[{"data":1,"prerenderedAt":3046},["ShallowReactive",2],{"docs:manual/memory-files-and-loading-boundaries":3,"content-manifest":403},{"id":4,"title":5,"body":6,"category":385,"date":386,"description":387,"extension":388,"meta":389,"navigation":390,"path":391,"seo":392,"source":393,"sourceName":394,"sourceType":395,"stem":396,"tags":397,"updatedAt":401,"__hash__":402},"docs/docs/manual/memory-files-and-loading-boundaries.md","记忆文件怎么分层加载",{"type":7,"value":8,"toc":359},"minimark",[9,12,16,26,29,34,38,41,44,52,55,58,61,74,77,83,86,89,100,105,108,110,118,121,125,128,136,142,147,150,153,160,163,170,173,176,184,187,198,201,211,214,218,221,232,236,238,249,252,258,261,265,268,279,285,287,298,301,304,307,329,332,335,356],[10,11,5],"h1",{"id":5},[13,14,15],"p",{},"站里已经有一页讲记忆系统，但官方最近的 Memory 文档把一个非常实用的边界讲得更清楚了：",[17,18,19,23],"ul",{},[20,21,22],"li",{},"记忆不是“模型自动记住”",[20,24,25],{},"而是写在工作区磁盘上的 Markdown",[13,27,28],{},"如果只记一句话，更适合记这个：",[17,30,31],{},[20,32,33],{},"模型只会“记得”被真正写到磁盘、并且在当前场景被加载或检索到的内容",[35,36,37],"h2",{"id":37},"记忆的事实来源到底是什么",[13,39,40],{},"根据当前官方文档，OpenClaw 的记忆事实来源不是上下文窗口本身，而是工作区里的 Markdown 文件。",[13,42,43],{},"这意味着：",[17,45,46,49],{},[20,47,48],{},"模型会话不是长期事实来源",[20,50,51],{},"真正可持续的记忆要写回磁盘",[13,53,54],{},"这也是为什么官方把 memory 设计得更像文件系统，而不是聊天历史外挂。",[35,56,57],{"id":57},"默认有哪两层记忆文件",[13,59,60],{},"官方当前给出的默认布局很清楚：",[17,62,63,69],{},[20,64,65],{},[66,67,68],"code",{},"memory/YYYY-MM-DD.md",[20,70,71],{},[66,72,73],{},"MEMORY.md",[13,75,76],{},"更适合这样理解：",[78,79,81],"h3",{"id":80},"memoryyyyy-mm-ddmd",[66,82,68],{},[13,84,85],{},"这是 daily log。",[13,87,88],{},"特点是：",[17,90,91,94,97],{},[20,92,93],{},"按天分文件",[20,95,96],{},"append-only",[20,98,99],{},"更像时间线记录",[78,101,103],{"id":102},"memorymd",[66,104,73],{},[13,106,107],{},"这是 curated long-term memory。",[13,109,88],{},[17,111,112,115],{},[20,113,114],{},"更少、更精炼",[20,116,117],{},"只保留会反复用到的稳定事实",[13,119,120],{},"这两层职责不一样，混在一起很快就会失控。",[35,122,124],{"id":123},"每次-session-启动时到底会加载什么","每次 session 启动时到底会加载什么",[13,126,127],{},"根据最新官方 Memory 文档，默认会话启动时更偏向读取：",[17,129,130,133],{},[20,131,132],{},"今天的 daily log",[20,134,135],{},"昨天的 daily log",[13,137,138,139,141],{},"而 ",[66,140,73],{}," 则只在：",[17,143,144],{},[20,145,146],{},"主私有 session",[13,148,149],{},"里加载。",[13,151,152],{},"这点非常关键，因为它直接决定了“群里会不会突然说出你以前私下提过的偏好”。",[35,154,156,157,159],{"id":155},"为什么-memorymd-不该进群组上下文","为什么 ",[66,158,73],{}," 不该进群组上下文",[13,161,162],{},"官方现在明确写了：",[17,164,165],{},[20,166,167,169],{},[66,168,73],{}," never in group contexts",[13,171,172],{},"这条边界非常值，因为它说明长期私有记忆不是默认公共上下文。",[13,174,175],{},"对中文站用户来说，这意味着：",[17,177,178,181],{},[20,179,180],{},"公共群聊和私聊不是同一记忆面",[20,182,183],{},"群组上下文不会天然读取你的长期私人记忆",[13,185,186],{},"这会显著降低记忆越用越“冒犯”的风险。",[35,188,190,193,194,197],{"id":189},"memory_search-和-memory_get-应该怎么分工",[66,191,192],{},"memory_search"," 和 ",[66,195,196],{},"memory_get"," 应该怎么分工",[13,199,200],{},"官方当前列出的两条 agent-facing tool 很明确：",[17,202,203,207],{},[20,204,205],{},[66,206,192],{},[20,208,209],{},[66,210,196],{},[13,212,213],{},"更容易理解的区别是：",[78,215,216],{"id":192},[66,217,192],{},[13,219,220],{},"更适合：",[17,222,223,226,229],{},[20,224,225],{},"语义召回",[20,227,228],{},"我之前有没有记过类似的事",[20,230,231],{},"找“意思相近”的历史信息",[78,233,234],{"id":196},[66,235,196],{},[13,237,220],{},[17,239,240,243,246],{},[20,241,242],{},"读某个明确文件",[20,244,245],{},"读某段明确内容",[20,247,248],{},"做更确定的 targeted read",[13,250,251],{},"所以它们不是重复能力，而是一条“先找、再读”的组合。",[35,253,255,256],{"id":254},"什么时候该写-daily-log什么时候该写-memorymd","什么时候该写 daily log，什么时候该写 ",[66,257,73],{},[13,259,260],{},"更稳的判断通常是：",[78,262,264],{"id":263},"写-daily-log","写 daily log",[13,266,267],{},"适合：",[17,269,270,273,276],{},[20,271,272],{},"今天刚发生的事",[20,274,275],{},"当前任务进展",[20,277,278],{},"临时上下文延续",[78,280,282,283],{"id":281},"写-memorymd","写 ",[66,284,73],{},[13,286,267],{},[17,288,289,292,295],{},[20,290,291],{},"已确认的长期偏好",[20,293,294],{},"未来反复要用的事实",[20,296,297],{},"不希望只留在某一天日志里的规则",[13,299,300],{},"这条分层如果做对，后面记忆检索会轻松很多。",[35,302,303],{"id":303},"中文站建议怎么用这套边界",[13,305,306],{},"更稳的做法通常是：",[308,309,310,313,318,321],"ol",{},[20,311,312],{},"每天的事先进 daily log",[20,314,315,316],{},"只有确认过的稳定事实再进 ",[66,317,73],{},[20,319,320],{},"公共群聊尽量不要直接依赖长期私有记忆",[20,322,323,324,326,327],{},"先 ",[66,325,192],{},"，再必要时 ",[66,328,196],{},[13,330,331],{},"这样你会得到一套更像长期工作系统的记忆层，而不是越堆越乱的历史文件夹。",[35,333,334],{"id":334},"下一步推荐",[17,336,337,344,350],{},[20,338,339],{},[340,341,343],"a",{"href":342},"/docs/manual/memory-system","OpenClaw 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WhatsApp。","/docs/getting-started/when-to-use-dashboard-webchat-or-channels",[475,545,420,525,498],"webchat",{"title":547,"description":548,"path":549,"category":413,"updatedAt":530,"sourceType":415,"tags":550},"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",[498,525,507,551,552],"paths","topics",{"title":554,"description":555,"path":556,"category":512,"updatedAt":480,"sourceType":395,"tags":557},"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",[558,429,559,515],"users","scenarios",{"title":561,"description":562,"path":563,"category":564,"updatedAt":565,"sourceType":395,"tags":566},"Agent 运行时与工作区结构","理解 OpenClaw 的 Agent 运行时如何工作，工作区里每个文件是干什么的，以及如何正确配置。","/docs/manual/agent-runtime","manual","2026-06-10",[567,568,569,400],"runtime","workspace","bootstrap",{"title":571,"description":572,"path":573,"category":385,"updatedAt":480,"sourceType":574,"tags":575},"Agent 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cooldown，以及为什么同一个 session 往往会持续使用同一套凭据。","/docs/reference/auth-profile-rotation-and-session-pinning",[604,866,1275,400,1276],{"title":1295,"description":1296,"path":1297,"category":1270,"updatedAt":637,"sourceType":395,"tags":1298},"setup code、bootstrapToken 和 /pair pending 应该怎么一起看","基于最新官方 Pairing 文档，解释 Telegram 首次设备接入时 setup code 里到底装了什么、bootstrapToken 只负责哪一步，以及为什么最后仍然要回到 /pair pending 做人工批准。","/docs/reference/bootstrap-code-and-pair-pending",[768,1299,655,769,1276],"bootstrapToken",{"title":1301,"description":1302,"path":1303,"category":1276,"updatedAt":565,"sourceType":395,"tags":1304},"引导文件模板系统","AGENTS.md、SOUL.md、BOOTSTRAP.md 等引导文件的用途、写法和最佳实践。","/docs/reference/bootstrap-templates",[1305,569,613,576,1165,568],"templates",{"title":1307,"description":1308,"path":1309,"category":1270,"updatedAt":627,"sourceType":395,"tags":1310},"频道 pairing CLI 和 account scope 应该怎么一起看","基于最新官方 Pairing 文档，解释 openclaw pairing 的 list、approve、clear、--account 与 --notify 分别影响什么，以及多账号渠道下为什么不能只看一个默认 allowFrom 文件。","/docs/reference/channel-pairing-cli-and-account-scope",[768,1311,420,1312,1094],"allowFrom","account",{"title":1314,"description":1315,"path":1316,"category":1270,"updatedAt":730,"sourceType":395,"tags":1317},"CLI 命令参考","OpenClaw 命令行工具完整参考，包含所有命令和选项说明。","/docs/reference/cli-reference",[594,1276,1318,1319],"commands","terminal",{"title":1321,"description":1322,"path":1323,"category":1270,"updatedAt":637,"sourceType":395,"tags":1324},"Cloudflare AI Gateway 的双层鉴权头应该怎么配","基于最新官方 Cloudflare AI Gateway 文档，解释 provider API key 和 cf-aig-authorization 为什么是两层不同凭据，以及 daemon 场景里最常见的缺失点。","/docs/reference/cloudflare-aig-dual-auth-headers",[1325,1326,604,602,1276],"cloudflare-ai-gateway","headers",{"title":1328,"description":1329,"path":1330,"category":1331,"updatedAt":530,"sourceType":680,"tags":1332},"社区支持","汇总 OpenClaw 的官方社区入口、反馈方式、提问建议和中文用户更适合的参与路径。","/docs/reference/community","社区",[680,1333,1334,1335],"github","issues","feedback",{"title":1337,"description":1338,"path":1339,"category":1270,"updatedAt":730,"sourceType":395,"tags":1340},"配置参考","OpenClaw 完整配置项参考文档，包含所有可配置选项的详细说明。","/docs/reference/configuration-reference",[431,1276,1341,1342],"settings","options",{"title":1344,"description":1345,"path":1346,"category":1270,"updatedAt":401,"sourceType":395,"tags":1347},"Control UI 设备配对与浏览器授权","基于最新官方 Control UI 与 Pairing 文档，解释为什么远程浏览器首次连接需要设备配对、设备身份如何记住，以及什么时候需要重新批准。","/docs/reference/control-ui-device-pairing",[689,768,769,710,1094],{"title":1349,"description":1350,"path":1351,"category":1270,"updatedAt":637,"sourceType":395,"tags":1352},"cron run 入队语义和 retry backoff 应该怎么理解","基于最新官方 cron CLI 与 Cron Jobs 文档，解释 openclaw cron run 为什么先返回 enqueued、何时该去看 runs，以及 recurring job 连续失败后的退避节奏。","/docs/reference/cron-run-queue-and-retry-backoff",[592,838,1353,924,1276],"scheduler",{"title":1355,"description":1356,"path":1357,"category":1270,"updatedAt":1033,"sourceType":395,"tags":1358},"Dashboard 的 SecretRef token、sessionStorage 和非 token 化 URL 应该怎么理解","基于最新官方 Dashboard 文档，解释 openclaw dashboard 在普通 token、SecretRef token 和远程入口下分别如何引导认证，以及为什么当前浏览器标签页的 sessionStorage 行为很关键。","/docs/reference/dashboard-secretref-and-sessionstorage",[475,709,1359,1360,604],"secretref","sessionStorage",{"title":1362,"description":1363,"path":1364,"category":1365,"updatedAt":730,"sourceType":395,"tags":1366},"调试、运行时覆盖与开发排障","基于官方 debugging 和 FAQ 文档，整理 `/debug`、watch 模式、dev profile 以及排查流式输出异常时最值得先看的入口。","/docs/reference/debugging-and-runtime-overrides","排错",[1367,1368,1369,1113,827],"debugging","debug","runtime-overrides",{"title":1371,"description":1372,"path":1373,"category":1270,"updatedAt":609,"sourceType":395,"tags":1374},"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",[1282,1375,1376,1368,1276],"logging","flags",{"title":1378,"description":1379,"path":1380,"category":1270,"updatedAt":609,"sourceType":395,"tags":1381},"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",[631,1382,1383,612,1276],"dmScope","identityLinks",{"title":1385,"description":1386,"path":1387,"category":1270,"updatedAt":609,"sourceType":395,"tags":1388},"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",[1113,1114,1282,1389,1276],"migrations",{"title":1391,"description":1392,"path":1393,"category":1270,"updatedAt":609,"sourceType":395,"tags":1394},"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",[967,431,639,1395,1276],"shell",{"title":1397,"description":1398,"path":1399,"category":1270,"updatedAt":530,"sourceType":415,"tags":1400},"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",[1401,1188,680,1402,1190],"sources","trust",{"title":1404,"description":1405,"path":1406,"category":1270,"updatedAt":401,"sourceType":395,"tags":1407},"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",[418,1408,594,1041,584],"rpc",{"title":1410,"description":1411,"path":1412,"category":1270,"updatedAt":609,"sourceType":395,"tags":1413},"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",[768,769,418,583,1276],{"title":1415,"description":1416,"path":1417,"category":1270,"updatedAt":1033,"sourceType":395,"tags":1418},"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",[631,418,545,475,1276],{"title":1420,"description":1421,"path":1422,"category":1270,"updatedAt":637,"sourceType":395,"tags":1423},"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",[418,1041,1424,1425,1276],"protocol","scopes",{"title":1427,"description":1428,"path":1429,"category":1270,"updatedAt":627,"sourceType":395,"tags":1430},"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",[630,1431,612,844,787],"mention",{"title":1433,"description":1434,"path":1435,"category":1270,"updatedAt":637,"sourceType":395,"tags":1436},"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",[1087,1437,1438,1439,1276],"visibility","activeHours","alerts",{"title":1441,"description":1442,"path":1443,"category":1270,"updatedAt":627,"sourceType":395,"tags":1444},"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",[1035,1041,1445,418,1276],"sdk",{"title":1447,"description":1448,"path":1449,"category":1270,"updatedAt":627,"sourceType":395,"tags":1450},"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",[431,1451,1065,1452,1276],"include","arrays",{"title":1454,"description":1455,"path":1456,"category":1270,"updatedAt":609,"sourceType":395,"tags":1457},"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",[873,1458,734,466,1276],"invoke",{"title":1460,"description":1461,"path":1462,"category":1270,"updatedAt":637,"sourceType":395,"tags":1463},"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",[398,1464,1465,1466,1467,1276],"hybrid-search","ranking","mmr","retrieval",{"title":1469,"description":1470,"path":1471,"category":1270,"updatedAt":530,"sourceType":395,"tags":1472},"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 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权限”四层联动的信任链。","/news/openclaw-browser-trust-chain-watch-2026-03-29","https://docs.openclaw.ai/gateway/trusted-proxy-auth",[475,1249,768,489,440],{"title":1888,"description":1889,"path":1890,"category":1840,"date":530,"updatedAt":530,"sourceType":395,"source":1848,"tags":1891},"OpenClaw 渠道观察：Telegram 和 Discord 正在从聊天入口扩展成正式审批面","基于 2026 年 3 月 24 日可见的官方 Exec Approvals 文档，Telegram 与 Discord 最近最值得关注的变化不是又多了一个命令，而是它们已经开始承担受控审批入口。","/news/openclaw-channel-approval-clients-watch-2026-03-24",[655,657,734,420,1203],{"title":1893,"description":1894,"path":1895,"category":1691,"date":414,"updatedAt":414,"sourceType":680,"source":1896,"tags":1897},"OpenClaw 在中国 AI 生态中的位置：从中文教程热到本地化能力竞赛","基于 2026 年 3 月 16 日整理素材，梳理 OpenClaw 在中国 AI 生态里的关注点：本地部署、中文模型接入、数据安全与本土服务集成。","/news/openclaw-china-ecosystem-watch-2026-03-16","content/tmp/2026-03-16/openclaw-china-ai-ecosystem-analysis.md",[1571,681,1694,1647],{"title":1899,"description":1900,"path":1901,"category":1840,"date":530,"updatedAt":530,"sourceType":395,"source":1902,"tags":1903},"OpenClaw ClawHub 观察：sync、lockfile 与最小 telemetry 让技能注册表更像正式分发生态","基于 2026 年 3 月 24 日可见的官方 ClawHub 文档，最近最值得关注的变化不是“技能数量”，而是技能分发、版本记录和同步行为正在更像一套正式 registry。","/news/openclaw-clawhub-sync-watch-2026-03-24","https://docs.openclaw.ai/tools/clawhub",[663,432,672,673,1904,664],"telemetry",{"title":1906,"description":1907,"path":1908,"category":1633,"date":401,"updatedAt":401,"sourceType":395,"source":1909,"tags":1910},"OpenClaw CLI 观察：命令行已经不只是辅助工具，而是在慢慢收敛成正式控制面","基于 2026 年 3 月 21 日可见的官方 CLI Reference、Gateway protocol 与 Dashboard 文档，整理最近最值得中文站关注的 CLI 变化：status/health/logs 分层、gateway RPC 边界，以及 Dashboard 和 CLI 之间更清晰的协作关系。","/news/openclaw-cli-control-plane-watch-2026-03-21","https://docs.openclaw.ai/cli",[594,418,1408,584,439],{"title":1912,"description":1913,"path":1914,"category":1840,"date":609,"updatedAt":609,"sourceType":395,"source":1915,"tags":1916},"OpenClaw 的配置分层边界越来越清楚","官方最近围绕 Environment Variables、Configuration、Logging 和 Debugging 的文档更新，正在把正式配置、env 注入和一次性 override 拆成更清楚的层。","/news/openclaw-configuration-layering-watch-2026-03-22","https://docs.openclaw.ai/help/environment",[431,967,611,1917,439],"overrides",{"title":1919,"description":1920,"path":1921,"category":1633,"date":401,"updatedAt":401,"sourceType":395,"source":1828,"tags":1922},"OpenClaw 上下文观察：Compaction、Session 连续性与 persona 保真正在成为官方显式关注点","基于 2026 年 3 月 21 日可见的官方 Context 文档与 GitHub Releases 页面，整理最近最值得中文站关注的上下文变化：compaction 后 token 检查、session continuity、persona/language 保真，以及它们对长期使用的意义。","/news/openclaw-context-compaction-watch-2026-03-21",[989,990,400,398,1923],"continuity",{"title":1925,"description":1926,"path":1927,"category":1633,"date":401,"updatedAt":401,"sourceType":395,"source":1928,"tags":1929},"OpenClaw 控制面观察：Control UI、设备配对与 Tailscale Serve 正在把浏览器管理做成正式能力","基于 2026 年 3 月 21 日可见的官方 Control UI、Dashboard、Pairing 与 Tailscale 文档，整理最近最值得关注的控制面变化：浏览器设备配对、语言支持、远程 Serve 与更明确的管理面边界。","/news/openclaw-control-surface-watch-2026-03-21","https://docs.openclaw.ai/web/control-ui",[689,475,1073,768,489],{"title":1931,"description":1932,"path":1933,"category":1840,"date":1033,"updatedAt":1033,"sourceType":395,"source":1854,"tags":1934},"OpenClaw 正在把 Dashboard bootstrap 写成更安全的默认路径","官方最新 Dashboard 文档更明确地说明了 openclaw dashboard 在 localhost、SecretRef token 和 headless 环境里的引导行为，也让它更像正式控制面入口。","/news/openclaw-dashboard-bootstrap-watch-2026-03-26",[475,569,1359,604,689],{"title":1936,"description":1937,"path":1938,"category":1840,"date":530,"updatedAt":530,"sourceType":395,"source":1854,"tags":1939},"OpenClaw Web 控制面观察：Dashboard 与 WebChat 的认证引导和回流边界正在变清楚","基于 2026 年 3 月 24 日可见的官方 dashboard CLI、Web Dashboard 与 WebChat 文档，最近 Web 控制面最值得关注的变化是认证引导、SecretRef token 处理和 WebChat 回流边界正在被主动写清。","/news/openclaw-dashboard-webchat-auth-watch-2026-03-24",[475,545,709,1359,612,1940],"web",{"title":1942,"description":1943,"path":1944,"category":1633,"date":414,"updatedAt":414,"sourceType":680,"source":1945,"tags":1946},"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",[428,432,681,1571],{"title":1948,"description":1949,"path":1950,"category":1840,"date":627,"updatedAt":627,"sourceType":395,"source":1951,"tags":1952},"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",[769,768,709,1107,1953],"rotate",{"title":1955,"description":1956,"path":1957,"category":1840,"date":609,"updatedAt":609,"sourceType":395,"source":1958,"tags":1959},"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",[1113,1282,1114,1367,439],{"title":1961,"description":1962,"path":1963,"category":1840,"date":627,"updatedAt":627,"sourceType":395,"source":1958,"tags":1964},"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",[1113,1114,964,1191,1282],{"title":1966,"description":1967,"path":1968,"category":1969,"date":414,"updatedAt":414,"sourceType":680,"source":1970,"tags":1971},"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",[1972,1973,1974,1975],"education","adoption","ai-tutor","higher-education",{"title":1977,"description":1978,"path":1979,"category":1969,"date":414,"updatedAt":414,"sourceType":680,"source":1980,"tags":1981},"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",[438,1573,466,1571],{"title":1983,"description":1984,"path":1985,"category":1633,"date":401,"updatedAt":401,"sourceType":395,"source":1986,"tags":1987},"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",[432,663,522,524,682],{"title":1989,"description":1990,"path":1991,"category":1840,"date":589,"updatedAt":589,"sourceType":395,"source":1992,"tags":1993},"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",[746,747,748,749,420,750],{"title":1995,"description":1996,"path":1997,"category":1840,"date":627,"updatedAt":627,"sourceType":395,"source":1998,"tags":1999},"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",[418,768,2000,709,583],"pending",{"title":2002,"description":2003,"path":2004,"category":1840,"date":1033,"updatedAt":1033,"sourceType":395,"source":2005,"tags":2006},"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",[418,631,545,475,2007],"state",{"title":2009,"description":2010,"path":2011,"category":1840,"date":627,"updatedAt":627,"sourceType":395,"source":2012,"tags":2013},"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",[630,1431,844,787,612],{"title":2015,"description":2016,"path":2017,"category":1840,"date":637,"updatedAt":637,"sourceType":395,"source":2012,"tags":2018},"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",[630,1504,2019,629,891],"activation",{"title":2021,"description":2022,"path":2023,"category":1840,"date":627,"updatedAt":627,"sourceType":395,"source":2024,"tags":2025},"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",[431,1451,1065,1452,439],{"title":2027,"description":2028,"path":2029,"category":1633,"date":401,"updatedAt":401,"sourceType":395,"source":2030,"tags":2031},"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",[2032,1573,2033,2034,2035],"showcase","home-assistant","nix","infrastructure",{"title":2037,"description":2038,"path":2039,"category":1840,"date":609,"updatedAt":609,"sourceType":395,"source":2040,"tags":2041},"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 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和控制面交接写成同一条管理面问题。","/news/openclaw-operator-browser-watch-2026-03-26",[1203,710,689,768,489],{"title":2105,"description":2106,"path":2107,"category":1840,"date":637,"updatedAt":637,"sourceType":395,"source":2108,"tags":2109},"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",[475,545,1041,1203,584],{"title":2111,"description":2112,"path":2113,"category":1840,"date":627,"updatedAt":627,"sourceType":395,"source":1951,"tags":2114},"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",[768,1311,420,1312,439],{"title":2116,"description":2117,"path":2118,"category":1633,"date":401,"updatedAt":401,"sourceType":395,"source":2119,"tags":2120},"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",[522,681,524,680,682],{"title":2122,"description":2123,"path":2124,"category":1840,"date":530,"updatedAt":530,"sourceType":395,"source":2125,"tags":2126},"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 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执行拆成更清楚的治理层。","/news/openclaw-provider-capability-governance-watch-2026-03-29","https://docs.openclaw.ai/concepts/models",[602,538,583,604,891],{"title":2140,"description":2141,"path":2142,"category":1840,"date":637,"updatedAt":637,"sourceType":395,"source":2143,"tags":2144},"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",[602,1275,538,418,439],{"title":2146,"description":2147,"path":2148,"category":1633,"date":401,"updatedAt":401,"sourceType":395,"source":1828,"tags":2149},"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",[1188,1189,1191,1190],{"title":2151,"description":2152,"path":2153,"category":1840,"date":609,"updatedAt":609,"sourceType":395,"source":1854,"tags":2154},"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",[475,768,583,489,1094],{"title":2156,"description":2157,"path":2158,"category":1840,"date":627,"updatedAt":627,"sourceType":395,"source":2159,"tags":2160},"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",[612,611,2161,420,613],"threads",{"title":2163,"description":2164,"path":2165,"category":1840,"date":589,"updatedAt":589,"sourceType":395,"source":2166,"tags":2167},"OpenClaw 把 SearXNG 推进 bundled web_search provider，搜索层开始更适合自托管","官方近期上线的 SearXNG Search 文档，说明 OpenClaw 的 web_search 已经不只适合外部 API，也开始正式支持自托管聚合搜索。","/news/openclaw-searxng-search-watch-2026-04-30","https://docs.openclaw.ai/tools/searxng-search",[932,821,933,515,421],{"title":2169,"description":2170,"path":2171,"category":1840,"date":627,"updatedAt":627,"sourceType":395,"source":2172,"tags":2173},"OpenClaw Secret 观察：active snapshot 正在把密钥轮换从“即时取值”收成“原子切换”","基于 2026 年 3 月 25 日可见的官方 Secrets Management 文档，最近 secrets 层最值得关注的变化之一是 active snapshot 与 last-known-good 的边界越来越清楚。","/news/openclaw-secret-snapshot-watch-2026-03-25","https://docs.openclaw.ai/gateway/secrets",[1513,2174,2175,1512,439],"snapshot","rotation",{"title":2177,"description":2178,"path":2179,"category":1840,"date":627,"updatedAt":627,"sourceType":395,"source":2040,"tags":2180},"OpenClaw 正在把 secure DM mode 写成共享入口的默认安全心智","官方最近围绕 Session、Security 和 CLI Security 的更新，正在把 secure DM mode 从一个可选技巧，推成多人 DM 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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",[440,2194,800,438],"compliance",{"title":2196,"description":2197,"path":2198,"category":1840,"date":609,"updatedAt":609,"sourceType":395,"source":2172,"tags":2199},"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",[440,1512,734,2200,439],"proxy",{"title":2202,"description":2203,"path":2204,"category":1840,"date":1523,"updatedAt":1523,"sourceType":395,"source":2205,"tags":2206},"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",[631,1526,990,1525,418],{"title":2208,"description":2209,"path":2210,"category":1840,"date":1523,"updatedAt":1523,"sourceType":395,"source":2211,"tags":2212},"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",[400,594,1532,1214,439],{"title":2214,"description":2215,"path":2216,"category":1840,"date":627,"updatedAt":627,"sourceType":395,"source":2217,"tags":2218},"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",[440,1229,1230,2219,418],"sandbox",{"title":2221,"description":2222,"path":2223,"category":1633,"date":401,"updatedAt":401,"sourceType":395,"source":2030,"tags":2224},"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",[2032,680,655,432,467],{"title":2226,"description":2227,"path":2228,"category":1840,"date":637,"updatedAt":637,"sourceType":395,"source":2217,"tags":2229},"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",[1229,1383,629,612,440],{"title":2231,"description":2232,"path":2233,"category":1840,"date":1523,"updatedAt":1523,"sourceType":395,"source":2234,"tags":2235},"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",[1525,602,1551,1552,2236],"compatibility",{"title":2238,"description":2239,"path":2240,"category":1840,"date":530,"updatedAt":530,"sourceType":395,"source":1885,"tags":2241},"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",[1249,440,489,418,604],{"title":2243,"description":2244,"path":2245,"category":1840,"date":1033,"updatedAt":1033,"sourceType":395,"source":2005,"tags":2246},"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",[418,545,1035,1367,631],{"title":2248,"description":2249,"path":2250,"category":1840,"date":530,"updatedAt":530,"sourceType":395,"source":2251,"tags":2252},"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",[1599,1191,866,418,2007],{"title":2254,"description":2255,"path":2256,"category":1840,"date":530,"updatedAt":530,"sourceType":395,"source":2257,"tags":2258},"OpenClaw 更新观察：stable、beta、dev 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