[{"data":1,"prerenderedAt":3001},["ShallowReactive",2],{"docs:manual/hook-lifecycle-events":3,"content-manifest":358},{"id":4,"title":5,"body":6,"category":338,"date":339,"description":340,"extension":341,"meta":342,"navigation":343,"path":344,"seo":345,"source":346,"sourceName":347,"sourceType":348,"stem":349,"tags":350,"updatedAt":356,"__hash__":357},"docs/docs/manual/hook-lifecycle-events.md","Hooks 生命周期与事件类型",{"type":7,"value":8,"toc":323},"minimark",[9,13,17,20,25,28,41,44,65,68,77,80,94,101,106,111,114,125,135,138,149,153,156,159,173,176,180,183,186,197,200,203,206,209,223,226,237,241,244,247,258,261,272,275,278,281,296,299,302],[10,11,5],"h1",{"id":12},"hooks-生命周期与事件类型",[14,15,16],"p",{},"很多人第一次接触 Hooks，会把它理解成“某个时刻跑一段脚本”。但最新官方文档已经把 hooks 做成一套完整的生命周期事件系统，不同事件的用途差别非常大。",[14,18,19],{},"如果你不先区分事件类型，后面最容易出现的问题就是：逻辑能跑，但放错了地方。",[21,22,24],"h2",{"id":23},"hooks-现在覆盖哪些典型时机","Hooks 现在覆盖哪些典型时机",[14,26,27],{},"根据最新官方文档，当前 hooks 主要覆盖三类触发点：",[29,30,31,35,38],"ul",{},[32,33,34],"li",{},"会话/命令生命周期",[32,36,37],{},"agent 启动和上下文准备",[32,39,40],{},"系统内部关键动作后的延伸逻辑",[14,42,43],{},"文档里提到的典型例子包括：",[29,45,46,52,57,60],{},[32,47,48],{},[49,50,51],"code",{},"/new",[32,53,54],{},[49,55,56],{},"/reset",[32,58,59],{},"session started / ended",[32,61,62],{},[49,63,64],{},"agent:bootstrap",[14,66,67],{},"这些事件虽然都叫 hook，但它们适合承载的逻辑完全不一样。",[21,69,71,73,74,76],{"id":70},"new-和-reset-最适合什么",[49,72,51],{}," 和 ",[49,75,56],{}," 最适合什么",[14,78,79],{},"这两个事件更适合做“会话收尾”和“状态转移”相关动作，例如：",[29,81,82,85,88,91],{},[32,83,84],{},"保存记忆快照",[32,86,87],{},"写审计日志",[32,89,90],{},"输出工作区摘要",[32,92,93],{},"清理某些临时状态",[14,95,96,97,100],{},"官方 bundled hook 里的 ",[49,98,99],{},"session-memory"," 就是典型例子：在你开启新会话时，把旧上下文保存到工作区记忆目录。",[21,102,104,76],{"id":103},"agentbootstrap-最适合什么",[49,105,64],{},[14,107,108,110],{},[49,109,64],{}," 是很值得单独理解的一类事件。",[14,112,113],{},"它适合处理：",[29,115,116,119,122],{},[32,117,118],{},"注入额外文件",[32,120,121],{},"在会话开始时准备工作区环境",[32,123,124],{},"把某些固定资源放进 agent 初始上下文",[14,126,127,128,73,131,134],{},"官方文档里的 ",[49,129,130],{},"bootstrap-extra-files",[49,132,133],{},"boot-md"," 都属于这个方向。",[14,136,137],{},"这类事件的边界在于：",[29,139,140,143,146],{},[32,141,142],{},"它更像“开局准备”",[32,144,145],{},"不适合承载高频业务逻辑",[32,147,148],{},"更适合做环境搭建，而不是持续触发",[21,150,152],{"id":151},"session-started-ended-适合什么","session started / ended 适合什么",[14,154,155],{},"如果你要做更持续的运维或可观测性，session 生命周期事件通常比命令事件更合适。",[14,157,158],{},"例如：",[29,160,161,164,167,170],{},[32,162,163],{},"会话开始时记录环境信息",[32,165,166],{},"会话结束时汇总关键结果",[32,168,169],{},"做持续审计或统计",[32,171,172],{},"标记某些长期流程的开始与结束",[14,174,175],{},"这类事件最容易和“自动化值守”“审计追踪”“交付统计”结合起来。",[21,177,179],{"id":178},"为什么官方会强调-hook-pack","为什么官方会强调 hook pack",[14,181,182],{},"最新文档里，hooks 已经不仅支持单脚本，还支持成组管理的 hook pack。",[14,184,185],{},"它的价值很直接：",[29,187,188,191,194],{},[32,189,190],{},"一组相关 hook 一起分发",[32,192,193],{},"统一配置与启停",[32,195,196],{},"更适合团队内部标准化",[14,198,199],{},"如果你已经从“写一个小 hook”走向“维护一套会话治理或审计能力”，hook pack 通常会比零散脚本更可控。",[21,201,202],{"id":202},"什么时候该放进插件里托管",[14,204,205],{},"官方文档也明确提到：hooks 可以由插件托管，而不是只放在独立 hooks 目录里。",[14,207,208],{},"更适合由插件托管的情况通常包括：",[29,210,211,214,217,220],{},[32,212,213],{},"hook 和某个插件能力强耦合",[32,215,216],{},"你希望安装插件时一并带上 hook",[32,218,219],{},"这组 hooks 需要共享插件配置或依赖",[32,221,222],{},"这其实已经是“一个能力包”，而不是零散脚本",[14,224,225],{},"也就是说：",[29,227,228,231,234],{},[32,229,230],{},"单点自动化 -> 独立 hook",[32,232,233],{},"一组成套能力 -> hook pack",[32,235,236],{},"和扩展能力强绑定 -> 插件托管 hooks",[21,238,240],{"id":239},"什么时候不要把逻辑塞进-hook","什么时候不要把逻辑塞进 hook",[14,242,243],{},"hook 很强，但不是什么都该放进去。",[14,245,246],{},"不太适合 hook 的情况包括：",[29,248,249,252,255],{},[32,250,251],{},"长时间运行的大任务",[32,253,254],{},"明确要求准点执行的调度任务",[32,256,257],{},"需要独立上下文的复杂分析",[14,259,260],{},"这些通常更适合：",[29,262,263,266,269],{},[32,264,265],{},"Heartbeat",[32,267,268],{},"Cron main",[32,270,271],{},"Cron isolated",[14,273,274],{},"如果你把调度逻辑、长任务和生命周期钩子混成一层，后续就会很难维护。",[21,276,277],{"id":277},"中文站建议的判断法",[14,279,280],{},"可以用下面这个顺序快速判断：",[282,283,284,287,290,293],"ol",{},[32,285,286],{},"这是“开局准备”还是“会话收尾”",[32,288,289],{},"它是会随命令发生，还是会随 session 发生",[32,291,292],{},"它是单个 hook，还是应该做成 pack",[32,294,295],{},"它是否和某个插件能力强绑定",[14,297,298],{},"如果能先把这四步想清楚，再写 hook，后面的组织方式会清晰很多。",[21,300,301],{"id":301},"下一步推荐",[29,303,304,311,317],{},[32,305,306],{},[307,308,310],"a",{"href":309},"/docs/manual/hooks-overview","Hooks 能做什么",[32,312,313],{},[307,314,316],{"href":315},"/docs/manual/webhooks-external-triggers","用 Webhooks 接外部系统",[32,318,319],{},[307,320,322],{"href":321},"/best-practices/heartbeat-cron-composition","用 Heartbeat 和 Cron 做低噪音自动化",{"title":324,"searchDepth":325,"depth":325,"links":326},"",2,[327,328,330,332,333,334,335,336,337],{"id":23,"depth":325,"text":24},{"id":70,"depth":325,"text":329},"/new 和 /reset 最适合什么",{"id":103,"depth":325,"text":331},"agent:bootstrap 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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",[372,373,374,375,376,377],"concepts","gateway","agent","channels","tools","memory",{"title":379,"description":380,"path":381,"category":368,"updatedAt":382,"sourceType":370,"tags":383},"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",[384,385,386,387,388],"developers","teams","architecture","configuration","skills",{"title":390,"description":391,"path":392,"category":368,"updatedAt":382,"sourceType":370,"tags":393},"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",[394,395,373,396,397],"enterprise","operations","security","upgrades",{"title":399,"description":400,"path":401,"category":368,"updatedAt":402,"sourceType":348,"tags":403},"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","2026-05-26",[374,404,405,406],"quickstart","tutorial","basics",{"title":408,"description":409,"path":410,"category":368,"updatedAt":402,"sourceType":348,"tags":411},"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",[375,404,405,406],{"title":413,"description":414,"path":415,"category":368,"updatedAt":402,"sourceType":348,"tags":416},"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",[388,404,405,406],{"title":418,"description":419,"path":420,"category":368,"updatedAt":402,"sourceType":348,"tags":421},"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",[422,354,404,405],"workflow",{"title":424,"description":425,"path":426,"category":368,"updatedAt":402,"sourceType":348,"tags":427},"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",[404,428,429,430],"installation","onboarding","dashboard",{"title":432,"description":433,"path":434,"category":368,"updatedAt":435,"sourceType":348,"tags":436},"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","2026-03-11",[429,437,438,373],"daemon","setup",{"title":440,"description":441,"path":442,"category":368,"updatedAt":356,"sourceType":348,"tags":443},"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",[429,444,445,373,446],"remote","local","wizard",{"title":448,"description":449,"path":450,"category":368,"updatedAt":382,"sourceType":370,"tags":451},"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",[452,453,430,375,388],"personal","getting-started",{"title":455,"description":456,"path":457,"category":458,"updatedAt":435,"sourceType":348,"tags":459},"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",[460,461,462,429],"reading-path","overview","docs",{"title":464,"description":465,"path":466,"category":467,"updatedAt":468,"sourceType":348,"tags":469},"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",[461,470,375,471],"self-hosted","assistant",{"title":473,"description":474,"path":475,"category":368,"updatedAt":382,"sourceType":370,"tags":476},"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",[388,355,477,351,478],"multi-agent","decision",{"title":480,"description":481,"path":482,"category":368,"updatedAt":483,"sourceType":370,"tags":484},"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","2026-03-24",[375,429,478,373,485],"safety",{"title":487,"description":488,"path":489,"category":368,"updatedAt":483,"sourceType":370,"tags":490},"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",[491,492,396,478,453],"models","configurations",{"title":494,"description":495,"path":496,"category":368,"updatedAt":483,"sourceType":370,"tags":497},"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",[430,498,375,478,453],"webchat",{"title":500,"description":501,"path":502,"category":368,"updatedAt":483,"sourceType":370,"tags":503},"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",[453,478,462,504,505],"paths","topics",{"title":507,"description":508,"path":509,"category":467,"updatedAt":435,"sourceType":348,"tags":510},"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",[511,385,512,470],"users","scenarios",{"title":514,"description":515,"path":516,"category":517,"updatedAt":518,"sourceType":348,"tags":519},"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",[520,521,522,523],"runtime","workspace","bootstrap","sessions",{"title":525,"description":526,"path":527,"category":338,"updatedAt":435,"sourceType":528,"tags":529},"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",[521,530,377,388],"soul",{"title":532,"description":533,"path":534,"category":535,"updatedAt":435,"sourceType":348,"tags":536},"Gateway 架构概览","理解 OpenClaw 的 Gateway、Control-plane 客户端和 Nodes 如何协作，以及为什么它是一个单一长连接网关系统。","/docs/manual/architecture","架构",[373,537,386,538],"nodes","control-plane",{"title":540,"description":541,"path":542,"category":338,"updatedAt":543,"sourceType":348,"tags":544},"Background Tasks、/tasks 与 task flow 应该怎么用","基于最新官方 Background Tasks 与 openclaw tasks 文档，整理 OpenClaw 的后台任务记录、/tasks 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allowFrom 文件。","/docs/reference/channel-pairing-cli-and-account-scope",[724,1268,375,1269,1051],"allowFrom","account",{"title":1271,"description":1272,"path":1273,"category":1227,"updatedAt":686,"sourceType":348,"tags":1274},"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",[548,1233,1275,1276],"commands","terminal",{"title":1278,"description":1279,"path":1280,"category":1227,"updatedAt":591,"sourceType":348,"tags":1281},"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",[1282,1283,558,556,1233],"cloudflare-ai-gateway","headers",{"title":1285,"description":1286,"path":1287,"category":1288,"updatedAt":483,"sourceType":636,"tags":1289},"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",[636,1290,1291,1292],"github","issues","feedback",{"title":1294,"description":1295,"path":1296,"category":1227,"updatedAt":686,"sourceType":348,"tags":1297},"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",[387,1233,1298,1299],"settings","options",{"title":1301,"description":1302,"path":1303,"category":1227,"updatedAt":356,"sourceType":348,"tags":1304},"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",[645,724,725,666,1051],{"title":1306,"description":1307,"path":1308,"category":1227,"updatedAt":591,"sourceType":348,"tags":1309},"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",[546,797,1310,883,1233],"scheduler",{"title":1312,"description":1313,"path":1314,"category":1227,"updatedAt":992,"sourceType":348,"tags":1315},"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",[430,665,1316,1317,558],"secretref","sessionStorage",{"title":1319,"description":1320,"path":1321,"category":1322,"updatedAt":686,"sourceType":348,"tags":1323},"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",[1324,1325,1326,1070,786],"debugging","debug","runtime-overrides",{"title":1328,"description":1329,"path":1330,"category":1227,"updatedAt":563,"sourceType":348,"tags":1331},"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",[1239,1332,1333,1325,1233],"logging","flags",{"title":1335,"description":1336,"path":1337,"category":1227,"updatedAt":563,"sourceType":348,"tags":1338},"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",[585,1339,1340,566,1233],"dmScope","identityLinks",{"title":1342,"description":1343,"path":1344,"category":1227,"updatedAt":563,"sourceType":348,"tags":1345},"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",[1070,1071,1239,1346,1233],"migrations",{"title":1348,"description":1349,"path":1350,"category":1227,"updatedAt":563,"sourceType":348,"tags":1351},"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",[926,387,593,1352,1233],"shell",{"title":1354,"description":1355,"path":1356,"category":1227,"updatedAt":483,"sourceType":370,"tags":1357},"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",[1358,1145,636,1359,1147],"sources","trust",{"title":1361,"description":1362,"path":1363,"category":1227,"updatedAt":356,"sourceType":348,"tags":1364},"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 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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",[373,1000,1381,1382,1233],"protocol","scopes",{"title":1384,"description":1385,"path":1386,"category":1227,"updatedAt":581,"sourceType":348,"tags":1387},"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",[584,1388,566,803,736],"mention",{"title":1390,"description":1391,"path":1392,"category":1227,"updatedAt":591,"sourceType":348,"tags":1393},"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",[1044,1394,1395,1396,1233],"visibility","activeHours","alerts",{"title":1398,"description":1399,"path":1400,"category":1227,"updatedAt":581,"sourceType":348,"tags":1401},"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",[994,1000,1402,373,1233],"sdk",{"title":1404,"description":1405,"path":1406,"category":1227,"updatedAt":581,"sourceType":348,"tags":1407},"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",[387,1408,1022,1409,1233],"include","arrays",{"title":1411,"description":1412,"path":1413,"category":1227,"updatedAt":563,"sourceType":348,"tags":1414},"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",[832,1415,690,422,1233],"invoke",{"title":1417,"description":1418,"path":1419,"category":1227,"updatedAt":591,"sourceType":348,"tags":1420},"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",[377,1421,1422,1423,1424,1233],"hybrid-search","ranking","mmr","retrieval",{"title":1426,"description":1427,"path":1428,"category":1227,"updatedAt":483,"sourceType":348,"tags":1429},"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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文件当成一团无结构日志。","/docs/reference/session-jsonl-and-compaction-entries","2026-04-01",[585,1482,1483,949,1233],"transcript","jsonl",{"title":1485,"description":1486,"path":1487,"category":1227,"updatedAt":1480,"sourceType":348,"tags":1488},"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",[523,548,1489,1171,395],"store",{"title":1491,"description":1492,"path":1493,"category":1227,"updatedAt":591,"sourceType":348,"tags":1494},"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",[396,1186,1171,1495,1233],"ingress",{"title":1497,"description":1498,"path":1499,"category":1227,"updatedAt":356,"sourceType":348,"tags":1500},"status、health 和 logs 该怎么分工","基于最新官方 CLI reference，整理 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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",[430,1206,724,444,396],{"title":1845,"description":1846,"path":1847,"category":1797,"date":483,"updatedAt":483,"sourceType":348,"source":1805,"tags":1848},"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",[611,613,690,375,1160],{"title":1850,"description":1851,"path":1852,"category":1648,"date":369,"updatedAt":369,"sourceType":636,"source":1853,"tags":1854},"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",[1528,637,1651,1604],{"title":1856,"description":1857,"path":1858,"category":1797,"date":483,"updatedAt":483,"sourceType":348,"source":1859,"tags":1860},"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",[619,388,628,629,1861,620],"telemetry",{"title":1863,"description":1864,"path":1865,"category":1590,"date":356,"updatedAt":356,"sourceType":348,"source":1866,"tags":1867},"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",[548,373,1365,538,395],{"title":1869,"description":1870,"path":1871,"category":1797,"date":563,"updatedAt":563,"sourceType":348,"source":1872,"tags":1873},"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",[387,926,565,1874,395],"overrides",{"title":1876,"description":1877,"path":1878,"category":1590,"date":356,"updatedAt":356,"sourceType":348,"source":1785,"tags":1879},"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",[948,949,523,377,1880],"continuity",{"title":1882,"description":1883,"path":1884,"category":1590,"date":356,"updatedAt":356,"sourceType":348,"source":1885,"tags":1886},"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",[645,430,1030,724,444],{"title":1888,"description":1889,"path":1890,"category":1797,"date":992,"updatedAt":992,"sourceType":348,"source":1811,"tags":1891},"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 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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",[384,388,637,1528],{"title":1905,"description":1906,"path":1907,"category":1797,"date":581,"updatedAt":581,"sourceType":348,"source":1908,"tags":1909},"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",[725,724,665,1064,1910],"rotate",{"title":1912,"description":1913,"path":1914,"category":1797,"date":563,"updatedAt":563,"sourceType":348,"source":1915,"tags":1916},"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 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的直接引导。","/news/openclaw-extension-stack-watch-2026-03-21",[388,619,355,351,638],{"title":1945,"description":1946,"path":1947,"category":1797,"date":543,"updatedAt":543,"sourceType":348,"source":1948,"tags":1949},"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",[702,703,704,705,375,706],{"title":1951,"description":1952,"path":1953,"category":1797,"date":581,"updatedAt":581,"sourceType":348,"source":1954,"tags":1955},"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",[373,724,1956,665,537],"pending",{"title":1958,"description":1959,"path":1960,"category":1797,"date":992,"updatedAt":992,"sourceType":348,"source":1961,"tags":1962},"OpenClaw 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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",[1160,666,645,724,444],{"title":2062,"description":2063,"path":2064,"category":1797,"date":591,"updatedAt":591,"sourceType":348,"source":2065,"tags":2066},"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",[430,498,1000,1160,538],{"title":2068,"description":2069,"path":2070,"category":1797,"date":581,"updatedAt":581,"sourceType":348,"source":1908,"tags":2071},"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 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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",[556,491,537,558,850],{"title":2097,"description":2098,"path":2099,"category":1797,"date":591,"updatedAt":591,"sourceType":348,"source":2100,"tags":2101},"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",[556,1232,491,373,395],{"title":2103,"description":2104,"path":2105,"category":1590,"date":356,"updatedAt":356,"sourceType":348,"source":1785,"tags":2106},"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",[1145,1146,1148,1147],{"title":2108,"description":2109,"path":2110,"category":1797,"date":563,"updatedAt":563,"sourceType":348,"source":1811,"tags":2111},"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",[430,724,537,444,1051],{"title":2113,"description":2114,"path":2115,"category":1797,"date":581,"updatedAt":581,"sourceType":348,"source":2116,"tags":2117},"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",[566,565,2118,375,567],"threads",{"title":2120,"description":2121,"path":2122,"category":1797,"date":543,"updatedAt":543,"sourceType":348,"source":2123,"tags":2124},"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",[891,778,892,470,376],{"title":2126,"description":2127,"path":2128,"category":1797,"date":581,"updatedAt":581,"sourceType":348,"source":2129,"tags":2130},"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",[1470,2131,2132,1469,395],"snapshot","rotation",{"title":2134,"description":2135,"path":2136,"category":1797,"date":581,"updatedAt":581,"sourceType":348,"source":1996,"tags":2137},"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",[396,2151,749,394],"compliance",{"title":2153,"description":2154,"path":2155,"category":1797,"date":563,"updatedAt":563,"sourceType":348,"source":2129,"tags":2156},"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",[396,1469,690,2157,395],"proxy",{"title":2159,"description":2160,"path":2161,"category":1797,"date":1480,"updatedAt":1480,"sourceType":348,"source":2162,"tags":2163},"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 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的安全责任转移。","/news/openclaw-trusted-proxy-risk-watch-2026-03-24",[1206,396,444,373,558],{"title":2200,"description":2201,"path":2202,"category":1797,"date":992,"updatedAt":992,"sourceType":348,"source":1961,"tags":2203},"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",[373,498,994,1324,585],{"title":2205,"description":2206,"path":2207,"category":1797,"date":483,"updatedAt":483,"sourceType":348,"source":2208,"tags":2209},"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",[1556,1148,825,373,1963],{"title":2211,"description":2212,"path":2213,"category":1797,"date":483,"updatedAt":483,"sourceType":348,"source":2214,"tags":2215},"OpenClaw 更新观察：stable、beta、dev 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