{},"- 回答问题前，先思考是否有相关上下文可以引用\n",[98,233,234],{"class":100,"line":131},[98,235,236],{},"- 写代码时保持简洁，避免过度工程\n",[98,238,239],{"class":100,"line":137},[98,240,241],{},"- 不确定时先问，不要假设\n",[98,243,245],{"class":100,"line":244},8,[98,246,247],{},"- 每次修改文件后，确认修改是否生效\n",[98,249,251],{"class":100,"line":250},9,[98,252,217],{"emptyLinePlaceholder":216},[98,254,256],{"class":100,"line":255},10,[98,257,258],{},"## 工具偏好\n",[98,260,262],{"class":100,"line":261},11,[98,263,217],{"emptyLinePlaceholder":216},[98,265,267],{"class":100,"line":266},12,[98,268,269],{},"- 优先用 read 工具读取文件，不要用 cat\n",[98,271,273],{"class":100,"line":272},13,[98,274,275],{},"- 编辑文件用 edit 工具，不要用 sed\n",[98,277,279],{"class":100,"line":278},14,[98,280,281],{},"- 搜索用 grep，不要用 find\n",[14,283,284,180,287,289,290,292],{},[31,285,286],{},"注意",[95,288,69],{}," 不控制哪些工具存在——工具是否可用由系统工具策略决定。",[95,291,69],{}," 只是你对工具用法的指导说明。",[164,294,296],{"id":295},"soulmd-人设与语气","SOUL.md — 人设与语气",[14,298,299,300,152],{},"这个文件定义 Agent 的",[31,301,302],{},"性格和边界",[14,304,305,180],{},[31,306,179],{},[25,308,309,312,315,318],{},[28,310,311],{},"语气风格（友好？专业？简洁？）",[28,313,314],{},"回复长度偏好",[28,316,317],{},"绝对不能做的事",[28,319,320],{},"你希望它怎么称呼你",[14,322,323,180],{},[31,324,199],{},[88,326,328],{"className":202,"code":327,"language":204,"meta":93,"style":93},"# Soul\n\n你是我的 AI 助手。\n\n## 语气\n\n- 友好但不啰嗦\n- 用中文回复\n- 不需要过度礼貌，直接说重点\n\n## 边界\n\n- 不要主动发消息给我，等我提问\n- 不确定时说\"我不确定\"，不要编造答案\n",[95,329,330,335,339,344,348,353,357,362,367,372,376,381,385,390],{"__ignoreMap":93},[98,331,332],{"class":100,"line":101},[98,333,334],{},"# Soul\n",[98,336,337],{"class":100,"line":107},[98,338,217],{"emptyLinePlaceholder":216},[98,340,341],{"class":100,"line":113},[98,342,343],{},"你是我的 AI 助手。\n",[98,345,346],{"class":100,"line":119},[98,347,217],{"emptyLinePlaceholder":216},[98,349,350],{"class":100,"line":125},[98,351,352],{},"## 语气\n",[98,354,355],{"class":100,"line":131},[98,356,217],{"emptyLinePlaceholder":216},[98,358,359],{"class":100,"line":137},[98,360,361],{},"- 友好但不啰嗦\n",[98,363,364],{"class":100,"line":244},[98,365,366],{},"- 用中文回复\n",[98,368,369],{"class":100,"line":250},[98,370,371],{},"- 不需要过度礼貌，直接说重点\n",[98,373,374],{"class":100,"line":255},[98,375,217],{"emptyLinePlaceholder":216},[98,377,378],{"class":100,"line":261},[98,379,380],{},"## 边界\n",[98,382,383],{"class":100,"line":266},[98,384,217],{"emptyLinePlaceholder":216},[98,386,387],{"class":100,"line":272},[98,388,389],{},"- 不要主动发消息给我，等我提问\n",[98,391,392],{"class":100,"line":278},[98,393,394],{},"- 不确定时说\"我不确定\"，不要编造答案\n",[164,396,398],{"id":397},"identitymd-工牌","IDENTITY.md — 工牌",[14,400,401],{},"给你的 Agent 起个名字，定义它的风格。",[88,403,405],{"className":202,"code":404,"language":204,"meta":93,"style":93},"# Identity\n\n我的助手就叫\"小助手\"。\n风格：简洁、专注、偶尔用表情符号。\n",[95,406,407,412,416,421],{"__ignoreMap":93},[98,408,409],{"class":100,"line":101},[98,410,411],{},"# Identity\n",[98,413,414],{"class":100,"line":107},[98,415,217],{"emptyLinePlaceholder":216},[98,417,418],{"class":100,"line":113},[98,419,420],{},"我的助手就叫\"小助手\"。\n",[98,422,423],{"class":100,"line":119},[98,424,425],{},"风格：简洁、专注、偶尔用表情符号。\n",[164,427,429],{"id":428},"usermd-用户信息","USER.md — 用户信息",[14,431,432],{},"让 Agent 知道你是谁，它才能更好地服务你。",[88,434,436],{"className":202,"code":435,"language":204,"meta":93,"style":93},"# User\n\n## 关于我\n\n- 名字：小明\n- 职业：全栈开发者\n- 主要技术栈：TypeScript, Python, Vue\n- 时区：Asia/Shanghai\n- 语言偏好：中文为主，技术术语可以用英文\n",[95,437,438,443,447,452,456,461,466,471,476],{"__ignoreMap":93},[98,439,440],{"class":100,"line":101},[98,441,442],{},"# User\n",[98,444,445],{"class":100,"line":107},[98,446,217],{"emptyLinePlaceholder":216},[98,448,449],{"class":100,"line":113},[98,450,451],{},"## 关于我\n",[98,453,454],{"class":100,"line":119},[98,455,217],{"emptyLinePlaceholder":216},[98,457,458],{"class":100,"line":125},[98,459,460],{},"- 名字：小明\n",[98,462,463],{"class":100,"line":131},[98,464,465],{},"- 职业：全栈开发者\n",[98,467,468],{"class":100,"line":137},[98,469,470],{},"- 主要技术栈：TypeScript, Python, Vue\n",[98,472,473],{"class":100,"line":244},[98,474,475],{},"- 时区：Asia/Shanghai\n",[98,477,478],{"class":100,"line":250},[98,479,480],{},"- 语言偏好：中文为主，技术术语可以用英文\n",[164,482,484],{"id":483},"bootstrapmd-首次运行仪式","BOOTSTRAP.md — 首次运行仪式",[14,486,487,488,491],{},"这个文件",[31,489,490],{},"只在全新工作区时创建","。它是一次性的初始化任务清单。",[14,493,494,180],{},[31,495,496],{},"重要规则",[25,498,499,506,512],{},[28,500,501,502,505],{},"完成后",[31,503,504],{},"应该删掉","它（Agent 会自动删除）",[28,507,508,509],{},"删除后下次启动",[31,510,511],{},"不会重新创建",[28,513,514,515],{},"如果工作区被清除，启动时会拒绝静默重建——需要恢复工作区或重新 ",[95,516,517],{},"openclaw onboard",[14,519,520],{},"如果你想跳过引导文件创建（比如已经手动准备好了工作区）：",[88,522,524],{"className":90,"code":523,"language":92,"meta":93,"style":93},"{ agents: { defaults: { skipBootstrap: true } } }\n",[95,525,526],{"__ignoreMap":93},[98,527,528],{"class":100,"line":101},[98,529,523],{},[18,531,532],{"id":532},"技能加载顺序",[14,534,535],{},"当你安装了技能，OpenClaw 会按以下优先级加载（高优先级覆盖低优先级）：",[537,538,539,558],"table",{},[540,541,542],"thead",{},[543,544,545,549,552,555],"tr",{},[546,547,548],"th",{},"优先级",[546,550,551],{},"来源",[546,553,554],{},"路径",[546,556,557],{},"典型用途",[559,560,561,578,594,610,626,640],"tbody",{},[543,562,563,567,570,575],{},[564,565,566],"td",{},"1（最高）",[564,568,569],{},"工作区技能",[564,571,572],{},[95,573,574],{},"\u003Cworkspace>/skills",[564,576,577],{},"项目特定定制",[543,579,580,583,586,591],{},[564,581,582],{},"2",[564,584,585],{},"项目 Agent 技能",[564,587,588],{},[95,589,590],{},"\u003Cworkspace>/.agents/skills",[564,592,593],{},"多 Agent 共享",[543,595,596,599,602,607],{},[564,597,598],{},"3",[564,600,601],{},"个人 Agent 技能",[564,603,604],{},[95,605,606],{},"~/.agents/skills",[564,608,609],{},"个人跨项目使用",[543,611,612,615,618,623],{},[564,613,614],{},"4",[564,616,617],{},"受管/本地技能",[564,619,620],{},[95,621,622],{},"~/.openclaw/skills",[564,624,625],{},"所有 Agent 共享",[543,627,628,631,634,637],{},[564,629,630],{},"5",[564,632,633],{},"内置技能",[564,635,636],{},"随安装附带",[564,638,639],{},"基础能力",[543,641,642,645,648,653],{},[564,643,644],{},"6（最低）",[564,646,647],{},"额外目录",[564,649,650],{},[95,651,652],{},"skills.load.extraDirs",[564,654,655],{},"插件提供",[14,657,658,661],{},[31,659,660],{},"为什么要分级","：想象你有一个\"天气查询\"内置技能，但你团队的项目需要特殊的天气数据源。你可以把自定义版本放在工作区技能里，它会自动覆盖内置版本，不需要改任何配置。",[18,663,664],{"id":664},"模型引用格式",[14,666,667,668,671],{},"配置模型时，使用 ",[95,669,670],{},"provider/model"," 格式：",[88,673,675],{"className":90,"code":674,"language":92,"meta":93,"style":93},"{\n  agents: {\n    defaults: {\n      model: \"anthropic/claude-sonnet-4-20250514\",\n    },\n  },\n}\n",[95,676,677,681,685,689,694,698,702],{"__ignoreMap":93},[98,678,679],{"class":100,"line":101},[98,680,104],{},[98,682,683],{"class":100,"line":107},[98,684,110],{},[98,686,687],{"class":100,"line":113},[98,688,116],{},[98,690,691],{"class":100,"line":119},[98,692,693],{},"      model: \"anthropic/claude-sonnet-4-20250514\",\n",[98,695,696],{"class":100,"line":125},[98,697,128],{},[98,699,700],{"class":100,"line":131},[98,701,134],{},[98,703,704],{"class":100,"line":137},[98,705,140],{},[14,707,708],{},"常见格式：",[537,710,711,720],{},[540,712,713],{},[543,714,715,718],{},[546,716,717],{},"格式",[546,719,199],{},[559,721,722,733,745],{},[543,723,724,728],{},[564,725,726],{},[95,727,670],{},[564,729,730],{},[95,731,732],{},"anthropic/claude-sonnet-4-20250514",[543,734,735,740],{},[564,736,737],{},[95,738,739],{},"openrouter/...",[564,741,742],{},[95,743,744],{},"openrouter/moonshotai/kimi-k2",[543,746,747,752],{},[564,748,749],{},[95,750,751],{},"ollama/model:tag",[564,753,754],{},[95,755,756],{},"ollama/qwen2.5:7b",[14,758,759,180],{},[31,760,761],{},"规则",[25,763,764,771,777],{},[28,765,766,767,770],{},"通过第一个 ",[95,768,769],{},"/"," 分割 provider 和模型名",[28,772,773,774,776],{},"如果模型 ID 本身包含 ",[95,775,769],{},"（如 OpenRouter），必须包含 provider 前缀",[28,778,779],{},"省略 provider 时，OpenClaw 先尝试别名匹配，再尝试唯一 provider 匹配",[18,781,782],{"id":782},"会话存储",[14,784,785],{},"每条会话以 JSONL 格式存储在：",[88,787,792],{"className":788,"code":790,"language":791},[789],"language-text","~/.openclaw/agents/\u003CagentId>/sessions/\u003CSessionId>.jsonl\n","text",[95,793,790],{"__ignoreMap":93},[14,795,796],{},"会话 ID 由 OpenClaw 选定且稳定——同一个会话的所有消息都追加到同一个文件。",[14,798,799,802,803,806,807,810,811,814],{},[31,800,801],{},"备份建议","：定期备份 ",[95,804,805],{},"~/.openclaw/agents/"," 目录，特别是 ",[95,808,809],{},"sessions/"," 和 ",[95,812,813],{},"agent/"," 子目录。",[18,816,817],{"id":817},"最小配置",[14,819,820],{},"要让 Agent 跑起来，至少需要：",[88,822,824],{"className":90,"code":823,"language":92,"meta":93,"style":93},"{\n  agents: {\n    defaults: {\n      workspace: \"~/.openclaw/workspace\",\n    },\n  },\n  channels: {\n    whatsapp: {\n      allowFrom: [\"+8613800000000\"],\n    },\n  },\n}\n",[95,825,826,830,834,838,842,846,850,855,860,865,869,873],{"__ignoreMap":93},[98,827,828],{"class":100,"line":101},[98,829,104],{},[98,831,832],{"class":100,"line":107},[98,833,110],{},[98,835,836],{"class":100,"line":113},[98,837,116],{},[98,839,840],{"class":100,"line":119},[98,841,122],{},[98,843,844],{"class":100,"line":125},[98,845,128],{},[98,847,848],{"class":100,"line":131},[98,849,134],{},[98,851,852],{"class":100,"line":137},[98,853,854],{},"  channels: {\n",[98,856,857],{"class":100,"line":244},[98,858,859],{},"    whatsapp: {\n",[98,861,862],{"class":100,"line":250},[98,863,864],{},"      allowFrom: [\"+8613800000000\"],\n",[98,866,867],{"class":100,"line":255},[98,868,128],{},[98,870,871],{"class":100,"line":261},[98,872,134],{},[98,874,875],{"class":100,"line":266},[98,876,140],{},[14,878,879,880,883],{},"但实际使用中，你通常还需要配置模型（",[95,881,882],{},"agents.defaults.model","）和至少一个消息渠道。",[18,885,886],{"id":886},"与入门教程的关系",[537,888,889,899],{},[540,890,891],{},[543,892,893,896],{},[546,894,895],{},"这一页解释",[546,897,898],{},"入门教程里对应",[559,900,901,912,923,934],{},[543,902,903,905],{},[564,904,76],{},[564,906,907],{},[908,909,911],"a",{"href":910},"/docs/manual/agent-workspace","Agent 工作区结构说明",[543,913,914,917],{},[564,915,916],{},"引导文件怎么写",[564,918,919],{},[908,920,922],{"href":921},"/docs/getting-started/first-agent","创建第一个 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在浏览器里的保存行为，以及本地与远程打开时最容易混淆的认证边界。","/docs/manual/dashboard-fast-path-and-auth",[1057,1265,1178,1285,1286],"token","browser",{"title":1288,"description":1289,"path":1290,"category":1147,"updatedAt":1070,"sourceType":981,"tags":1291},"Deepgram 音频转录怎么接","基于最新官方 Deepgram provider 文档，整理 OpenClaw 里语音转录的接入方式、配置重点，以及它和聊天模型 provider 的边界。","/docs/manual/deepgram-audio-transcription",[1292,1293,1294,1279,1176],"deepgram","transcription","audio",{"title":1296,"description":1297,"path":1298,"category":1147,"updatedAt":1062,"sourceType":981,"tags":1299},"Discord 与 Slack 接入重点","团队协作场景里，Discord 和 Slack 分别适合什么、和 Telegram/WhatsApp 的差别在哪里，以及群组响应策略该怎么收敛。","/docs/manual/discord-and-slack",[1007,1233,1300,985,1301],"slack","team",{"title":1303,"description":1304,"path":1305,"category":1147,"updatedAt":1306,"sourceType":981,"tags":1307},"Exec 工具、apply_patch 与执行审批","基于官方 exec、apply_patch 和 exec approvals 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Groups 与 Channel Routing 文档，整理 Telegram forum topic 在 OpenClaw 里的 session key 形态、topic 级上下文隔离和群触发边界，帮助团队理解“同一群里的不同 topic”为什么已经不是同一条会话。","/docs/manual/forum-topics-and-group-session-keys",[1231,1332,987,1186,973],"forum-topics",{"title":1334,"description":1335,"path":1336,"category":1147,"updatedAt":1211,"sourceType":981,"tags":1337},"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",[1018,1005,1007,1121,1009,1051],{"title":1339,"description":1340,"path":1341,"category":1147,"updatedAt":1201,"sourceType":981,"tags":1342},"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",[1157,1343,1344,1345,1005],"headless","pairing","devices",{"title":1347,"description":1348,"path":1349,"category":1147,"updatedAt":1070,"sourceType":981,"tags":1350},"Hooks 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助手体验。","/docs/manual/local-models-ollama",[1373,1374,1375,1376,1098],"ollama","local-model","llm","privacy",{"title":1378,"description":1379,"path":1380,"category":1147,"updatedAt":1070,"sourceType":981,"tags":1381},"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",[1382,1157,1220,1383,1384],"location","permissions","gps",{"title":1386,"description":1387,"path":1388,"category":1147,"updatedAt":1070,"sourceType":981,"tags":1389},"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",[1009,204,987,1390,1391],"memory_search","memory_get",{"title":1393,"description":1394,"path":1395,"category":1147,"updatedAt":1113,"sourceType":981,"tags":1396},"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",[1009,1105,1397,1398,204],"lancedb","memory-core",{"title":1400,"description":1401,"path":1402,"category":1147,"updatedAt":1306,"sourceType":981,"tags":1403},"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",[1009,1404,1405,1406,1397],"search","indexing","embeddings",{"title":1408,"description":1409,"path":1410,"category":1147,"updatedAt":1062,"sourceType":1148,"tags":1411},"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",[1009,1150,1205,1412],"logs",{"title":1414,"description":1415,"path":1416,"category":1147,"updatedAt":1062,"sourceType":981,"tags":1417},"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",[1009,1008,1020,1150,1050],{"title":1419,"description":1420,"path":1421,"category":1147,"updatedAt":1306,"sourceType":981,"tags":1422},"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",[1363,1423,1367,1231,1233],"retry",{"title":1425,"description":1426,"path":1427,"category":1210,"updatedAt":1211,"sourceType":981,"tags":1428},"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",[1121,1429,1430,1431,1432,973],"allowlist","aliases","image","gating",{"title":1434,"description":1435,"path":1436,"category":1147,"updatedAt":1113,"sourceType":981,"tags":1437},"OpenClaw 的 Models 应该怎么理解","理解 OpenClaw 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/prose，什么时候该转成工作流运行时。","/docs/manual/openprose-and-lobster-boundaries",[1457,1458,1106,1310,1050],"openprose","lobster",{"title":1460,"description":1461,"path":1462,"category":973,"updatedAt":1463,"sourceType":981,"tags":1464},"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",[1465,1195,1466,1467,1468,1469,1470],"platforms","ios","android","windows","linux","install",{"title":1472,"description":1473,"path":1474,"category":1147,"updatedAt":1070,"sourceType":981,"tags":1475},"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",[1105,1107,1051,1258,1476],"governance",{"title":1478,"description":1479,"path":1480,"category":1147,"updatedAt":1070,"sourceType":981,"tags":1481},"插件清单与配置校验","基于最新官方文档，解释 openclaw.plugin.json 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完整配置项参考文档，包含所有可配置选项的详细说明。","/docs/reference/configuration-reference",[1019,1861,1926,1927],"settings","options",{"title":1929,"description":1930,"path":1931,"category":1855,"updatedAt":1070,"sourceType":981,"tags":1932},"Control UI 设备配对与浏览器授权","基于最新官方 Control UI 与 Pairing 文档，解释为什么远程浏览器首次连接需要设备配对、设备身份如何记住，以及什么时候需要重新批准。","/docs/reference/control-ui-device-pairing",[1265,1344,1345,1286,1679],{"title":1934,"description":1935,"path":1936,"category":1855,"updatedAt":1211,"sourceType":981,"tags":1937},"cron run 入队语义和 retry backoff 应该怎么理解","基于最新官方 cron CLI 与 Cron Jobs 文档，解释 openclaw cron run 为什么先返回 enqueued、何时该去看 runs，以及 recurring job 连续失败后的退避节奏。","/docs/reference/cron-run-queue-and-retry-backoff",[1166,1423,1938,1509,1861],"scheduler",{"title":1940,"description":1941,"path":1942,"category":1855,"updatedAt":1618,"sourceType":981,"tags":1943},"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",[1057,1285,1944,1945,1178],"secretref","sessionStorage",{"title":1947,"description":1948,"path":1949,"category":1950,"updatedAt":1306,"sourceType":981,"tags":1951},"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",[1952,1953,1954,1698,1412],"debugging","debug","runtime-overrides",{"title":1956,"description":1957,"path":1958,"category":1855,"updatedAt":1183,"sourceType":981,"tags":1959},"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",[1867,1960,1961,1953,1861],"logging","flags",{"title":1963,"description":1964,"path":1965,"category":1855,"updatedAt":1183,"sourceType":981,"tags":1966},"dmScope 和 identityLinks 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之间真正的优先级。","/docs/reference/env-sources-and-precedence",[1552,1019,1213,1980,1861],"shell",{"title":1982,"description":1983,"path":1984,"category":1855,"updatedAt":1113,"sourceType":1002,"tags":1985},"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",[1986,1773,1256,1987,1775],"sources","trust",{"title":1989,"description":1990,"path":1991,"category":1855,"updatedAt":1070,"sourceType":981,"tags":1992},"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",[1005,1993,1168,1626,1158],"rpc",{"title":1995,"description":1996,"path":1997,"category":1855,"updatedAt":1183,"sourceType":981,"tags":1998},"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",[1344,1345,1005,1157,1861],{"title":2000,"description":2001,"path":2002,"category":1855,"updatedAt":1618,"sourceType":981,"tags":2003},"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",[1205,1005,1128,1057,1861],{"title":2005,"description":2006,"path":2007,"category":1855,"updatedAt":1211,"sourceType":981,"tags":2008},"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",[1005,1626,2009,2010,1861],"protocol","scopes",{"title":2012,"description":2013,"path":2014,"category":1855,"updatedAt":1201,"sourceType":981,"tags":2015},"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",[1204,2016,1186,1429,1363],"mention",{"title":2018,"description":2019,"path":2020,"category":1855,"updatedAt":1211,"sourceType":981,"tags":2021},"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",[1672,2022,2023,2024,1861],"visibility","activeHours","alerts",{"title":2026,"description":2027,"path":2028,"category":1855,"updatedAt":1201,"sourceType":981,"tags":2029},"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",[1620,1626,2030,1005,1861],"sdk",{"title":2032,"description":2033,"path":2034,"category":1855,"updatedAt":1201,"sourceType":981,"tags":2035},"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",[1019,2036,1650,2037,1861],"include","arrays",{"title":2039,"description":2040,"path":2041,"category":1855,"updatedAt":1183,"sourceType":981,"tags":2042},"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",[1458,2043,1310,1050,1861],"invoke",{"title":2045,"description":2046,"path":2047,"category":1855,"updatedAt":1211,"sourceType":981,"tags":2048},"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",[1009,2049,2050,2051,2052,1861],"hybrid-search","ranking","mmr","retrieval",{"title":2054,"description":2055,"path":2056,"category":1855,"updatedAt":1113,"sourceType":981,"tags":2057},"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",[1121,2058,1178,1176,1861],"probe",{"title":2060,"description":2061,"path":2062,"category":1855,"updatedAt":1547,"sourceType":981,"tags":2063},"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",[1344,1345,1896,2064,1679],"credentials",{"title":2066,"description":2067,"path":2068,"category":1855,"updatedAt":1113,"sourceType":981,"tags":2069},"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",[1105,1239,2070,2071,1775,1861],"npm","pin",{"title":2073,"description":2074,"path":2075,"category":1950,"updatedAt":1070,"sourceType":981,"tags":2076},"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",[1952,2077,1412,1176,1376],"raw-stream",{"title":2079,"description":2080,"path":2081,"category":1855,"updatedAt":1211,"sourceType":981,"tags":2082},"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",[1072,2083,1178,1005,1861],"tlsFingerprint",{"title":2085,"description":2086,"path":2087,"category":1855,"updatedAt":1211,"sourceType":981,"tags":2088},"回复机器人消息也算 mention 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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",[1205,1028,1967,1344,1429],{"title":2105,"description":2106,"path":2107,"category":1855,"updatedAt":2108,"sourceType":981,"tags":2109},"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",[1205,2110,2111,1575,1861],"transcript","jsonl",{"title":2113,"description":2114,"path":2115,"category":1855,"updatedAt":2108,"sourceType":981,"tags":2116},"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 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之间更清晰的协作关系。","/news/openclaw-cli-control-plane-watch-2026-03-21","https://docs.openclaw.ai/cli",[1168,1005,1993,1158,1027],{"title":2497,"description":2498,"path":2499,"category":2425,"date":1183,"updatedAt":1183,"sourceType":981,"source":2500,"tags":2501},"OpenClaw 的配置分层边界越来越清楚","官方最近围绕 Environment Variables、Configuration、Logging 和 Debugging 的文档更新，正在把正式配置、env 注入和一次性 override 拆成更清楚的层。","/news/openclaw-configuration-layering-watch-2026-03-22","https://docs.openclaw.ai/help/environment",[1019,1552,1185,2502,1027],"overrides",{"title":2504,"description":2505,"path":2506,"category":2218,"date":1070,"updatedAt":1070,"sourceType":981,"source":2413,"tags":2507},"OpenClaw 上下文观察：Compaction、Session 连续性与 persona 保真正在成为官方显式关注点","基于 2026 年 3 月 21 日可见的官方 Context 文档与 GitHub Releases 页面，整理最近最值得中文站关注的上下文变化：compaction 后 token 检查、session continuity、persona/language 保真，以及它们对长期使用的意义。","/news/openclaw-context-compaction-watch-2026-03-21",[1574,1575,987,1009,2508],"continuity",{"title":2510,"description":2511,"path":2512,"category":2218,"date":1070,"updatedAt":1070,"sourceType":981,"source":2513,"tags":2514},"OpenClaw 控制面观察：Control UI、设备配对与 Tailscale Serve 正在把浏览器管理做成正式能力","基于 2026 年 3 月 21 日可见的官方 Control UI、Dashboard、Pairing 与 Tailscale 文档，整理最近最值得关注的控制面变化：浏览器设备配对、语言支持、远程 Serve 与更明确的管理面边界。","/news/openclaw-control-surface-watch-2026-03-21","https://docs.openclaw.ai/web/control-ui",[1265,1057,1658,1344,1072],{"title":2516,"description":2517,"path":2518,"category":2425,"date":1618,"updatedAt":1618,"sourceType":981,"source":2439,"tags":2519},"OpenClaw 正在把 Dashboard bootstrap 写成更安全的默认路径","官方最新 Dashboard 文档更明确地说明了 openclaw dashboard 在 localhost、SecretRef token 和 headless 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",[1057,986,1944,1178,1265],{"title":2521,"description":2522,"path":2523,"category":2425,"date":1113,"updatedAt":1113,"sourceType":981,"source":2439,"tags":2524},"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",[1057,1128,1285,1944,1186,2525],"web",{"title":2527,"description":2528,"path":2529,"category":2218,"date":1001,"updatedAt":1001,"sourceType":1256,"source":2530,"tags":2531},"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",[1016,1020,1257,2156],{"title":2533,"description":2534,"path":2535,"category":2425,"date":1201,"updatedAt":1201,"sourceType":981,"source":2536,"tags":2537},"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",[1345,1344,1285,1692,2538],"rotate",{"title":2540,"description":2541,"path":2542,"category":2425,"date":1183,"updatedAt":1183,"sourceType":981,"source":2543,"tags":2544},"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",[1698,1867,1699,1952,1027],{"title":2546,"description":2547,"path":2548,"category":2425,"date":1201,"updatedAt":1201,"sourceType":981,"source":2543,"tags":2549},"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",[1698,1699,1549,1776,1867],{"title":2551,"description":2552,"path":2553,"category":2554,"date":1001,"updatedAt":1001,"sourceType":1256,"source":2555,"tags":2556},"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",[2557,2558,2559,2560],"education","adoption","ai-tutor","higher-education",{"title":2562,"description":2563,"path":2564,"category":2554,"date":1001,"updatedAt":1001,"sourceType":1256,"source":2565,"tags":2566},"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",[1026,2158,1050,2156],{"title":2568,"description":2569,"path":2570,"category":2218,"date":1070,"updatedAt":1070,"sourceType":981,"source":2571,"tags":2572},"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",[1020,1239,1105,1107,1258],{"title":2574,"description":2575,"path":2576,"category":2425,"date":1163,"updatedAt":1163,"sourceType":981,"source":2577,"tags":2578},"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",[1322,1323,1324,1325,1007,1326],{"title":2580,"description":2581,"path":2582,"category":2425,"date":1201,"updatedAt":1201,"sourceType":981,"source":2583,"tags":2584},"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",[1005,1344,2585,1285,1157],"pending",{"title":2587,"description":2588,"path":2589,"category":2425,"date":1618,"updatedAt":1618,"sourceType":981,"source":2590,"tags":2591},"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",[1005,1205,1128,1057,2592],"state",{"title":2594,"description":2595,"path":2596,"category":2425,"date":1201,"updatedAt":1201,"sourceType":981,"source":2597,"tags":2598},"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",[1204,2016,1429,1363,1186],{"title":2600,"description":2601,"path":2602,"category":2425,"date":1211,"updatedAt":1211,"sourceType":981,"source":2597,"tags":2603},"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",[1204,2089,2604,1203,1476],"activation",{"title":2606,"description":2607,"path":2608,"category":2425,"date":1201,"updatedAt":1201,"sourceType":981,"source":2609,"tags":2610},"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",[1019,2036,1650,2037,1027],{"title":2612,"description":2613,"path":2614,"category":2218,"date":1070,"updatedAt":1070,"sourceType":981,"source":2615,"tags":2616},"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",[2617,2158,2618,2619,2620],"showcase","home-assistant","nix","infrastructure",{"title":2622,"description":2623,"path":2624,"category":2425,"date":1183,"updatedAt":1183,"sourceType":981,"source":2625,"tags":2626},"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",[987,1009,1575,2508,1476],{"title":2628,"description":2629,"path":2630,"category":2425,"date":1183,"updatedAt":1183,"sourceType":981,"source":2631,"tags":2632},"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",[1776,1166,987,1665,1027],{"title":2634,"description":2635,"path":2636,"category":2244,"date":2219,"updatedAt":1062,"sourceType":1918,"source":2246,"tags":2637},"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",[1773,1846,1774,1020,1028],{"title":2639,"description":2640,"path":2641,"category":2425,"date":1113,"updatedAt":1113,"sourceType":981,"source":2642,"tags":2643},"OpenClaw 记忆观察：Markdown 仍然是 source of truth，memory plugin slot 正在把索引层做成可切换能力","基于 2026 年 3 月 24 日可见的官方 Memory、CLI memory 与 Plugins 文档，最近最值得关注的变化之一是记忆体系的文件事实层和插件增强层正在被官方主动拆清。","/news/openclaw-memory-plugin-slot-watch-2026-03-24","https://docs.openclaw.ai/concepts/memory",[1009,1105,1397,204,1404],{"title":2645,"description":2646,"path":2647,"category":2425,"date":1211,"updatedAt":1211,"sourceType":981,"source":2642,"tags":2648},"OpenClaw 正在把记忆检索从“向量搜索”写成一条完整流水线","官方最近围绕 Memory 和 memory CLI 的文档更新，正在把 hybrid search、重排、temporal decay、session indexing 和 embedding cache 逐步写成一条更完整的检索链。","/news/openclaw-memory-retrieval-pipeline-watch-2026-03-29",[1009,2052,2049,1405,1529],{"title":2650,"description":2651,"path":2652,"category":2218,"date":1070,"updatedAt":1070,"sourceType":981,"source":2615,"tags":2653},"OpenClaw 官方 Showcase 记忆观察：WhatsApp Memory Vault、Karakeep 与中文学习 Skill 正在把语音和知识流转成长期资产","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记忆与知识类案例，观察 OpenClaw 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",[2617,1009,1293,2654,2655],"vector-search","knowledge",{"title":2657,"description":2658,"path":2659,"category":2425,"date":1201,"updatedAt":1201,"sourceType":981,"source":2660,"tags":2661},"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",[2016,1204,1231,1233,1300],{"title":2663,"description":2664,"path":2665,"category":2425,"date":1183,"updatedAt":1183,"sourceType":981,"source":2666,"tags":2667},"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",[1363,1128,1186,1367,1007],{"title":2669,"description":2670,"path":2671,"category":2425,"date":1113,"updatedAt":1113,"sourceType":981,"source":2494,"tags":2672},"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",[1121,2058,1176,1178,1735],{"title":2674,"description":2675,"path":2676,"category":2425,"date":1201,"updatedAt":1201,"sourceType":981,"source":2677,"tags":2678},"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 文档，最近节点层最值得关注的变化之一是能力宿主边界正在被主动拆清。","/news/openclaw-node-host-boundary-watch-2026-03-25","https://docs.openclaw.ai/nodes",[1157,1343,1005,1344,1345],{"title":2680,"description":2681,"path":2682,"category":2218,"date":1070,"updatedAt":1070,"sourceType":981,"source":2683,"tags":2684},"OpenClaw 接入观察：从 2026.1.29 的迁移信号到现在的 Onboarding Wizard，官方已经把“第一次跑通”做成更完整链路","基于 2026 年 3 月 21 日可见的官方 Onboarding、Install 与 Releases 页面，整理 OpenClaw 从命名迁移、路径自动迁移到本地/远程 wizard 分流这条接入链路最近最值得注意的变化。","/news/openclaw-onboarding-migration-watch-2026-03-21","https://docs.openclaw.ai/start/wizard",[1056,2203,1470,2204,1776],{"title":2686,"description":2687,"path":2688,"category":2425,"date":1618,"updatedAt":1618,"sourceType":981,"source":2513,"tags":2689},"OpenClaw 的远程 operator 正在从“谁都能开网页”转向浏览器级交接管理","随着 Dashboard、Control UI 和 device pairing 文档持续补强，官方越来越清楚地把浏览器 profile、设备 pairing 和控制面交接写成同一条管理面问题。","/news/openclaw-operator-browser-watch-2026-03-26",[1788,1286,1265,1344,1072],{"title":2691,"description":2692,"path":2693,"category":2425,"date":1211,"updatedAt":1211,"sourceType":981,"source":2694,"tags":2695},"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",[1057,1128,1626,1788,1158],{"title":2697,"description":2698,"path":2699,"category":2425,"date":1201,"updatedAt":1201,"sourceType":981,"source":2536,"tags":2700},"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",[1344,1896,1007,1897,1027],{"title":2702,"description":2703,"path":2704,"category":2218,"date":1070,"updatedAt":1070,"sourceType":981,"source":2705,"tags":2706},"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",[1105,1257,1107,1256,1258],{"title":2708,"description":2709,"path":2710,"category":2425,"date":1113,"updatedAt":1113,"sourceType":981,"source":2711,"tags":2712},"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",[1105,1239,2070,2071,1775],{"title":2714,"description":2715,"path":2716,"category":2425,"date":1113,"updatedAt":1113,"sourceType":981,"source":2717,"tags":2718},"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",[1457,1458,1050,1310,1106],{"title":2720,"description":2721,"path":2722,"category":2425,"date":1211,"updatedAt":1211,"sourceType":981,"source":2723,"tags":2724},"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",[1176,1121,1157,1178,1476],{"title":2726,"description":2727,"path":2728,"category":2425,"date":1211,"updatedAt":1211,"sourceType":981,"source":2729,"tags":2730},"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",[1176,1860,1121,1005,1027],{"title":2732,"description":2733,"path":2734,"category":2218,"date":1070,"updatedAt":1070,"sourceType":981,"source":2413,"tags":2735},"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",[1773,1774,1776,1775],{"title":2737,"description":2738,"path":2739,"category":2425,"date":1183,"updatedAt":1183,"sourceType":981,"source":2439,"tags":2740},"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",[1057,1344,1157,1072,1679],{"title":2742,"description":2743,"path":2744,"category":2425,"date":1201,"updatedAt":1201,"sourceType":981,"source":2745,"tags":2746},"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",[1186,1185,2747,1007,1187],"threads",{"title":2749,"description":2750,"path":2751,"category":2425,"date":1163,"updatedAt":1163,"sourceType":981,"source":2752,"tags":2753},"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",[1517,1404,1518,1098,1008],{"title":2755,"description":2756,"path":2757,"category":2425,"date":1201,"updatedAt":1201,"sourceType":981,"source":2758,"tags":2759},"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",[2098,2760,2761,2097,1027],"snapshot","rotation",{"title":2763,"description":2764,"path":2765,"category":2425,"date":1201,"updatedAt":1201,"sourceType":981,"source":2625,"tags":2766},"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",[1205,1028,1967,1344,1814],{"title":2768,"description":2769,"path":2770,"category":2425,"date":1113,"updatedAt":1113,"sourceType":981,"source":2771,"tags":2772},"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",[1028,1799,1801,1800,1027],{"title":2774,"description":2775,"path":2776,"category":2777,"date":1001,"updatedAt":1001,"sourceType":1256,"source":2778,"tags":2779},"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",[1028,2780,1376,1026],"compliance",{"title":2782,"description":2783,"path":2784,"category":2425,"date":1183,"updatedAt":1183,"sourceType":981,"source":2758,"tags":2785},"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",[1028,2097,1310,2786,1027],"proxy",{"title":2788,"description":2789,"path":2790,"category":2425,"date":2108,"updatedAt":2108,"sourceType":981,"source":2791,"tags":2792},"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",[1205,2111,1575,2110,1005],{"title":2794,"description":2795,"path":2796,"category":2425,"date":2108,"updatedAt":2108,"sourceType":981,"source":2797,"tags":2798},"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",[987,1168,2117,1799,1027],{"title":2800,"description":2801,"path":2802,"category":2425,"date":1201,"updatedAt":1201,"sourceType":981,"source":2803,"tags":2804},"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",[1028,1814,1815,2805,1005],"sandbox",{"title":2807,"description":2808,"path":2809,"category":2218,"date":1070,"updatedAt":1070,"sourceType":981,"source":2615,"tags":2810},"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",[2617,1256,1231,1020,1051],{"title":2812,"description":2813,"path":2814,"category":2425,"date":1211,"updatedAt":1211,"sourceType":981,"source":2803,"tags":2815},"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",[1814,1968,1203,1186,1028],{"title":2817,"description":2818,"path":2819,"category":2425,"date":2108,"updatedAt":2108,"sourceType":981,"source":2820,"tags":2821},"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",[2110,1176,2136,2137,2822],"compatibility",{"title":2824,"description":2825,"path":2826,"category":2425,"date":1113,"updatedAt":1113,"sourceType":981,"source":2470,"tags":2827},"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",[1834,1028,1072,1005,1178],{"title":2829,"description":2830,"path":2831,"category":2425,"date":1618,"updatedAt":1618,"sourceType":981,"source":2590,"tags":2832},"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",[1005,1128,1620,1952,1205],{"title":2834,"description":2835,"path":2836,"category":2425,"date":1113,"updatedAt":1113,"sourceType":981,"source":2837,"tags":2838},"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",[2184,1776,1451,1005,2592],{"title":2840,"description":2841,"path":2842,"category":2425,"date":1113,"updatedAt":1113,"sourceType":981,"source":2843,"tags":2844},"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",[1846,1847,1848,1849,1850],{"title":2846,"description":2847,"path":2848,"category":2218,"date":1070,"updatedAt":1070,"sourceType":981,"source":2615,"tags":2849},"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",[2617,1279,2850,2851,1293],"phone","tts",{"title":2853,"description":2854,"path":2855,"category":2425,"date":1201,"updatedAt":1201,"sourceType":981,"source":2856,"tags":2857},"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",[1279,1606,1607,1157,1345],{"title":2859,"description":2860,"path":2861,"category":2218,"date":1070,"updatedAt":1070,"sourceType":981,"source":2439,"tags":2862},"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",[1057,1128,1626,1265,2525],{"title":2864,"description":2865,"path":2866,"category":2425,"date":1618,"updatedAt":1618,"sourceType":981,"source":2867,"tags":2868},"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 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