[{"data":1,"prerenderedAt":3502},["ShallowReactive",2],{"docs:manual/from-first-run-to-long-running-system":3,"content-manifest":898},{"id":4,"title":5,"body":6,"category":877,"date":878,"description":879,"extension":880,"meta":881,"navigation":882,"path":883,"seo":884,"source":885,"sourceName":886,"sourceType":887,"stem":888,"tags":889,"updatedAt":896,"__hash__":897},"docs/docs/manual/from-first-run-to-long-running-system.md","从第一次跑通到长期运行：OpenClaw 的完整系统地图",{"type":7,"value":8,"toc":843},"minimark",[9,13,17,20,33,36,56,59,64,67,72,75,89,92,95,110,114,117,135,138,141,161,165,168,182,185,190,194,197,208,211,213,227,230,238,241,261,265,268,282,285,305,308,313,316,342,346,349,360,363,374,377,391,394,420,424,427,430,434,437,441,444,448,451,455,458,461,487,491,494,499,502,516,519,530,533,559,563,566,569,573,575,586,590,592,603,607,609,617,621,623,637,640,666,670,673,676,681,683,700,703,735,739,742,745,759,762,765,779,782,784,798,801,803,817,820,823,826,840],[10,11,5],"h1",{"id":12},"从第一次跑通到长期运行openclaw-的完整系统地图",[14,15,16],"p",{},"OpenClaw 最容易让人感到信息量很大，不是因为某一个功能特别复杂，而是因为它从一开始就不是单点工具，而是一整套会慢慢长成系统的运行面。",[14,18,19],{},"第一次接触时，你可能只是想先完成三件事：",[21,22,23,27,30],"ul",{},[24,25,26],"li",{},"安装成功",[24,28,29],{},"跑通一个入口",[24,31,32],{},"确认 agent 能正常回应",[14,34,35],{},"但一旦开始长期使用，你很快又会碰到另一组问题：",[21,37,38,41,44,47,50,53],{},[24,39,40],{},"Dashboard、Control UI、WebChat 和聊天渠道到底谁是谁",[24,42,43],{},"pairing、allowlist、session key 和 group routing 该怎么理解",[24,45,46],{},"provider、fallback、本地模型和统一网关怎么分层",[24,48,49],{},"记忆、compaction 和长期 session 会不会互相污染",[24,51,52],{},"heartbeat、cron、hooks 和 workflow 到底谁负责什么",[24,54,55],{},"长期运行以后谁来做 cleanup、repair、upgrade 和 review",[14,57,58],{},"这篇长文的目标，就是把原本分散在入门、功能手册、运维和实践里的内容，收回到一条更完整的主线里。",[60,61,63],"h2",{"id":62},"_1-先记住openclaw-的中心是-gateway不是某个界面","1. 先记住：OpenClaw 的中心是 Gateway，不是某个界面",[14,65,66],{},"如果只记一个总原则，更适合记这句：",[21,68,69],{},[24,70,71],{},"OpenClaw 的长期状态中心是 Gateway",[14,73,74],{},"这意味着：",[21,76,77,80,83,86],{},[24,78,79],{},"Dashboard / Control UI 是管理面入口",[24,81,82],{},"WebChat 和各类聊天渠道是交互入口",[24,84,85],{},"iOS / Android / macOS / headless node 是设备与执行入口",[24,87,88],{},"provider、memory、automation 和 approvals 都在往 Gateway 这层汇合",[14,90,91],{},"所以你真正维护的，始终是一套围绕 Gateway 展开的系统，而不是一堆彼此独立的小功能。",[14,93,94],{},"先补结构时，更适合先看：",[21,96,97,104],{},[24,98,99],{},[100,101,103],"a",{"href":102},"/docs/manual/core-capabilities","核心能力总览",[24,105,106],{},[100,107,109],{"href":108},"/docs/manual/architecture","OpenClaw 架构",[60,111,113],{"id":112},"_2-第一次跑通时重点不是功能多而是先建立最小闭环","2. 第一次跑通时，重点不是功能多，而是先建立最小闭环",[14,115,116],{},"第一次接触 OpenClaw 时，最稳的顺序通常不是一口气研究所有高级能力，而是：",[118,119,120,123,126,129,132],"ol",{},[24,121,122],{},"完成安装",[24,124,125],{},"跑通 onboarding",[24,127,128],{},"确认 Gateway 正常",[24,130,131],{},"打开一个最直接的入口",[24,133,134],{},"做一次最小对话验证",[14,136,137],{},"这一步的目标不是“把所有能力都接齐”，而是先建立最小链路。只要这条链路没稳定，后面研究再多 provider、插件、自动化和远程接入，都会变得很虚。",[14,139,140],{},"如果你还处在这个阶段，优先回到：",[21,142,143,149,155],{},[24,144,145],{},[100,146,148],{"href":147},"/docs/setup/installation","安装指南",[24,150,151],{},[100,152,154],{"href":153},"/docs/getting-started/onboarding-guide","Onboarding 指南",[24,156,157],{},[100,158,160],{"href":159},"/docs/getting-started/reading-path","阅读路径",[60,162,164],{"id":163},"_3-第二阶段入口一变多先分清聊天入口和管理入口","3. 第二阶段：入口一变多，先分清“聊天入口”和“管理入口”",[14,166,167],{},"很多人第一次跑通后，马上就会遇到多个入口：",[21,169,170,173,176,179],{},[24,171,172],{},"Dashboard",[24,174,175],{},"Control UI",[24,177,178],{},"WebChat",[24,180,181],{},"Telegram / Discord / WhatsApp / Signal",[14,183,184],{},"这时最重要的分界不是“哪个更好用”，而是：",[21,186,187],{},[24,188,189],{},"它到底是聊天入口，还是管理入口",[191,192,193],"h3",{"id":193},"聊天入口",[14,195,196],{},"更偏：",[21,198,199,202,205],{},[24,200,201],{},"和 agent 对话",[24,203,204],{},"把真实消息送进系统",[24,206,207],{},"触发 session、memory 和 automation",[191,209,210],{"id":210},"管理入口",[14,212,196],{},[21,214,215,218,221,224],{},[24,216,217],{},"看状态",[24,219,220],{},"处理 approvals",[24,222,223],{},"看配置与会话",[24,225,226],{},"打开控制面和诊断面",[14,228,229],{},"如果这两类入口不先分清，后面很容易出现两个典型误判：",[21,231,232,235],{},[24,233,234],{},"以为“能聊天”就等于“系统好管”",[24,236,237],{},"以为“浏览器能开”就等于“管理链路已经安全”",[14,239,240],{},"更适合一起看的页面是：",[21,242,243,249,255],{},[24,244,245],{},[100,246,248],{"href":247},"/docs/getting-started/when-to-use-dashboard-webchat-or-channels","Dashboard、WebChat 和聊天渠道分别什么时候用",[24,250,251],{},[100,252,254],{"href":253},"/docs/manual/webchat-api-and-control-surface-boundaries","WebChat、API 和控制面的边界",[24,256,257],{},[100,258,260],{"href":259},"/docs/operations/control-ui-remote-access","远程打开 Control UI 的正确方式",[60,262,264],{"id":263},"_4-第三阶段一旦接入真实渠道就要正视-pairingallowlist-和会话边界","4. 第三阶段：一旦接入真实渠道，就要正视 pairing、allowlist 和会话边界",[14,266,267],{},"OpenClaw 的渠道体系比普通 bot 配置更重，是因为它处理的不只是“消息能不能进来”，还包括：",[21,269,270,273,276,279],{},[24,271,272],{},"谁能进来",[24,274,275],{},"这条消息会落到哪个 session",[24,277,278],{},"是私聊、群聊还是 topic / thread",[24,280,281],{},"是共享入口还是个人入口",[14,283,284],{},"所以渠道一旦接起来，你很快就会碰到：",[21,286,287,290,293,296,299,302],{},[24,288,289],{},"DM pairing",[24,291,292],{},"allowFrom",[24,294,295],{},"mention gating",[24,297,298],{},"group / topic session keys",[24,300,301],{},"broadcast groups",[24,303,304],{},"secure DM mode",[14,306,307],{},"这些机制背后其实都在服务同一个目标：",[21,309,310],{},[24,311,312],{},"把“消息能送达”变成“系统能有边界地接收”",[14,314,315],{},"更推荐一路串着看的顺序是：",[118,317,318,324,330,336],{},[24,319,320],{},[100,321,323],{"href":322},"/docs/manual/channels-overview","渠道总览",[24,325,326],{},[100,327,329],{"href":328},"/docs/manual/session-and-pairing","Session 与 Pairing",[24,331,332],{},[100,333,335],{"href":334},"/docs/manual/channel-routing-and-session-keys","Channel Routing 与 Session Keys",[24,337,338],{},[100,339,341],{"href":340},"/docs/operations/network-and-pairing","网络模型、发现与配对",[60,343,345],{"id":344},"_5-第四阶段远程访问和浏览器接入后系统开始出现控制面信任链","5. 第四阶段：远程访问和浏览器接入后，系统开始出现“控制面信任链”",[14,347,348],{},"只在本机使用时，很多问题会被掩盖，因为：",[21,350,351,354,357],{},[24,352,353],{},"你就在 localhost",[24,355,356],{},"浏览器和 Gateway 在同一台机器",[24,358,359],{},"pairing 和 remote auth 的复杂度还没有真正暴露",[14,361,362],{},"但一旦你开始：",[21,364,365,368,371],{},[24,366,367],{},"在另一台电脑上打开浏览器管理面",[24,369,370],{},"用手机或其他设备作为 node",[24,372,373],{},"通过 SSH、Tailscale 或 trusted proxy 访问",[14,375,376],{},"事情就会变成一条更完整的信任链：",[21,378,379,382,385,388],{},[24,380,381],{},"地址能不能到",[24,383,384],{},"请求能不能被认证",[24,386,387],{},"设备有没有被批准",[24,389,390],{},"当前 operator 到底应不应该拥有这层入口",[14,392,393],{},"这一组页面其实应该一起理解：",[21,395,396,402,408,414],{},[24,397,398],{},[100,399,401],{"href":400},"/docs/reference/control-ui-device-pairing","Control UI 设备配对与浏览器授权",[24,403,404],{},[100,405,407],{"href":406},"/docs/reference/gateway-owned-pairing-vs-device-pairing","Gateway-owned pairing 和 device pairing 的区别",[24,409,410],{},[100,411,413],{"href":412},"/docs/operations/remote-access","Remote Access",[24,415,416],{},[100,417,419],{"href":418},"/docs/operations/trusted-proxy-auth","Trusted Proxy Auth",[60,421,423],{"id":422},"_6-第五阶段模型与-provider-是另一条独立治理线","6. 第五阶段：模型与 provider 是另一条独立治理线",[14,425,426],{},"很多人会自然觉得“只要已经能聊天，模型就算配好了”，但长期运行里，“能回一句话”和“模型层已经稳”是两件不同的事。",[14,428,429],{},"模型层真正需要分别看的，至少有四块：",[191,431,433],{"id":432},"provider-层","provider 层",[14,435,436],{},"例如 OpenAI、Anthropic、OpenRouter、LiteLLM、Cloudflare AI Gateway、Ollama、vLLM。",[191,438,440],{"id":439},"model-catalog-allowlist-层","model catalog / allowlist 层",[14,442,443],{},"哪些模型能被 agent 选到、fallback 选到、控制面暴露到团队里。",[191,445,447],{"id":446},"auth-profile-failover-层","auth profile / failover 层",[14,449,450],{},"provider 内的 credential 轮转、cooldown 和健康探测。",[191,452,454],{"id":453},"capability-层","capability 层",[14,456,457],{},"聊天、长上下文、图像理解、图像生成、转录、本地推理并不总是一条线。",[14,459,460],{},"这也是为什么更适合成组阅读的是：",[21,462,463,469,475,481],{},[24,464,465],{},[100,466,468],{"href":467},"/docs/manual/models-overview","Models 总览",[24,470,471],{},[100,472,474],{"href":473},"/docs/manual/providers-and-fallback","模型提供商与故障转移",[24,476,477],{},[100,478,480],{"href":479},"/docs/reference/models-status-probe-and-auth-profiles","models status --probe 和 auth profiles 应该怎么看",[24,482,483],{},[100,484,486],{"href":485},"/best-practices/provider-recovery-ladder","Provider 故障恢复阶梯",[60,488,490],{"id":489},"_7-第六阶段记忆系统最核心的问题不是能不能记住而是按什么边界记住","7. 第六阶段：记忆系统最核心的问题不是“能不能记住”，而是“按什么边界记住”",[14,492,493],{},"长期运行里，记忆最值得先问的不是：",[21,495,496],{},[24,497,498],{},"它会不会记住",[14,500,501],{},"而是：",[21,503,504,507,510,513],{},[24,505,506],{},"什么会被记住",[24,508,509],{},"记忆挂在哪个 session / channel / identity 上",[24,511,512],{},"compaction 前后哪些信息应该保留",[24,514,515],{},"memory file、index 和 embedding cache 到底谁是 source of truth",[14,517,518],{},"如果这条线不先想清楚，长期运行就特别容易出现几种错觉：",[21,520,521,524,527],{},[24,522,523],{},"觉得“记忆乱了”，其实是 session key 变了",[24,525,526],{},"觉得“索引坏了”，其实是 source of truth 没分清",[24,528,529],{},"觉得“上下文污染了”，其实是群聊、私聊和长期 memory 边界没收住",[14,531,532],{},"更推荐一起看的页面是：",[21,534,535,541,547,553],{},[24,536,537],{},[100,538,540],{"href":539},"/docs/manual/memory-system","Memory 系统",[24,542,543],{},[100,544,546],{"href":545},"/docs/manual/memory-files-and-loading-boundaries","Memory files 与加载边界",[24,548,549],{},[100,550,552],{"href":551},"/docs/manual/memory-search-and-indexing","Memory search 与 indexing",[24,554,555],{},[100,556,558],{"href":557},"/docs/manual/system-prompt-context-and-compaction","System prompt、context 与 compaction",[60,560,562],{"id":561},"_8-第七阶段自动化真正成熟时不该只有定时任务一种心智模型","8. 第七阶段：自动化真正成熟时，不该只有“定时任务”一种心智模型",[14,564,565],{},"如果把 OpenClaw 的自动化只理解成“写几个 cron”，很快就会把系统做得又吵又乱。",[14,567,568],{},"更成熟的理解通常是把它拆成几种不同节奏：",[191,570,572],{"id":571},"heartbeat","Heartbeat",[14,574,196],{},[21,576,577,580,583],{},[24,578,579],{},"周期感知",[24,581,582],{},"主会话值守",[24,584,585],{},"结合上下文做低噪音提醒",[191,587,589],{"id":588},"cron-main-isolated","Cron main / isolated",[14,591,196],{},[21,593,594,597,600],{},[24,595,596],{},"精确时间点",[24,598,599],{},"定点提醒",[24,601,602],{},"独立任务执行和历史隔离",[191,604,606],{"id":605},"hooks-external-triggers","Hooks / external triggers",[14,608,196],{},[21,610,611,614],{},[24,612,613],{},"外部系统事件接入",[24,615,616],{},"webhook 驱动动作",[191,618,620],{"id":619},"workflow-runtime","Workflow runtime",[14,622,196],{},[21,624,625,628,631,634],{},[24,626,627],{},"多步执行",[24,629,630],{},"approvals",[24,632,633],{},"resume token",[24,635,636],{},"更强的流程治理",[14,638,639],{},"这组内容其实应该串着看：",[21,641,642,648,654,660],{},[24,643,644],{},[100,645,647],{"href":646},"/docs/operations/cron-vs-heartbeat","Cron 和 Heartbeat 怎么选",[24,649,650],{},[100,651,653],{"href":652},"/docs/manual/hooks-overview","Hooks 概览",[24,655,656],{},[100,657,659],{"href":658},"/docs/manual/openprose-and-lobster-boundaries","OpenProse 和 Lobster 的边界",[24,661,662],{},[100,663,665],{"href":664},"/best-practices/approval-gated-automation","需要审批的自动化流程",[60,667,669],{"id":668},"_9-第八阶段长期运行真正难的不是功能够不够而是维护面会越来越完整","9. 第八阶段：长期运行真正难的不是“功能够不够”，而是维护面会越来越完整",[14,671,672],{},"只要你开始长期使用 OpenClaw，后面就一定会慢慢进入维护面。",[14,674,675],{},"这时最关键的已经不再是：",[21,677,678],{},[24,679,680],{},"能不能接更多东西",[14,682,501],{},[21,684,685,688,691,694,697],{},[24,686,687],{},"有没有稳定的状态总览",[24,689,690],{},"有没有清晰的排障梯子",[24,692,693],{},"release 升级时先查什么",[24,695,696],{},"session / cron / logs / transcripts 谁负责清理",[24,698,699],{},"哪些浏览器、节点、渠道和 provider 已经不该继续留着",[14,701,702],{},"更值得作为长期维护主线的页面包括：",[21,704,705,711,717,723,729],{},[24,706,707],{},[100,708,710],{"href":709},"/docs/reference/status-health-and-logs","status、health 与 logs",[24,712,713],{},[100,714,716],{"href":715},"/docs/reference/doctor-repair-modes","doctor repair modes",[24,718,719],{},[100,720,722],{"href":721},"/docs/operations/release-tracking","release tracking",[24,724,725],{},[100,726,728],{"href":727},"/docs/operations/sessions-cleanup-and-maintenance","sessions cleanup 与 maintenance",[24,730,731],{},[100,732,734],{"href":733},"/docs/operations/cron-retention-and-run-log-pruning","cron retention 与 run log pruning",[60,736,738],{"id":737},"_10-给不同阶段读者的一条简化路线","10. 给不同阶段读者的一条简化路线",[191,740,741],{"id":741},"如果你是第一次接触",[14,743,744],{},"先走：",[118,746,747,750,753,756],{},[24,748,749],{},"安装",[24,751,752],{},"Onboarding",[24,754,755],{},"Gateway 正常",[24,757,758],{},"一个入口跑通",[191,760,761],{"id":761},"如果你已经开始接真实渠道",[14,763,764],{},"重点补：",[118,766,767,770,773,776],{},[24,768,769],{},"pairing",[24,771,772],{},"routing",[24,774,775],{},"session 边界",[24,777,778],{},"安全基础",[191,780,781],{"id":781},"如果你已经开始远程长期运行",[14,783,764],{},[118,785,786,789,792,795],{},[24,787,788],{},"控制面信任链",[24,790,791],{},"provider / fallback",[24,793,794],{},"memory / session",[24,796,797],{},"maintenance 和 release tracking",[191,799,800],{"id":800},"如果你已经进入团队协作",[14,802,764],{},[118,804,805,808,811,814],{},[24,806,807],{},"operator discipline",[24,809,810],{},"browser / device governance",[24,812,813],{},"provider 与成本治理",[24,815,816],{},"approvals 与 change control",[60,818,819],{"id":819},"结尾",[14,821,822],{},"OpenClaw 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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",[1140,1239,1057,772,1051],"forum-topics",{"title":5,"description":879,"path":883,"category":877,"updatedAt":896,"sourceType":887,"tags":1241},[890,891,892,893,894,895],{"title":1243,"description":1244,"path":1245,"category":877,"updatedAt":1113,"sourceType":887,"tags":1246},"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",[1070,1247,769,1248,891],"headless","devices",{"title":1250,"description":1251,"path":1252,"category":877,"updatedAt":978,"sourceType":887,"tags":1253},"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",[1014,1254,1255,895,1012],"lifecycle","events",{"title":1257,"description":1258,"path":652,"category":877,"updatedAt":970,"sourceType":887,"tags":1259},"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。",[1014,895,1223,1255],{"title":1261,"description":1262,"path":1263,"category":877,"updatedAt":1096,"sourceType":887,"tags":1264},"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",[1265,1266,1267,1268,1269],"messages","queueing","dedupe","debounce","delivery",{"title":1271,"description":1272,"path":1273,"category":877,"updatedAt":1020,"sourceType":887,"tags":1274},"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",[1275,1276,1277,1278,1005],"ollama","local-model","llm","privacy",{"title":1280,"description":1281,"path":1282,"category":877,"updatedAt":978,"sourceType":887,"tags":1283},"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",[1284,1070,1131,1285,1286],"location","permissions","gps",{"title":1288,"description":1289,"path":545,"category":877,"updatedAt":978,"sourceType":887,"tags":1290},"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。",[894,1291,1057,1292,1293],"markdown","memory_search","memory_get",{"title":1295,"description":1296,"path":1297,"category":877,"updatedAt":1020,"sourceType":887,"tags":1298},"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",[894,1012,1299,1300,1291],"lancedb","memory-core",{"title":1302,"description":1303,"path":551,"category":877,"updatedAt":1214,"sourceType":887,"tags":1304},"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。",[894,1305,1306,1307,1299],"search","indexing","embeddings",{"title":1309,"description":1310,"path":539,"category":877,"updatedAt":970,"sourceType":1062,"tags":1311},"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。",[894,1064,1117,1312],"logs",{"title":1314,"description":1315,"path":1316,"category":877,"updatedAt":970,"sourceType":887,"tags":1317},"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",[894,914,924,1064,958],{"title":1319,"description":1320,"path":1321,"category":877,"updatedAt":1214,"sourceType":887,"tags":1322},"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",[1265,1323,1269,1140,1142],"retry",{"title":1325,"description":1326,"path":1327,"category":1122,"updatedAt":896,"sourceType":887,"tags":1328},"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",[893,1329,1330,1331,1332,1051],"allowlist","aliases","image","gating",{"title":1334,"description":1335,"path":467,"category":877,"updatedAt":1020,"sourceType":887,"tags":1336},"OpenClaw 的 Models 应该怎么理解","理解 OpenClaw 里模型层的角色、选择思路和常见配置边界，避免把所有问题都误判成模型问题。",[893,1277,1089,772],{"title":1338,"description":1339,"path":1340,"category":877,"updatedAt":970,"sourceType":887,"tags":1341},"Nodes 与设备能力","理解 OpenClaw 的 nodes 是什么、如何配对，以及相机、语音、屏幕、位置等设备能力在系统里的作用。","/docs/manual/nodes-and-device-actions",[1070,1131,1130,1187,769],{"title":1343,"description":1344,"path":1345,"category":1051,"updatedAt":1052,"sourceType":887,"tags":1346},"OAuth 认证与多账号管理","理解 OpenClaw 如何处理 OAuth 认证、Token 存储和多账号路由，以及常见问题排查。","/docs/manual/oauth-auth",[1347,1091,1348,1349,1350],"oauth","codex","claude","profiles",{"title":1352,"description":1353,"path":658,"category":877,"updatedAt":1020,"sourceType":887,"tags":1354},"OpenProse 和 Lobster 的边界怎么分","基于最新官方 Lobster 文档，整理 OpenProse 与 Lobster 在多智能体准备、确定性执行和审批恢复上的分工，帮助中文团队判断什么时候该用 /prose，什么时候该转成工作流运行时。",[1355,1356,1013,630,958],"openprose","lobster",{"title":1358,"description":1359,"path":1360,"category":1051,"updatedAt":1361,"sourceType":887,"tags":1362},"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",[1363,1107,1364,1365,1366,1367,1368],"platforms","ios","android","windows","linux","install",{"title":1370,"description":1371,"path":1372,"category":877,"updatedAt":978,"sourceType":887,"tags":1373},"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",[1012,1014,895,1167,1374],"governance",{"title":1376,"description":1377,"path":1378,"category":877,"updatedAt":978,"sourceType":887,"tags":1379},"插件清单与配置校验","基于最新官方文档，解释 openclaw.plugin.json 的必填字段、校验规则，以及为什么插件清单会直接影响配置是否可通过。","/docs/manual/plugin-manifest",[1012,1380,1381,1382,923],"manifest","schema","validation",{"title":1384,"description":1385,"path":1386,"category":877,"updatedAt":978,"sourceType":887,"tags":1387},"插件包与频道目录元信息","根据最新官方插件文档，解释 package packs、插件 id 生成规则、openclaw.channel 元信息，以及为什么这些字段会影响安装与引导体验。","/docs/manual/plugin-package-packs",[1012,1388,892,1389,1167],"package-packs","metadata",{"title":1391,"description":1392,"path":1393,"category":877,"updatedAt":1020,"sourceType":887,"tags":1394},"OpenClaw 插件系统怎么用","基于官方插件与 CLI 文档，解释插件和 Skills、Tools 的边界，说明安装、启用、更新与风险控制的基本方法。","/docs/manual/plugins-overview",[1012,1167,924,914,1081],{"title":474,"description":1396,"path":473,"category":877,"updatedAt":1020,"sourceType":887,"tags":1397},"基于官方 providers 文档，整理 OpenClaw 常见 provider、默认模型写法、fallback 思路和长期运行时的配置重点。",[1089,893,1398,1399,1275],"fallback","openrouter",{"title":1401,"description":1402,"path":1403,"category":1051,"updatedAt":1052,"sourceType":887,"tags":1404},"Queue 系统与消息转向","理解 OpenClaw 的 Queue 系统、消息转向模式和并发控制机制。","/docs/manual/queue-system",[1405,1406,1407,1265],"queue","steering","concurrency",{"title":1409,"description":1410,"path":1411,"category":877,"updatedAt":1076,"sourceType":887,"tags":1412},"用 SearXNG 给 OpenClaw 配自托管 web_search","基于最新官方 SearXNG Search 文档，整理 OpenClaw 如何接入自托管 SearXNG 作为 web_search provider，以及生产环境里最该注意哪些边界。","/docs/manual/searxng-search-provider",[1413,1414,914,1305,1005],"searxng","web-search",{"title":1416,"description":1417,"path":328,"category":877,"updatedAt":970,"sourceType":1062,"tags":1418},"Session 与配对机制","理解 OpenClaw 如何通过配对、allowFrom、群组提及规则和 session 隔离来识别用户并保护上下文边界。",[1117,769,892,1091],{"title":1420,"description":1421,"path":1422,"category":1122,"updatedAt":896,"sourceType":887,"tags":1423},"session memory search 什么时候值得开，什么时候先别开","基于最新官方 Memory 与 memory CLI 文档，整理 OpenClaw 的 session memory search、异步索引刷新、delta threshold 和 embedding cache 各自适合什么场景，帮助团队判断什么时候该扩到会话日志检索。","/docs/manual/session-memory-search-and-index-refresh",[894,1057,1306,1424,1051],"cache",{"title":1426,"description":1427,"path":1428,"category":877,"updatedAt":970,"sourceType":887,"tags":1429},"Signal 渠道接入重点","Signal 为什么更强调 dedicated number、signal-cli 和 pairing，长期运行时最容易踩哪些坑。","/docs/manual/signal-channel",[892,1430,1431,769,1278],"signal","signal-cli",{"title":1433,"description":1434,"path":1435,"category":877,"updatedAt":978,"sourceType":887,"tags":1436},"Signal 群组与 daemon 模式怎么配","基于最新官方 Signal 文档，整理 Signal 在 OpenClaw 里的群组隔离、外部 daemon 模式、多账号和 config writes 边界。","/docs/manual/signal-groups-and-daemon-mode",[1430,1116,972,1437,892],"multi-account",{"title":1439,"description":1440,"path":1441,"category":877,"updatedAt":1442,"sourceType":887,"tags":1443},"Skills 配置与热重载","理解 OpenClaw 的 skills 配置项、allowBundled、extraDirs、watch、entries.enabled 和运行时环境注入边界。","/docs/manual/skills-configuration","2026-03-18",[924,1444,1445,1446,1447],"config","allowBundled","watch","env",{"title":1449,"description":1450,"path":1451,"category":877,"updatedAt":1452,"sourceType":887,"tags":1453},"Skills 系统怎么工作","理解 OpenClaw Skills 的三层来源、加载流程、ClawHub 风险，以及为什么不应该一次安装过多技能。","/docs/manual/skills-system","2026-03-17",[924,1148,914,932],{"title":1455,"description":1456,"path":1457,"category":1051,"updatedAt":1052,"sourceType":887,"tags":1458},"流式输出与分块机制","理解 OpenClaw 的两层流式输出机制：块流式（实时发送）和预览流式（实时预览），以及如何配置。","/docs/manual/streaming-and-chunking",[1459,1460,1461,1462,892],"streaming","chunking","block","preview",{"title":1464,"description":1465,"path":557,"category":877,"updatedAt":1214,"sourceType":887,"tags":1466},"系统提示词、上下文与压缩","基于官方 system prompt、context、compaction 与 session pruning 文档，解释 OpenClaw 一次运行到底会把什么发给模型，以及上下文为什么会变满。",[1467,1468,1469,1470,1057],"system-prompt","context","compaction","pruning",{"title":1472,"description":1473,"path":1474,"category":877,"updatedAt":1020,"sourceType":887,"tags":1475},"Telegram 与 WhatsApp 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为什么仍然属于高权限控制面。","2026-03-26",[1032,1513,966,891,1223],"api",{"title":1515,"description":1516,"path":1517,"category":877,"updatedAt":978,"sourceType":887,"tags":1518},"WebChat 的会话与只读边界","基于最新官方 WebChat 文档，整理 WebChat 如何共享 Gateway 会话、chat.inject 和 abort partial 是什么，以及 Gateway 不可达时为什么会进入只读模式。","/docs/manual/webchat-session-and-readonly-mode",[1032,1057,1519,1520,1521],"websocket","readonly","chat",{"title":1523,"description":1524,"path":1525,"category":877,"updatedAt":1020,"sourceType":887,"tags":1526},"用 Webhooks 接外部系统","基于最新官方 Webhooks 文档，整理 OpenClaw 如何通过 /hooks 接收外部事件，重点解释 wake、agent、映射、投递和安全边界。","/docs/manual/webhooks-external-triggers",[1527,1014,895,1528,932],"webhooks","integrations",{"title":1530,"description":1531,"path":1532,"category":1533,"updatedAt":1096,"sourceType":887,"tags":1534},"Exec approvals 转发到聊天渠道该怎么设计","基于最新官方 approvals 文档，解释 OpenClaw 如何把 exec approval 请求转发到聊天渠道、/approve 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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",[1749,1839,1840,1832,1743],"logging","flags",{"title":1842,"description":1843,"path":1844,"category":1737,"updatedAt":1096,"sourceType":887,"tags":1845},"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",[1117,1846,1847,772,1743],"dmScope","identityLinks",{"title":1849,"description":1850,"path":715,"category":1737,"updatedAt":1096,"sourceType":887,"tags":1851},"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”。",[1586,1587,1749,1852,1743],"migrations",{"title":1854,"description":1855,"path":1856,"category":1737,"updatedAt":1096,"sourceType":887,"tags":1857},"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",[1447,923,1124,1858,1743],"shell",{"title":1860,"description":1861,"path":1862,"category":1737,"updatedAt":1020,"sourceType":910,"tags":1863},"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",[1864,1658,1165,1865,1660],"sources","trust",{"title":1867,"description":1868,"path":1869,"category":1737,"updatedAt":978,"sourceType":887,"tags":1870},"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",[891,1871,1081,1519,1071],"rpc",{"title":1873,"description":1874,"path":406,"category":1737,"updatedAt":1096,"sourceType":887,"tags":1875},"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。",[769,1248,891,1070,1743],{"title":1877,"description":1878,"path":1879,"category":1737,"updatedAt":1511,"sourceType":887,"tags":1880},"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",[1117,891,1032,966,1743],{"title":1882,"description":1883,"path":1884,"category":1737,"updatedAt":896,"sourceType":887,"tags":1885},"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",[891,1519,1886,1887,1743],"protocol","scopes",{"title":1889,"description":1890,"path":1891,"category":1737,"updatedAt":1113,"sourceType":887,"tags":1892},"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",[1116,1893,772,1329,1265],"mention",{"title":1895,"description":1896,"path":1897,"category":1737,"updatedAt":896,"sourceType":887,"tags":1898},"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",[571,1899,1900,1901,1743],"visibility","activeHours","alerts",{"title":1903,"description":1904,"path":1905,"category":1737,"updatedAt":1113,"sourceType":887,"tags":1906},"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",[1513,1519,1907,891,1743],"sdk",{"title":1909,"description":1910,"path":1911,"category":1737,"updatedAt":1113,"sourceType":887,"tags":1912},"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",[923,1913,1543,1914,1743],"include","arrays",{"title":1916,"description":1917,"path":1918,"category":1737,"updatedAt":1096,"sourceType":887,"tags":1919},"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",[1356,1920,630,958,1743],"invoke",{"title":1922,"description":1923,"path":1924,"category":1737,"updatedAt":896,"sourceType":887,"tags":1925},"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",[894,1926,1927,1928,1929,1743],"hybrid-search","ranking","mmr","retrieval",{"title":480,"description":1931,"path":479,"category":1737,"updatedAt":1020,"sourceType":887,"tags":1932},"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”。",[893,1933,1091,1089,1743],"probe",{"title":1935,"description":1936,"path":1937,"category":1737,"updatedAt":1442,"sourceType":887,"tags":1938},"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",[769,1248,292,1939,1567],"credentials",{"title":1941,"description":1942,"path":1943,"category":1737,"updatedAt":1020,"sourceType":887,"tags":1944},"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",[1012,1148,1945,1946,1660,1743],"npm","pin",{"title":1948,"description":1949,"path":1950,"category":1829,"updatedAt":978,"sourceType":887,"tags":1951},"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",[1831,1952,1312,1089,1278],"raw-stream",{"title":1954,"description":1955,"path":1956,"category":1737,"updatedAt":896,"sourceType":887,"tags":1957},"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",[980,1958,1091,891,1743],"tlsFingerprint",{"title":1960,"description":1961,"path":1962,"category":1737,"updatedAt":896,"sourceType":887,"tags":1963},"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",[1116,1964,1965,1966,1743],"mentions","pending-history","reply",{"title":1968,"description":1969,"path":1970,"category":1737,"updatedAt":1096,"sourceType":887,"tags":1971},"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",[1972,1973,1054,1089,1743],"secrets","secretrefs",{"title":1975,"description":1976,"path":1977,"category":1737,"updatedAt":1113,"sourceType":887,"tags":1978},"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",[1117,932,1846,769,1329],{"title":1980,"description":1981,"path":1982,"category":1737,"updatedAt":1983,"sourceType":887,"tags":1984},"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",[1117,1985,1986,1469,1743],"transcript","jsonl",{"title":1988,"description":1989,"path":1990,"category":1737,"updatedAt":1983,"sourceType":887,"tags":1991},"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",[1057,1081,1992,1683,931],"store",{"title":1994,"description":1995,"path":1996,"category":1737,"updatedAt":896,"sourceType":887,"tags":1997},"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",[932,1697,1683,1998,1743],"ingress",{"title":2000,"description":2001,"path":709,"category":1737,"updatedAt":978,"sourceType":887,"tags":2002},"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。",[1081,1595,2003,1312,2004],"health","troubleshooting",{"title":2006,"description":2007,"path":2008,"category":1737,"updatedAt":1983,"sourceType":887,"tags":2009},"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",[1985,2010,1089,2011,1743],"hygiene","tool-calls",{"title":2013,"description":2014,"path":2015,"category":1829,"updatedAt":970,"sourceType":887,"tags":2016},"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",[2004,1586,1595,1312],{"title":2018,"description":2019,"path":2020,"category":1737,"updatedAt":1096,"sourceType":887,"tags":2021},"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",[1032,2022,2023,1985,1743],"history","inject",{"title":2025,"description":2026,"path":2027,"category":749,"updatedAt":1020,"sourceType":887,"tags":2028},"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",[2029,2030,2031,1229,1614,1615],"china","cloud","deployment",{"title":2033,"description":2034,"path":2035,"category":749,"updatedAt":970,"sourceType":887,"tags":2036},"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",[2031,981,2037,2030,2038],"docker","wsl2",{"title":2040,"description":2041,"path":147,"category":749,"updatedAt":1452,"sourceType":887,"tags":2042},"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。",[964,1945,2043,2038],"install-script",{"title":2045,"description":2046,"path":2047,"category":749,"updatedAt":978,"sourceType":887,"tags":2048},"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",[964,2049,2043,2050,1661],"updater","git",{"title":2052,"description":2053,"path":2054,"category":749,"updatedAt":1214,"sourceType":887,"tags":2055},"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",[964,2049,2056,1586,1661],"uninstall",{"title":2058,"description":2059,"path":2060,"category":749,"updatedAt":1214,"sourceType":887,"tags":2061},"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",[1367,964,973,2062],"server",{"title":2064,"description":2065,"path":2066,"category":749,"updatedAt":1214,"sourceType":887,"tags":2067},"macOS 安装指南","在 macOS 上安装和配置 OpenClaw 的详细指南。","/docs/setup/macos-installation",[1107,964,973,2068],"apple",{"title":2070,"description":2071,"path":2072,"category":2073,"updatedAt":970,"sourceType":887,"tags":2074},"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",[2075,2076,1658,2077],"migration","upgrade","checklist",{"title":2079,"description":2080,"path":2081,"category":749,"updatedAt":1214,"sourceType":887,"tags":2082},"Windows 安装指南","在 Windows 上安装和配置 OpenClaw 的详细指南，推荐使用 WSL2。","/docs/setup/windows-installation",[1366,964,973,2038],{"count":2084,"latestDate":1076,"items":2085},116,[2086,2094,2105,2112,2122,2130,2135,2144,2152,2158,2165,2172,2179,2187,2192,2202,2212,2219,2225,2235,2247,2255,2260,2266,2272,2280,2287,2293,2301,2307,2314,2320,2326,2332,2338,2344,2349,2355,2362,2368,2375,2381,2387,2392,2398,2404,2411,2417,2422,2433,2439,2445,2451,2458,2465,2471,2477,2483,2493,2499,2505,2510,2516,2521,2528,2534,2540,2545,2551,2557,2562,2568,2573,2579,2585,2591,2597,2603,2608,2613,2620,2626,2634,2639,2645,2653,2659,2665,2671,2678,2683,2688,2695,2700,2705,2711,2717,2724,2730,2735,2741,2746,2757,2765,2770,2778,2783,2790,2795,2801,2806,2812,2817,2825,2831,2837],{"title":2087,"description":2088,"path":2089,"category":2090,"date":2091,"updatedAt":970,"sourceType":887,"source":2092,"tags":2093},"OpenClaw 支持超过 50 个集成平台","OpenClaw 宣布已支持超过 50 个消息和生产力平台集成，成为最全面的 AI 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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",[921,924,1166,2029],{"title":2405,"description":2406,"path":2407,"category":2297,"date":1113,"updatedAt":1113,"sourceType":887,"source":2408,"tags":2409},"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",[1248,769,1193,1580,2410],"rotate",{"title":2412,"description":2413,"path":2414,"category":2297,"date":1096,"updatedAt":1096,"sourceType":887,"source":2415,"tags":2416},"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",[1586,1749,1587,1831,931],{"title":2418,"description":2419,"path":2420,"category":2297,"date":1113,"updatedAt":1113,"sourceType":887,"source":2415,"tags":2421},"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",[1586,1587,1444,1661,1749],{"title":2423,"description":2424,"path":2425,"category":2426,"date":909,"updatedAt":909,"sourceType":1165,"source":2427,"tags":2428},"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",[2429,2430,2431,2432],"education","adoption","ai-tutor","higher-education",{"title":2434,"description":2435,"path":2436,"category":2426,"date":909,"updatedAt":909,"sourceType":1165,"source":2437,"tags":2438},"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",[930,2031,958,2029],{"title":2440,"description":2441,"path":2442,"category":2090,"date":978,"updatedAt":978,"sourceType":887,"source":2443,"tags":2444},"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",[924,1148,1012,1014,1167],{"title":2446,"description":2447,"path":2448,"category":2297,"date":1076,"updatedAt":1076,"sourceType":887,"source":2449,"tags":2450},"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",[1229,1230,1231,1232,892,1233],{"title":2452,"description":2453,"path":2454,"category":2297,"date":1113,"updatedAt":1113,"sourceType":887,"source":2455,"tags":2456},"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",[891,769,2457,1193,1070],"pending",{"title":2459,"description":2460,"path":2461,"category":2297,"date":1511,"updatedAt":1511,"sourceType":887,"source":2462,"tags":2463},"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",[891,1117,1032,966,2464],"state",{"title":2466,"description":2467,"path":2468,"category":2297,"date":1113,"updatedAt":1113,"sourceType":887,"source":2469,"tags":2470},"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",[1116,1893,1329,1265,772],{"title":2472,"description":2473,"path":2474,"category":2297,"date":896,"updatedAt":896,"sourceType":887,"source":2469,"tags":2475},"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",[1116,1964,2476,1115,1374],"activation",{"title":2478,"description":2479,"path":2480,"category":2297,"date":1113,"updatedAt":1113,"sourceType":887,"source":2481,"tags":2482},"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",[923,1913,1543,1914,931],{"title":2484,"description":2485,"path":2486,"category":2090,"date":978,"updatedAt":978,"sourceType":887,"source":2487,"tags":2488},"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",[2489,2031,2490,2491,2492],"showcase","home-assistant","nix","infrastructure",{"title":2494,"description":2495,"path":2496,"category":2297,"date":1096,"updatedAt":1096,"sourceType":887,"source":2497,"tags":2498},"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",[1057,894,1469,2380,1374],{"title":2500,"description":2501,"path":2502,"category":2297,"date":1096,"updatedAt":1096,"sourceType":887,"source":2503,"tags":2504},"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",[1661,1079,1057,1555,931],{"title":2506,"description":2507,"path":2508,"category":2116,"date":2091,"updatedAt":970,"sourceType":1799,"source":2118,"tags":2509},"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",[1658,1728,1659,924,932],{"title":2511,"description":2512,"path":2513,"category":2297,"date":1020,"updatedAt":1020,"sourceType":887,"source":2514,"tags":2515},"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",[894,1012,1299,1291,1305],{"title":2517,"description":2518,"path":2519,"category":2297,"date":896,"updatedAt":896,"sourceType":887,"source":2514,"tags":2520},"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",[894,1929,1926,1306,1424],{"title":2522,"description":2523,"path":2524,"category":2090,"date":978,"updatedAt":978,"sourceType":887,"source":2487,"tags":2525},"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",[2489,894,1201,2526,2527],"vector-search","knowledge",{"title":2529,"description":2530,"path":2531,"category":2297,"date":1113,"updatedAt":1113,"sourceType":887,"source":2532,"tags":2533},"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",[1893,1116,1140,1142,1208],{"title":2535,"description":2536,"path":2537,"category":2297,"date":1096,"updatedAt":1096,"sourceType":887,"source":2538,"tags":2539},"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",[1265,1032,772,1269,892],{"title":2541,"description":2542,"path":2543,"category":2297,"date":1020,"updatedAt":1020,"sourceType":887,"source":2366,"tags":2544},"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",[893,1933,1089,1091,1623],{"title":2546,"description":2547,"path":2548,"category":2297,"date":1113,"updatedAt":1113,"sourceType":887,"source":2549,"tags":2550},"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",[1070,1247,891,769,1248],{"title":2552,"description":2553,"path":2554,"category":2090,"date":978,"updatedAt":978,"sourceType":887,"source":2555,"tags":2556},"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",[965,2075,1368,2076,1661],{"title":2558,"description":2559,"path":2560,"category":2297,"date":1511,"updatedAt":1511,"sourceType":887,"source":2385,"tags":2561},"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",[1672,1194,1174,769,980],{"title":2563,"description":2564,"path":2565,"category":2297,"date":896,"updatedAt":896,"sourceType":887,"source":2566,"tags":2567},"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",[966,1032,1519,1672,1071],{"title":2569,"description":2570,"path":2571,"category":2297,"date":1113,"updatedAt":1113,"sourceType":887,"source":2408,"tags":2572},"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",[769,292,892,1778,931],{"title":2574,"description":2575,"path":2576,"category":2090,"date":978,"updatedAt":978,"sourceType":887,"source":2577,"tags":2578},"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",[1012,1166,1014,1165,1167],{"title":2580,"description":2581,"path":2582,"category":2297,"date":1020,"updatedAt":1020,"sourceType":887,"source":2583,"tags":2584},"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",[1012,1148,1945,1946,1660],{"title":2586,"description":2587,"path":2588,"category":2297,"date":1020,"updatedAt":1020,"sourceType":887,"source":2589,"tags":2590},"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",[1355,1356,958,630,1013],{"title":2592,"description":2593,"path":2594,"category":2297,"date":896,"updatedAt":896,"sourceType":887,"source":2595,"tags":2596},"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",[1089,893,1070,1091,1374],{"title":2598,"description":2599,"path":2600,"category":2297,"date":896,"updatedAt":896,"sourceType":887,"source":2601,"tags":2602},"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",[1089,1742,893,891,931],{"title":2604,"description":2605,"path":2606,"category":2090,"date":978,"updatedAt":978,"sourceType":887,"source":2285,"tags":2607},"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",[1658,1659,1661,1660],{"title":2609,"description":2610,"path":2611,"category":2297,"date":1096,"updatedAt":1096,"sourceType":887,"source":2311,"tags":2612},"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",[966,769,1070,980,1567],{"title":2614,"description":2615,"path":2616,"category":2297,"date":1113,"updatedAt":1113,"sourceType":887,"source":2617,"tags":2618},"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",[772,1098,2619,892,1099],"threads",{"title":2621,"description":2622,"path":2623,"category":2297,"date":1076,"updatedAt":1076,"sourceType":887,"source":2624,"tags":2625},"OpenClaw 把 SearXNG 推进 bundled 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入口的基础隔离建议。","/news/openclaw-secure-dm-mode-watch-2026-03-25",[1117,932,1846,769,1697],{"title":2640,"description":2641,"path":2642,"category":2297,"date":1020,"updatedAt":1020,"sourceType":887,"source":2643,"tags":2644},"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",[932,1683,1685,1684,931],{"title":2646,"description":2647,"path":2648,"category":2649,"date":909,"updatedAt":909,"sourceType":1165,"source":2650,"tags":2651},"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",[932,2652,1278,930],"compliance",{"title":2654,"description":2655,"path":2656,"category":2297,"date":1096,"updatedAt":1096,"sourceType":887,"source":2630,"tags":2657},"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",[932,1972,630,2658,931],"proxy",{"title":2660,"description":2661,"path":2662,"category":2297,"date":1983,"updatedAt":1983,"sourceType":887,"source":2663,"tags":2664},"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",[1117,1986,1469,1985,891],{"title":2666,"description":2667,"path":2668,"category":2297,"date":1983,"updatedAt":1983,"sourceType":887,"source":2669,"tags":2670},"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",[1057,1081,1992,1683,931],{"title":2672,"description":2673,"path":2674,"category":2297,"date":1113,"updatedAt":1113,"sourceType":887,"source":2675,"tags":2676},"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",[932,1697,1698,2677,891],"sandbox",{"title":2679,"description":2680,"path":2681,"category":2090,"date":978,"updatedAt":978,"sourceType":887,"source":2487,"tags":2682},"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",[2489,1165,1140,924,895],{"title":2684,"description":2685,"path":2686,"category":2297,"date":896,"updatedAt":896,"sourceType":887,"source":2675,"tags":2687},"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",[1697,1847,1115,772,932],{"title":2689,"description":2690,"path":2691,"category":2297,"date":1983,"updatedAt":1983,"sourceType":887,"source":2692,"tags":2693},"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",[1985,1089,2010,2011,2694],"compatibility",{"title":2696,"description":2697,"path":2698,"category":2297,"date":1020,"updatedAt":1020,"sourceType":887,"source":2342,"tags":2699},"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",[1716,932,980,891,1091],{"title":2701,"description":2702,"path":2703,"category":2297,"date":1511,"updatedAt":1511,"sourceType":887,"source":2462,"tags":2704},"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",[891,1032,1513,1831,1117],{"title":2706,"description":2707,"path":2708,"category":2297,"date":1020,"updatedAt":1020,"sourceType":887,"source":2709,"tags":2710},"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",[2056,1661,1350,891,2464],{"title":2712,"description":2713,"path":2714,"category":2297,"date":1020,"updatedAt":1020,"sourceType":887,"source":2715,"tags":2716},"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",[1728,1729,1730,1731,1732],{"title":2718,"description":2719,"path":2720,"category":2090,"date":978,"updatedAt":978,"sourceType":887,"source":2487,"tags":2721},"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",[2489,1187,2722,2723,1201],"phone","tts",{"title":2725,"description":2726,"path":2727,"category":2297,"date":1113,"updatedAt":1113,"sourceType":887,"source":2728,"tags":2729},"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",[1187,1500,1501,1070,1248],{"title":2731,"description":2732,"path":2733,"category":2090,"date":978,"updatedAt":978,"sourceType":887,"source":2311,"tags":2734},"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",[966,1032,1519,1174,2397],{"title":2736,"description":2737,"path":2738,"category":2297,"date":1511,"updatedAt":1511,"sourceType":887,"source":2739,"tags":2740},"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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的安全设计理念、数据保护机制和企业级安全特性。","/news/security-architecture",[932,1278,930,890],{"title":2784,"description":2785,"path":2786,"category":2787,"date":970,"updatedAt":970,"sourceType":1165,"source":2788,"tags":2789},"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",[932,1278,1644,1022],{"title":2791,"description":2792,"path":2793,"category":2169,"date":2091,"updatedAt":970,"sourceType":887,"source":2092,"tags":2794},"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",[1430,1278,2171,941],{"title":2796,"description":2797,"path":2798,"category":2148,"date":2117,"updatedAt":1214,"sourceType":1799,"source":2118,"tags":2799},"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 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