[{"data":1,"prerenderedAt":2962},["ShallowReactive",2],{"docs:manual/memory-plugin-slots-and-source-of-truth":3,"content-manifest":452},{"id":4,"title":5,"body":6,"category":433,"date":434,"description":435,"extension":436,"meta":437,"navigation":438,"path":439,"seo":440,"source":441,"sourceName":442,"sourceType":443,"stem":444,"tags":445,"updatedAt":450,"__hash__":451},"docs/docs/manual/memory-plugin-slots-and-source-of-truth.md","memory plugin slot 和 Markdown source of truth 怎么配合",{"type":7,"value":8,"toc":403},"minimark",[9,13,17,27,30,41,44,48,51,59,62,67,70,73,81,84,93,96,104,111,114,127,130,135,138,141,157,160,165,168,176,180,182,190,195,198,203,206,213,216,223,228,231,244,247,252,254,259,263,266,280,283,288,290,295,301,312,318,329,332,336,339,345,348,355,358,361,379,382],[10,11,5],"h1",{"id":12},"memory-plugin-slot-和-markdown-source-of-truth-怎么配合",[14,15,16],"p",{},"最近官方 Memory 和 Plugins 文档里，有一条很值得中文站单独展开的边界：",[18,19,20,24],"ul",{},[21,22,23],"li",{},"记忆的 source of truth 仍然是 Markdown",[21,25,26],{},"记忆搜索和自动召回则由 active memory plugin 提供",[14,28,29],{},"这条边界如果不分清，后面很容易把：",[18,31,32,35,38],{},[21,33,34],{},"记忆文件",[21,36,37],{},"语义索引",[21,39,40],{},"auto recall",[14,42,43],{},"混成同一件事。",[45,46,47],"h2",{"id":47},"先记住两层分工",[14,49,50],{},"更稳的理解方式是：",[18,52,53,56],{},[21,54,55],{},"Markdown 文件负责事实来源",[21,57,58],{},"memory plugin 负责索引、搜索或增强行为",[14,60,61],{},"也就是说，OpenClaw 最近并没有把“记忆”变成纯数据库黑盒，而是继续保留了：",[18,63,64],{},[21,65,66],{},"文件为准",[45,68,69],{"id":69},"官方现在怎么描述这条边界",[14,71,72],{},"根据当前官方 Memory 文档：",[18,74,75,78],{},[21,76,77],{},"OpenClaw memory is plain Markdown in the agent workspace",[21,79,80],{},"the files are the source of truth",[14,82,83],{},"同时 CLI memory 文档又明确写到：",[18,85,86],{},[21,87,88,92],{},[89,90,91],"code",{},"openclaw memory"," 由 active memory plugin 提供",[14,94,95],{},"这两句话放在一起看，边界就很清楚了：",[18,97,98,101],{},[21,99,100],{},"文件决定记住什么",[21,102,103],{},"插件决定怎么搜、怎么索引、怎么增强",[45,105,107,110],{"id":106},"pluginsslotsmemory-到底在做什么",[89,108,109],{},"plugins.slots.memory"," 到底在做什么",[14,112,113],{},"官方配置文档当前明确写到：",[18,115,116,121],{},[21,117,118,120],{},[89,119,109],{}," 用来选择 active memory plugin id",[21,122,123,124],{},"也可以设为 ",[89,125,126],{},"\"none\"",[14,128,129],{},"这说明它不是“是否启用记忆”的唯一总开关，而更像：",[18,131,132],{},[21,133,134],{},"当前把哪种记忆插件挂到记忆槽位",[45,136,137],{"id":137},"当前官方可见的几种典型形态",[14,139,140],{},"根据当前 Plugins 文档，至少已经有这几类形态：",[18,142,143,148,153],{},[21,144,145],{},[89,146,147],{},"memory-core",[21,149,150],{},[89,151,152],{},"memory-lancedb",[21,154,155],{},[89,156,126],{},[14,158,159],{},"更容易理解成：",[161,162,163],"h3",{"id":147},[89,164,147],{},[14,166,167],{},"更偏：",[18,169,170,173],{},[21,171,172],{},"基础 memory search",[21,174,175],{},"默认、内建、保守路径",[161,177,178],{"id":152},[89,179,152],{},[14,181,167],{},[18,183,184,187],{},[21,185,186],{},"更强的长期记忆插件",[21,188,189],{},"auto-recall / auto-capture",[161,191,193],{"id":192},"none",[89,194,126],{},[14,196,197],{},"表示：",[18,199,200],{},[21,201,202],{},"禁用 memory plugins",[14,204,205],{},"但不等于磁盘上的 Markdown 记忆文件突然不存在。",[45,207,209,210,212],{"id":208},"为什么-none-不等于没有记忆","为什么 ",[89,211,126],{}," 不等于“没有记忆”",[14,214,215],{},"这点特别值得中文用户注意。",[14,217,218,219,222],{},"如果你把 ",[89,220,221],{},"plugins.slots.memory = \"none\"","，更准确的影响通常是：",[18,224,225],{},[21,226,227],{},"没有 active memory plugin 提供搜索或增强",[14,229,230],{},"而不是：",[18,232,233],{},[21,234,235,236,239,240,243],{},"工作区里的 ",[89,237,238],{},"MEMORY.md"," 和 ",[89,241,242],{},"memory/*.md"," 被删除",[14,245,246],{},"所以它更像：",[18,248,249],{},[21,250,251],{},"关闭这层插件能力",[14,253,230],{},[18,255,256],{},[21,257,258],{},"把长期事实来源一并抹掉",[45,260,262],{"id":261},"为什么官方会继续保留-markdown-source-of-truth","为什么官方会继续保留 Markdown source of truth",[14,264,265],{},"因为这样做有几个非常现实的好处：",[18,267,268,271,274,277],{},[21,269,270],{},"可读",[21,272,273],{},"可审计",[21,275,276],{},"可手工修订",[21,278,279],{},"不把长期事实完全锁进插件内部",[14,281,282],{},"这也是为什么 OpenClaw 的记忆体系更像：",[18,284,285],{},[21,286,287],{},"文件系统 + 插件增强",[14,289,230],{},[18,291,292],{},[21,293,294],{},"纯内部数据库",[45,296,298,299],{"id":297},"什么时候更适合继续用-memory-core","什么时候更适合继续用 ",[89,300,147],{},[18,302,303,306,309],{},[21,304,305],{},"刚开始接触记忆能力",[21,307,308],{},"先想把 daily log / MEMORY.md 的边界理顺",[21,310,311],{},"还不想引入太多自动召回复杂度",[45,313,315,316],{"id":314},"什么时候值得研究-memory-lancedb","什么时候值得研究 ",[89,317,152],{},[18,319,320,323,326],{},[21,321,322],{},"已经进入长期运行",[21,324,325],{},"需要更强的语义召回",[21,327,328],{},"准备把记忆从“能搜”继续推进到“更主动地帮助上下文”",[45,330,331],{"id":331},"最容易踩的坑",[161,333,335],{"id":334},"_1-把-memory-plugin-当成记忆事实本身","1. 把 memory plugin 当成记忆事实本身",[14,337,338],{},"事实来源仍然应该先回到 Markdown 文件。",[161,340,342,343],{"id":341},"_2-打开更强插件前没有先理顺-daily-log-和-memorymd","2. 打开更强插件前，没有先理顺 daily log 和 ",[89,344,238],{},[14,346,347],{},"这样只会放大混乱。",[161,349,351,352,354],{"id":350},"_3-看到-none-就以为所有记忆都没了","3. 看到 ",[89,353,126],{}," 就以为所有记忆都没了",[14,356,357],{},"它更准确地影响的是 active memory plugin，而不是磁盘事实层。",[45,359,360],{"id":360},"一条更稳的使用顺序",[362,363,364,370,373,376],"ol",{},[21,365,366,367,369],{},"先理顺 ",[89,368,238],{}," 和 daily log",[21,371,372],{},"先用默认 memory slot 跑顺",[21,374,375],{},"再根据长期需求考虑更强 memory plugin",[21,377,378],{},"真要关闭插件时，也先确认你是在关搜索层，不是在删事实层",[45,380,381],{"id":381},"下一步推荐",[18,383,384,391,397],{},[21,385,386],{},[387,388,390],"a",{"href":389},"/docs/manual/memory-files-and-loading-boundaries","记忆文件怎么分层加载",[21,392,393],{},[387,394,396],{"href":395},"/docs/manual/memory-search-and-indexing","记忆搜索与索引",[21,398,399],{},[387,400,402],{"href":401},"/best-practices/group-memory-boundaries","群组、私聊与长期记忆的边界怎么守",{"title":404,"searchDepth":405,"depth":405,"links":406},"",2,[407,408,409,411,417,419,420,422,424,431,432],{"id":47,"depth":405,"text":47},{"id":69,"depth":405,"text":69},{"id":106,"depth":405,"text":410},"plugins.slots.memory 到底在做什么",{"id":137,"depth":405,"text":137,"children":412},[413,415,416],{"id":147,"depth":414,"text":147},3,{"id":152,"depth":414,"text":152},{"id":192,"depth":414,"text":126},{"id":208,"depth":405,"text":418},"为什么 \"none\" 不等于“没有记忆”",{"id":261,"depth":405,"text":262},{"id":297,"depth":405,"text":421},"什么时候更适合继续用 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核心概念","用一页建立 OpenClaw 的核心心智图，分清 Gateway、Agent、Channels、Tools、Skills、Memory 和 Control UI 各自负责什么。","/docs/getting-started/core-concepts","入门","2026-03-16","internal",[466,467,468,469,470,446],"concepts","gateway","agent","channels","tools",{"title":472,"description":473,"path":474,"category":462,"updatedAt":475,"sourceType":464,"tags":476},"如果你是开发团队，应该先走哪条入口","面向开发团队和独立开发者，帮助判断应该先理解架构、配置、渠道还是扩展能力，避免刚跑通就把 OpenClaw 做成一团难维护的实验场。","/docs/getting-started/developer-team-entry","2026-03-23",[477,478,479,480,481],"developers","teams","architecture","configuration","skills",{"title":483,"description":484,"path":485,"category":462,"updatedAt":475,"sourceType":464,"tags":486},"如果你是企业运维，应该先走哪条入口","面向企业运维和长期维护者，帮助判断应该先看 Gateway、远程访问、安全还是升级治理，避免把 OpenClaw 当成一次性安装项目。","/docs/getting-started/enterprise-ops-entry",[487,488,467,489,490],"enterprise","operations","security","upgrades",{"title":492,"description":493,"path":494,"category":462,"updatedAt":495,"sourceType":443,"tags":496},"创建第一个 Agent","从零开始创建你的第一个 OpenClaw Agent，理解 Agent 的基本概念和配置方式。","/docs/getting-started/first-agent","2026-03-12",[468,497,498,499],"quickstart","tutorial","basics",{"title":501,"description":502,"path":503,"category":462,"updatedAt":495,"sourceType":443,"tags":504},"接入第一个渠道","学习如何将 OpenClaw Agent 接入消息渠道，实现多平台统一管理。","/docs/getting-started/first-channel",[469,497,498,499],{"title":506,"description":507,"path":508,"category":462,"updatedAt":495,"sourceType":443,"tags":509},"添加第一个技能","学习如何为 OpenClaw Agent 添加和配置技能，让助手具备更多能力。","/docs/getting-started/first-skill",[481,497,498,499],{"title":511,"description":512,"path":513,"category":462,"updatedAt":495,"sourceType":443,"tags":514},"创建第一个工作流","学习如何使用 OpenClaw 的工作流功能，实现自动化任务处理。","/docs/getting-started/first-workflow",[515,516,497,498],"workflow","automation",{"title":518,"description":519,"path":520,"category":462,"updatedAt":521,"sourceType":443,"tags":522},"快速入门","按官方推荐链路，在本机完成 OpenClaw 的安装、初始化、状态检查和第一次进入 Control UI。","/docs/getting-started/getting-started","2026-03-11",[497,523,524,525],"installation","onboarding","dashboard",{"title":527,"description":528,"path":529,"category":462,"updatedAt":521,"sourceType":443,"tags":530},"Onboarding 引导流程说明","基于官方 Onboarding 思路，说明第一次配置 OpenClaw 时应该先做什么、后做什么，以及哪些事情不要过早展开。","/docs/getting-started/onboarding-guide",[524,531,532,467],"daemon","setup",{"title":534,"description":535,"path":536,"category":462,"updatedAt":537,"sourceType":443,"tags":538},"Onboarding 的本地模式和远程模式怎么选","基于最新官方 Onboarding Wizard 文档，整理 openclaw onboard 在 local 与 remote 两种模式下分别会做什么、不会做什么，以及第一次使用更适合走哪条路。","/docs/getting-started/onboarding-local-vs-remote","2026-03-21",[524,539,540,467,541],"remote","local","wizard",{"title":543,"description":544,"path":545,"category":462,"updatedAt":475,"sourceType":464,"tags":546},"如果你是个人用户，应该先走哪条入口","面向个人重度使用者，帮助判断应该先从 Dashboard、WebChat、渠道、模型还是 Skills 开始，而不是一上来就把整套能力全部接齐。","/docs/getting-started/personal-user-entry",[547,548,525,469,481],"personal","getting-started",{"title":550,"description":551,"path":552,"category":553,"updatedAt":521,"sourceType":443,"tags":554},"如何开始系统理解 OpenClaw","给第一次接触 OpenClaw 的中文用户一条更清晰的阅读顺序，先建立整体认知，再进入安装、接入和运维细节。","/docs/getting-started/reading-path","使用指南",[555,556,557,524],"reading-path","overview","docs",{"title":559,"description":560,"path":561,"category":562,"updatedAt":563,"sourceType":443,"tags":564},"OpenClaw 是什么","用中文快速理解 OpenClaw 的定位、使用方式和它与普通聊天产品的差别。","/docs/getting-started/what-is-openclaw","产品","2026-03-13",[556,565,469,566],"self-hosted","assistant",{"title":568,"description":569,"path":570,"category":462,"updatedAt":475,"sourceType":464,"tags":571},"我什么时候再上 Skills、Plugins 和多 Agent","帮你判断现在是否已经适合进入 Skills、Plugins、Hooks 或多 Agent 扩展，而不是在基础链路未稳定时过早堆复杂度。","/docs/getting-started/when-to-add-skills-plugins-and-multi-agent",[481,447,572,573,574],"multi-agent","hooks","decision",{"title":576,"description":577,"path":578,"category":462,"updatedAt":450,"sourceType":464,"tags":579},"我什么时候该开始接入渠道","帮你判断现在是否已经适合进入 Telegram、WhatsApp、飞书等渠道接入，而不是在最小链路未稳定时过早增加复杂度。","/docs/getting-started/when-to-connect-channels",[469,524,574,467,580],"safety",{"title":582,"description":583,"path":584,"category":462,"updatedAt":450,"sourceType":464,"tags":585},"模型、配置和安全这三页分别什么时候看","用最短方式判断什么时候该去看模型选择、关键配置和安全实践，避免把问题带到错误页面里越看越乱。","/docs/getting-started/when-to-read-models-config-security",[586,587,489,574,548],"models","configurations",{"title":589,"description":590,"path":591,"category":462,"updatedAt":450,"sourceType":464,"tags":592},"Dashboard、WebChat 和聊天渠道分别什么时候用","把 OpenClaw 最常见的三个使用入口拆开，帮助你判断什么时候该进 Dashboard，什么时候该用 WebChat，什么时候才值得接入 Telegram、飞书或 WhatsApp。","/docs/getting-started/when-to-use-dashboard-webchat-or-channels",[525,593,469,574,548],"webchat",{"title":595,"description":596,"path":597,"category":462,"updatedAt":450,"sourceType":464,"tags":598},"我应该先从哪个页面开始","面向第一次进入中文站的用户，按目标、角色和当前问题判断应该先看文档、学习路径、主题中心、视频还是案例。","/docs/getting-started/which-page-should-i-start-with",[548,574,557,599,600],"paths","topics",{"title":602,"description":603,"path":604,"category":562,"updatedAt":521,"sourceType":443,"tags":605},"OpenClaw 适合哪些用户","判断你是否真的需要 OpenClaw，以及它更适合哪类中文用户和团队。","/docs/getting-started/who-is-openclaw-for",[606,478,607,565],"users","scenarios",{"title":609,"description":610,"path":611,"category":433,"updatedAt":521,"sourceType":612,"tags":613},"Agent 工作区结构说明","了解 OpenClaw 工作区里各类核心文件的作用，包括 AGENTS、SOUL、USER、MEMORY、日志、skills 和 sessions。","/docs/manual/agent-workspace","third-party",[614,615,446,481],"workspace","soul",{"title":617,"description":618,"path":619,"category":620,"updatedAt":521,"sourceType":443,"tags":621},"Gateway 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以及排查流式输出异常时最值得先看的入口。","/docs/reference/debugging-and-runtime-overrides","排错",[1336,1337,1338,1085,842],"debugging","debug","runtime-overrides",{"title":1340,"description":1341,"path":1342,"category":1243,"updatedAt":628,"sourceType":443,"tags":1343},"Diagnostics flags 和定向日志应该怎么用","基于最新官方 Diagnostics Flags 与 Logging 文档，解释 OpenClaw 如何用 diagnostics.flags 和 OPENCLAW_DIAGNOSTICS 打开定向调试日志，以及为什么这比全局 verbose 更适合长期排障。","/docs/reference/diagnostics-flags-and-targeted-logs",[1255,1344,1345,1337,1249],"logging","flags",{"title":1347,"description":1348,"path":1349,"category":1243,"updatedAt":628,"sourceType":443,"tags":1350},"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",[650,1351,1352,631,1249],"dmScope","identityLinks",{"title":1354,"description":1355,"path":1356,"category":1243,"updatedAt":628,"sourceType":443,"tags":1357},"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",[1085,1086,1255,1358,1249],"migrations",{"title":1360,"description":1361,"path":1362,"category":1243,"updatedAt":628,"sourceType":443,"tags":1363},"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",[947,480,658,1364,1249],"shell",{"title":1366,"description":1367,"path":1368,"category":1243,"updatedAt":450,"sourceType":464,"tags":1369},"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",[1370,1161,702,1371,1163],"sources","trust",{"title":1373,"description":1374,"path":1375,"category":1243,"updatedAt":537,"sourceType":443,"tags":1376},"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",[467,1377,906,1012,623],"rpc",{"title":1379,"description":1380,"path":1381,"category":1243,"updatedAt":628,"sourceType":443,"tags":1382},"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",[782,783,467,622,1249],{"title":1384,"description":1385,"path":1386,"category":1243,"updatedAt":1004,"sourceType":443,"tags":1387},"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",[650,467,593,525,1249],{"title":1389,"description":1390,"path":1391,"category":1243,"updatedAt":656,"sourceType":443,"tags":1392},"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",[467,1012,1393,1394,1249],"protocol","scopes",{"title":1396,"description":1397,"path":1398,"category":1243,"updatedAt":646,"sourceType":443,"tags":1399},"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",[649,1400,631,859,801],"mention",{"title":1402,"description":1403,"path":1404,"category":1243,"updatedAt":656,"sourceType":443,"tags":1405},"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",[1059,1406,1407,1408,1249],"visibility","activeHours","alerts",{"title":1410,"description":1411,"path":1412,"category":1243,"updatedAt":646,"sourceType":443,"tags":1413},"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",[1006,1012,1414,467,1249],"sdk",{"title":1416,"description":1417,"path":1418,"category":1243,"updatedAt":646,"sourceType":443,"tags":1419},"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",[480,1420,1036,1421,1249],"include","arrays",{"title":1423,"description":1424,"path":1425,"category":1243,"updatedAt":628,"sourceType":443,"tags":1426},"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",[879,1427,757,515,1249],"invoke",{"title":1429,"description":1430,"path":1431,"category":1243,"updatedAt":656,"sourceType":443,"tags":1432},"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",[446,1433,1434,1435,1436,1249],"hybrid-search","ranking","mmr","retrieval",{"title":1438,"description":1439,"path":1440,"category":1243,"updatedAt":450,"sourceType":443,"tags":1441},"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",[586,1442,731,742,1249],"probe",{"title":1444,"description":1445,"path":1446,"category":1243,"updatedAt":942,"sourceType":443,"tags":1447},"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",[782,783,1279,1448,1066],"credentials",{"title":1450,"description":1451,"path":1452,"category":1243,"updatedAt":450,"sourceType":443,"tags":1453},"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",[447,685,1454,1455,1163,1249],"npm","pin",{"title":1457,"description":1458,"path":1459,"category":1334,"updatedAt":537,"sourceType":443,"tags":1460},"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",[1336,1461,842,742,814],"raw-stream",{"title":1463,"description":1464,"path":1465,"category":1243,"updatedAt":656,"sourceType":443,"tags":1466},"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",[539,1467,731,467,1249],"tlsFingerprint",{"title":1469,"description":1470,"path":1471,"category":1243,"updatedAt":656,"sourceType":443,"tags":1472},"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",[649,1473,1474,1475,1249],"mentions","pending-history","reply",{"title":1477,"description":1478,"path":1479,"category":1243,"updatedAt":628,"sourceType":443,"tags":1480},"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",[1481,1482,1483,742,1249],"secrets","secretrefs","runtime",{"title":1485,"description":1486,"path":1487,"category":1243,"updatedAt":646,"sourceType":443,"tags":1488},"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",[650,489,1351,782,859],{"title":1490,"description":1491,"path":1492,"category":1243,"updatedAt":1493,"sourceType":443,"tags":1494},"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",[650,1495,1496,961,1249],"transcript","jsonl",{"title":1498,"description":1499,"path":1500,"category":1243,"updatedAt":1493,"sourceType":443,"tags":1501},"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",[770,906,1502,1187,488],"store",{"title":1504,"description":1505,"path":1506,"category":1243,"updatedAt":656,"sourceType":443,"tags":1507},"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",[489,1202,1187,1508,1249],"ingress",{"title":1510,"description":1511,"path":1512,"category":1243,"updatedAt":537,"sourceType":443,"tags":1513},"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",[906,1094,1514,842,1515],"health","troubleshooting",{"title":1517,"description":1518,"path":1519,"category":1243,"updatedAt":1493,"sourceType":443,"tags":1520},"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",[1495,1521,742,1522,1249],"hygiene","tool-calls",{"title":1524,"description":1525,"path":1526,"category":1334,"updatedAt":521,"sourceType":443,"tags":1527},"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",[1515,1085,1094,842],{"title":1529,"description":1530,"path":1531,"category":1243,"updatedAt":628,"sourceType":443,"tags":1532},"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",[593,1533,1534,1495,1249],"history","inject",{"title":1536,"description":1537,"path":1538,"category":1539,"updatedAt":450,"sourceType":443,"tags":1540},"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",[1541,1542,1543,1544,1113,1114],"china","cloud","deployment","feishu",{"title":1546,"description":1547,"path":1548,"category":1539,"updatedAt":521,"sourceType":443,"tags":1549},"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",[1543,540,1550,1542,1551],"docker","wsl2",{"title":1553,"description":1554,"path":1555,"category":1539,"updatedAt":952,"sourceType":443,"tags":1556},"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",[523,1454,1557,1551],"install-script",{"title":1559,"description":1560,"path":1561,"category":1539,"updatedAt":537,"sourceType":443,"tags":1562},"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",[523,1563,1557,1564,1164],"updater","git",{"title":1566,"description":1567,"path":1568,"category":1539,"updatedAt":495,"sourceType":443,"tags":1569},"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",[523,1563,1570,1085,1164],"uninstall",{"title":1572,"description":1573,"path":1574,"category":1539,"updatedAt":495,"sourceType":443,"tags":1575},"Linux 安装指南","在 Linux 服务器和桌面上安装和配置 OpenClaw 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回流边界正在被主动写清。","/news/openclaw-dashboard-webchat-auth-watch-2026-03-24",[525,593,732,1328,631,1903],"web",{"title":1905,"description":1906,"path":1907,"category":1606,"date":463,"updatedAt":463,"sourceType":702,"source":1908,"tags":1909},"OpenClaw 开发者生态扩张观察：中文技能与本地工作流成为新增长点","基于 2026 年 3 月 16 日临时素材，整理 OpenClaw 开发者生态在中文社区中的扩展方向，重点关注中文技能、本地平台集成与企业工作流落地。","/news/openclaw-developer-ecosystem-watch-2026-03-16","content/tmp/2026-03-16/openclaw-developer-ecosystem-expansion.md",[477,481,703,1541],{"title":1911,"description":1912,"path":1913,"category":1814,"date":646,"updatedAt":646,"sourceType":443,"source":1914,"tags":1915},"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",[783,782,732,1079,1916],"rotate",{"title":1918,"description":1919,"path":1920,"category":1814,"date":628,"updatedAt":628,"sourceType":443,"source":1921,"tags":1922},"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",[1085,1255,1086,1336,488],{"title":1924,"description":1925,"path":1926,"category":1814,"date":646,"updatedAt":646,"sourceType":443,"source":1921,"tags":1927},"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",[1085,1086,944,1164,1255],{"title":1929,"description":1930,"path":1931,"category":1932,"date":463,"updatedAt":463,"sourceType":702,"source":1933,"tags":1934},"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",[1935,1936,1937,1938],"education","adoption","ai-tutor","higher-education",{"title":1940,"description":1941,"path":1942,"category":1932,"date":463,"updatedAt":463,"sourceType":702,"source":1943,"tags":1944},"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",[487,1543,515,1541],{"title":1946,"description":1947,"path":1948,"category":1606,"date":537,"updatedAt":537,"sourceType":443,"source":1949,"tags":1950},"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",[481,685,447,573,704],{"title":1952,"description":1953,"path":1954,"category":1814,"date":646,"updatedAt":646,"sourceType":443,"source":1955,"tags":1956},"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",[467,782,1957,732,622],"pending",{"title":1959,"description":1960,"path":1961,"category":1814,"date":1004,"updatedAt":1004,"sourceType":443,"source":1962,"tags":1963},"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",[467,650,593,525,1964],"state",{"title":1966,"description":1967,"path":1968,"category":1814,"date":646,"updatedAt":646,"sourceType":443,"source":1969,"tags":1970},"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",[649,1400,859,801,631],{"title":1972,"description":1973,"path":1974,"category":1814,"date":656,"updatedAt":656,"sourceType":443,"source":1969,"tags":1975},"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",[649,1473,1976,648,885],"activation",{"title":1978,"description":1979,"path":1980,"category":1814,"date":646,"updatedAt":646,"sourceType":443,"source":1981,"tags":1982},"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",[480,1420,1036,1421,488],{"title":1984,"description":1985,"path":1986,"category":1606,"date":537,"updatedAt":537,"sourceType":443,"source":1987,"tags":1988},"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",[1989,1543,1990,1991,1992],"showcase","home-assistant","nix","infrastructure",{"title":1994,"description":1995,"path":1996,"category":1814,"date":628,"updatedAt":628,"sourceType":443,"source":1997,"tags":1998},"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",[770,446,961,1885,885],{"title":2000,"description":2001,"path":2002,"category":1814,"date":628,"updatedAt":628,"sourceType":443,"source":2003,"tags":2004},"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",[1164,1051,770,1052,488],{"title":2006,"description":2007,"path":2008,"category":1633,"date":1607,"updatedAt":521,"sourceType":1301,"source":1635,"tags":2009},"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",[1161,1234,1162,481,489],{"title":2011,"description":2012,"path":2013,"category":1814,"date":450,"updatedAt":450,"sourceType":443,"source":441,"tags":2014},"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",[446,447,448,449,834],{"title":2016,"description":2017,"path":2018,"category":1814,"date":656,"updatedAt":656,"sourceType":443,"source":441,"tags":2019},"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",[446,1436,1433,835,924],{"title":2021,"description":2022,"path":2023,"category":1606,"date":537,"updatedAt":537,"sourceType":443,"source":1987,"tags":2024},"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",[1989,446,740,2025,2026],"vector-search","knowledge",{"title":2028,"description":2029,"path":2030,"category":1814,"date":646,"updatedAt":646,"sourceType":443,"source":2031,"tags":2032},"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",[1400,649,677,679,748],{"title":2034,"description":2035,"path":2036,"category":1814,"date":628,"updatedAt":628,"sourceType":443,"source":2037,"tags":2038},"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",[801,593,631,805,469],{"title":2040,"description":2041,"path":2042,"category":1814,"date":450,"updatedAt":450,"sourceType":443,"source":1871,"tags":2043},"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",[586,1442,742,731,1123],{"title":2045,"description":2046,"path":2047,"category":1814,"date":646,"updatedAt":646,"sourceType":443,"source":2048,"tags":2049},"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",[622,781,467,782,783],{"title":2051,"description":2052,"path":2053,"category":1606,"date":537,"updatedAt":537,"sourceType":443,"source":2054,"tags":2055},"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",[524,1590,2056,1591,1164],"install",{"title":2058,"description":2059,"path":2060,"category":1814,"date":1004,"updatedAt":1004,"sourceType":443,"source":1890,"tags":2061},"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",[1176,733,711,782,539],{"title":2063,"description":2064,"path":2065,"category":1814,"date":656,"updatedAt":656,"sourceType":443,"source":2066,"tags":2067},"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",[525,593,1012,1176,623],{"title":2069,"description":2070,"path":2071,"category":1814,"date":646,"updatedAt":646,"sourceType":443,"source":1914,"tags":2072},"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",[782,1279,469,1280,488],{"title":2074,"description":2075,"path":2076,"category":1606,"date":537,"updatedAt":537,"sourceType":443,"source":2077,"tags":2078},"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",[447,703,573,702,704],{"title":2080,"description":2081,"path":2082,"category":1814,"date":450,"updatedAt":450,"sourceType":443,"source":2083,"tags":2084},"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",[447,685,1454,1455,1163],{"title":2086,"description":2087,"path":2088,"category":1814,"date":450,"updatedAt":450,"sourceType":443,"source":2089,"tags":2090},"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",[878,879,515,757,572],{"title":2092,"description":2093,"path":2094,"category":1814,"date":656,"updatedAt":656,"sourceType":443,"source":2095,"tags":2096},"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",[742,586,622,731,885],{"title":2098,"description":2099,"path":2100,"category":1814,"date":656,"updatedAt":656,"sourceType":443,"source":2101,"tags":2102},"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",[742,1248,586,467,488],{"title":2104,"description":2105,"path":2106,"category":1606,"date":537,"updatedAt":537,"sourceType":443,"source":1808,"tags":2107},"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",[1161,1162,1164,1163],{"title":2109,"description":2110,"path":2111,"category":1814,"date":628,"updatedAt":628,"sourceType":443,"source":1828,"tags":2112},"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",[525,782,622,539,1066],{"title":2114,"description":2115,"path":2116,"category":1814,"date":646,"updatedAt":646,"sourceType":443,"source":2117,"tags":2118},"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",[631,630,2119,469,632],"threads",{"title":2121,"description":2122,"path":2123,"category":1814,"date":646,"updatedAt":646,"sourceType":443,"source":2124,"tags":2125},"OpenClaw Secret 观察：active snapshot 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巡检面。","/news/openclaw-sessions-cli-watch-2026-04-01","https://docs.openclaw.ai/cli/sessions",[770,906,1502,1187,488],{"title":2166,"description":2167,"path":2168,"category":1814,"date":646,"updatedAt":646,"sourceType":443,"source":2169,"tags":2170},"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",[489,1202,1203,2171,467],"sandbox",{"title":2173,"description":2174,"path":2175,"category":1606,"date":537,"updatedAt":537,"sourceType":443,"source":1987,"tags":2176},"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",[1989,702,677,481,516],{"title":2178,"description":2179,"path":2180,"category":1814,"date":656,"updatedAt":656,"sourceType":443,"source":2169,"tags":2181},"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",[1202,1352,648,631,489],{"title":2183,"description":2184,"path":2185,"category":1814,"date":1493,"updatedAt":1493,"sourceType":443,"source":2186,"tags":2187},"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",[1495,742,1521,1522,2188],"compatibility",{"title":2190,"description":2191,"path":2192,"category":1814,"date":450,"updatedAt":450,"sourceType":443,"source":1847,"tags":2193},"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",[1222,489,539,467,731],{"title":2195,"description":2196,"path":2197,"category":1814,"date":1004,"updatedAt":1004,"sourceType":443,"source":1962,"tags":2198},"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",[467,593,1006,1336,650],{"title":2200,"description":2201,"path":2202,"category":1814,"date":450,"updatedAt":450,"sourceType":443,"source":2203,"tags":2204},"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",[1570,1164,1267,467,1964],{"title":2206,"description":2207,"path":2208,"category":1814,"date":450,"updatedAt":450,"sourceType":443,"source":2209,"tags":2210},"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",[1234,1235,1236,1237,1238],{"title":2212,"description":2213,"path":2214,"category":1606,"date":537,"updatedAt":537,"sourceType":443,"source":1987,"tags":2215},"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",[1989,725,2216,2217,740],"phone","tts",{"title":2219,"description":2220,"path":2221,"category":1814,"date":646,"updatedAt":646,"sourceType":443,"source":2222,"tags":2223},"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",[725,992,993,622,783],{"title":2225,"description":2226,"path":2227,"category":1606,"date":537,"updatedAt":537,"sourceType":443,"source":1828,"tags":2228},"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",[525,593,1012,711,1903],{"title":2230,"description":2231,"path":2232,"category":1814,"date":1004,"updatedAt":1004,"sourceType":443,"source":2233,"tags":2234},"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",[489,814,487,479],{"title":2278,"description":2279,"path":2280,"category":2281,"date":521,"updatedAt":521,"sourceType":702,"source":2282,"tags":2283},"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",[489,814,1146,580],{"title":2285,"description":2286,"path":2287,"category":1687,"date":1607,"updatedAt":521,"sourceType":443,"source":1608,"tags":2288},"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",[930,814,1689,498],{"title":2290,"description":2291,"path":2292,"category":1666,"date":1634,"updatedAt":495,"sourceType":1301,"source":1635,"tags":2293},"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",[481,1729,702,2294],"marketplace",{"title":2296,"description":2297,"path":2298,"category":1687,"date":1607,"updatedAt":521,"sourceType":443,"source":1608,"tags":2299},"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",[748,614,1689,498],{"title":2301,"description":2302,"path":2303,"category":1626,"date":1607,"updatedAt":521,"sourceType":443,"source":1608,"tags":2304},"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",[1044,539,2305,489],"vpn",{"title":2307,"description":2308,"path":2309,"category":1687,"date":1607,"updatedAt":521,"sourceType":443,"source":1608,"tags":2310},"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",[677,968,1689,498],{"title":2312,"description":2313,"path":2314,"category":2315,"date":1607,"updatedAt":521,"sourceType":443,"source":1608,"tags":2316},"OpenClaw 与 VirusTotal 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