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1 个教程主题、1 个更新主题、1 个案例主题",[14,121,122],{},"重点不是铺太多，而是每周都能稳定发出来。",[41,124,126],{"id":125},"周二到周三先写教程","周二到周三：先写教程",[14,128,129],{},"教程最值得先完成，因为它会影响本周的搜索入口。",[14,131,132],{},"推荐优先写这类选题：",[21,134,135,138,141],{},[24,136,137],{},"新增功能的中文使用指南",[24,139,140],{},"高频问题的结构化解法",[24,142,143],{},"某条完整路径的操作教程",[14,145,146],{},"写教程时尽量保留：",[21,148,149,152,155,158],{},[24,150,151],{},"场景说明",[24,153,154],{},"配置入口",[24,156,157],{},"常见坑点",[24,159,160],{},"下一步入口",[41,162,164],{"id":163},"周四补更新速览","周四：补更新速览",[14,166,167],{},"更新内容不要写成冗长 changelog。更适合的结构是：",[169,170,171,174,177,180],"ol",{},[24,172,173],{},"这次变了什么",[24,175,176],{},"哪类用户最该关注",[24,178,179],{},"需不需要立刻改配置",[24,181,182],{},"回链到教程或文档",[14,184,185],{},"这样新闻页就不会停留在“资讯消费”。",[41,187,189],{"id":188},"周五发布案例","周五：发布案例",[14,191,192],{},"案例最适合在一周后段发布，因为它适合拿去做二次分发。",[14,194,195],{},"案例页建议至少回答四个问题：",[169,197,198,201,204,207],{},[24,199,200],{},"场景原本卡在哪里",[24,202,203],{},"OpenClaw 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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",[1330,1331,1332,1333,1334],"anthropic","429","context1m","failover","reference",{"title":1336,"description":1337,"path":1338,"category":1328,"updatedAt":525,"sourceType":492,"tags":1339},"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",[1334,642,1024,1340],"diagnostics",{"title":1342,"description":1343,"path":1344,"category":1328,"updatedAt":576,"sourceType":492,"tags":1345},"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",[784,904,782,462,1346,1334],"node",{"title":1348,"description":1349,"path":1350,"category":1328,"updatedAt":685,"sourceType":492,"tags":1351},"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",[652,926,1333,616,1334],{"title":1353,"description":1354,"path":1355,"category":1328,"updatedAt":685,"sourceType":492,"tags":1356},"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",[818,1357,705,819,1334],"bootstrapToken",{"title":1359,"description":1360,"path":1361,"category":1334,"updatedAt":611,"sourceType":492,"tags":1362},"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",[1363,615,661,624,1225,614],"templates",{"title":1365,"description":1366,"path":1367,"category":1328,"updatedAt":675,"sourceType":492,"tags":1368},"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",[818,1369,464,1370,1154],"allowFrom","account",{"title":1372,"description":1373,"path":1374,"category":1328,"updatedAt":780,"sourceType":492,"tags":1375},"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",[642,1334,1376,1377],"commands","terminal",{"title":1379,"description":1380,"path":1381,"category":1328,"updatedAt":685,"sourceType":492,"tags":1382},"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",[1383,1384,652,650,1334],"cloudflare-ai-gateway","headers",{"title":1386,"description":1387,"path":1388,"category":1389,"updatedAt":576,"sourceType":730,"tags":1390},"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",[730,1391,1392,1393],"github","issues","feedback",{"title":1395,"description":1396,"path":1397,"category":1328,"updatedAt":780,"sourceType":492,"tags":1398},"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",[476,1334,1399,1400],"settings","options",{"title":1402,"description":1403,"path":1404,"category":1328,"updatedAt":533,"sourceType":492,"tags":1405},"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",[739,818,819,760,1154],{"title":1407,"description":1408,"path":1409,"category":1328,"updatedAt":685,"sourceType":492,"tags":1410},"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",[640,898,1411,984,1334],"scheduler",{"title":1413,"description":1414,"path":1415,"category":1328,"updatedAt":1093,"sourceType":492,"tags":1416},"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",[520,759,1417,1418,652],"secretref","sessionStorage",{"title":1420,"description":1421,"path":1422,"category":1423,"updatedAt":780,"sourceType":492,"tags":1424},"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",[1425,1426,1427,1173,887],"debugging","debug","runtime-overrides",{"title":1429,"description":1430,"path":1431,"category":1328,"updatedAt":657,"sourceType":492,"tags":1432},"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",[1340,1433,1434,1426,1334],"logging","flags",{"title":1436,"description":1437,"path":1438,"category":1328,"updatedAt":657,"sourceType":492,"tags":1439},"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",[679,1440,1441,660,1334],"dmScope","identityLinks",{"title":1443,"description":1444,"path":1445,"category":1328,"updatedAt":657,"sourceType":492,"tags":1446},"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",[1173,1174,1340,1447,1334],"migrations",{"title":1449,"description":1450,"path":1451,"category":1328,"updatedAt":657,"sourceType":492,"tags":1452},"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",[1027,476,687,1453,1334],"shell",{"title":1455,"description":1456,"path":1457,"category":1328,"updatedAt":576,"sourceType":438,"tags":1458},"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",[1459,1246,730,1460,1248],"sources","trust",{"title":1462,"description":1463,"path":1464,"category":1328,"updatedAt":533,"sourceType":492,"tags":1465},"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",[462,1466,642,1101,632],"rpc",{"title":1468,"description":1469,"path":1470,"category":1328,"updatedAt":657,"sourceType":492,"tags":1471},"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",[818,819,462,631,1334],{"title":1473,"description":1474,"path":1475,"category":1328,"updatedAt":1093,"sourceType":492,"tags":1476},"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",[679,462,591,520,1334],{"title":1478,"description":1479,"path":1480,"category":1328,"updatedAt":685,"sourceType":492,"tags":1481},"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",[462,1101,1482,1483,1334],"protocol","scopes",{"title":1485,"description":1486,"path":1487,"category":1328,"updatedAt":675,"sourceType":492,"tags":1488},"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",[678,1489,660,904,837],"mention",{"title":1491,"description":1492,"path":1493,"category":1328,"updatedAt":685,"sourceType":492,"tags":1494},"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",[1147,1495,1496,1497,1334],"visibility","activeHours","alerts",{"title":1499,"description":1500,"path":1501,"category":1328,"updatedAt":675,"sourceType":492,"tags":1502},"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",[1095,1101,1503,462,1334],"sdk",{"title":1505,"description":1506,"path":1507,"category":1328,"updatedAt":675,"sourceType":492,"tags":1508},"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",[476,1509,1125,1510,1334],"include","arrays",{"title":1512,"description":1513,"path":1514,"category":1328,"updatedAt":657,"sourceType":492,"tags":1515},"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",[933,1516,784,443,1334],"invoke",{"title":1518,"description":1519,"path":1520,"category":1328,"updatedAt":685,"sourceType":492,"tags":1521},"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",[466,1522,1523,1524,1525,1334],"hybrid-search","ranking","mmr","retrieval",{"title":1527,"description":1528,"path":1529,"category":1328,"updatedAt":576,"sourceType":492,"tags":1530},"models status --probe 和 auth profiles 应该怎么看","基于最新官方 Models CLI 文档，解释 openclaw models status --probe、--probe-provider 与认证 profile 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权限”四层联动的信任链。","/news/openclaw-browser-trust-chain-watch-2026-03-29","https://docs.openclaw.ai/gateway/trusted-proxy-auth",[520,1307,818,535,485],{"title":1946,"description":1947,"path":1948,"category":1898,"date":576,"updatedAt":576,"sourceType":492,"source":1906,"tags":1949},"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",[705,707,784,464,1261],{"title":1951,"description":1952,"path":1953,"category":1749,"date":459,"updatedAt":459,"sourceType":730,"source":1954,"tags":1955},"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",[1629,731,1752,1705],{"title":1957,"description":1958,"path":1959,"category":1898,"date":576,"updatedAt":576,"sourceType":492,"source":1960,"tags":1961},"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",[713,477,722,723,1962,714],"telemetry",{"title":1964,"description":1965,"path":1966,"category":1691,"date":533,"updatedAt":533,"sourceType":492,"source":1967,"tags":1968},"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",[642,462,1466,632,484],{"title":1970,"description":1971,"path":1972,"category":1898,"date":657,"updatedAt":657,"sourceType":492,"source":1973,"tags":1974},"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",[476,1027,659,1975,484],"overrides",{"title":1977,"description":1978,"path":1979,"category":1691,"date":533,"updatedAt":533,"sourceType":492,"source":1886,"tags":1980},"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",[1049,1050,616,466,1981],"continuity",{"title":1983,"description":1984,"path":1985,"category":1691,"date":533,"updatedAt":533,"sourceType":492,"source":1986,"tags":1987},"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",[739,520,1133,818,535],{"title":1989,"description":1990,"path":1991,"category":1898,"date":1093,"updatedAt":1093,"sourceType":492,"source":1912,"tags":1992},"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",[473,477,731,1629],{"title":2006,"description":2007,"path":2008,"category":1898,"date":675,"updatedAt":675,"sourceType":492,"source":2009,"tags":2010},"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",[819,818,759,1167,2011],"rotate",{"title":2013,"description":2014,"path":2015,"category":1898,"date":657,"updatedAt":657,"sourceType":492,"source":2016,"tags":2017},"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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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",[2030,2031,2032,2033],"education","adoption","ai-tutor","higher-education",{"title":2035,"description":2036,"path":2037,"category":2027,"date":459,"updatedAt":459,"sourceType":730,"source":2038,"tags":2039},"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",[483,1631,443,1629],{"title":2041,"description":2042,"path":2043,"category":1691,"date":533,"updatedAt":533,"sourceType":492,"source":2044,"tags":2045},"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",[477,713,568,570,732],{"title":2047,"description":2048,"path":2049,"category":1898,"date":637,"updatedAt":637,"sourceType":492,"source":2050,"tags":2051},"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",[796,797,798,799,464,800],{"title":2053,"description":2054,"path":2055,"category":1898,"date":675,"updatedAt":675,"sourceType":492,"source":2056,"tags":2057},"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",[462,818,2058,759,631],"pending",{"title":2060,"description":2061,"path":2062,"category":1898,"date":1093,"updatedAt":1093,"sourceType":492,"source":2063,"tags":2064},"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",[462,679,591,520,2065],"state",{"title":2067,"description":2068,"path":2069,"category":1898,"date":675,"updatedAt":675,"sourceType":492,"source":2070,"tags":2071},"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 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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",[2090,466,767,2127,2128],"vector-search","knowledge",{"title":2130,"description":2131,"path":2132,"category":1898,"date":675,"updatedAt":675,"sourceType":492,"source":2133,"tags":2134},"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",[1489,678,705,707,774],{"title":2136,"description":2137,"path":2138,"category":1898,"date":657,"updatedAt":657,"sourceType":492,"source":2139,"tags":2140},"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",[837,591,660,841,464],{"title":2142,"description":2143,"path":2144,"category":1898,"date":576,"updatedAt":576,"sourceType":492,"source":1967,"tags":2145},"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",[584,1531,650,652,1210],{"title":2147,"description":2148,"path":2149,"category":1898,"date":675,"updatedAt":675,"sourceType":492,"source":2150,"tags":2151},"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",[631,817,462,818,819],{"title":2153,"description":2154,"path":2155,"category":1691,"date":533,"updatedAt":533,"sourceType":492,"source":2156,"tags":2157},"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",[519,1676,945,1677,1249],{"title":2159,"description":2160,"path":2161,"category":1898,"date":1093,"updatedAt":1093,"sourceType":492,"source":1986,"tags":2162},"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",[1261,760,739,818,535],{"title":2164,"description":2165,"path":2166,"category":1898,"date":685,"updatedAt":685,"sourceType":492,"source":2167,"tags":2168},"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",[520,591,1101,1261,632],{"title":2170,"description":2171,"path":2172,"category":1898,"date":675,"updatedAt":675,"sourceType":492,"source":2009,"tags":2173},"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",[818,1369,464,1370,484],{"title":2175,"description":2176,"path":2177,"category":1691,"date":533,"updatedAt":533,"sourceType":492,"source":2178,"tags":2179},"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",[568,731,570,730,732],{"title":2181,"description":2182,"path":2183,"category":1898,"date":576,"updatedAt":576,"sourceType":492,"source":2184,"tags":2185},"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",[568,713,1543,1544,1248],{"title":2187,"description":2188,"path":2189,"category":1898,"date":576,"updatedAt":576,"sourceType":492,"source":2190,"tags":2191},"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",[932,933,443,784,569],{"title":2193,"description":2194,"path":2195,"category":1898,"date":685,"updatedAt":685,"sourceType":492,"source":2196,"tags":2197},"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",[650,584,631,652,951],{"title":2199,"description":2200,"path":2201,"category":1898,"date":685,"updatedAt":685,"sourceType":492,"source":2202,"tags":2203},"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",[650,1333,584,462,484],{"title":2205,"description":2206,"path":2207,"category":1691,"date":533,"updatedAt":533,"sourceType":492,"source":1886,"tags":2208},"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",[1246,1247,1249,1248],{"title":2210,"description":2211,"path":2212,"category":1898,"date":657,"updatedAt":657,"sourceType":492,"source":1912,"tags":2213},"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",[520,818,631,535,1154],{"title":2215,"description":2216,"path":2217,"category":1898,"date":675,"updatedAt":675,"sourceType":492,"source":2218,"tags":2219},"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",[660,659,2220,464,661],"threads",{"title":2222,"description":2223,"path":2224,"category":1898,"date":637,"updatedAt":637,"sourceType":492,"source":2225,"tags":2226},"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",[992,879,993,561,465],{"title":2228,"description":2229,"path":2230,"category":1898,"date":675,"updatedAt":675,"sourceType":492,"source":2231,"tags":2232},"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",[1571,2233,2234,1570,484],"snapshot","rotation",{"title":2236,"description":2237,"path":2238,"category":1898,"date":675,"updatedAt":675,"sourceType":492,"source":2098,"tags":2239},"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",[679,485,1440,818,1287],{"title":2241,"description":2242,"path":2243,"category":1898,"date":576,"updatedAt":576,"sourceType":492,"source":2244,"tags":2245},"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",[485,1272,1274,1273,484],{"title":2247,"description":2248,"path":2249,"category":2250,"date":459,"updatedAt":459,"sourceType":730,"source":2251,"tags":2252},"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",[485,2253,850,483],"compliance",{"title":2255,"description":2256,"path":2257,"category":1898,"date":657,"updatedAt":657,"sourceType":492,"source":2231,"tags":2258},"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",[485,1570,784,2259,484],"proxy",{"title":2261,"description":2262,"path":2263,"category":1898,"date":1581,"updatedAt":1581,"sourceType":492,"source":2264,"tags":2265},"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",[679,1584,1050,1583,462],{"title":2267,"description":2268,"path":2269,"category":1898,"date":1581,"updatedAt":1581,"sourceType":492,"source":2270,"tags":2271},"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",[616,642,1590,1272,484],{"title":2273,"description":2274,"path":2275,"category":1898,"date":675,"updatedAt":675,"sourceType":492,"source":2276,"tags":2277},"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",[485,1287,1288,2278,462],"sandbox",{"title":2280,"description":2281,"path":2282,"category":1691,"date":533,"updatedAt":533,"sourceType":492,"source":2088,"tags":2283},"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",[2090,730,705,477,512],{"title":2285,"description":2286,"path":2287,"category":1898,"date":685,"updatedAt":685,"sourceType":492,"source":2276,"tags":2288},"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",[1287,1441,677,660,485],{"title":2290,"description":2291,"path":2292,"category":1898,"date":1581,"updatedAt":1581,"sourceType":492,"source":2293,"tags":2294},"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",[1583,650,1609,1610,2295],"compatibility",{"title":2297,"description":2298,"path":2299,"category":1898,"date":576,"updatedAt":576,"sourceType":492,"source":1943,"tags":2300},"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",[1307,485,535,462,652],{"title":2302,"description":2303,"path":2304,"category":1898,"date":1093,"updatedAt":1093,"sourceType":492,"source":2063,"tags":2305},"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",[462,591,1095,1425,679],{"title":2307,"description":2308,"path":2309,"category":1898,"date":576,"updatedAt":576,"sourceType":492,"source":2310,"tags":2311},"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",[1657,1249,926,462,2065],{"title":2313,"description":2314,"path":2315,"category":1898,"date":576,"updatedAt":576,"sourceType":492,"source":2316,"tags":2317},"OpenClaw 更新观察：stable、beta、dev 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