[{"data":1,"prerenderedAt":3469},["ShallowReactive",2],{"docs:operations/gmail-pubsub":3,"content-manifest":955},{"id":4,"title":5,"body":6,"category":936,"date":937,"description":938,"extension":939,"meta":940,"navigation":941,"path":942,"seo":943,"source":944,"sourceName":945,"sourceType":946,"stem":947,"tags":948,"updatedAt":953,"__hash__":954},"docs/docs/operations/gmail-pubsub.md","Gmail Pub/Sub 接入 OpenClaw",{"type":7,"value":8,"toc":921},"minimark",[9,13,17,25,28,32,35,56,63,66,69,96,99,103,106,109,206,209,396,399,413,416,419,447,450,472,475,479,482,485,499,502,528,531,535,538,552,555,621,627,631,634,639,702,705,708,724,727,801,804,807,810,813,848,851,854,885,888,891,914,917],[10,11,5],"h1",{"id":12},"gmail-pubsub-接入-openclaw",[14,15,16],"p",{},"如果你想让 OpenClaw 在“新邮件到达”时自动做摘要、提醒或分发，最新官方方案已经不再是简单轮询，而是：",[14,18,19,20,24],{},"Gmail watch -> Google Pub/Sub -> ",[21,22,23],"code",{},"gog gmail watch serve"," -> OpenClaw hooks",[14,26,27],{},"这条链路更实时，也更适合长期运行，但配置点比普通 webhook 多得多。官方文档已经把它整理成一套可操作流程。",[29,30,31],"h2",{"id":31},"先理解这条链路在做什么",[14,33,34],{},"核心思路可以拆成四段：",[36,37,38,42,45,50],"ol",{},[39,40,41],"li",{},"Gmail 用 watch 机制监控指定邮箱",[39,43,44],{},"变更事件通过 Google Pub/Sub 推送出来",[39,46,47,49],{},[21,48,23],{}," 接住推送并整理事件",[39,51,52,53],{},"它再把结果发送给 OpenClaw 的 ",[21,54,55],{},"/hooks/gmail",[14,57,58,59,62],{},"也就是说，OpenClaw 并不直接和 Gmail push 对接，而是通过 ",[21,60,61],{},"gog"," 这个中间层完成历史拉取、正文裁剪和 hook 投递。",[29,64,65],{"id":65},"前置条件",[14,67,68],{},"根据最新官方文档，至少需要：",[70,71,72,78,87,90],"ul",{},[39,73,74,75],{},"已安装并登录 ",[21,76,77],{},"gcloud",[39,79,80,81,83,84],{},"已安装并授权 ",[21,82,61],{}," / ",[21,85,86],{},"gogcli",[39,88,89],{},"已在 OpenClaw 启用 hooks",[39,91,92,93],{},"已登录 ",[21,94,95],{},"tailscale",[14,97,98],{},"当前官方支持的公网入口方案仍然优先推荐 Tailscale Funnel。其他隧道方案不是完全不能用，但都属于自行接线、官方不重点兜底的模式。",[29,100,102],{"id":101},"hooks-怎么配","hooks 怎么配",[14,104,105],{},"Gmail 接入不是单独系统，而是跑在 OpenClaw hooks 之上。",[14,107,108],{},"一个最小配置通常类似：",[110,111,116],"pre",{"className":112,"code":113,"language":114,"meta":115,"style":115},"language-json shiki shiki-themes github-light github-dark","{\n  \"hooks\": {\n    \"enabled\": true,\n    \"token\": \"OPENCLAW_HOOK_TOKEN\",\n    \"path\": \"/hooks\",\n    \"presets\": [\"gmail\"]\n  }\n}\n","json","",[21,117,118,127,137,152,166,179,194,200],{"__ignoreMap":115},[119,120,123],"span",{"class":121,"line":122},"line",1,[119,124,126],{"class":125},"sVt8B","{\n",[119,128,130,134],{"class":121,"line":129},2,[119,131,133],{"class":132},"sj4cs","  \"hooks\"",[119,135,136],{"class":125},": {\n",[119,138,140,143,146,149],{"class":121,"line":139},3,[119,141,142],{"class":132},"    \"enabled\"",[119,144,145],{"class":125},": ",[119,147,148],{"class":132},"true",[119,150,151],{"class":125},",\n",[119,153,155,158,160,164],{"class":121,"line":154},4,[119,156,157],{"class":132},"    \"token\"",[119,159,145],{"class":125},[119,161,163],{"class":162},"sZZnC","\"OPENCLAW_HOOK_TOKEN\"",[119,165,151],{"class":125},[119,167,169,172,174,177],{"class":121,"line":168},5,[119,170,171],{"class":132},"    \"path\"",[119,173,145],{"class":125},[119,175,176],{"class":162},"\"/hooks\"",[119,178,151],{"class":125},[119,180,182,185,188,191],{"class":121,"line":181},6,[119,183,184],{"class":132},"    \"presets\"",[119,186,187],{"class":125},": [",[119,189,190],{"class":162},"\"gmail\"",[119,192,193],{"class":125},"]\n",[119,195,197],{"class":121,"line":196},7,[119,198,199],{"class":125},"  }\n",[119,201,203],{"class":121,"line":202},8,[119,204,205],{"class":125},"}\n",[14,207,208],{},"如果你希望邮件摘要直接送到某个聊天界面，而不只是留在系统里，还要加映射：",[110,210,212],{"className":112,"code":211,"language":114,"meta":115,"style":115},"{\n  \"hooks\": {\n    \"enabled\": true,\n    \"token\": \"OPENCLAW_HOOK_TOKEN\",\n    \"presets\": [\"gmail\"],\n    \"mappings\": [\n      {\n        \"match\": { \"path\": \"gmail\" },\n        \"action\": \"agent\",\n        \"wakeMode\": \"now\",\n        \"name\": \"Gmail\",\n        \"sessionKey\": \"hook:gmail:{{messages[0].id}}\",\n        \"messageTemplate\": \"New email from {{messages[0].from}}\",\n        \"deliver\": true,\n        \"channel\": \"last\"\n      }\n    ]\n  }\n}\n",[21,213,214,218,224,234,244,255,263,268,286,299,312,325,338,351,363,374,380,386,391],{"__ignoreMap":115},[119,215,216],{"class":121,"line":122},[119,217,126],{"class":125},[119,219,220,222],{"class":121,"line":129},[119,221,133],{"class":132},[119,223,136],{"class":125},[119,225,226,228,230,232],{"class":121,"line":139},[119,227,142],{"class":132},[119,229,145],{"class":125},[119,231,148],{"class":132},[119,233,151],{"class":125},[119,235,236,238,240,242],{"class":121,"line":154},[119,237,157],{"class":132},[119,239,145],{"class":125},[119,241,163],{"class":162},[119,243,151],{"class":125},[119,245,246,248,250,252],{"class":121,"line":168},[119,247,184],{"class":132},[119,249,187],{"class":125},[119,251,190],{"class":162},[119,253,254],{"class":125},"],\n",[119,256,257,260],{"class":121,"line":181},[119,258,259],{"class":132},"    \"mappings\"",[119,261,262],{"class":125},": [\n",[119,264,265],{"class":121,"line":196},[119,266,267],{"class":125},"      {\n",[119,269,270,273,276,279,281,283],{"class":121,"line":202},[119,271,272],{"class":132},"        \"match\"",[119,274,275],{"class":125},": { ",[119,277,278],{"class":132},"\"path\"",[119,280,145],{"class":125},[119,282,190],{"class":162},[119,284,285],{"class":125}," },\n",[119,287,289,292,294,297],{"class":121,"line":288},9,[119,290,291],{"class":132},"        \"action\"",[119,293,145],{"class":125},[119,295,296],{"class":162},"\"agent\"",[119,298,151],{"class":125},[119,300,302,305,307,310],{"class":121,"line":301},10,[119,303,304],{"class":132},"        \"wakeMode\"",[119,306,145],{"class":125},[119,308,309],{"class":162},"\"now\"",[119,311,151],{"class":125},[119,313,315,318,320,323],{"class":121,"line":314},11,[119,316,317],{"class":132},"        \"name\"",[119,319,145],{"class":125},[119,321,322],{"class":162},"\"Gmail\"",[119,324,151],{"class":125},[119,326,328,331,333,336],{"class":121,"line":327},12,[119,329,330],{"class":132},"        \"sessionKey\"",[119,332,145],{"class":125},[119,334,335],{"class":162},"\"hook:gmail:{{messages[0].id}}\"",[119,337,151],{"class":125},[119,339,341,344,346,349],{"class":121,"line":340},13,[119,342,343],{"class":132},"        \"messageTemplate\"",[119,345,145],{"class":125},[119,347,348],{"class":162},"\"New email from {{messages[0].from}}\"",[119,350,151],{"class":125},[119,352,354,357,359,361],{"class":121,"line":353},14,[119,355,356],{"class":132},"        \"deliver\"",[119,358,145],{"class":125},[119,360,148],{"class":132},[119,362,151],{"class":125},[119,364,366,369,371],{"class":121,"line":365},15,[119,367,368],{"class":132},"        \"channel\"",[119,370,145],{"class":125},[119,372,373],{"class":162},"\"last\"\n",[119,375,377],{"class":121,"line":376},16,[119,378,379],{"class":125},"      }\n",[119,381,383],{"class":121,"line":382},17,[119,384,385],{"class":125},"    ]\n",[119,387,389],{"class":121,"line":388},18,[119,390,199],{"class":125},[119,392,394],{"class":121,"line":393},19,[119,395,205],{"class":125},[14,397,398],{},"这里最关键的不是模板本身，而是你要提前决定：",[70,400,401,404,407],{},[39,402,403],{},"只触发 agent 处理",[39,405,406],{},"还是同时把摘要投递到指定渠道",[39,408,409,410],{},"还是固定发到某个 ",[21,411,412],{},"channel + to",[29,414,415],{"id":415},"官方最推荐的接线方式",[14,417,418],{},"现在最稳的入口不是全手工操作，而是官方助手命令：",[110,420,424],{"className":421,"code":422,"language":423,"meta":115,"style":115},"language-bash shiki shiki-themes github-light github-dark","openclaw webhooks gmail setup --account you@gmail.com\n","bash",[21,425,426],{"__ignoreMap":115},[119,427,428,432,435,438,441,444],{"class":121,"line":122},[119,429,431],{"class":430},"sScJk","openclaw",[119,433,434],{"class":162}," webhooks",[119,436,437],{"class":162}," gmail",[119,439,440],{"class":162}," setup",[119,442,443],{"class":132}," --account",[119,445,446],{"class":162}," you@gmail.com\n",[14,448,449],{},"这条命令的价值在于一次性把下面几件事接起来：",[70,451,452,459,462,469],{},[39,453,454,455,458],{},"写入 ",[21,456,457],{},"hooks.gmail"," 相关配置",[39,460,461],{},"启用 Gmail 预设映射",[39,463,464,465,468],{},"生成 ",[21,466,467],{},"openclaw webhooks gmail run"," 所需配置",[39,470,471],{},"在 macOS 场景下用 Homebrew 安装依赖",[14,473,474],{},"如果你只是想先跑通一条官方支持路径，这条命令优先级明显高于手工一个一个拼配置。",[29,476,478],{"id":477},"为什么官方一直提-tailscale-funnel","为什么官方一直提 Tailscale Funnel",[14,480,481],{},"原因不只是“方便”，而是 Gmail Pub/Sub 最终需要一个可访问的 HTTPS 推送入口。",[14,483,484],{},"官方目前把推荐方案定成：",[70,486,487,493,496],{},[39,488,489,490,492],{},"本地 ",[21,491,23],{}," 监听本机",[39,494,495],{},"Tailscale Funnel 暴露稳定 HTTPS 地址",[39,497,498],{},"OpenClaw 接收来自该服务的 hook",[14,500,501],{},"文档还特别提醒了一个路径细节：",[70,503,504,518],{},[39,505,506,507,510,511,514,515],{},"当 ",[21,508,509],{},"tailscale.mode"," 启用时，OpenClaw 会自动把 ",[21,512,513],{},"hooks.gmail.serve.path"," 设成 ",[21,516,517],{},"/",[39,519,520,521,524,525],{},"公网路径保留在 ",[21,522,523],{},"hooks.gmail.tailscale.path","，默认是 ",[21,526,527],{},"/gmail-pubsub",[14,529,530],{},"如果你强行改路径，又没同步后端 target，很容易出现“公网请求到了，但后端路径对不上”的问题。",[29,532,534],{"id":533},"一次性-gcp-设置别漏掉什么","一次性 GCP 设置别漏掉什么",[14,536,537],{},"官方给出的最低顺序是：",[36,539,540,543,546,549],{},[39,541,542],{},"选择正确的 GCP 项目",[39,544,545],{},"启用 Gmail API 和 Pub/Sub API",[39,547,548],{},"创建 topic",[39,550,551],{},"给 Gmail push 服务账号发布权限",[14,553,554],{},"示例命令：",[110,556,558],{"className":421,"code":557,"language":423,"meta":115,"style":115},"gcloud services enable gmail.googleapis.com pubsub.googleapis.com\ngcloud pubsub topics create gog-gmail-watch\ngcloud pubsub topics add-iam-policy-binding gog-gmail-watch \\\n  --member=serviceAccount:gmail-api-push@system.gserviceaccount.com \\\n  --role=roles/pubsub.publisher\n",[21,559,560,576,592,609,616],{"__ignoreMap":115},[119,561,562,564,567,570,573],{"class":121,"line":122},[119,563,77],{"class":430},[119,565,566],{"class":162}," services",[119,568,569],{"class":162}," enable",[119,571,572],{"class":162}," gmail.googleapis.com",[119,574,575],{"class":162}," pubsub.googleapis.com\n",[119,577,578,580,583,586,589],{"class":121,"line":129},[119,579,77],{"class":430},[119,581,582],{"class":162}," pubsub",[119,584,585],{"class":162}," topics",[119,587,588],{"class":162}," create",[119,590,591],{"class":162}," gog-gmail-watch\n",[119,593,594,596,598,600,603,606],{"class":121,"line":139},[119,595,77],{"class":430},[119,597,582],{"class":162},[119,599,585],{"class":162},[119,601,602],{"class":162}," add-iam-policy-binding",[119,604,605],{"class":162}," gog-gmail-watch",[119,607,608],{"class":132}," \\\n",[119,610,611,614],{"class":121,"line":154},[119,612,613],{"class":132},"  --member=serviceAccount:gmail-api-push@system.gserviceaccount.com",[119,615,608],{"class":132},[119,617,618],{"class":121,"line":168},[119,619,620],{"class":132},"  --role=roles/pubsub.publisher\n",[14,622,623,624,626],{},"官方文档特别强调：Gmail watch 使用的 topic 必须和 ",[21,625,61],{}," OAuth 客户端在同一个 GCP 项目里。这个项目不对，后面很多报错都只是连锁反应。",[29,628,630],{"id":629},"watch-和-run-各负责什么","watch 和 run 各负责什么",[14,632,633],{},"Gmail 接入里有两个容易混淆的动作：",[635,636,638],"h3",{"id":637},"启动-watch","启动 watch",[110,640,642],{"className":421,"code":641,"language":423,"meta":115,"style":115},"gog gmail watch start \\\n  --account you@gmail.com \\\n  --label INBOX \\\n  --topic projects/\u003Cproject-id>/topics/gog-gmail-watch\n",[21,643,644,658,668,678],{"__ignoreMap":115},[119,645,646,648,650,653,656],{"class":121,"line":122},[119,647,61],{"class":430},[119,649,437],{"class":162},[119,651,652],{"class":162}," watch",[119,654,655],{"class":162}," start",[119,657,608],{"class":132},[119,659,660,663,666],{"class":121,"line":129},[119,661,662],{"class":132},"  --account",[119,664,665],{"class":162}," you@gmail.com",[119,667,608],{"class":132},[119,669,670,673,676],{"class":121,"line":139},[119,671,672],{"class":132},"  --label",[119,674,675],{"class":162}," INBOX",[119,677,608],{"class":132},[119,679,680,683,686,690,693,696,699],{"class":121,"line":154},[119,681,682],{"class":132},"  --topic",[119,684,685],{"class":162}," projects/",[119,687,689],{"class":688},"szBVR","\u003C",[119,691,692],{"class":162},"project-i",[119,694,695],{"class":125},"d",[119,697,698],{"class":688},">",[119,700,701],{"class":162},"/topics/gog-gmail-watch\n",[14,703,704],{},"它负责告诉 Gmail “开始监控这个邮箱和标签”。",[635,706,707],{"id":707},"启动推送处理",[110,709,711],{"className":421,"code":710,"language":423,"meta":115,"style":115},"openclaw webhooks gmail run\n",[21,712,713],{"__ignoreMap":115},[119,714,715,717,719,721],{"class":121,"line":122},[119,716,431],{"class":430},[119,718,434],{"class":162},[119,720,437],{"class":162},[119,722,723],{"class":162}," run\n",[14,725,726],{},"或者手工：",[110,728,730],{"className":421,"code":729,"language":423,"meta":115,"style":115},"gog gmail watch serve \\\n  --account you@gmail.com \\\n  --bind 127.0.0.1 \\\n  --port 8788 \\\n  --path /gmail-pubsub \\\n  --hook-url http://127.0.0.1:18789/hooks/gmail \\\n  --hook-token OPENCLAW_HOOK_TOKEN\n",[21,731,732,745,753,763,773,783,793],{"__ignoreMap":115},[119,733,734,736,738,740,743],{"class":121,"line":122},[119,735,61],{"class":430},[119,737,437],{"class":162},[119,739,652],{"class":162},[119,741,742],{"class":162}," serve",[119,744,608],{"class":132},[119,746,747,749,751],{"class":121,"line":129},[119,748,662],{"class":132},[119,750,665],{"class":162},[119,752,608],{"class":132},[119,754,755,758,761],{"class":121,"line":139},[119,756,757],{"class":132},"  --bind",[119,759,760],{"class":132}," 127.0.0.1",[119,762,608],{"class":132},[119,764,765,768,771],{"class":121,"line":154},[119,766,767],{"class":132},"  --port",[119,769,770],{"class":132}," 8788",[119,772,608],{"class":132},[119,774,775,778,781],{"class":121,"line":168},[119,776,777],{"class":132},"  --path",[119,779,780],{"class":162}," /gmail-pubsub",[119,782,608],{"class":132},[119,784,785,788,791],{"class":121,"line":181},[119,786,787],{"class":132},"  --hook-url",[119,789,790],{"class":162}," http://127.0.0.1:18789/hooks/gmail",[119,792,608],{"class":132},[119,794,795,798],{"class":121,"line":196},[119,796,797],{"class":132},"  --hook-token",[119,799,800],{"class":162}," OPENCLAW_HOOK_TOKEN\n",[14,802,803],{},"它负责把 Pub/Sub 推送整理后送进 OpenClaw。",[14,805,806],{},"两者缺一个都不行。",[29,808,809],{"id":809},"最新文档里值得注意的几个新细节",[14,811,812],{},"和很多旧教程相比，最近官方文档补了几条很值得直接记住的规则：",[70,814,815,825,832,835,845],{},[39,816,817,820,821,824],{},[21,818,819],{},"hooks.gmail.model"," 和 ",[21,822,823],{},"hooks.gmail.thinking"," 可以专门给 Gmail runs 单独指定模型/思考等级",[39,826,827,828,831],{},"如果启用了 ",[21,829,830],{},"agents.defaults.models"," 白名单，Gmail 使用的模型也必须被允许",[39,833,834],{},"Gmail hook 默认带外部内容安全边界包装；关闭它属于危险行为",[39,836,506,837,840,841,844],{},[21,838,839],{},"hooks.enabled=true"," 且设置了 ",[21,842,843],{},"hooks.gmail.account"," 时，Gateway 可以在启动时自动拉起 watcher 并自动续期",[39,846,847],{},"不要同时运行自动 watcher 和手动 daemon，否则很容易端口冲突",[29,849,850],{"id":850},"常见报错该怎么理解",[14,852,853],{},"官方文档列出的几个典型报错都很实用：",[70,855,856,862,868,879],{},[39,857,858,861],{},[21,859,860],{},"Invalid topicName","：通常是 GCP 项目不匹配",[39,863,864,867],{},[21,865,866],{},"User not authorized","：Pub/Sub topic 缺少 Gmail push 发布权限",[39,869,870,871,874,875,878],{},"空消息：Gmail push 只给 ",[21,872,873],{},"historyId","，需要继续用 ",[21,876,877],{},"gog gmail history"," 取具体内容",[39,880,881,884],{},[21,882,883],{},"bind: address already in use","：通常是 watcher 被同时启动了两次",[29,886,887],{"id":887},"中文站建议的落地顺序",[14,889,890],{},"如果你要把 Gmail 做成长期自动化入口，更稳的顺序是：",[36,892,893,902,908,911],{},[39,894,895,896,901],{},"先确认 ",[897,898,900],"a",{"href":899},"/docs/manual/hooks-overview","Webhooks"," 和 token 认证已经理解",[39,903,904,905],{},"再跑 ",[21,906,907],{},"openclaw webhooks gmail setup",[39,909,910],{},"再检查 Tailscale Funnel 和路径是否打通",[39,912,913],{},"最后才去调消息模板、投递目标和模型成本",[14,915,916],{},"这样能避免“消息已经进来了，但 delivery 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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",[1182,1274,1275,1136,1164],"forum-topics","sessions",{"title":1277,"description":1278,"path":1279,"category":1116,"updatedAt":1161,"sourceType":946,"tags":1280},"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",[983,970,972,1090,974,952],{"title":1282,"description":1283,"path":1284,"category":1116,"updatedAt":1151,"sourceType":946,"tags":1285},"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",[1127,1286,1287,1288,970],"headless","pairing","devices",{"title":1290,"description":1291,"path":1292,"category":1116,"updatedAt":953,"sourceType":946,"tags":1293},"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",[1076,1294,1295,952,1074],"lifecycle","events",{"title":1297,"description":1298,"path":899,"category":1116,"updatedAt":1024,"sourceType":946,"tags":1299},"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。",[1076,952,1268,1295],{"title":1301,"description":1302,"path":1303,"category":1116,"updatedAt":1133,"sourceType":946,"tags":1304},"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",[1305,1306,1307,1308,1309],"messages","queueing","dedupe","debounce","delivery",{"title":1311,"description":1312,"path":1313,"category":1116,"updatedAt":1082,"sourceType":946,"tags":1314},"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",[1315,1316,1317,1318,1067],"ollama","local-model","llm","privacy",{"title":1320,"description":1321,"path":1322,"category":1116,"updatedAt":953,"sourceType":946,"tags":1323},"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",[1324,1127,1171,1325,1326],"location","permissions","gps",{"title":1328,"description":1329,"path":1330,"category":1116,"updatedAt":953,"sourceType":946,"tags":1331},"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",[974,1332,1275,1333,1334],"markdown","memory_search","memory_get",{"title":1336,"description":1337,"path":1338,"category":1116,"updatedAt":1082,"sourceType":946,"tags":1339},"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",[974,1074,1340,1341,1332],"lancedb","memory-core",{"title":1343,"description":1344,"path":1345,"category":1116,"updatedAt":999,"sourceType":946,"tags":1346},"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",[974,1347,1348,1349,1340],"search","indexing","embeddings",{"title":1351,"description":1352,"path":1353,"category":1116,"updatedAt":1024,"sourceType":1117,"tags":1354},"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",[974,1120,1155,1355],"logs",{"title":1357,"description":1358,"path":1359,"category":1116,"updatedAt":1024,"sourceType":946,"tags":1360},"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 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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",[1760,1849,1850,1842,1754],"logging","flags",{"title":1852,"description":1853,"path":1854,"category":1748,"updatedAt":1133,"sourceType":946,"tags":1855},"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",[1155,1856,1857,1136,1754],"dmScope","identityLinks",{"title":1859,"description":1860,"path":1861,"category":1748,"updatedAt":1133,"sourceType":946,"tags":1862},"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",[1595,1596,1760,1863,1754],"migrations",{"title":1865,"description":1866,"path":1867,"category":1748,"updatedAt":1133,"sourceType":946,"tags":1868},"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",[1460,984,1163,1869,1754],"shell",{"title":1871,"description":1872,"path":1873,"category":1748,"updatedAt":1082,"sourceType":967,"tags":1874},"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",[1875,1666,1207,1876,1668],"sources","trust",{"title":1878,"description":1879,"path":1880,"category":1748,"updatedAt":953,"sourceType":946,"tags":1881},"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",[970,1882,1419,1525,1128],"rpc",{"title":1884,"description":1885,"path":1886,"category":1748,"updatedAt":1133,"sourceType":946,"tags":1887},"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",[1287,1288,970,1127,1754],{"title":1889,"description":1890,"path":1891,"category":1748,"updatedAt":1517,"sourceType":946,"tags":1892},"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",[1155,970,1097,1028,1754],{"title":1894,"description":1895,"path":1896,"category":1748,"updatedAt":1161,"sourceType":946,"tags":1897},"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",[970,1525,1898,1899,1754],"protocol","scopes",{"title":1901,"description":1902,"path":1903,"category":1748,"updatedAt":1151,"sourceType":946,"tags":1904},"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",[1154,1905,1136,1372,1305],"mention",{"title":1907,"description":1908,"path":1909,"category":1748,"updatedAt":1161,"sourceType":946,"tags":1910},"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",[1569,1911,1912,1913,1754],"visibility","activeHours","alerts",{"title":1915,"description":1916,"path":1917,"category":1748,"updatedAt":1151,"sourceType":946,"tags":1918},"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",[1519,1525,1919,970,1754],"sdk",{"title":1921,"description":1922,"path":1923,"category":1748,"updatedAt":1151,"sourceType":946,"tags":1924},"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",[984,1925,1547,1926,1754],"include","arrays",{"title":1928,"description":1929,"path":1930,"category":1748,"updatedAt":1133,"sourceType":946,"tags":1931},"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",[1392,1932,1262,1019,1754],"invoke",{"title":1934,"description":1935,"path":1936,"category":1748,"updatedAt":1161,"sourceType":946,"tags":1937},"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",[974,1938,1939,1940,1941,1754],"hybrid-search","ranking","mmr","retrieval",{"title":1943,"description":1944,"path":1945,"category":1748,"updatedAt":1082,"sourceType":946,"tags":1946},"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",[1090,1947,1236,1247,1754],"probe",{"title":1949,"description":1950,"path":1951,"category":1748,"updatedAt":1455,"sourceType":946,"tags":1952},"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",[1287,1288,1784,1953,1576],"credentials",{"title":1955,"description":1956,"path":1957,"category":1748,"updatedAt":1082,"sourceType":946,"tags":1958},"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",[1074,1190,1959,1960,1668,1754],"npm","pin",{"title":1962,"description":1963,"path":1964,"category":1839,"updatedAt":953,"sourceType":946,"tags":1965},"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",[1841,1966,1355,1247,1318],"raw-stream",{"title":1968,"description":1969,"path":1970,"category":1748,"updatedAt":1161,"sourceType":946,"tags":1971},"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",[1041,1972,1236,970,1754],"tlsFingerprint",{"title":1974,"description":1975,"path":1976,"category":1748,"updatedAt":1161,"sourceType":946,"tags":1977},"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",[1154,1978,1979,1980,1754],"mentions","pending-history","reply",{"title":1982,"description":1983,"path":1984,"category":1748,"updatedAt":1133,"sourceType":946,"tags":1985},"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",[1986,1987,1988,1247,1754],"secrets","secretrefs","runtime",{"title":1990,"description":1991,"path":1992,"category":1748,"updatedAt":1151,"sourceType":946,"tags":1993},"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",[1155,993,1856,1287,1372],{"title":1995,"description":1996,"path":1997,"category":1748,"updatedAt":1998,"sourceType":946,"tags":1999},"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",[1155,2000,2001,1474,1754],"transcript","jsonl",{"title":2003,"description":2004,"path":2005,"category":1748,"updatedAt":1998,"sourceType":946,"tags":2006},"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",[1275,1419,2007,1692,992],"store",{"title":2009,"description":2010,"path":2011,"category":1748,"updatedAt":1161,"sourceType":946,"tags":2012},"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",[993,1707,1692,2013,1754],"ingress",{"title":2015,"description":2016,"path":2017,"category":1748,"updatedAt":953,"sourceType":946,"tags":2018},"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",[1419,1604,2019,1355,2020],"health","troubleshooting",{"title":2022,"description":2023,"path":2024,"category":1748,"updatedAt":1998,"sourceType":946,"tags":2025},"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",[2000,2026,1247,2027,1754],"hygiene","tool-calls",{"title":2029,"description":2030,"path":2031,"category":1839,"updatedAt":1024,"sourceType":946,"tags":2032},"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",[2020,1595,1604,1355],{"title":2034,"description":2035,"path":2036,"category":1748,"updatedAt":1133,"sourceType":946,"tags":2037},"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",[1097,2038,2039,2000,1754],"history","inject",{"title":2041,"description":2042,"path":2043,"category":2044,"updatedAt":1082,"sourceType":946,"tags":2045},"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",[2046,2047,2048,2049,1618,1619],"china","cloud","deployment","feishu",{"title":2051,"description":2052,"path":2053,"category":2044,"updatedAt":1024,"sourceType":946,"tags":2054},"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",[2048,1042,2055,2047,2056],"docker","wsl2",{"title":2058,"description":2059,"path":2060,"category":2044,"updatedAt":1465,"sourceType":946,"tags":2061},"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",[1026,1959,2062,2056],"install-script",{"title":2064,"description":2065,"path":2066,"category":2044,"updatedAt":953,"sourceType":946,"tags":2067},"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",[1026,2068,2062,2069,1669],"updater","git",{"title":2071,"description":2072,"path":2073,"category":2044,"updatedAt":999,"sourceType":946,"tags":2074},"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",[1026,2068,2075,1595,1669],"uninstall",{"title":2077,"description":2078,"path":2079,"category":2044,"updatedAt":999,"sourceType":946,"tags":2080},"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",[2081,1026,1035,2082],"linux","server",{"title":2084,"description":2085,"path":2086,"category":2044,"updatedAt":999,"sourceType":946,"tags":2087},"macOS 安装指南","在 macOS 上安装和配置 OpenClaw 的详细指南。","/docs/setup/macos-installation",[1145,1026,1035,2088],"apple",{"title":2090,"description":2091,"path":2092,"category":2093,"updatedAt":1024,"sourceType":946,"tags":2094},"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",[2095,2096,1666,2097],"migration","upgrade","checklist",{"title":2099,"description":2100,"path":2101,"category":2044,"updatedAt":999,"sourceType":946,"tags":2102},"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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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",[1288,1287,1237,1589,2420],"rotate",{"title":2422,"description":2423,"path":2424,"category":2318,"date":1133,"updatedAt":1133,"sourceType":946,"source":2425,"tags":2426},"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",[1595,1760,1596,1841,992],{"title":2428,"description":2429,"path":2430,"category":2318,"date":1151,"updatedAt":1151,"sourceType":946,"source":2425,"tags":2431},"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",[1595,1596,1457,1669,1760],{"title":2433,"description":2434,"path":2435,"category":2436,"date":966,"updatedAt":966,"sourceType":1207,"source":2437,"tags":2438},"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",[2439,2440,2441,2442],"education","adoption","ai-tutor","higher-education",{"title":2444,"description":2445,"path":2446,"category":2436,"date":966,"updatedAt":966,"sourceType":1207,"source":2447,"tags":2448},"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",[991,2048,1019,2046],{"title":2450,"description":2451,"path":2452,"category":2111,"date":953,"updatedAt":953,"sourceType":946,"source":2453,"tags":2454},"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",[985,1190,1074,1076,1209],{"title":2456,"description":2457,"path":2458,"category":2318,"date":1151,"updatedAt":1151,"sourceType":946,"source":2459,"tags":2460},"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",[970,1287,2461,1237,1127],"pending",{"title":2463,"description":2464,"path":2465,"category":2318,"date":1517,"updatedAt":1517,"sourceType":946,"source":2466,"tags":2467},"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",[970,1155,1097,1028,2468],"state",{"title":2470,"description":2471,"path":2472,"category":2318,"date":1151,"updatedAt":1151,"sourceType":946,"source":2473,"tags":2474},"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",[1154,1905,1372,1305,1136],{"title":2476,"description":2477,"path":2478,"category":2318,"date":1161,"updatedAt":1161,"sourceType":946,"source":2473,"tags":2479},"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",[1154,1978,2480,1153,1398],"activation",{"title":2482,"description":2483,"path":2484,"category":2318,"date":1151,"updatedAt":1151,"sourceType":946,"source":2485,"tags":2486},"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",[984,1925,1547,1926,992],{"title":2488,"description":2489,"path":2490,"category":2111,"date":953,"updatedAt":953,"sourceType":946,"source":2491,"tags":2492},"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",[2493,2048,2494,2495,2496],"showcase","home-assistant","nix","infrastructure",{"title":2498,"description":2499,"path":2500,"category":2318,"date":1133,"updatedAt":1133,"sourceType":946,"source":2501,"tags":2502},"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",[1275,974,1474,2389,1398],{"title":2504,"description":2505,"path":2506,"category":2318,"date":1133,"updatedAt":1133,"sourceType":946,"source":2507,"tags":2508},"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",[1669,1561,1275,1562,992],{"title":2510,"description":2511,"path":2512,"category":2138,"date":2112,"updatedAt":1024,"sourceType":1806,"source":2140,"tags":2513},"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",[1666,1739,1667,985,993],{"title":2515,"description":2516,"path":2517,"category":2318,"date":1082,"updatedAt":1082,"sourceType":946,"source":2518,"tags":2519},"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",[2493,974,1245,2530,2531],"vector-search","knowledge",{"title":2533,"description":2534,"path":2535,"category":2318,"date":1151,"updatedAt":1151,"sourceType":946,"source":2536,"tags":2537},"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",[1905,1154,1182,1184,1253],{"title":2539,"description":2540,"path":2541,"category":2318,"date":1133,"updatedAt":1133,"sourceType":946,"source":2542,"tags":2543},"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",[1305,1097,1136,1309,972],{"title":2545,"description":2546,"path":2547,"category":2318,"date":1082,"updatedAt":1082,"sourceType":946,"source":2375,"tags":2548},"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",[1090,1947,1247,1236,1628],{"title":2550,"description":2551,"path":2552,"category":2318,"date":1151,"updatedAt":1151,"sourceType":946,"source":2553,"tags":2554},"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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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",[1247,1090,1127,1236,1398],{"title":2603,"description":2604,"path":2605,"category":2318,"date":1161,"updatedAt":1161,"sourceType":946,"source":2606,"tags":2607},"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",[1247,1753,1090,970,992],{"title":2609,"description":2610,"path":2611,"category":2111,"date":953,"updatedAt":953,"sourceType":946,"source":2312,"tags":2612},"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",[1666,1667,1669,1668],{"title":2614,"description":2615,"path":2616,"category":2318,"date":1133,"updatedAt":1133,"sourceType":946,"source":2332,"tags":2617},"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",[1028,1287,1127,1041,1576],{"title":2619,"description":2620,"path":2621,"category":2318,"date":1151,"updatedAt":1151,"sourceType":946,"source":2622,"tags":2623},"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",[1136,1135,2624,972,1137],"threads",{"title":2626,"description":2627,"path":2628,"category":2318,"date":1151,"updatedAt":1151,"sourceType":946,"source":2629,"tags":2630},"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",[1987,2631,2632,1986,992],"snapshot","rotation",{"title":2634,"description":2635,"path":2636,"category":2318,"date":1151,"updatedAt":1151,"sourceType":946,"source":2501,"tags":2637},"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",[1155,993,1856,1287,1707],{"title":2639,"description":2640,"path":2641,"category":2318,"date":1082,"updatedAt":1082,"sourceType":946,"source":2642,"tags":2643},"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",[993,1692,1694,1693,992],{"title":2645,"description":2646,"path":2647,"category":2648,"date":966,"updatedAt":966,"sourceType":1207,"source":2649,"tags":2650},"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",[993,2651,1318,991],"compliance",{"title":2653,"description":2654,"path":2655,"category":2318,"date":1133,"updatedAt":1133,"sourceType":946,"source":2629,"tags":2656},"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",[993,1986,1262,2657,992],"proxy",{"title":2659,"description":2660,"path":2661,"category":2318,"date":1998,"updatedAt":1998,"sourceType":946,"source":2662,"tags":2663},"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",[1155,2001,1474,2000,970],{"title":2665,"description":2666,"path":2667,"category":2318,"date":1998,"updatedAt":1998,"sourceType":946,"source":2668,"tags":2669},"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",[1275,1419,2007,1692,992],{"title":2671,"description":2672,"path":2673,"category":2318,"date":1151,"updatedAt":1151,"sourceType":946,"source":2674,"tags":2675},"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",[993,1707,1708,2676,970],"sandbox",{"title":2678,"description":2679,"path":2680,"category":2111,"date":953,"updatedAt":953,"sourceType":946,"source":2491,"tags":2681},"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",[2493,1207,1182,985,952],{"title":2683,"description":2684,"path":2685,"category":2318,"date":1161,"updatedAt":1161,"sourceType":946,"source":2674,"tags":2686},"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",[1707,1857,1153,1136,993],{"title":2688,"description":2689,"path":2690,"category":2318,"date":1998,"updatedAt":1998,"sourceType":946,"source":2691,"tags":2692},"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",[2000,1247,2026,2027,2693],"compatibility",{"title":2695,"description":2696,"path":2697,"category":2318,"date":1082,"updatedAt":1082,"sourceType":946,"source":2351,"tags":2698},"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",[1727,993,1041,970,1236],{"title":2700,"description":2701,"path":2702,"category":2318,"date":1517,"updatedAt":1517,"sourceType":946,"source":2466,"tags":2703},"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",[970,1097,1519,1841,1155],{"title":2705,"description":2706,"path":2707,"category":2318,"date":1082,"updatedAt":1082,"sourceType":946,"source":2708,"tags":2709},"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",[2075,1669,1772,970,2468],{"title":2711,"description":2712,"path":2713,"category":2318,"date":1082,"updatedAt":1082,"sourceType":946,"source":2714,"tags":2715},"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",[1739,1740,1741,1742,1743],{"title":2717,"description":2718,"path":2719,"category":2111,"date":953,"updatedAt":953,"sourceType":946,"source":2491,"tags":2720},"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",[2493,1230,2721,2722,1245],"phone","tts",{"title":2724,"description":2725,"path":2726,"category":2318,"date":1151,"updatedAt":1151,"sourceType":946,"source":2727,"tags":2728},"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",[1230,1505,1506,1127,1288],{"title":2730,"description":2731,"path":2732,"category":2111,"date":953,"updatedAt":953,"sourceType":946,"source":2332,"tags":2733},"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",[1028,1097,1525,1216,2407],{"title":2735,"description":2736,"path":2737,"category":2318,"date":1517,"updatedAt":1517,"sourceType":946,"source":2738,"tags":2739},"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",[1097,1028,1519,970,1268],{"title":2741,"description":2742,"path":2743,"category":2318,"date":1133,"updatedAt":1133,"sourceType":946,"source":2594,"tags":2744},"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",[1019,1392,1190,1262,1398],{"title":2746,"description":2747,"path":2748,"category":2749,"date":2750,"updatedAt":2750,"sourceType":967,"source":2751,"tags":2752},"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",[2753,2754,973,2493,2755],"site-update","content","weekly",{"title":2757,"description":2758,"path":2759,"category":2760,"date":2112,"updatedAt":1024,"sourceType":946,"source":2113,"tags":2761},"OpenClaw 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的安全设计理念、数据保护机制和企业级安全特性。","/news/security-architecture",[993,1318,991,983],{"title":2783,"description":2784,"path":2785,"category":2786,"date":1024,"updatedAt":1024,"sourceType":1207,"source":2787,"tags":2788},"OpenClaw 安全最佳实践：保护你的 AI 助手免受风险","随着 OpenClaw 的普及，安全问题日益受到关注。本文整理了保护本地 AI 助手的关键安全措施和最佳实践。","/news/security-best-practices","安全公告","安全社区",[993,1318,1651,1084],{"title":2790,"description":2791,"path":2792,"category":2192,"date":2112,"updatedAt":1024,"sourceType":946,"source":2113,"tags":2793},"OpenClaw Signal 隐私通讯集成","了解如何将 OpenClaw 连接到 Signal，实现隐私通讯。","/news/signal-privacy",[1443,1318,2194,1002],{"title":2795,"description":2796,"path":2797,"category":2171,"date":2139,"updatedAt":999,"sourceType":1806,"source":2140,"tags":2798},"OpenClaw 技能市场突破 400 个技能","OpenClaw 技能市场迎来重要里程碑，社区贡献的技能数量突破 400 个，覆盖更多应用场景。","/news/skills-marketplace-400",[985,2234,1207,2799],"marketplace",{"title":2801,"description":2802,"path":2803,"category":2192,"date":2112,"updatedAt":1024,"sourceType":946,"source":2113,"tags":2804},"OpenClaw Slack 工作区集成","了解如何将 OpenClaw 集成到 Slack 工作区，实现团队协作。","/news/slack-workspace",[1253,1119,2194,1002],{"title":2806,"description":2807,"path":2808,"category":2131,"date":2112,"updatedAt":1024,"sourceType":946,"source":2113,"tags":2809},"OpenClaw Tailscale 远程访问完全指南","了解如何使用 Tailscale 安全远程访问 OpenClaw，包括 Serve、Funnel 和身份认证。","/news/tailscale-integration",[95,1041,2810,993],"vpn",{"title":2812,"description":2813,"path":2814,"category":2192,"date":2112,"updatedAt":1024,"sourceType":946,"source":2113,"tags":2815},"OpenClaw Telegram Bot 配置指南","了解如何创建和配置 Telegram Bot 连接到 OpenClaw。","/news/telegram-bot",[1182,1481,2194,1002],{"title":2817,"description":2818,"path":2819,"category":2820,"date":2112,"updatedAt":1024,"sourceType":946,"source":2113,"tags":2821},"OpenClaw 与 VirusTotal 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