[{"data":1,"prerenderedAt":3069},["ShallowReactive",2],{"best-practices:maintenance-lanes-and-retention":3,"content-manifest":428},{"id":4,"title":5,"body":6,"category":407,"date":408,"description":409,"difficulty":410,"extension":411,"meta":412,"navigation":413,"path":414,"seo":415,"source":416,"sourceName":417,"sourceType":418,"stem":419,"tags":420,"updatedAt":426,"__hash__":427},"bestPractices/best-practices/maintenance-lanes-and-retention.md","后台维护任务应该怎么分 lane 和保留周期",{"type":7,"value":8,"toc":383},"minimark",[9,13,17,33,36,41,44,58,61,65,68,76,79,87,90,98,102,105,108,116,119,131,135,138,143,146,171,175,182,190,193,201,205,211,219,222,230,233,237,240,244,247,252,256,258,266,270,272,280,284,287,292,295,300,303,306,309,332,335,338,342,345,349,352,356,359,362],[10,11,5],"h1",{"id":12},"后台维护任务应该怎么分-lane-和保留周期",[14,15,16],"p",{},"长期运行 OpenClaw 后，最容易失控的往往不是某个单点功能，而是“后台一直在积累的东西”：",[18,19,20,24,27,30],"ul",{},[21,22,23],"li",{},"isolated cron run sessions",[21,25,26],{},"transcripts",[21,28,29],{},"session stores",[21,31,32],{},"run logs",[14,34,35],{},"官方最近把 cron maintenance、sessions cleanup 和 doctor 这几条线都补得更清楚了，说明这已经不是边角问题，而是正式运维面。",[37,38,40],"h2",{"id":39},"第一原则不同对象要走不同-maintenance-lane","第一原则：不同对象要走不同 maintenance lane",[14,42,43],{},"更稳的理解方式是把后台维护拆成四类：",[45,46,47,50,52,55],"ol",{},[21,48,49],{},"main session 工作面",[21,51,23],{},[21,53,54],{},"session store / transcript cleanup",[21,56,57],{},"cron run logs",[14,59,60],{},"这四类对象的生命周期完全不一样，不适合拿同一条 retention 规则去管。",[37,62,64],{"id":63},"第二原则main-session-更偏连续性isolated-cron-更偏可回收","第二原则：main session 更偏连续性，isolated cron 更偏可回收",[14,66,67],{},"main session 更像：",[18,69,70,73],{},[21,71,72],{},"长期对话工作面",[21,74,75],{},"需要连续性",[14,77,78],{},"isolated cron run 更像：",[18,80,81,84],{},[21,82,83],{},"独立作业痕迹",[21,85,86],{},"跑完就应该逐步回收",[14,88,89],{},"所以更稳的默认倾向通常是：",[18,91,92,95],{},[21,93,94],{},"对 main session 保守清理",[21,96,97],{},"对 isolated cron 更积极 retention",[37,99,101],{"id":100},"第三原则run-logs-不等于-transcripts","第三原则：run logs 不等于 transcripts",[14,103,104],{},"这是很多团队最容易混淆的地方。",[14,106,107],{},"更准确的区别是：",[18,109,110,113],{},[21,111,112],{},"transcript：对话 / run 历史事实",[21,114,115],{},"run log：作业执行日志摘要",[14,117,118],{},"因此：",[18,120,121,124],{},[21,122,123],{},"session cleanup 不等于 run log pruning",[21,125,126,130],{},[127,128,129],"code",{},"cron.runLog.*"," 也不等于 session retention",[37,132,134],{"id":133},"第四原则高频-job-先控-log再考虑扩频","第四原则：高频 job 先控 log，再考虑扩频",[14,136,137],{},"官方 Cron 文档已经明确提醒：",[18,139,140],{},[21,141,142],{},"高频 scheduler 会快速放大 run-session 和 run-log 足迹",[14,144,145],{},"所以更稳的顺序应该是：",[45,147,148,151,158,168],{},[21,149,150],{},"先小规模试频率",[21,152,153,154,157],{},"先看 ",[127,155,156],{},"cron/runs/*.jsonl"," 增长速度",[21,159,160,161,164,165],{},"再调整 ",[127,162,163],{},"runLog.maxBytes"," / ",[127,166,167],{},"keepLines",[21,169,170],{},"最后才决定是否把频率继续拉高",[37,172,174],{"id":173},"第五原则cleanup-先-dry-run再-enforce","第五原则：cleanup 先 dry-run，再 enforce",[14,176,177,178,181],{},"官方 ",[127,179,180],{},"sessions cleanup"," 文档给了很好的习惯：",[18,183,184,187],{},[21,185,186],{},"先 dry-run",[21,188,189],{},"再 enforce",[14,191,192],{},"这件事对长期环境特别值，因为你真正怕的通常不是“清不掉”，而是：",[18,194,195,198],{},[21,196,197],{},"清过头",[21,199,200],{},"清掉你还在用的那一批",[37,202,204],{"id":203},"第六原则doctor-更适合做状态巡检不替代-retention-策略","第六原则：doctor 更适合做状态巡检，不替代 retention 策略",[14,206,177,207,210],{},[127,208,209],{},"doctor"," 最近也补了：",[18,212,213,216],{},[21,214,215],{},"orphan transcripts 检测和归档",[21,217,218],{},"legacy cron shape 检查",[14,220,221],{},"但它更适合：",[18,223,224,227],{},[21,225,226],{},"巡检",[21,228,229],{},"修复异常",[14,231,232],{},"而不是替代你对 retention lane 的日常设计。",[37,234,236],{"id":235},"第七原则把-one-shotisolated-recurringmain-session-recurring-分开想","第七原则：把 one-shot、isolated recurring、main-session recurring 分开想",[14,238,239],{},"这三类任务的生命周期很不一样：",[241,242,243],"h3",{"id":243},"one-shot",[14,245,246],{},"更适合：",[18,248,249],{},[21,250,251],{},"默认跑完删除",[241,253,255],{"id":254},"isolated-recurring","isolated recurring",[14,257,246],{},[18,259,260,263],{},[21,261,262],{},"积极回收 run sessions",[21,264,265],{},"控制 run logs 大小",[241,267,269],{"id":268},"main-session-recurring","main-session recurring",[14,271,246],{},[18,273,274,277],{},[21,275,276],{},"更谨慎地承接长期上下文",[21,278,279],{},"避免过度把后台任务挤进主工作面",[37,281,283],{"id":282},"第八原则保留策略应该围绕排障价值而不是全留着","第八原则：保留策略应该围绕“排障价值”而不是“全留着”",[14,285,286],{},"很多人一开始会直觉觉得：",[18,288,289],{},[21,290,291],{},"留越久越安全",[14,293,294],{},"但真正更成熟的问题是：",[18,296,297],{},[21,298,299],{},"这些记录在多长时间内还有排障价值",[14,301,302],{},"如果某类 run log 48 小时后几乎没人再看，就没必要长期无限堆着。",[37,304,305],{"id":305},"一个更稳的最小方案",[14,307,308],{},"如果你现在刚进入长期运行阶段，推荐最小组合是：",[45,310,311,317,320,326],{},[21,312,313,314],{},"isolated cron 先保留默认 ",[127,315,316],{},"24h",[21,318,319],{},"run logs 先用官方默认大小和行数",[21,321,322,323],{},"每次大改配置后先跑一次 ",[127,324,325],{},"sessions cleanup --dry-run",[21,327,328,329,331],{},"用 ",[127,330,209],{}," 定期检查 orphan / legacy 状态",[14,333,334],{},"这比一开始就自己拍脑袋定超长 retention 更稳。",[37,336,337],{"id":337},"中文用户最容易踩的坑",[241,339,341],{"id":340},"_1-把所有后台任务都丢进-isolated-cron却不看-retention","1. 把所有后台任务都丢进 isolated cron，却不看 retention",[14,343,344],{},"这样最容易默默堆出很多 run 足迹。",[241,346,348],{"id":347},"_2-把-cleanupdoctorcron-maintenance-当成一个工具","2. 把 cleanup、doctor、cron maintenance 当成一个工具",[14,350,351],{},"它们其实分别负责不同层。",[241,353,355],{"id":354},"_3-只关心任务结果不关心任务痕迹管理","3. 只关心任务结果，不关心任务痕迹管理",[14,357,358],{},"长期运维里，痕迹管理和任务成功率一样重要。",[37,360,361],{"id":361},"下一步推荐",[18,363,364,371,377],{},[21,365,366],{},[367,368,370],"a",{"href":369},"/docs/operations/cron-retention-and-run-log-pruning","Cron 的 retention 和 run log pruning 怎么工作",[21,372,373],{},[367,374,376],{"href":375},"/docs/operations/sessions-cleanup-and-maintenance","sessions cleanup 和 session maintenance 应该怎么配合",[21,378,379],{},[367,380,382],{"href":381},"/docs/operations/cron-vs-heartbeat","Cron 和 Heartbeat 应该怎么分工",{"title":384,"searchDepth":385,"depth":385,"links":386},"",2,[387,388,389,390,391,392,393,399,400,401,406],{"id":39,"depth":385,"text":40},{"id":63,"depth":385,"text":64},{"id":100,"depth":385,"text":101},{"id":133,"depth":385,"text":134},{"id":173,"depth":385,"text":174},{"id":203,"depth":385,"text":204},{"id":235,"depth":385,"text":236,"children":394},[395,397,398],{"id":243,"depth":396,"text":243},3,{"id":254,"depth":396,"text":255},{"id":268,"depth":396,"text":269},{"id":282,"depth":385,"text":283},{"id":305,"depth":385,"text":305},{"id":337,"depth":385,"text":337,"children":402},[403,404,405],{"id":340,"depth":396,"text":341},{"id":347,"depth":396,"text":348},{"id":354,"depth":396,"text":355},{"id":361,"depth":385,"text":361},"运维治理",null,"结合最新官方 Cron、sessions cleanup、doctor 和 Session 文档，总结长期运行时怎样给 isolated cron、main session、session cleanup 和 run logs 设不同的维护节奏。","高级","md",{},true,"/best-practices/maintenance-lanes-and-retention",{"title":5,"description":409},"https://docs.openclaw.ai/cron","OpenClaw 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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",[442,443,444,445,446,447],"concepts","gateway","agent","channels","tools","memory",{"title":449,"description":450,"path":451,"category":438,"updatedAt":452,"sourceType":440,"tags":453},"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",[454,455,456,457,458],"developers","teams","architecture","configuration","skills",{"title":460,"description":461,"path":462,"category":438,"updatedAt":452,"sourceType":440,"tags":463},"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",[464,425,443,465,466],"enterprise","security","upgrades",{"title":468,"description":469,"path":470,"category":438,"updatedAt":471,"sourceType":418,"tags":472},"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",[444,473,474,475],"quickstart","tutorial","basics",{"title":477,"description":478,"path":479,"category":438,"updatedAt":471,"sourceType":418,"tags":480},"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",[445,473,474,475],{"title":482,"description":483,"path":484,"category":438,"updatedAt":471,"sourceType":418,"tags":485},"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",[458,473,474,475],{"title":487,"description":488,"path":489,"category":438,"updatedAt":471,"sourceType":418,"tags":490},"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",[491,492,473,474],"workflow","automation",{"title":494,"description":495,"path":496,"category":438,"updatedAt":471,"sourceType":418,"tags":497},"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",[473,498,499,500],"installation","onboarding","dashboard",{"title":502,"description":503,"path":504,"category":438,"updatedAt":505,"sourceType":418,"tags":506},"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",[499,507,508,443],"daemon","setup",{"title":510,"description":511,"path":512,"category":438,"updatedAt":513,"sourceType":418,"tags":514},"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","2026-03-21",[499,515,516,443,517],"remote","local","wizard",{"title":519,"description":520,"path":521,"category":438,"updatedAt":452,"sourceType":440,"tags":522},"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",[523,524,500,445,458],"personal","getting-started",{"title":526,"description":527,"path":528,"category":529,"updatedAt":505,"sourceType":418,"tags":530},"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",[531,532,533,499],"reading-path","overview","docs",{"title":535,"description":536,"path":537,"category":538,"updatedAt":539,"sourceType":418,"tags":540},"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",[532,541,445,542],"self-hosted","assistant",{"title":544,"description":545,"path":546,"category":438,"updatedAt":452,"sourceType":440,"tags":547},"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",[458,548,549,550,551],"plugins","multi-agent","hooks","decision",{"title":553,"description":554,"path":555,"category":438,"updatedAt":556,"sourceType":440,"tags":557},"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",[445,499,551,443,558],"safety",{"title":560,"description":561,"path":562,"category":438,"updatedAt":556,"sourceType":440,"tags":563},"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",[564,565,465,551,524],"models","configurations",{"title":567,"description":568,"path":569,"category":438,"updatedAt":556,"sourceType":440,"tags":570},"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 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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",[1300,1301,1302,1303,1304],"anthropic","429","context1m","failover","reference",{"title":1306,"description":1307,"path":1308,"category":1298,"updatedAt":505,"sourceType":418,"tags":1309},"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",[1304,620,1001,1310],"diagnostics",{"title":1312,"description":1313,"path":1314,"category":1298,"updatedAt":556,"sourceType":418,"tags":1315},"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",[761,881,759,443,1316,1304],"node",{"title":1318,"description":1319,"path":1320,"category":1298,"updatedAt":662,"sourceType":418,"tags":1321},"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",[630,903,1303,423,1304],{"title":1323,"description":1324,"path":1325,"category":1298,"updatedAt":662,"sourceType":418,"tags":1326},"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",[795,1327,682,796,1304],"bootstrapToken",{"title":1329,"description":1330,"path":1331,"category":1304,"updatedAt":591,"sourceType":418,"tags":1332},"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",[1333,595,638,603,1197,594],"templates",{"title":1335,"description":1336,"path":1337,"category":1298,"updatedAt":652,"sourceType":418,"tags":1338},"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",[795,1339,445,1340,1127],"allowFrom","account",{"title":1342,"description":1343,"path":1344,"category":1298,"updatedAt":757,"sourceType":418,"tags":1345},"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",[620,1304,1346,1347],"commands","terminal",{"title":1349,"description":1350,"path":1351,"category":1298,"updatedAt":662,"sourceType":418,"tags":1352},"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",[1353,1354,630,628,1304],"cloudflare-ai-gateway","headers",{"title":1356,"description":1357,"path":1358,"category":1359,"updatedAt":556,"sourceType":707,"tags":1360},"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",[707,1361,1362,1363],"github","issues","feedback",{"title":1365,"description":1366,"path":1367,"category":1298,"updatedAt":757,"sourceType":418,"tags":1368},"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",[457,1304,1369,1370],"settings","options",{"title":1372,"description":1373,"path":1374,"category":1298,"updatedAt":513,"sourceType":418,"tags":1375},"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",[716,795,796,737,1127],{"title":1377,"description":1378,"path":1379,"category":1298,"updatedAt":662,"sourceType":418,"tags":1380},"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",[422,875,1381,961,1304],"scheduler",{"title":1383,"description":1384,"path":1385,"category":1298,"updatedAt":1070,"sourceType":418,"tags":1386},"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",[500,736,1387,1388,630],"secretref","sessionStorage",{"title":1390,"description":1391,"path":1392,"category":1393,"updatedAt":757,"sourceType":418,"tags":1394},"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",[1395,1396,1397,209,864],"debugging","debug","runtime-overrides",{"title":1399,"description":1400,"path":1401,"category":1298,"updatedAt":426,"sourceType":418,"tags":1402},"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",[1310,1403,1404,1396,1304],"logging","flags",{"title":1406,"description":1407,"path":1408,"category":1298,"updatedAt":426,"sourceType":418,"tags":1409},"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",[656,1410,1411,637,1304],"dmScope","identityLinks",{"title":1413,"description":1414,"path":1415,"category":1298,"updatedAt":426,"sourceType":418,"tags":1416},"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",[209,1146,1310,1417,1304],"migrations",{"title":1419,"description":1420,"path":1421,"category":1298,"updatedAt":426,"sourceType":418,"tags":1422},"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",[1004,457,664,1423,1304],"shell",{"title":1425,"description":1426,"path":1427,"category":1298,"updatedAt":556,"sourceType":440,"tags":1428},"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",[1429,1220,707,1430,1222],"sources","trust",{"title":1432,"description":1433,"path":1434,"category":1298,"updatedAt":513,"sourceType":418,"tags":1435},"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",[443,1436,620,1078,611],"rpc",{"title":1438,"description":1439,"path":1440,"category":1298,"updatedAt":426,"sourceType":418,"tags":1441},"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",[795,796,443,610,1304],{"title":1443,"description":1444,"path":1445,"category":1298,"updatedAt":1070,"sourceType":418,"tags":1446},"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",[656,443,571,500,1304],{"title":1448,"description":1449,"path":1450,"category":1298,"updatedAt":662,"sourceType":418,"tags":1451},"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",[443,1078,1452,1453,1304],"protocol","scopes",{"title":1455,"description":1456,"path":1457,"category":1298,"updatedAt":652,"sourceType":418,"tags":1458},"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",[655,1459,637,881,814],"mention",{"title":1461,"description":1462,"path":1463,"category":1298,"updatedAt":662,"sourceType":418,"tags":1464},"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",[1120,1465,1466,1467,1304],"visibility","activeHours","alerts",{"title":1469,"description":1470,"path":1471,"category":1298,"updatedAt":652,"sourceType":418,"tags":1472},"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",[1072,1078,1473,443,1304],"sdk",{"title":1475,"description":1476,"path":1477,"category":1298,"updatedAt":652,"sourceType":418,"tags":1478},"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",[457,1479,1102,1480,1304],"include","arrays",{"title":1482,"description":1483,"path":1484,"category":1298,"updatedAt":426,"sourceType":418,"tags":1485},"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",[910,1486,761,491,1304],"invoke",{"title":1488,"description":1489,"path":1490,"category":1298,"updatedAt":662,"sourceType":418,"tags":1491},"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",[447,1492,1493,1494,1495,1304],"hybrid-search","ranking","mmr","retrieval",{"title":1497,"description":1498,"path":1499,"category":1298,"updatedAt":556,"sourceType":418,"tags":1500},"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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正在从能接入走向能治理。","/news/openclaw-bedrock-guardrails-watch-2026-04-30","https://docs.openclaw.ai/providers/bedrock",[626,627,629,628,928],{"title":1904,"description":1905,"path":1906,"category":1868,"date":652,"updatedAt":652,"sourceType":418,"source":1907,"tags":1908},"OpenClaw 开始把 Broadcast Groups 从路由技巧推进成多代理协作入口","官方最新 Broadcast Groups 文档把多 agent 同群运行的触发条件、session 隔离和处理策略写得更完整了，也让它和普通 bindings 的分工更清楚。","/news/openclaw-broadcast-groups-watch-2026-03-25","https://docs.openclaw.ai/channels/broadcast-groups",[654,638,655,637,683],{"title":1910,"description":1911,"path":1912,"category":1868,"date":662,"updatedAt":662,"sourceType":418,"source":1913,"tags":1914},"OpenClaw 的浏览器管理员面正在收成一条完整信任链","官方最近围绕 Pairing、Remote Access、Trusted Proxy Auth 和 Dashboard 的文档更新，正在把浏览器入口从“页面能打开”收敛成“地址、认证、设备与 operator 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",[500,1277,795,515,465],{"title":1916,"description":1917,"path":1918,"category":1868,"date":556,"updatedAt":556,"sourceType":418,"source":1876,"tags":1919},"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",[682,684,761,445,1234],{"title":1921,"description":1922,"path":1923,"category":1719,"date":439,"updatedAt":439,"sourceType":707,"source":1924,"tags":1925},"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",[1599,708,1722,1675],{"title":1927,"description":1928,"path":1929,"category":1868,"date":556,"updatedAt":556,"sourceType":418,"source":1930,"tags":1931},"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",[690,458,699,700,1932,691],"telemetry",{"title":1934,"description":1935,"path":1936,"category":1661,"date":513,"updatedAt":513,"sourceType":418,"source":1937,"tags":1938},"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",[620,443,1436,611,425],{"title":1940,"description":1941,"path":1942,"category":1868,"date":426,"updatedAt":426,"sourceType":418,"source":1943,"tags":1944},"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",[457,1004,636,1945,425],"overrides",{"title":1947,"description":1948,"path":1949,"category":1661,"date":513,"updatedAt":513,"sourceType":418,"source":1856,"tags":1950},"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",[1026,1027,423,447,1951],"continuity",{"title":1953,"description":1954,"path":1955,"category":1661,"date":513,"updatedAt":513,"sourceType":418,"source":1956,"tags":1957},"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",[716,500,1110,795,515],{"title":1959,"description":1960,"path":1961,"category":1868,"date":1070,"updatedAt":1070,"sourceType":418,"source":1882,"tags":1962},"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",[500,595,1387,630,716],{"title":1964,"description":1965,"path":1966,"category":1868,"date":556,"updatedAt":556,"sourceType":418,"source":1882,"tags":1967},"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",[500,571,736,1387,637,1968],"web",{"title":1970,"description":1971,"path":1972,"category":1661,"date":439,"updatedAt":439,"sourceType":707,"source":1973,"tags":1974},"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",[454,458,708,1599],{"title":1976,"description":1977,"path":1978,"category":1868,"date":652,"updatedAt":652,"sourceType":418,"source":1979,"tags":1980},"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",[796,795,736,1140,1981],"rotate",{"title":1983,"description":1984,"path":1985,"category":1868,"date":426,"updatedAt":426,"sourceType":418,"source":1986,"tags":1987},"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",[2000,2001,2002,2003],"education","adoption","ai-tutor","higher-education",{"title":2005,"description":2006,"path":2007,"category":1997,"date":439,"updatedAt":439,"sourceType":707,"source":2008,"tags":2009},"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",[464,1601,491,1599],{"title":2011,"description":2012,"path":2013,"category":1661,"date":513,"updatedAt":513,"sourceType":418,"source":2014,"tags":2015},"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",[458,690,548,550,709],{"title":2017,"description":2018,"path":2019,"category":1868,"date":616,"updatedAt":616,"sourceType":418,"source":2020,"tags":2021},"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",[773,774,775,776,445,777],{"title":2023,"description":2024,"path":2025,"category":1868,"date":652,"updatedAt":652,"sourceType":418,"source":2026,"tags":2027},"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",[443,795,2028,736,610],"pending",{"title":2030,"description":2031,"path":2032,"category":1868,"date":1070,"updatedAt":1070,"sourceType":418,"source":2033,"tags":2034},"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",[443,656,571,500,2035],"state",{"title":2037,"description":2038,"path":2039,"category":1868,"date":652,"updatedAt":652,"sourceType":418,"source":2040,"tags":2041},"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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和控制面交接写成同一条管理面问题。","/news/openclaw-operator-browser-watch-2026-03-26",[1234,737,716,795,515],{"title":2133,"description":2134,"path":2135,"category":1868,"date":662,"updatedAt":662,"sourceType":418,"source":2136,"tags":2137},"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",[500,571,1078,1234,611],{"title":2139,"description":2140,"path":2141,"category":1868,"date":652,"updatedAt":652,"sourceType":418,"source":1979,"tags":2142},"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",[795,1339,445,1340,425],{"title":2144,"description":2145,"path":2146,"category":1661,"date":513,"updatedAt":513,"sourceType":418,"source":2147,"tags":2148},"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",[548,708,550,707,709],{"title":2150,"description":2151,"path":2152,"category":1868,"date":556,"updatedAt":556,"sourceType":418,"source":2153,"tags":2154},"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",[628,564,610,630,928],{"title":2168,"description":2169,"path":2170,"category":1868,"date":662,"updatedAt":662,"sourceType":418,"source":2171,"tags":2172},"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",[628,1303,564,443,425],{"title":2174,"description":2175,"path":2176,"category":1661,"date":513,"updatedAt":513,"sourceType":418,"source":1856,"tags":2177},"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",[1220,1221,421,1222],{"title":2179,"description":2180,"path":2181,"category":1868,"date":426,"updatedAt":426,"sourceType":418,"source":1882,"tags":2182},"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",[500,795,610,515,1127],{"title":2184,"description":2185,"path":2186,"category":1868,"date":652,"updatedAt":652,"sourceType":418,"source":2187,"tags":2188},"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",[637,636,2189,445,638],"threads",{"title":2191,"description":2192,"path":2193,"category":1868,"date":616,"updatedAt":616,"sourceType":418,"source":2194,"tags":2195},"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",[969,856,970,541,446],{"title":2197,"description":2198,"path":2199,"category":1868,"date":652,"updatedAt":652,"sourceType":418,"source":2200,"tags":2201},"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",[1541,2202,2203,1540,425],"snapshot","rotation",{"title":2205,"description":2206,"path":2207,"category":1868,"date":652,"updatedAt":652,"sourceType":418,"source":2068,"tags":2208},"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",[656,465,1410,795,1257],{"title":2210,"description":2211,"path":2212,"category":1868,"date":556,"updatedAt":556,"sourceType":418,"source":2213,"tags":2214},"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",[465,1245,1247,1246,425],{"title":2216,"description":2217,"path":2218,"category":2219,"date":439,"updatedAt":439,"sourceType":707,"source":2220,"tags":2221},"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",[465,2222,827,464],"compliance",{"title":2224,"description":2225,"path":2226,"category":1868,"date":426,"updatedAt":426,"sourceType":418,"source":2200,"tags":2227},"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",[465,1540,761,2228,425],"proxy",{"title":2230,"description":2231,"path":2232,"category":1868,"date":1551,"updatedAt":1551,"sourceType":418,"source":2233,"tags":2234},"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",[656,1554,1027,1553,443],{"title":2236,"description":2237,"path":2238,"category":1868,"date":1551,"updatedAt":1551,"sourceType":418,"source":2239,"tags":2240},"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",[423,620,1560,1245,425],{"title":2242,"description":2243,"path":2244,"category":1868,"date":652,"updatedAt":652,"sourceType":418,"source":2245,"tags":2246},"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",[465,1257,1258,2247,443],"sandbox",{"title":2249,"description":2250,"path":2251,"category":1661,"date":513,"updatedAt":513,"sourceType":418,"source":2058,"tags":2252},"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",[2060,707,682,458,492],{"title":2254,"description":2255,"path":2256,"category":1868,"date":662,"updatedAt":662,"sourceType":418,"source":2245,"tags":2257},"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",[1257,1411,654,637,465],{"title":2259,"description":2260,"path":2261,"category":1868,"date":1551,"updatedAt":1551,"sourceType":418,"source":2262,"tags":2263},"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",[1553,628,1579,1580,2264],"compatibility",{"title":2266,"description":2267,"path":2268,"category":1868,"date":556,"updatedAt":556,"sourceType":418,"source":1913,"tags":2269},"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",[1277,465,515,443,630],{"title":2271,"description":2272,"path":2273,"category":1868,"date":1070,"updatedAt":1070,"sourceType":418,"source":2033,"tags":2274},"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",[443,571,1072,1395,656],{"title":2276,"description":2277,"path":2278,"category":1868,"date":556,"updatedAt":556,"sourceType":418,"source":2279,"tags":2280},"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",[1627,421,903,443,2035],{"title":2282,"description":2283,"path":2284,"category":1868,"date":556,"updatedAt":556,"sourceType":418,"source":2285,"tags":2286},"OpenClaw 更新观察：stable、beta、dev 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