[{"data":1,"prerenderedAt":3077},["ShallowReactive",2],{"docs:operations/sessions-cleanup-and-maintenance":3,"content-manifest":435},{"id":4,"title":5,"body":6,"category":416,"date":417,"description":418,"extension":419,"meta":420,"navigation":421,"path":422,"seo":423,"source":424,"sourceName":425,"sourceType":426,"stem":427,"tags":428,"updatedAt":433,"__hash__":434},"docs/docs/operations/sessions-cleanup-and-maintenance.md","sessions cleanup 和 session maintenance 应该怎么配合",{"type":7,"value":8,"toc":391},"minimark",[9,13,26,33,36,43,47,50,61,64,72,75,78,81,92,95,100,111,117,120,123,131,134,139,142,145,157,164,167,174,177,180,185,188,193,197,200,208,211,225,229,235,249,252,257,260,264,271,282,285,293,301,304,312,315,319,322,326,329,332,335,367,370],[10,11,5],"h1",{"id":12},"sessions-cleanup-和-session-maintenance-应该怎么配合",[14,15,16,17,20,21,25],"p",{},"OpenClaw 现在的长期运行不只是靠 compaction 和 reset。",[18,19],"br",{},"\n官方最近的 ",[22,23,24],"code",{},"sessions"," CLI 文档还把另一条很值的线补清楚了：",[27,28,29],"ul",{},[30,31,32],"li",{},"session store / transcript 也有专门的 maintenance 工具",[14,34,35],{},"这就是：",[27,37,38],{},[30,39,40],{},[22,41,42],{},"openclaw sessions cleanup",[44,45,46],"h2",{"id":46},"这条命令到底在清什么",[14,48,49],{},"官方当前文档写得很明确：",[27,51,52,58],{},[30,53,54,57],{},[22,55,56],{},"sessions cleanup"," 只维护 session stores / transcripts",[30,59,60],{},"不负责清 cron run logs",[14,62,63],{},"这句话非常重要，因为它把两类后台清理彻底分开了：",[27,65,66,69],{},[30,67,68],{},"session 维护",[30,70,71],{},"cron 维护",[14,73,74],{},"如果你把它们混成一层，排障和运维判断都会偏。",[44,76,77],{"id":77},"它依赖哪套配置",[14,79,80],{},"官方文档当前说明：",[27,82,83],{},[30,84,85,87,88,91],{},[22,86,42],{}," 使用的是 ",[22,89,90],{},"session.maintenance"," 配置",[14,93,94],{},"也就是说，它不是一个完全脱离配置的临时脚本，而是：",[27,96,97],{},[30,98,99],{},"session 生命周期规则的手动触发入口",[44,101,103,106,107,110],{"id":102},"dry-run-和-enforce-应该怎么理解",[22,104,105],{},"--dry-run"," 和 ",[22,108,109],{},"--enforce"," 应该怎么理解",[112,113,115],"h3",{"id":114},"dry-run",[22,116,105],{},[14,118,119],{},"用于预览会发生什么，不写盘。",[14,121,122],{},"官方文档现在还特别提到：",[27,124,125,128],{},[30,126,127],{},"text mode 下会输出每个 session 的 action table",[30,129,130],{},"你能看到哪些会被 keep、cap 或 remove",[14,132,133],{},"这很适合先做一次安全检查。",[112,135,137],{"id":136},"enforce",[22,138,109],{},[14,140,141],{},"才是真正把维护动作落到磁盘。",[14,143,144],{},"更稳的做法通常是：",[146,147,148,151,154],"ol",{},[30,149,150],{},"先 dry-run",[30,152,153],{},"确认结果合理",[30,155,156],{},"再 enforce",[44,158,160,163],{"id":159},"active-key-为什么很值",[22,161,162],{},"--active-key"," 为什么很值",[14,165,166],{},"官方现在还给了：",[27,168,169],{},[30,170,171],{},[22,172,173],{},"--active-key \"agent:main:telegram:dm:123\"",[14,175,176],{},"这种参数。",[14,178,179],{},"它的价值在于：",[27,181,182],{},[30,183,184],{},"你可以显式告诉 cleanup 当前哪个 session 仍然活跃",[14,186,187],{},"这对多入口、远程操作和手工维护特别有用，因为它能减少：",[27,189,190],{},[30,191,192],{},"误把当前正在用的 session 当成可收掉对象",[44,194,196],{"id":195},"为什么它适合现在立刻维护一次","为什么它适合“现在立刻维护一次”",[14,198,199],{},"官方文档明确说明：",[27,201,202,205],{},[30,203,204],{},"这条命令可以“现在就跑 maintenance”",[30,206,207],{},"不用等下次正常写入周期",[14,209,210],{},"这对于下面几类场景特别实用：",[27,212,213,216,219,222],{},[30,214,215],{},"你刚改了 maintenance 配置",[30,217,218],{},"想先看清理效果",[30,220,221],{},"磁盘足迹已经开始膨胀",[30,223,224],{},"你刚排完一轮会话异常，想手动收尾",[44,226,228],{"id":227},"它和-cron-maintenance-的边界再强调一次","它和 cron maintenance 的边界再强调一次",[14,230,231,232,234],{},"官方刻意在 ",[22,233,56],{}," 文档里重申：",[27,236,237,243],{},[30,238,239,240],{},"它不管 ",[22,241,242],{},"cron/runs/\u003CjobId>.jsonl",[30,244,245,246],{},"cron run logs 还是归 ",[22,247,248],{},"cron.runLog.*",[14,250,251],{},"这其实是在帮你避免一个非常常见的误区：",[27,253,254],{},[30,255,256],{},"以为“我做了 sessions cleanup，后台日志就都会被收掉”",[14,258,259],{},"实际不是。",[44,261,263],{"id":262},"orphan-transcripts-为什么值得看","orphan transcripts 为什么值得看",[14,265,266,267,270],{},"官方 ",[22,268,269],{},"doctor"," 文档最近也补了一条相关能力：",[27,272,273,276],{},[30,274,275],{},"可以检测 orphan transcript files",[30,277,278,279],{},"并把它们归档成 ",[22,280,281],{},".deleted.\u003Ctimestamp>",[14,283,284],{},"这说明官方现在对 transcript 生命周期的思路越来越明确：",[27,286,287,290],{},[30,288,289],{},"不是只有“保留或删除”",[30,291,292],{},"还包括 orphan 检测和安全归档",[14,294,295,297,298,300],{},[22,296,56],{},"、",[22,299,269],{}," 和 cron maintenance 其实是在一起补这条线。",[44,302,303],{"id":303},"中文用户最容易踩的坑",[112,305,307,308,311],{"id":306},"_1-只知道聊天界面的-new不知道底层-session-也要维护","1. 只知道聊天界面的 ",[22,309,310],{},"/new","，不知道底层 session 也要维护",[14,313,314],{},"reset 是工作面治理，cleanup 是底层存储治理。",[112,316,318],{"id":317},"_2-以为-cleanup-一次能把-cron-足迹也收干净","2. 以为 cleanup 一次能把 cron 足迹也收干净",[14,320,321],{},"cron run logs 还是另一套规则。",[112,323,325],{"id":324},"_3-直接-enforce不先-dry-run","3. 直接 enforce，不先 dry-run",[14,327,328],{},"长期环境里，这很容易让你在没看清影响前就做了清理。",[44,330,331],{"id":331},"一条更稳的使用路径",[14,333,334],{},"建议按这个顺序：",[146,336,337,343,349,362],{},[30,338,339,340,342],{},"先看 ",[22,341,90],{}," 规则是否合理",[30,344,345,346],{},"用 ",[22,347,348],{},"openclaw sessions cleanup --dry-run",[30,350,351,352,297,355,358,359,361],{},"必要时带 ",[22,353,354],{},"--agent",[22,356,357],{},"--all-agents"," 或 ",[22,360,162],{}," 缩小作用面",[30,363,364,365],{},"最后再 ",[22,366,109],{},[44,368,369],{"id":369},"下一步推荐",[27,371,372,379,385],{},[30,373,374],{},[375,376,378],"a",{"href":377},"/best-practices/session-reset-policy","长期使用时 session reset 策略怎么定",[30,380,381],{},[375,382,384],{"href":383},"/docs/operations/cron-retention-and-run-log-pruning","Cron 的 retention 和 run log pruning 怎么工作",[30,386,387],{},[375,388,390],{"href":389},"/docs/operations/pre-compaction-memory-flush","Compaction 前的 memory flush 在保护什么",{"title":392,"searchDepth":393,"depth":393,"links":394},"",2,[395,396,397,403,405,406,407,408,414,415],{"id":46,"depth":393,"text":46},{"id":77,"depth":393,"text":77},{"id":102,"depth":393,"text":398,"children":399},"--dry-run 和 --enforce 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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",[451,480,481,482],"quickstart","tutorial","basics",{"title":484,"description":485,"path":486,"category":445,"updatedAt":478,"sourceType":426,"tags":487},"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",[452,480,481,482],{"title":489,"description":490,"path":491,"category":445,"updatedAt":478,"sourceType":426,"tags":492},"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",[465,480,481,482],{"title":494,"description":495,"path":496,"category":445,"updatedAt":478,"sourceType":426,"tags":497},"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",[498,499,480,481],"workflow","automation",{"title":501,"description":502,"path":503,"category":445,"updatedAt":478,"sourceType":426,"tags":504},"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",[480,505,506,507],"installation","onboarding","dashboard",{"title":509,"description":510,"path":511,"category":445,"updatedAt":512,"sourceType":426,"tags":513},"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",[506,514,515,450],"daemon","setup",{"title":517,"description":518,"path":519,"category":445,"updatedAt":520,"sourceType":426,"tags":521},"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",[506,522,523,450,524],"remote","local","wizard",{"title":526,"description":527,"path":528,"category":445,"updatedAt":459,"sourceType":447,"tags":529},"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",[530,531,507,452,465],"personal","getting-started",{"title":533,"description":534,"path":535,"category":536,"updatedAt":512,"sourceType":426,"tags":537},"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",[538,539,540,506],"reading-path","overview","docs",{"title":542,"description":543,"path":544,"category":545,"updatedAt":546,"sourceType":426,"tags":547},"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",[539,548,452,549],"self-hosted","assistant",{"title":551,"description":552,"path":553,"category":445,"updatedAt":459,"sourceType":447,"tags":554},"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",[465,555,556,557,558],"plugins","multi-agent","hooks","decision",{"title":560,"description":561,"path":562,"category":445,"updatedAt":563,"sourceType":447,"tags":564},"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",[452,506,558,450,565],"safety",{"title":567,"description":568,"path":569,"category":445,"updatedAt":563,"sourceType":447,"tags":570},"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",[571,572,472,558,531],"models","configurations",{"title":574,"description":575,"path":576,"category":445,"updatedAt":563,"sourceType":447,"tags":577},"Dashboard、WebChat 和聊天渠道分别什么时候用","把 OpenClaw 最常见的三个使用入口拆开，帮助你判断什么时候该进 Dashboard，什么时候该用 WebChat，什么时候才值得接入 Telegram、飞书或 WhatsApp。","/docs/getting-started/when-to-use-dashboard-webchat-or-channels",[507,578,452,558,531],"webchat",{"title":580,"description":581,"path":582,"category":445,"updatedAt":563,"sourceType":447,"tags":583},"我应该先从哪个页面开始","面向第一次进入中文站的用户，按目标、角色和当前问题判断应该先看文档、学习路径、主题中心、视频还是案例。","/docs/getting-started/which-page-should-i-start-with",[531,558,540,584,585],"paths","topics",{"title":587,"description":588,"path":589,"category":545,"updatedAt":512,"sourceType":426,"tags":590},"OpenClaw 适合哪些用户","判断你是否真的需要 OpenClaw，以及它更适合哪类中文用户和团队。","/docs/getting-started/who-is-openclaw-for",[591,462,592,548],"users","scenarios",{"title":594,"description":595,"path":596,"category":597,"updatedAt":598,"sourceType":426,"tags":599},"Agent 运行时与工作区结构","理解 OpenClaw 的 Agent 运行时如何工作，工作区里每个文件是干什么的，以及如何正确配置。","/docs/manual/agent-runtime","manual","2026-06-10",[600,601,602,24],"runtime","workspace","bootstrap",{"title":604,"description":605,"path":606,"category":607,"updatedAt":512,"sourceType":608,"tags":609},"Agent 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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",[638,911,1308,24,1309],{"title":1328,"description":1329,"path":1330,"category":1303,"updatedAt":670,"sourceType":426,"tags":1331},"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",[803,1332,690,804,1309],"bootstrapToken",{"title":1334,"description":1335,"path":1336,"category":1309,"updatedAt":598,"sourceType":426,"tags":1337},"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",[1338,602,646,610,1206,601],"templates",{"title":1340,"description":1341,"path":1342,"category":1303,"updatedAt":660,"sourceType":426,"tags":1343},"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",[803,1344,452,1345,1136],"allowFrom","account",{"title":1347,"description":1348,"path":1349,"category":1303,"updatedAt":765,"sourceType":426,"tags":1350},"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",[628,1309,1351,1352],"commands","terminal",{"title":1354,"description":1355,"path":1356,"category":1303,"updatedAt":670,"sourceType":426,"tags":1357},"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",[1358,1359,638,636,1309],"cloudflare-ai-gateway","headers",{"title":1361,"description":1362,"path":1363,"category":1364,"updatedAt":563,"sourceType":715,"tags":1365},"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",[715,1366,1367,1368],"github","issues","feedback",{"title":1370,"description":1371,"path":1372,"category":1303,"updatedAt":765,"sourceType":426,"tags":1373},"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",[464,1309,1374,1375],"settings","options",{"title":1377,"description":1378,"path":1379,"category":1303,"updatedAt":520,"sourceType":426,"tags":1380},"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",[724,803,804,745,1136],{"title":1382,"description":1383,"path":1384,"category":1303,"updatedAt":670,"sourceType":426,"tags":1385},"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",[626,883,1386,969,1309],"scheduler",{"title":1388,"description":1389,"path":1390,"category":1303,"updatedAt":1078,"sourceType":426,"tags":1391},"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",[507,744,1392,1393,638],"secretref","sessionStorage",{"title":1395,"description":1396,"path":1397,"category":1398,"updatedAt":765,"sourceType":426,"tags":1399},"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",[1400,1401,1402,269,872],"debugging","debug","runtime-overrides",{"title":1404,"description":1405,"path":1406,"category":1303,"updatedAt":433,"sourceType":426,"tags":1407},"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",[1315,1408,1409,1401,1309],"logging","flags",{"title":1411,"description":1412,"path":1413,"category":1303,"updatedAt":433,"sourceType":426,"tags":1414},"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",[664,1415,1416,645,1309],"dmScope","identityLinks",{"title":1418,"description":1419,"path":1420,"category":1303,"updatedAt":433,"sourceType":426,"tags":1421},"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",[269,1155,1315,1422,1309],"migrations",{"title":1424,"description":1425,"path":1426,"category":1303,"updatedAt":433,"sourceType":426,"tags":1427},"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",[1012,464,672,1428,1309],"shell",{"title":1430,"description":1431,"path":1432,"category":1303,"updatedAt":563,"sourceType":447,"tags":1433},"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",[1434,1227,715,1435,1229],"sources","trust",{"title":1437,"description":1438,"path":1439,"category":1303,"updatedAt":520,"sourceType":426,"tags":1440},"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",[450,1441,628,1086,618],"rpc",{"title":1443,"description":1444,"path":1445,"category":1303,"updatedAt":433,"sourceType":426,"tags":1446},"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",[803,804,450,617,1309],{"title":1448,"description":1449,"path":1450,"category":1303,"updatedAt":1078,"sourceType":426,"tags":1451},"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",[664,450,578,507,1309],{"title":1453,"description":1454,"path":1455,"category":1303,"updatedAt":670,"sourceType":426,"tags":1456},"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",[450,1086,1457,1458,1309],"protocol","scopes",{"title":1460,"description":1461,"path":1462,"category":1303,"updatedAt":660,"sourceType":426,"tags":1463},"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",[663,1464,645,889,822],"mention",{"title":1466,"description":1467,"path":1468,"category":1303,"updatedAt":670,"sourceType":426,"tags":1469},"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",[1129,1470,1471,1472,1309],"visibility","activeHours","alerts",{"title":1474,"description":1475,"path":1476,"category":1303,"updatedAt":660,"sourceType":426,"tags":1477},"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",[1080,1086,1478,450,1309],"sdk",{"title":1480,"description":1481,"path":1482,"category":1303,"updatedAt":660,"sourceType":426,"tags":1483},"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",[464,1484,1109,1485,1309],"include","arrays",{"title":1487,"description":1488,"path":1489,"category":1303,"updatedAt":433,"sourceType":426,"tags":1490},"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",[918,1491,769,498,1309],"invoke",{"title":1493,"description":1494,"path":1495,"category":1303,"updatedAt":670,"sourceType":426,"tags":1496},"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",[454,1497,1498,1499,1500,1309],"hybrid-search","ranking","mmr","retrieval",{"title":1502,"description":1503,"path":1504,"category":1303,"updatedAt":563,"sourceType":426,"tags":1505},"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",[571,1506,638,636,1309],"probe",{"title":1508,"description":1509,"path":1510,"category":1303,"updatedAt":1007,"sourceType":426,"tags":1511},"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",[803,804,1344,1512,1136],"credentials",{"title":1514,"description":1515,"path":1516,"category":1303,"updatedAt":563,"sourceType":426,"tags":1517},"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",[555,698,1518,1519,1229,1309],"npm","pin",{"title":1521,"description":1522,"path":1523,"category":1398,"updatedAt":520,"sourceType":426,"tags":1524},"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",[1400,1525,872,636,835],"raw-stream",{"title":1527,"description":1528,"path":1529,"category":1303,"updatedAt":670,"sourceType":426,"tags":1530},"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",[522,1531,638,450,1309],"tlsFingerprint",{"title":1533,"description":1534,"path":1535,"category":1303,"updatedAt":670,"sourceType":426,"tags":1536},"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 OpenClaw 在群聊里怎样把 reply metadata 当成隐式 mention，以及未触发回复的群消息何时只进入 pending history、何时会被彻底丢弃。","/docs/reference/reply-mention-and-pending-history",[663,1537,1538,1539,1309],"mentions","pending-history","reply",{"title":1541,"description":1542,"path":1543,"category":1303,"updatedAt":433,"sourceType":426,"tags":1544},"SecretRefs 和运行时快照应该怎么理解","基于最新官方 Secrets Management 文档，解释 env/file/exec secret refs 的解析时机、活动面、失败模式和热重载语义，避免把密钥管理误解成“请求时临时去取”。","/docs/reference/secret-refs-and-runtime-snapshot",[1545,1546,600,636,1309],"secrets","secretrefs",{"title":1548,"description":1549,"path":1550,"category":1303,"updatedAt":660,"sourceType":426,"tags":1551},"secure DM mode 和 owner pinning 应该怎么一起理解","基于最新官方 Session 与 Security 文档，解释 OpenClaw 的 secure DM mode、owner pinning、pairing / allowlist / open 三类 DM 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",[664,472,1415,803,889],{"title":1553,"description":1554,"path":1555,"category":1303,"updatedAt":1556,"sourceType":426,"tags":1557},"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",[664,1558,1559,1035,1309],"transcript","jsonl",{"title":1561,"description":1562,"path":1563,"category":1303,"updatedAt":1556,"sourceType":426,"tags":1564},"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",[24,628,1565,1252,432],"store",{"title":1567,"description":1568,"path":1569,"category":1303,"updatedAt":670,"sourceType":426,"tags":1570},"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",[472,1262,1252,1571,1309],"ingress",{"title":1573,"description":1574,"path":1575,"category":1303,"updatedAt":520,"sourceType":426,"tags":1576},"status、health 和 logs 该怎么分工","基于最新官方 CLI reference，整理 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权限”四层联动的信任链。","/news/openclaw-browser-trust-chain-watch-2026-03-29","https://docs.openclaw.ai/gateway/trusted-proxy-auth",[507,1282,803,522,472],{"title":1921,"description":1922,"path":1923,"category":1873,"date":563,"updatedAt":563,"sourceType":426,"source":1881,"tags":1924},"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",[690,692,769,452,1241],{"title":1926,"description":1927,"path":1928,"category":1724,"date":446,"updatedAt":446,"sourceType":715,"source":1929,"tags":1930},"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",[1604,716,1727,1680],{"title":1932,"description":1933,"path":1934,"category":1873,"date":563,"updatedAt":563,"sourceType":426,"source":1935,"tags":1936},"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",[698,465,707,708,1937,699],"telemetry",{"title":1939,"description":1940,"path":1941,"category":1666,"date":520,"updatedAt":520,"sourceType":426,"source":1942,"tags":1943},"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",[628,450,1441,618,432],{"title":1945,"description":1946,"path":1947,"category":1873,"date":433,"updatedAt":433,"sourceType":426,"source":1948,"tags":1949},"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",[464,1012,644,1950,432],"overrides",{"title":1952,"description":1953,"path":1954,"category":1666,"date":520,"updatedAt":520,"sourceType":426,"source":1861,"tags":1955},"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",[1034,1035,24,454,1956],"continuity",{"title":1958,"description":1959,"path":1960,"category":1666,"date":520,"updatedAt":520,"sourceType":426,"source":1961,"tags":1962},"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",[724,507,1117,803,522],{"title":1964,"description":1965,"path":1966,"category":1873,"date":1078,"updatedAt":1078,"sourceType":426,"source":1887,"tags":1967},"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",[461,465,716,1604],{"title":1981,"description":1982,"path":1983,"category":1873,"date":660,"updatedAt":660,"sourceType":426,"source":1984,"tags":1985},"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",[804,803,744,1149,1986],"rotate",{"title":1988,"description":1989,"path":1990,"category":1873,"date":433,"updatedAt":433,"sourceType":426,"source":1991,"tags":1992},"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",[269,1315,1155,1400,432],{"title":1994,"description":1995,"path":1996,"category":1873,"date":660,"updatedAt":660,"sourceType":426,"source":1991,"tags":1997},"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",[269,1155,1009,430,1315],{"title":1999,"description":2000,"path":2001,"category":2002,"date":446,"updatedAt":446,"sourceType":715,"source":2003,"tags":2004},"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",[2005,2006,2007,2008],"education","adoption","ai-tutor","higher-education",{"title":2010,"description":2011,"path":2012,"category":2002,"date":446,"updatedAt":446,"sourceType":715,"source":2013,"tags":2014},"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",[471,1606,498,1604],{"title":2016,"description":2017,"path":2018,"category":1666,"date":520,"updatedAt":520,"sourceType":426,"source":2019,"tags":2020},"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",[465,698,555,557,717],{"title":2022,"description":2023,"path":2024,"category":1873,"date":623,"updatedAt":623,"sourceType":426,"source":2025,"tags":2026},"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",[781,782,783,784,452,785],{"title":2028,"description":2029,"path":2030,"category":1873,"date":660,"updatedAt":660,"sourceType":426,"source":2031,"tags":2032},"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",[450,803,2033,744,617],"pending",{"title":2035,"description":2036,"path":2037,"category":1873,"date":1078,"updatedAt":1078,"sourceType":426,"source":2038,"tags":2039},"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",[450,664,578,507,2040],"state",{"title":2042,"description":2043,"path":2044,"category":1873,"date":660,"updatedAt":660,"sourceType":426,"source":2045,"tags":2046},"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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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",[636,571,617,638,936],{"title":2174,"description":2175,"path":2176,"category":1873,"date":670,"updatedAt":670,"sourceType":426,"source":2177,"tags":2178},"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",[636,1308,571,450,432],{"title":2180,"description":2181,"path":2182,"category":1666,"date":520,"updatedAt":520,"sourceType":426,"source":1861,"tags":2183},"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",[1227,1228,430,1229],{"title":2185,"description":2186,"path":2187,"category":1873,"date":433,"updatedAt":433,"sourceType":426,"source":1887,"tags":2188},"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",[507,803,617,522,1136],{"title":2190,"description":2191,"path":2192,"category":1873,"date":660,"updatedAt":660,"sourceType":426,"source":2193,"tags":2194},"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",[645,644,2195,452,646],"threads",{"title":2197,"description":2198,"path":2199,"category":1873,"date":623,"updatedAt":623,"sourceType":426,"source":2200,"tags":2201},"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",[977,864,978,548,453],{"title":2203,"description":2204,"path":2205,"category":1873,"date":660,"updatedAt":660,"sourceType":426,"source":2206,"tags":2207},"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",[1546,2208,2209,1545,432],"snapshot","rotation",{"title":2211,"description":2212,"path":2213,"category":1873,"date":660,"updatedAt":660,"sourceType":426,"source":2073,"tags":2214},"OpenClaw 正在把 secure DM mode 写成共享入口的默认安全心智","官方最近围绕 Session、Security 和 CLI Security 的更新，正在把 secure DM mode 从一个可选技巧，推成多人 DM 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在中文环境下最受关注的安全议题，包括本地运行、合规要求、可审计性与金融等高敏行业采用。","/news/openclaw-security-compliance-watch-2026-03-16","安全观察","content/tmp/2026-03-16/openclaw-security-audit-milestone.md",[472,2228,835,471],"compliance",{"title":2230,"description":2231,"path":2232,"category":1873,"date":433,"updatedAt":433,"sourceType":426,"source":2206,"tags":2233},"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",[472,1545,769,2234,432],"proxy",{"title":2236,"description":2237,"path":2238,"category":1873,"date":1556,"updatedAt":1556,"sourceType":426,"source":2239,"tags":2240},"OpenClaw 正在把 session transcript 从 JSONL 文件写成结构化会话事实层","官方最近新增的 Session Management Deep Dive 文档，把 session header、message tree、compaction entry 和 branch summary 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硬化拆成更清楚的治理面。","/news/openclaw-team-ingress-governance-watch-2026-03-29",[1262,1416,662,645,472],{"title":2264,"description":2265,"path":2266,"category":1873,"date":1556,"updatedAt":1556,"sourceType":426,"source":2267,"tags":2268},"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",[1558,636,1584,1585,2269],"compatibility",{"title":2271,"description":2272,"path":2273,"category":1873,"date":563,"updatedAt":563,"sourceType":426,"source":1918,"tags":2274},"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",[1282,472,522,450,638],{"title":2276,"description":2277,"path":2278,"category":1873,"date":1078,"updatedAt":1078,"sourceType":426,"source":2038,"tags":2279},"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",[450,578,1080,1400,664],{"title":2281,"description":2282,"path":2283,"category":1873,"date":563,"updatedAt":563,"sourceType":426,"source":2284,"tags":2285},"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",[1632,430,911,450,2040],{"title":2287,"description":2288,"path":2289,"category":1873,"date":563,"updatedAt":563,"sourceType":426,"source":2290,"tags":2291},"OpenClaw 更新观察：stable、beta、dev 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