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--check\n",[14,103,104],{},"这条命令最大的好处是：",[21,106,107,110,113],{},[24,108,109],{},"不依赖额外脚本",[24,111,112],{},"适合 cron / systemd",[24,114,115],{},"直接用退出码表达状态",[14,117,118],{},"对大多数环境来说，这已经足够成为第一层告警。",[43,120,122],{"id":121},"为什么只看-api-key-是否存在还不够","为什么只看 API key 是否存在还不够",[14,124,125],{},"OpenClaw 现在的 auth profile 体系已经不是“有没有一把 key”这么简单了。",[14,127,128],{},"根据官方 Model Failover 文档，长期运行里还会涉及：",[21,130,131,134,137,140],{},[24,132,133],{},"多 profile 共存",[24,135,136],{},"OAuth 和 API key 混合",[24,138,139],{},"失败后的 cooldown",[24,141,142],{},"账单或额度异常后的 disable",[14,144,145],{},"所以哪怕配置文件里看起来“像是有凭据”，运行时也可能已经在坏状态。",[43,147,148],{"id":148},"监控里最该看的三类信号",[150,151,153],"h3",{"id":152},"_1-缺失或过期","1. 缺失或过期",[14,155,156],{},"这是最基础的一层。",[14,158,159,160,162,163,166],{},"如果 ",[27,161,29],{}," 非 ",[27,164,165],{},"0","，首先就要确认：",[21,168,169,172,175],{},[24,170,171],{},"是缺失凭据",[24,173,174],{},"还是 OAuth 已过期",[24,176,177],{},"还是进入预警窗口",[150,179,181],{"id":180},"_2-provider-级不稳定","2. provider 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轮转也值得纳入运维视角",[14,252,253],{},"官方 Model Failover 文档现在把 auth profile 轮转机制讲得很细，这意味着一件事：",[21,255,256],{},[24,257,258],{},"OpenClaw 并不是“坏了就彻底坏”",[14,260,261],{},"很多时候它会先尝试：",[21,263,264,267,270],{},[24,265,266],{},"轮转到下一个 profile",[24,268,269],{},"把失败 profile 放入 cooldown",[24,271,272],{},"再必要时切模型 fallback",[14,274,275],{},"这很好，但也意味着如果你从来不看这层，就可能长期在“勉强活着”的状态里运行。",[43,277,278],{"id":278},"中文站建议的落地方式",[14,280,281],{},"如果你是个人或小团队环境，建议先做最小版本：",[21,283,284,289],{},[24,285,286,287],{},"每小时或每天跑一次 ",[27,288,29],{},[24,290,291,292,295],{},"发现 ",[27,293,294],{},"1/2"," 就人工介入",[14,297,298],{},"如果你已经是长期运行环境，再加：",[21,300,301,304,307],{},[24,302,303],{},"抓 JSON 输出",[24,305,306],{},"记录 provider/auth 状态变化",[24,308,309],{},"区分 dev / prod 的凭据与告警",[14,311,312],{},"这会比“等任务失败再查”轻很多。",[43,314,315],{"id":315},"下一步推荐",[21,317,318,325,331],{},[24,319,320],{},[321,322,324],"a",{"href":323},"/docs/operations/models-status-and-health-checks","用 models status 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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",[642,710,711,663,1001],{"title":1247,"description":1248,"path":1249,"category":1174,"updatedAt":587,"sourceType":371,"tags":1250},"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",[986,790,1251,1252,1179],"scheduler","queue",{"title":1254,"description":1255,"path":1256,"category":1174,"updatedAt":939,"sourceType":371,"tags":1257},"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",[455,662,1258,1259,375],"secretref","sessionStorage",{"title":1261,"description":1262,"path":1263,"category":1264,"updatedAt":425,"sourceType":371,"tags":1265},"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",[1266,1267,1268,1020,779],"debugging","debug","runtime-overrides",{"title":1270,"description":1271,"path":1272,"category":1174,"updatedAt":559,"sourceType":371,"tags":1273},"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",[1185,1274,1275,1267,1179],"logging","flags",{"title":1277,"description":1278,"path":1279,"category":1174,"updatedAt":559,"sourceType":371,"tags":1280},"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",[581,1281,1282,562,1179],"dmScope","identityLinks",{"title":1284,"description":1285,"path":1286,"category":1174,"updatedAt":559,"sourceType":371,"tags":1287},"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",[1020,1021,1185,1288,1179],"migrations",{"title":1290,"description":1291,"path":1292,"category":1174,"updatedAt":559,"sourceType":371,"tags":1293},"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",[882,411,589,1294,1179],"shell",{"title":1296,"description":1297,"path":1298,"category":1174,"updatedAt":509,"sourceType":394,"tags":1299},"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",[1300,1092,633,1301,1094],"sources","trust",{"title":1303,"description":1304,"path":1305,"category":1174,"updatedAt":380,"sourceType":371,"tags":1306},"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",[397,1307,843,947,554],"rpc",{"title":1309,"description":1310,"path":1311,"category":1174,"updatedAt":559,"sourceType":371,"tags":1312},"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",[710,711,397,553,1179],{"title":1314,"description":1315,"path":1316,"category":1174,"updatedAt":939,"sourceType":371,"tags":1317},"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",[581,397,523,455,1179],{"title":1319,"description":1320,"path":1321,"category":1174,"updatedAt":587,"sourceType":371,"tags":1322},"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",[397,947,1323,1324,1179],"protocol","scopes",{"title":1326,"description":1327,"path":1328,"category":1174,"updatedAt":577,"sourceType":371,"tags":1329},"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 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各自在修正什么问题。","/docs/reference/memory-hybrid-search-and-ranking-pipeline",[401,1363,1364,1365,1366,1179],"hybrid-search","ranking","mmr","retrieval",{"title":1368,"description":1369,"path":1370,"category":1174,"updatedAt":509,"sourceType":371,"tags":1371},"models status --probe 和 auth profiles 应该怎么看","基于最新官方 Models CLI 文档，解释 openclaw models status --probe、--probe-provider 与认证 profile 的关系，帮助团队区分“配置看起来对”和“当前真的能连通”。","/docs/reference/models-status-probe-and-auth-profiles",[374,1372,375,670,1179],"probe",{"title":1374,"description":1375,"path":1376,"category":1174,"updatedAt":877,"sourceType":371,"tags":1377},"配对审批与设备授权管理","从管理员视角理解 OpenClaw 的 DM pairing、设备 pairing、allowFrom 文件和审批命令，避免把授权边界搞乱。","/docs/reference/pairing-admin",[710,711,1209,1378,1001],"credentials",{"title":1380,"description":1381,"path":1382,"category":1174,"updatedAt":509,"sourceType":371,"tags":1383},"插件安装 spec、--pin 和 update tracking 应该怎么理解","基于最新官方 plugins CLI 文档，解释 ClawHub first、npm-safe spec、--pin、prerelease opt-in 和 plugins.installs 的跟踪逻辑，帮助团队判断插件后续会按什么规则更新。","/docs/reference/plugins-install-specs-and-update-tracking",[501,616,1384,1385,1094,1179],"npm","pin",{"title":1387,"description":1388,"path":1389,"category":1264,"updatedAt":380,"sourceType":371,"tags":1390},"原始流日志怎么抓","基于最新官方 Debugging 文档，整理 OpenClaw 的 raw stream、pi-mono raw chunk 日志分别该在什么场景开启，以及如何避免把调试日志变成隐私风险。","/docs/reference/raw-stream-debugging",[1266,1391,779,670,742],"raw-stream",{"title":1393,"description":1394,"path":1395,"category":1174,"updatedAt":587,"sourceType":371,"tags":1396},"remote auth fallback 和 tlsFingerprint 应该什么时候用","基于最新官方 Remote Access 文档，解释 gateway.remote 这套远程连接参数什么时候只是兜底、什么时候会 fail closed，以及 tlsFingerprint 在 wss 场景里真正保护什么。","/docs/reference/remote-auth-fallback-and-tls-fingerprint",[468,1397,375,397,1179],"tlsFingerprint",{"title":1399,"description":1400,"path":1401,"category":1174,"updatedAt":587,"sourceType":371,"tags":1402},"回复机器人消息也算 mention 吗，pending history 又什么时候会进上下文","基于最新官方 Groups 与 Group Messages 文档，解释 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入口，以及什么时候该从连续主会话切到隔离模式。","/docs/reference/secure-dm-mode-and-owner-pinning",[581,419,1281,710,796],{"title":1420,"description":1421,"path":1422,"category":1174,"updatedAt":1423,"sourceType":371,"tags":1424},"session JSONL、compaction entry 和 branch summary 应该怎么理解","基于最新官方 Session Management Deep Dive 文档，解释 OpenClaw 的 session JSONL 结构、compaction entry、branch summary 和 store counters 分别在回答什么问题，避免把 transcript 文件当成一团无结构日志。","/docs/reference/session-jsonl-and-compaction-entries","2026-04-01",[581,1425,1426,896,1179],"transcript","jsonl",{"title":1428,"description":1429,"path":1430,"category":1174,"updatedAt":1423,"sourceType":371,"tags":1431},"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",[698,843,1432,1118,379],"store",{"title":1434,"description":1435,"path":1436,"category":1174,"updatedAt":587,"sourceType":371,"tags":1437},"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",[419,1133,1118,1438,1179],"ingress",{"title":1440,"description":1441,"path":1442,"category":1174,"updatedAt":380,"sourceType":371,"tags":1443},"status、health 和 logs 该怎么分工","基于最新官方 CLI reference，整理 openclaw status、health、logs 三组命令各自应该回答什么问题，以及值班和排障时更稳的使用顺序。","/docs/reference/status-health-and-logs",[843,1029,1444,779,1445],"health","troubleshooting",{"title":1447,"description":1448,"path":1449,"category":1174,"updatedAt":1423,"sourceType":371,"tags":1450},"对话记录清理（provider fixups）到底改了什么，不改什么","基于最新官方 Transcript Hygiene 文档，解释 OpenClaw 在运行前对 transcript 做的 provider-specific fixups、图片清理、tool 调用配对修复和思考签名清理分别解决什么问题，以及为什么它不会重写磁盘 JSONL。","/docs/reference/transcript-hygiene-and-provider-fixups",[1425,1451,670,1452,1179],"hygiene","tool-calls",{"title":1454,"description":1455,"path":1456,"category":1264,"updatedAt":451,"sourceType":371,"tags":1457},"故障排除与诊断思路","把 OpenClaw 常见问题按环境、入口、配置、认证和运行状态拆开，建立更高效的排查顺序。","/docs/reference/troubleshooting",[1445,1020,1029,779],{"title":1459,"description":1460,"path":1461,"category":1174,"updatedAt":559,"sourceType":371,"tags":1462},"WebChat 的 history、inject 和展示边界","基于最新官方 WebChat 文档，整理 chat.history 的截断/占位规则、chat.inject 的真实用途，以及为什么 WebChat 看见的 transcript 不是原始 JSONL 的一比一镜像。","/docs/reference/webchat-history-and-inject-boundaries",[523,1463,1464,1425,1179],"history","inject",{"title":1466,"description":1467,"path":1468,"category":1469,"updatedAt":509,"sourceType":371,"tags":1470},"国内云部署思路","面向中文团队整理 OpenClaw 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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",[642,455,979,710,468],{"title":1822,"description":1823,"path":1824,"category":1743,"date":939,"updatedAt":939,"sourceType":371,"source":1757,"tags":1825},"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",[455,1826,1258,375,642],"bootstrap",{"title":1828,"description":1829,"path":1830,"category":1743,"date":509,"updatedAt":509,"sourceType":371,"source":1757,"tags":1831},"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",[455,523,662,1258,562,1832],"web",{"title":1834,"description":1835,"path":1836,"category":1536,"date":393,"updatedAt":393,"sourceType":633,"source":1837,"tags":1838},"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",[408,412,634,1471],{"title":1840,"description":1841,"path":1842,"category":1743,"date":577,"updatedAt":577,"sourceType":371,"source":1843,"tags":1844},"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",[711,710,662,1014,1845],"rotate",{"title":1847,"description":1848,"path":1849,"category":1743,"date":559,"updatedAt":559,"sourceType":371,"source":1850,"tags":1851},"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",[1020,1185,1021,1266,379],{"title":1853,"description":1854,"path":1855,"category":1743,"date":577,"updatedAt":577,"sourceType":371,"source":1850,"tags":1856},"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",[1020,1021,879,1095,1185],{"title":1858,"description":1859,"path":1860,"category":1861,"date":393,"updatedAt":393,"sourceType":633,"source":1862,"tags":1863},"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",[1864,1865,1866,1867],"education","adoption","ai-tutor","higher-education",{"title":1869,"description":1870,"path":1871,"category":1861,"date":393,"updatedAt":393,"sourceType":633,"source":1872,"tags":1873},"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",[418,1473,445,1471],{"title":1875,"description":1876,"path":1877,"category":1536,"date":380,"updatedAt":380,"sourceType":371,"source":1878,"tags":1879},"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",[412,616,501,503,635],{"title":1881,"description":1882,"path":1883,"category":1743,"date":577,"updatedAt":577,"sourceType":371,"source":1884,"tags":1885},"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",[397,710,1886,662,553],"pending",{"title":1888,"description":1889,"path":1890,"category":1743,"date":939,"updatedAt":939,"sourceType":371,"source":1891,"tags":1892},"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",[397,581,523,455,1893],"state",{"title":1895,"description":1896,"path":1897,"category":1743,"date":577,"updatedAt":577,"sourceType":371,"source":1898,"tags":1899},"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",[580,1330,796,729,562],{"title":1901,"description":1902,"path":1903,"category":1743,"date":587,"updatedAt":587,"sourceType":371,"source":1898,"tags":1904},"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",[580,1403,1905,579,822],"activation",{"title":1907,"description":1908,"path":1909,"category":1743,"date":577,"updatedAt":577,"sourceType":371,"source":1910,"tags":1911},"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",[411,1350,971,1351,379],{"title":1913,"description":1914,"path":1915,"category":1536,"date":380,"updatedAt":380,"sourceType":371,"source":1916,"tags":1917},"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",[1918,1473,1919,1920,1921],"showcase","home-assistant","nix","infrastructure",{"title":1923,"description":1924,"path":1925,"category":1743,"date":559,"updatedAt":559,"sourceType":371,"source":1926,"tags":1927},"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",[698,401,896,1814,822],{"title":1929,"description":1930,"path":1931,"category":1743,"date":559,"updatedAt":559,"sourceType":371,"source":1932,"tags":1933},"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",[1095,986,698,987,379],{"title":1935,"description":1936,"path":1937,"category":1563,"date":1537,"updatedAt":451,"sourceType":1231,"source":1565,"tags":1938},"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",[1092,1165,1093,412,419],{"title":1940,"description":1941,"path":1942,"category":1743,"date":509,"updatedAt":509,"sourceType":371,"source":1943,"tags":1944},"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",[1918,401,668,1955,1956],"vector-search","knowledge",{"title":1958,"description":1959,"path":1960,"category":1743,"date":577,"updatedAt":577,"sourceType":371,"source":1961,"tags":1962},"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",[1330,580,608,610,676],{"title":1964,"description":1965,"path":1966,"category":1743,"date":559,"updatedAt":559,"sourceType":371,"source":1967,"tags":1968},"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",[729,523,562,733,399],{"title":1970,"description":1971,"path":1972,"category":1743,"date":509,"updatedAt":509,"sourceType":371,"source":1800,"tags":1973},"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",[374,1372,670,375,376],{"title":1975,"description":1976,"path":1977,"category":1743,"date":577,"updatedAt":577,"sourceType":371,"source":1978,"tags":1979},"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",[553,709,397,710,711],{"title":1981,"description":1982,"path":1983,"category":1536,"date":380,"updatedAt":380,"sourceType":371,"source":1984,"tags":1985},"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",[454,1520,1986,1521,1095],"install",{"title":1988,"description":1989,"path":1990,"category":1743,"date":939,"updatedAt":939,"sourceType":371,"source":1819,"tags":1991},"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",[1107,663,642,710,468],{"title":1993,"description":1994,"path":1995,"category":1743,"date":587,"updatedAt":587,"sourceType":371,"source":1996,"tags":1997},"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",[455,523,947,1107,554],{"title":1999,"description":2000,"path":2001,"category":1743,"date":577,"updatedAt":577,"sourceType":371,"source":1843,"tags":2002},"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",[710,1209,399,1210,379],{"title":2004,"description":2005,"path":2006,"category":1536,"date":380,"updatedAt":380,"sourceType":371,"source":2007,"tags":2008},"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",[501,634,503,633,635],{"title":2010,"description":2011,"path":2012,"category":1743,"date":509,"updatedAt":509,"sourceType":371,"source":2013,"tags":2014},"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",[670,374,553,375,822],{"title":2028,"description":2029,"path":2030,"category":1743,"date":587,"updatedAt":587,"sourceType":371,"source":2031,"tags":2032},"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",[670,378,374,397,379],{"title":2034,"description":2035,"path":2036,"category":1536,"date":380,"updatedAt":380,"sourceType":371,"source":1737,"tags":2037},"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",[1092,1093,1095,1094],{"title":2039,"description":2040,"path":2041,"category":1743,"date":559,"updatedAt":559,"sourceType":371,"source":1757,"tags":2042},"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",[455,710,553,468,1001],{"title":2044,"description":2045,"path":2046,"category":1743,"date":577,"updatedAt":577,"sourceType":371,"source":2047,"tags":2048},"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",[562,561,2049,399,563],"threads",{"title":2051,"description":2052,"path":2053,"category":1743,"date":577,"updatedAt":577,"sourceType":371,"source":2054,"tags":2055},"OpenClaw Secret 观察：active snapshot 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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",[1918,633,608,412,446],{"title":2108,"description":2109,"path":2110,"category":1743,"date":587,"updatedAt":587,"sourceType":371,"source":2099,"tags":2111},"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",[1133,1282,579,562,419],{"title":2113,"description":2114,"path":2115,"category":1743,"date":1423,"updatedAt":1423,"sourceType":371,"source":2116,"tags":2117},"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",[1425,670,1451,1452,2118],"compatibility",{"title":2120,"description":2121,"path":2122,"category":1743,"date":509,"updatedAt":509,"sourceType":371,"source":1776,"tags":2123},"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",[1153,419,468,397,375],{"title":2125,"description":2126,"path":2127,"category":1743,"date":939,"updatedAt":939,"sourceType":371,"source":1891,"tags":2128},"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",[397,523,941,1266,581],{"title":2130,"description":2131,"path":2132,"category":1743,"date":509,"updatedAt":509,"sourceType":371,"source":2133,"tags":2134},"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",[1500,1095,1197,397,1893],{"title":2136,"description":2137,"path":2138,"category":1743,"date":509,"updatedAt":509,"sourceType":371,"source":2139,"tags":2140},"OpenClaw 更新观察：stable、beta、dev 正在从版本标签变成正式 rollout 体系","基于 2026 年 3 月 24 日可见的官方 update CLI 与 Updating 文档，最近最值得关注的变化之一是更新通道和 auto-updater 行为已经被官方写成一套明确的 rollout 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级词表与设备本地开关的边界正在被官方主动强调。","/news/openclaw-voice-wake-boundary-watch-2026-03-25","https://docs.openclaw.ai/nodes/voice-wake",[656,927,928,553,711],{"title":2155,"description":2156,"path":2157,"category":1536,"date":380,"updatedAt":380,"sourceType":371,"source":1757,"tags":2158},"OpenClaw Web 入口观察：Dashboard、WebChat 与 Gateway WebSocket 正在收敛成一套更清晰的使用分工","基于 2026 年 3 月 21 日可见的官方 Dashboard、WebChat 与架构文档，整理最近最值得中文站关注的 Web 入口变化：Dashboard 的快速打开、WebChat 的 Gateway 直连，以及控制面和聊天面的职责分离。","/news/openclaw-web-surfaces-watch-2026-03-21",[455,523,947,642,1832],{"title":2160,"description":2161,"path":2162,"category":1743,"date":939,"updatedAt":939,"sourceType":371,"source":2163,"tags":2164},"OpenClaw 正在把 WebChat、Dashboard 和 API 的入口职责写得更清楚","官方最近围绕 WebChat、Session 和 API 的写法，让 Dashboard 更像控制面、WebChat 更像会话 UI、API 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的安全设计理念、数据保护机制和企业级安全特性。","/news/security-architecture",[419,742,418,410],{"title":2208,"description":2209,"path":2210,"category":2211,"date":451,"updatedAt":451,"sourceType":633,"source":2212,"tags":2213},"OpenClaw 安全最佳实践：保护你的 AI 助手免受风险","随着 OpenClaw 的普及，安全问题日益受到关注。本文整理了保护本地 AI 助手的关键安全措施和最佳实践。","/news/security-best-practices","安全公告","安全社区",[419,742,1077,511],{"title":2215,"description":2216,"path":2217,"category":1617,"date":1537,"updatedAt":451,"sourceType":371,"source":1538,"tags":2218},"OpenClaw Signal 隐私通讯集成","了解如何将 OpenClaw 连接到 Signal，实现隐私通讯。","/news/signal-privacy",[865,742,1619,428],{"title":2220,"description":2221,"path":2222,"category":1596,"date":1564,"updatedAt":425,"sourceType":1231,"source":1565,"tags":2223},"OpenClaw 技能市场突破 400 个技能","OpenClaw 技能市场迎来重要里程碑，社区贡献的技能数量突破 400 个，覆盖更多应用场景。","/news/skills-marketplace-400",[412,1659,633,2224],"marketplace",{"title":2226,"description":2227,"path":2228,"category":1617,"date":1537,"updatedAt":451,"sourceType":371,"source":1538,"tags":2229},"OpenClaw Slack 工作区集成","了解如何将 OpenClaw 集成到 Slack 工作区，实现团队协作。","/news/slack-workspace",[676,545,1619,428],{"title":2231,"description":2232,"path":2233,"category":1556,"date":1537,"updatedAt":451,"sourceType":371,"source":1538,"tags":2234},"OpenClaw Tailscale 远程访问完全指南","了解如何使用 Tailscale 安全远程访问 OpenClaw，包括 Serve、Funnel 和身份认证。","/news/tailscale-integration",[979,468,2235,419],"vpn",{"title":2237,"description":2238,"path":2239,"category":1617,"date":1537,"updatedAt":451,"sourceType":371,"source":1538,"tags":2240},"OpenClaw Telegram Bot 配置指南","了解如何创建和配置 Telegram Bot 连接到 OpenClaw。","/news/telegram-bot",[608,903,1619,428],{"title":2242,"description":2243,"path":2244,"category":2245,"date":1537,"updatedAt":451,"sourceType":371,"source":1538,"tags":2246},"OpenClaw 与 VirusTotal 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