[{"data":1,"prerenderedAt":3021},["ShallowReactive",2],{"best-practices:plugin-bundle-governance":3,"content-manifest":379},{"id":4,"title":5,"body":6,"category":358,"date":359,"description":360,"difficulty":361,"extension":362,"meta":363,"navigation":364,"path":365,"seo":366,"source":367,"sourceName":368,"sourceType":369,"stem":370,"tags":371,"updatedAt":377,"__hash__":378},"bestPractices/best-practices/plugin-bundle-governance.md","团队里如何管理插件包和 Hook Pack",{"type":7,"value":8,"toc":341},"minimark",[9,13,17,20,33,36,41,44,55,58,61,72,76,79,90,93,108,111,125,129,132,136,139,150,153,156,158,172,175,186,190,193,201,204,207,215,219,222,225,239,242,246,249,252,266,269,273,276,290,293,296,299,314,317,320],[10,11,5],"h1",{"id":12},"团队里如何管理插件包和-hook-pack",[14,15,16],"p",{},"当 OpenClaw 从个人环境进入团队环境后，最容易失控的不是单个插件，而是“越来越多的一组扩展能力”。",[14,18,19],{},"最新官方文档已经支持：",[21,22,23,27,30],"ul",{},[24,25,26],"li",{},"package pack",[24,28,29],{},"hook pack",[24,31,32],{},"插件托管 hooks",[14,34,35],{},"这说明官方默认你会进入“成组治理”阶段，而不是只靠单点脚本和单个插件。",[37,38,40],"h2",{"id":39},"第一原则按能力包治理而不是按零散文件治理","第一原则：按能力包治理，而不是按零散文件治理",[14,42,43],{},"如果团队已经有：",[21,45,46,49,52],{},[24,47,48],{},"一组相关插件",[24,50,51],{},"一组固定会话 hook",[24,53,54],{},"一组渠道接入逻辑",[14,56,57],{},"那更适合把它们收成能力包，而不是把文件散在多个目录里。",[14,59,60],{},"这样做的好处是：",[21,62,63,66,69],{},[24,64,65],{},"依赖边界更清楚",[24,67,68],{},"升级时更容易一起验证",[24,70,71],{},"出问题时更容易整体 disable 或回滚",[37,73,75],{"id":74},"第二原则manifestschema-和命名先统一","第二原则：manifest、schema 和命名先统一",[14,77,78],{},"只要进入团队协作，最重要的基础设施不是“代码写得多快”，而是：",[21,80,81,84,87],{},[24,82,83],{},"id 是否稳定",[24,85,86],{},"schema 是否严格",[24,88,89],{},"pack 命名是否一致",[14,91,92],{},"如果这三项不统一，后面最容易发生：",[21,94,95,102,105],{},[24,96,97,101],{},[98,99,100],"code",{},"plugins.entries.\u003Cid>"," 写法越来越乱",[24,103,104],{},"allow / deny 规则对不上",[24,106,107],{},"同类能力在不同环境里叫法不同",[14,109,110],{},"一个更稳的做法是先在团队里约定：",[21,112,113,116,119,122],{},[24,114,115],{},"pack 命名规则",[24,117,118],{},"插件 id 前缀",[24,120,121],{},"hook/session key 前缀",[24,123,124],{},"schema 的最小严格度",[37,126,128],{"id":127},"第三原则区分低风险包和高风险包","第三原则：区分“低风险包”和“高风险包”",[14,130,131],{},"所有能力包都可以放进 OpenClaw，但不应该用同一治理节奏。",[133,134,135],"h3",{"id":135},"低风险包",[14,137,138],{},"例如：",[21,140,141,144,147],{},[24,142,143],{},"只读查询工具",[24,145,146],{},"基础审计 hooks",[24,148,149],{},"输出整理类扩展",[14,151,152],{},"这类包更适合较快迭代。",[133,154,155],{"id":155},"高风险包",[14,157,138],{},[21,159,160,163,166,169],{},[24,161,162],{},"渠道接入",[24,164,165],{},"OAuth / provider 桥接",[24,167,168],{},"外部写入型自动化",[24,170,171],{},"修改主会话行为的 hooks",[14,173,174],{},"这类包更适合：",[21,176,177,180,183],{},[24,178,179],{},"独立测试环境",[24,181,182],{},"明确变更记录",[24,184,185],{},"更严格的启停和回滚",[37,187,189],{"id":188},"第四原则插件包和-hook-pack-不要混着长","第四原则：插件包和 Hook Pack 不要混着长",[14,191,192],{},"虽然技术上都能做成扩展，但治理上最好还是区分：",[21,194,195,198],{},[24,196,197],{},"插件包：新增系统能力",[24,199,200],{},"Hook Pack：增强生命周期和流程行为",[14,202,203],{},"如果一个能力包里既有大量新工具、又有大量高频 hooks，而团队里没人说得清边界，后面通常会变得很难排错。",[14,205,206],{},"更稳的做法是：",[21,208,209,212],{},[24,210,211],{},"真正强耦合的 hook 才放进插件",[24,213,214],{},"通用治理型 hooks 独立做 pack",[37,216,218],{"id":217},"第五原则每个包都要有停用方案","第五原则：每个包都要有“停用方案”",[14,220,221],{},"团队环境里最重要的往往不是“怎么装”，而是“出问题时能不能快速停”。",[14,223,224],{},"所以每个能力包至少应该有：",[21,226,227,230,233,236],{},[24,228,229],{},"明确的启用入口",[24,231,232],{},"明确的 disable 方式",[24,234,235],{},"影响范围说明",[24,237,238],{},"回滚步骤",[14,240,241],{},"如果没有这些信息，团队后面会越来越依赖“记忆型运维”，这在扩展越来越多时几乎一定会出问题。",[37,243,245],{"id":244},"第六原则升级不要只看代码要看目录与路由冲突","第六原则：升级不要只看代码，要看目录与路由冲突",[14,247,248],{},"最新官方文档里对插件碰撞、channel 冲突、manifest 校验都越来越严格，这其实对团队是好事。",[14,250,251],{},"升级验证时，建议至少检查：",[21,253,254,257,260,263],{},[24,255,256],{},"plugin id 是否冲突",[24,258,259],{},"channels/providers/bindings 是否碰撞",[24,261,262],{},"hooks 是否重复接管同一生命周期",[24,264,265],{},"pack 内入口是否仍在合法目录内",[14,267,268],{},"很多团队以为自己在做“版本升级”，实际踩到的是“扩展治理问题”。",[37,270,272],{"id":271},"第七原则把能力包文档也当交付物","第七原则：把能力包文档也当交付物",[14,274,275],{},"对于团队内部包，最实用的文档通常不是完整原理说明，而是四件事：",[21,277,278,281,284,287],{},[24,279,280],{},"这包解决什么问题",[24,282,283],{},"什么时候该启用",[24,285,286],{},"什么时候不该启用",[24,288,289],{},"出问题先看哪里",[14,291,292],{},"如果你能把这四件事写清楚，团队成员后面独立接手的成本会低很多。",[37,294,295],{"id":295},"中文站建议的团队做法",[14,297,298],{},"如果你们已经开始自己维护一组 OpenClaw 扩展，推荐顺序是：",[300,301,302,305,308,311],"ol",{},[24,303,304],{},"先规范 plugin manifest 和命名",[24,306,307],{},"再把零散 hook 收成 hook pack",[24,309,310],{},"对高风险能力包单独做测试和回滚说明",[24,312,313],{},"最后才考虑继续扩大量级",[14,315,316],{},"这比“先把所有能力都接进来，再慢慢整理”稳得多。",[37,318,319],{"id":319},"下一步推荐",[21,321,322,329,335],{},[24,323,324],{},[325,326,328],"a",{"href":327},"/docs/manual/plugin-manifest","插件清单与配置校验",[24,330,331],{},[325,332,334],{"href":333},"/docs/manual/plugin-package-packs","插件包与频道目录元信息",[24,336,337],{},[325,338,340],{"href":339},"/docs/manual/hook-lifecycle-events","Hooks 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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",[393,394,395,396,397,398],"concepts","gateway","agent","channels","tools","memory",{"title":400,"description":401,"path":402,"category":389,"updatedAt":403,"sourceType":391,"tags":404},"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",[405,375,406,407,408],"developers","architecture","configuration","skills",{"title":410,"description":411,"path":412,"category":389,"updatedAt":403,"sourceType":391,"tags":413},"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",[414,376,394,415,416],"enterprise","security","upgrades",{"title":418,"description":419,"path":420,"category":389,"updatedAt":421,"sourceType":369,"tags":422},"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",[395,423,424,425],"quickstart","tutorial","basics",{"title":427,"description":428,"path":429,"category":389,"updatedAt":421,"sourceType":369,"tags":430},"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",[396,423,424,425],{"title":432,"description":433,"path":434,"category":389,"updatedAt":421,"sourceType":369,"tags":435},"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",[408,423,424,425],{"title":437,"description":438,"path":439,"category":389,"updatedAt":421,"sourceType":369,"tags":440},"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",[441,442,423,424],"workflow","automation",{"title":444,"description":445,"path":446,"category":389,"updatedAt":421,"sourceType":369,"tags":447},"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",[423,448,449,450],"installation","onboarding","dashboard",{"title":452,"description":453,"path":454,"category":389,"updatedAt":455,"sourceType":369,"tags":456},"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",[449,457,458,394],"daemon","setup",{"title":460,"description":461,"path":462,"category":389,"updatedAt":377,"sourceType":369,"tags":463},"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",[449,464,465,394,466],"remote","local","wizard",{"title":468,"description":469,"path":470,"category":389,"updatedAt":403,"sourceType":391,"tags":471},"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",[472,473,450,396,408],"personal","getting-started",{"title":475,"description":476,"path":477,"category":478,"updatedAt":455,"sourceType":369,"tags":479},"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",[480,481,482,449],"reading-path","overview","docs",{"title":484,"description":485,"path":486,"category":487,"updatedAt":488,"sourceType":369,"tags":489},"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",[481,490,396,491],"self-hosted","assistant",{"title":493,"description":494,"path":495,"category":389,"updatedAt":403,"sourceType":391,"tags":496},"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",[408,372,497,373,498],"multi-agent","decision",{"title":500,"description":501,"path":502,"category":389,"updatedAt":503,"sourceType":391,"tags":504},"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",[396,449,498,394,505],"safety",{"title":507,"description":508,"path":509,"category":389,"updatedAt":503,"sourceType":391,"tags":510},"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",[511,512,415,498,473],"models","configurations",{"title":514,"description":515,"path":516,"category":389,"updatedAt":503,"sourceType":391,"tags":517},"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",[450,518,396,498,473],"webchat",{"title":520,"description":521,"path":522,"category":389,"updatedAt":503,"sourceType":391,"tags":523},"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",[473,498,482,524,525],"paths","topics",{"title":527,"description":528,"path":529,"category":487,"updatedAt":455,"sourceType":369,"tags":530},"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",[531,375,532,490],"users","scenarios",{"title":534,"description":535,"path":536,"category":537,"updatedAt":538,"sourceType":369,"tags":539},"Agent 运行时与工作区结构","理解 OpenClaw 的 Agent 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把这类拒绝变成可恢复事件。","/docs/reference/anthropic-context1m-429-and-fallback","参考",[1252,1253,1254,1255,1256],"anthropic","429","context1m","failover","reference",{"title":1258,"description":1259,"path":1260,"category":1250,"updatedAt":455,"sourceType":369,"tags":1261},"API 与参考资料阅读入口","说明 OpenClaw 的参考资料应如何阅读，以及中文用户在查 CLI、配置、诊断和模块说明时该怎么找信息。","/docs/reference/api-reference-overview",[1256,569,944,1262],"diagnostics",{"title":1264,"description":1265,"path":1266,"category":1250,"updatedAt":503,"sourceType":369,"tags":1267},"approvals CLI、网关与节点 allowlist 怎么管理","基于最新官方 approvals CLI 与 Exec Approvals 文档，解释 openclaw approvals 在本机、Gateway 和 Node 上分别管理什么，以及 per-agent allowlist 最值得先守住哪些边界。","/docs/reference/approvals-cli-and-allowlist",[711,829,709,394,1268,1256],"node",{"title":1270,"description":1271,"path":1272,"category":1250,"updatedAt":612,"sourceType":369,"tags":1273},"认证配置文件怎么轮转，为什么 session 会“粘住”同一套凭据","基于最新官方 Model Failover 文档，解释 OpenClaw 在同一 provider 内如何轮转 auth profiles、什么情况下会进入 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",[579,851,1255,543,1256],{"title":1275,"description":1276,"path":1277,"category":1250,"updatedAt":612,"sourceType":369,"tags":1278},"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",[745,1279,632,746,1256],"bootstrapToken",{"title":1281,"description":1282,"path":1283,"category":1256,"updatedAt":538,"sourceType":369,"tags":1284},"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",[1285,542,588,551,1145,541],"templates",{"title":1287,"description":1288,"path":1289,"category":1250,"updatedAt":602,"sourceType":369,"tags":1290},"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",[745,1291,396,1292,1074],"allowFrom","account",{"title":1294,"description":1295,"path":1296,"category":1250,"updatedAt":707,"sourceType":369,"tags":1297},"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",[569,1256,1298,1299],"commands","terminal",{"title":1301,"description":1302,"path":1303,"category":1250,"updatedAt":612,"sourceType":369,"tags":1304},"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",[1305,1306,579,577,1256],"cloudflare-ai-gateway","headers",{"title":1308,"description":1309,"path":1310,"category":1311,"updatedAt":503,"sourceType":657,"tags":1312},"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",[657,1313,1314,1315],"github","issues","feedback",{"title":1317,"description":1318,"path":1319,"category":1250,"updatedAt":707,"sourceType":369,"tags":1320},"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",[407,1256,1321,1322],"settings","options",{"title":1324,"description":1325,"path":1326,"category":1250,"updatedAt":377,"sourceType":369,"tags":1327},"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",[666,745,746,687,1074],{"title":1329,"description":1330,"path":1331,"category":1250,"updatedAt":612,"sourceType":369,"tags":1332},"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",[567,823,1333,904,1256],"scheduler",{"title":1335,"description":1336,"path":1337,"category":1250,"updatedAt":1013,"sourceType":369,"tags":1338},"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",[450,686,1339,1340,579],"secretref","sessionStorage",{"title":1342,"description":1343,"path":1344,"category":1345,"updatedAt":707,"sourceType":369,"tags":1346},"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",[1347,1348,1349,1093,812],"debugging","debug","runtime-overrides",{"title":1351,"description":1352,"path":1353,"category":1250,"updatedAt":584,"sourceType":369,"tags":1354},"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",[1262,1355,1356,1348,1256],"logging","flags",{"title":1358,"description":1359,"path":1360,"category":1250,"updatedAt":584,"sourceType":369,"tags":1361},"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",[606,1362,1363,587,1256],"dmScope","identityLinks",{"title":1365,"description":1366,"path":1367,"category":1250,"updatedAt":584,"sourceType":369,"tags":1368},"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",[1093,1094,1262,1369,1256],"migrations",{"title":1371,"description":1372,"path":1373,"category":1250,"updatedAt":584,"sourceType":369,"tags":1374},"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",[947,407,614,1375,1256],"shell",{"title":1377,"description":1378,"path":1379,"category":1250,"updatedAt":503,"sourceType":391,"tags":1380},"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",[1381,1168,657,1382,1170],"sources","trust",{"title":1384,"description":1385,"path":1386,"category":1250,"updatedAt":377,"sourceType":369,"tags":1387},"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",[394,1388,569,1021,559],"rpc",{"title":1390,"description":1391,"path":1392,"category":1250,"updatedAt":584,"sourceType":369,"tags":1393},"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",[745,746,394,558,1256],{"title":1395,"description":1396,"path":1397,"category":1250,"updatedAt":1013,"sourceType":369,"tags":1398},"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",[606,394,518,450,1256],{"title":1400,"description":1401,"path":1402,"category":1250,"updatedAt":612,"sourceType":369,"tags":1403},"Gateway WebSocket 的 role 和 scope 应该怎么理解","基于最新官方 Gateway Protocol 文档，解释 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为什么不是故障。","/docs/reference/heartbeat-ack-and-visibility-controls",[1067,1417,1418,1419,1256],"visibility","activeHours","alerts",{"title":1421,"description":1422,"path":1423,"category":1250,"updatedAt":602,"sourceType":369,"tags":1424},"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",[1015,1021,1425,394,1256],"sdk",{"title":1427,"description":1428,"path":1429,"category":1250,"updatedAt":602,"sourceType":369,"tags":1430},"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",[407,1431,1045,1432,1256],"include","arrays",{"title":1434,"description":1435,"path":1436,"category":1250,"updatedAt":584,"sourceType":369,"tags":1437},"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",[858,1438,711,441,1256],"invoke",{"title":1440,"description":1441,"path":1442,"category":1250,"updatedAt":612,"sourceType":369,"tags":1443},"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",[398,1444,1445,1446,1447,1256],"hybrid-search","ranking","mmr","retrieval",{"title":1449,"description":1450,"path":1451,"category":1250,"updatedAt":503,"sourceType":369,"tags":1452},"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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的文档更新，正在把自动化问题从“感觉没触发”收敛成更可观测的几层：调度、入队、运行结果、可见性与时间窗口。","/news/openclaw-automation-ops-ladder-watch-2026-03-29","https://docs.openclaw.ai/automation/troubleshooting",[442,1067,567,1525,376],{"title":1844,"description":1845,"path":1846,"category":1820,"date":564,"updatedAt":564,"sourceType":369,"source":1847,"tags":1848},"OpenClaw 正在把 /tasks 做成后台工作总账本，而不是聊天里的附属提示","官方近期补全的 Background Tasks 与 tasks CLI 文档，说明 OpenClaw 的后台任务体系已经从隐式执行，转向更正式的 ledger、审计和清理模型。","/news/openclaw-background-tasks-watch-2026-04-30","https://docs.openclaw.ai/automation/tasks",[566,442,567,568,1194,376],{"title":1850,"description":1851,"path":1852,"category":1820,"date":564,"updatedAt":564,"sourceType":369,"source":1853,"tags":1854},"OpenClaw 的 Amazon Bedrock 接入开始把 Guardrails 正式推到 provider 层","官方近期完善的 Amazon Bedrock 文档，把 AWS credential chain、自动发现和 Guardrails 全部写到了同一页里，说明 Bedrock 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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",[450,1229,745,464,415],{"title":1868,"description":1869,"path":1870,"category":1820,"date":503,"updatedAt":503,"sourceType":369,"source":1828,"tags":1871},"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",[632,634,711,396,1183],{"title":1873,"description":1874,"path":1875,"category":1671,"date":390,"updatedAt":390,"sourceType":657,"source":1876,"tags":1877},"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",[1551,658,1674,1627],{"title":1879,"description":1880,"path":1881,"category":1820,"date":503,"updatedAt":503,"sourceType":369,"source":1882,"tags":1883},"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",[640,408,649,650,1884,641],"telemetry",{"title":1886,"description":1887,"path":1888,"category":1613,"date":377,"updatedAt":377,"sourceType":369,"source":1889,"tags":1890},"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",[569,394,1388,559,376],{"title":1892,"description":1893,"path":1894,"category":1820,"date":584,"updatedAt":584,"sourceType":369,"source":1895,"tags":1896},"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",[407,947,586,1897,376],"overrides",{"title":1899,"description":1900,"path":1901,"category":1613,"date":377,"updatedAt":377,"sourceType":369,"source":1808,"tags":1902},"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",[969,970,543,398,1903],"continuity",{"title":1905,"description":1906,"path":1907,"category":1613,"date":377,"updatedAt":377,"sourceType":369,"source":1908,"tags":1909},"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",[666,450,1053,745,464],{"title":1911,"description":1912,"path":1913,"category":1820,"date":1013,"updatedAt":1013,"sourceType":369,"source":1834,"tags":1914},"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",[450,542,1339,579,666],{"title":1916,"description":1917,"path":1918,"category":1820,"date":503,"updatedAt":503,"sourceType":369,"source":1834,"tags":1919},"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",[450,518,686,1339,587,1920],"web",{"title":1922,"description":1923,"path":1924,"category":1613,"date":390,"updatedAt":390,"sourceType":657,"source":1925,"tags":1926},"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",[405,408,658,1551],{"title":1928,"description":1929,"path":1930,"category":1820,"date":602,"updatedAt":602,"sourceType":369,"source":1931,"tags":1932},"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",[746,745,686,1087,1933],"rotate",{"title":1935,"description":1936,"path":1937,"category":1820,"date":584,"updatedAt":584,"sourceType":369,"source":1938,"tags":1939},"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",[1093,1262,1094,1347,376],{"title":1941,"description":1942,"path":1943,"category":1820,"date":602,"updatedAt":602,"sourceType":369,"source":1938,"tags":1944},"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",[1093,1094,944,1171,1262],{"title":1946,"description":1947,"path":1948,"category":1949,"date":390,"updatedAt":390,"sourceType":657,"source":1950,"tags":1951},"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",[1952,1953,1954,1955],"education","adoption","ai-tutor","higher-education",{"title":1957,"description":1958,"path":1959,"category":1949,"date":390,"updatedAt":390,"sourceType":657,"source":1960,"tags":1961},"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",[414,1553,441,1551],{"title":1963,"description":1964,"path":1965,"category":1613,"date":377,"updatedAt":377,"sourceType":369,"source":1966,"tags":1967},"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",[408,640,372,373,659],{"title":1969,"description":1970,"path":1971,"category":1820,"date":564,"updatedAt":564,"sourceType":369,"source":1972,"tags":1973},"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",[723,724,725,726,396,727],{"title":1975,"description":1976,"path":1977,"category":1820,"date":602,"updatedAt":602,"sourceType":369,"source":1978,"tags":1979},"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",[394,745,1980,686,558],"pending",{"title":1982,"description":1983,"path":1984,"category":1820,"date":1013,"updatedAt":1013,"sourceType":369,"source":1985,"tags":1986},"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",[394,606,518,450,1987],"state",{"title":1989,"description":1990,"path":1991,"category":1820,"date":602,"updatedAt":602,"sourceType":369,"source":1992,"tags":1993},"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",[605,1411,829,762,587],{"title":1995,"description":1996,"path":1997,"category":1820,"date":612,"updatedAt":612,"sourceType":369,"source":1992,"tags":1998},"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",[605,1484,1999,604,374],"activation",{"title":2001,"description":2002,"path":2003,"category":1820,"date":602,"updatedAt":602,"sourceType":369,"source":2004,"tags":2005},"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",[407,1431,1045,1432,376],{"title":2007,"description":2008,"path":2009,"category":1613,"date":377,"updatedAt":377,"sourceType":369,"source":2010,"tags":2011},"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",[2012,1553,2013,2014,2015],"showcase","home-assistant","nix","infrastructure",{"title":2017,"description":2018,"path":2019,"category":1820,"date":584,"updatedAt":584,"sourceType":369,"source":2020,"tags":2021},"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",[543,398,970,1903,374],{"title":2023,"description":2024,"path":2025,"category":1820,"date":584,"updatedAt":584,"sourceType":369,"source":2026,"tags":2027},"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",[1171,567,543,1060,376],{"title":2029,"description":2030,"path":2031,"category":1639,"date":1614,"updatedAt":455,"sourceType":1313,"source":1641,"tags":2032},"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",[1168,1241,1169,408,415],{"title":2034,"description":2035,"path":2036,"category":1820,"date":503,"updatedAt":503,"sourceType":369,"source":2037,"tags":2038},"OpenClaw 记忆观察：Markdown 仍然是 source of truth，memory plugin slot 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如何把转录、向量检索和学习流程接成长链路。","/news/openclaw-memory-showcase-watch-2026-03-21",[2012,398,694,2049,2050],"vector-search","knowledge",{"title":2052,"description":2053,"path":2054,"category":1820,"date":602,"updatedAt":602,"sourceType":369,"source":2055,"tags":2056},"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",[1411,605,632,634,701],{"title":2058,"description":2059,"path":2060,"category":1820,"date":584,"updatedAt":584,"sourceType":369,"source":2061,"tags":2062},"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",[762,518,587,766,396],{"title":2064,"description":2065,"path":2066,"category":1820,"date":503,"updatedAt":503,"sourceType":369,"source":1889,"tags":2067},"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",[511,1453,577,579,1130],{"title":2069,"description":2070,"path":2071,"category":1820,"date":602,"updatedAt":602,"sourceType":369,"source":2072,"tags":2073},"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",[558,744,394,745,746],{"title":2075,"description":2076,"path":2077,"category":1613,"date":377,"updatedAt":377,"sourceType":369,"source":2078,"tags":2079},"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",[449,1598,870,1599,1171],{"title":2081,"description":2082,"path":2083,"category":1820,"date":1013,"updatedAt":1013,"sourceType":369,"source":1908,"tags":2084},"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",[1183,687,666,745,464],{"title":2086,"description":2087,"path":2088,"category":1820,"date":612,"updatedAt":612,"sourceType":369,"source":2089,"tags":2090},"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",[450,518,1021,1183,559],{"title":2092,"description":2093,"path":2094,"category":1820,"date":602,"updatedAt":602,"sourceType":369,"source":1931,"tags":2095},"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",[745,1291,396,1292,376],{"title":2097,"description":2098,"path":2099,"category":1613,"date":377,"updatedAt":377,"sourceType":369,"source":367,"tags":2100},"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",[372,658,373,657,659],{"title":2102,"description":2103,"path":2104,"category":1820,"date":503,"updatedAt":503,"sourceType":369,"source":2105,"tags":2106},"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",[372,640,1465,1466,1170],{"title":2108,"description":2109,"path":2110,"category":1820,"date":503,"updatedAt":503,"sourceType":369,"source":2111,"tags":2112},"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",[857,858,441,711,497],{"title":2114,"description":2115,"path":2116,"category":1820,"date":612,"updatedAt":612,"sourceType":369,"source":2117,"tags":2118},"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",[577,511,558,579,374],{"title":2120,"description":2121,"path":2122,"category":1820,"date":612,"updatedAt":612,"sourceType":369,"source":2123,"tags":2124},"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",[577,1255,511,394,376],{"title":2126,"description":2127,"path":2128,"category":1613,"date":377,"updatedAt":377,"sourceType":369,"source":1808,"tags":2129},"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",[1168,1169,1171,1170],{"title":2131,"description":2132,"path":2133,"category":1820,"date":584,"updatedAt":584,"sourceType":369,"source":1834,"tags":2134},"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",[450,745,558,464,1074],{"title":2136,"description":2137,"path":2138,"category":1820,"date":602,"updatedAt":602,"sourceType":369,"source":2139,"tags":2140},"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",[587,586,2141,396,588],"threads",{"title":2143,"description":2144,"path":2145,"category":1820,"date":564,"updatedAt":564,"sourceType":369,"source":2146,"tags":2147},"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",[912,804,913,490,397],{"title":2149,"description":2150,"path":2151,"category":1820,"date":602,"updatedAt":602,"sourceType":369,"source":2152,"tags":2153},"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",[1493,2154,2155,1492,376],"snapshot","rotation",{"title":2157,"description":2158,"path":2159,"category":1820,"date":602,"updatedAt":602,"sourceType":369,"source":2020,"tags":2160},"OpenClaw 正在把 secure DM mode 写成共享入口的默认安全心智","官方最近围绕 Session、Security 和 CLI Security 的更新，正在把 secure DM mode 从一个可选技巧，推成多人 DM 入口的基础隔离建议。","/news/openclaw-secure-dm-mode-watch-2026-03-25",[606,415,1362,745,1209],{"title":2162,"description":2163,"path":2164,"category":1820,"date":503,"updatedAt":503,"sourceType":369,"source":2165,"tags":2166},"OpenClaw 安全观察：security audit 已经从提醒工具继续长成加固入口","基于 2026 年 3 月 24 日可见的官方安全文档，最近最值得关注的信号是 openclaw security audit 不再只是列问题，而是在形成 audit、deep、fix 三段式加固路径。","/news/openclaw-security-audit-fix-watch-2026-03-24","https://docs.openclaw.ai/gateway/security",[415,1194,1196,1195,376],{"title":2168,"description":2169,"path":2170,"category":2171,"date":390,"updatedAt":390,"sourceType":657,"source":2172,"tags":2173},"OpenClaw 安全与合规话题升温：中文团队更在意可审计与本地数据边界","基于 2026 年 3 月 16 日安全方向临时稿，整理 OpenClaw 在中文环境下最受关注的安全议题，包括本地运行、合规要求、可审计性与金融等高敏行业采用。","/news/openclaw-security-compliance-watch-2026-03-16","安全观察","content/tmp/2026-03-16/openclaw-security-audit-milestone.md",[415,2174,775,414],"compliance",{"title":2176,"description":2177,"path":2178,"category":1820,"date":584,"updatedAt":584,"sourceType":369,"source":2152,"tags":2179},"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",[415,1492,711,2180,376],"proxy",{"title":2182,"description":2183,"path":2184,"category":1820,"date":1503,"updatedAt":1503,"sourceType":369,"source":2185,"tags":2186},"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",[606,1506,970,1505,394],{"title":2188,"description":2189,"path":2190,"category":1820,"date":1503,"updatedAt":1503,"sourceType":369,"source":2191,"tags":2192},"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",[543,569,1512,1194,376],{"title":2194,"description":2195,"path":2196,"category":1820,"date":602,"updatedAt":602,"sourceType":369,"source":2197,"tags":2198},"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",[415,1209,1210,2199,394],"sandbox",{"title":2201,"description":2202,"path":2203,"category":1613,"date":377,"updatedAt":377,"sourceType":369,"source":2010,"tags":2204},"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",[2012,657,632,408,442],{"title":2206,"description":2207,"path":2208,"category":1820,"date":612,"updatedAt":612,"sourceType":369,"source":2197,"tags":2209},"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",[1209,1363,604,587,415],{"title":2211,"description":2212,"path":2213,"category":1820,"date":1503,"updatedAt":1503,"sourceType":369,"source":2214,"tags":2215},"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",[1505,577,1531,1532,2216],"compatibility",{"title":2218,"description":2219,"path":2220,"category":1820,"date":503,"updatedAt":503,"sourceType":369,"source":1865,"tags":2221},"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",[1229,415,464,394,579],{"title":2223,"description":2224,"path":2225,"category":1820,"date":1013,"updatedAt":1013,"sourceType":369,"source":1985,"tags":2226},"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",[394,518,1015,1347,606],{"title":2228,"description":2229,"path":2230,"category":1820,"date":503,"updatedAt":503,"sourceType":369,"source":2231,"tags":2232},"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",[1579,1171,851,394,1987],{"title":2234,"description":2235,"path":2236,"category":1820,"date":503,"updatedAt":503,"sourceType":369,"source":2237,"tags":2238},"OpenClaw 更新观察：stable、beta、dev 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