[{"data":1,"prerenderedAt":3087},["ShallowReactive",2],{"docs:operations/pre-compaction-memory-flush":3,"content-manifest":444},{"id":4,"title":5,"body":6,"category":425,"date":426,"description":427,"extension":428,"meta":429,"navigation":430,"path":431,"seo":432,"source":433,"sourceName":434,"sourceType":435,"stem":436,"tags":437,"updatedAt":442,"__hash__":443},"docs/docs/operations/pre-compaction-memory-flush.md","Compaction 前的 memory flush 在保护什么",{"type":7,"value":8,"toc":403},"minimark",[9,13,17,24,27,31,34,42,45,53,56,59,64,67,72,75,83,86,97,100,103,108,111,119,122,127,130,133,136,158,161,169,176,179,182,193,196,199,207,210,213,223,226,231,234,237,240,261,264,272,276,279,290,293,296,299,313,316,321,324,329,332,336,339,343,346,349,352,379,382],[10,11,5],"h1",{"id":12},"compaction-前的-memory-flush-在保护什么",[14,15,16],"p",{},"OpenClaw 最近关于长期会话最值得单独讲的一条能力，不是 compaction 本身，而是它前面多出来的这一步：",[18,19,20],"ul",{},[21,22,23],"li",{},"pre-compaction memory flush",[14,25,26],{},"官方现在已经把这条线写得很明确了，这说明它不是一个可有可无的小优化，而是在保护长期使用体验。",[28,29,30],"h2",{"id":30},"它到底在做什么",[14,32,33],{},"官方 Memory 文档当前给出的定义很清楚：",[18,35,36,39],{},[21,37,38],{},"当会话接近 auto-compaction 前，Gateway 会触发一次静默的 agentic turn",[21,40,41],{},"提醒模型先把值得长期保留的内容写进磁盘 memory",[14,43,44],{},"也就是说，它的目标不是“先压缩一下”，而是：",[18,46,47,50],{},[21,48,49],{},"先把耐久信息落盘",[21,51,52],{},"再让 compaction 去处理上下文窗口",[28,54,55],{"id":55},"为什么这一步很关键",[14,57,58],{},"因为 compaction 本质上仍然是在处理：",[18,60,61],{},[21,62,63],{},"当前会话上下文",[14,65,66],{},"而不是在替你自动决定：",[18,68,69],{},[21,70,71],{},"哪些事实应该成为长期记忆",[14,73,74],{},"memory flush 正是在两者之间补了一层缓冲：",[18,76,77,80],{},[21,78,79],{},"上下文即将被压缩",[21,81,82],{},"但 durable notes 还没写下去",[14,84,85],{},"这一步如果没有，长期会话里最容易丢的是：",[18,87,88,91,94],{},[21,89,90],{},"决策",[21,92,93],{},"明确偏好",[21,95,96],{},"后续还会用到的稳定事实",[28,98,99],{"id":99},"它什么时候触发",[14,101,102],{},"官方文档把触发条件写得很细：",[18,104,105],{},[21,106,107],{},"当 session token estimate 超过一个软阈值时触发",[14,109,110],{},"这个软阈值不是随便定的，而是：",[18,112,113],{},[21,114,115],{},[116,117,118],"code",{},"contextWindow - reserveTokensFloor - softThresholdTokens",[14,120,121],{},"这意味着它发生在：",[18,123,124],{},[21,125,126],{},"真正 compaction 之前",[14,128,129],{},"所以它不是“compaction 失败后的补救”，而是预防式动作。",[28,131,132],{"id":132},"配置位在哪",[14,134,135],{},"当前官方给出的主要配置在：",[18,137,138,143,148,153],{},[21,139,140],{},[116,141,142],{},"agents.defaults.compaction.memoryFlush.enabled",[21,144,145],{},[116,146,147],{},"agents.defaults.compaction.memoryFlush.softThresholdTokens",[21,149,150],{},[116,151,152],{},"agents.defaults.compaction.memoryFlush.prompt",[21,154,155],{},[116,156,157],{},"agents.defaults.compaction.memoryFlush.systemPrompt",[14,159,160],{},"默认思路也很清楚：",[18,162,163,166],{},[21,164,165],{},"启用",[21,167,168],{},"靠 user prompt + extra system prompt 提醒模型先写 memory",[28,170,172,175],{"id":171},"no_reply-为什么这么重要",[116,173,174],{},"NO_REPLY"," 为什么这么重要",[14,177,178],{},"官方会话深度文档里把 silent housekeeping 单独解释出来了。",[14,180,181],{},"memory flush 常见的默认做法是：",[18,183,184,190],{},[21,185,186,187,189],{},"让模型以 ",[116,188,174],{}," 开头",[21,191,192],{},"这样这次 turn 不会被用户看到",[14,194,195],{},"它的价值不是隐藏行为，而是避免用户在正常对话里看到一段莫名其妙的内部 housekeeping 回复。",[14,197,198],{},"更稳的理解方式是：",[18,200,201,204],{},[21,202,203],{},"这是一条运行时维护 turn",[21,205,206],{},"不是给终端用户看的对话 turn",[28,208,209],{"id":209},"它会不会每次都写东西",[14,211,212],{},"不会。官方文档里也明确提到：",[18,214,215,218],{},[21,216,217],{},"如果没有需要保留的 durable state，可以什么都不写",[21,219,220,221],{},"常见做法仍然是 ",[116,222,174],{},[14,224,225],{},"更关键的是：",[18,227,228],{},[21,229,230],{},"它通常每个 compaction cycle 只跑一次",[14,232,233],{},"所以它不是一个高频“疯狂刷 memory”的机制。",[28,235,236],{"id":236},"哪些情况下会跳过",[14,238,239],{},"官方当前明确列了几种跳过条件：",[18,241,242,245,248],{},[21,243,244],{},"会话不是嵌入式 Pi session",[21,246,247],{},"workspace 是只读",[21,249,250,253,254,257,258],{},[116,251,252],{},"workspaceAccess"," 是 ",[116,255,256],{},"ro"," 或 ",[116,259,260],{},"none",[14,262,263],{},"这很重要，因为它说明：",[18,265,266,269],{},[21,267,268],{},"memory flush 不是纯上下文魔法",[21,270,271],{},"它真正依赖可写的工作区和落盘能力",[28,273,275],{"id":274},"它和-compaction-的分工是什么","它和 compaction 的分工是什么",[14,277,278],{},"更适合这样记：",[18,280,281,284,287],{},[21,282,283],{},"memory flush：把值得长期保留的内容写成磁盘事实",[21,285,286],{},"compaction：把旧对话总结成更紧凑的会话表示",[21,288,289],{},"pruning：临时减掉这次请求里过大的旧工具结果",[14,291,292],{},"这三者都和“上下文变长”有关，但职责完全不同。",[28,294,295],{"id":295},"哪些场景最需要它",[14,297,298],{},"更需要 pre-compaction memory flush 的通常是：",[18,300,301,304,307,310],{},[21,302,303],{},"长时间陪伴型 agent",[21,305,306],{},"持续项目协作",[21,308,309],{},"多轮任务拆解",[21,311,312],{},"会逐步形成稳定偏好或长期决策的使用方式",[14,314,315],{},"因为这些场景里，真正最值钱的不是每一句旧聊天，而是：",[18,317,318],{},[21,319,320],{},"哪些结论应该留存",[28,322,323],{"id":323},"中文用户最容易踩的坑",[325,326,328],"h3",{"id":327},"_1-以为-compaction-自己就会保住长期事实","1. 以为 compaction 自己就会保住长期事实",[14,330,331],{},"它会做摘要，但不等于自动替你生成 durable memory。",[325,333,335],{"id":334},"_2-把-memory-flush-当成自动写日记","2. 把 memory flush 当成“自动写日记”",[14,337,338],{},"它更像临近 compaction 时的一次保全动作，而不是每轮都在大量记笔记。",[325,340,342],{"id":341},"_3-在只读-workspace-里期待它正常工作","3. 在只读 workspace 里期待它正常工作",[14,344,345],{},"官方已经明确写了，这种情况下会直接跳过。",[28,347,348],{"id":348},"一条更稳的使用路径",[14,350,351],{},"建议按这个顺序理解：",[353,354,355,358,361,368],"ol",{},[21,356,357],{},"先区分 memory、compaction、pruning",[21,359,360],{},"确认 workspace 对 memory 可写",[21,362,363,364,367],{},"再决定是否微调 ",[116,365,366],{},"softThresholdTokens"," 和 flush 提示词",[21,369,370,371,374,375,378],{},"长会话里用 ",[116,372,373],{},"/status"," 和 ",[116,376,377],{},"/context detail"," 观察实际触发效果",[28,380,381],{"id":381},"下一步推荐",[18,383,384,391,397],{},[21,385,386],{},[387,388,390],"a",{"href":389},"/docs/manual/system-prompt-context-and-compaction","系统提示词、上下文与压缩",[21,392,393],{},[387,394,396],{"href":395},"/docs/manual/memory-system","OpenClaw 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做人工批准。","/docs/reference/bootstrap-code-and-pair-pending",[812,1342,699,813,1319],"bootstrapToken",{"title":1344,"description":1345,"path":1346,"category":1319,"updatedAt":606,"sourceType":435,"tags":1347},"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",[1348,610,655,619,1213,609],"templates",{"title":1350,"description":1351,"path":1352,"category":1313,"updatedAt":669,"sourceType":435,"tags":1353},"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",[812,1354,461,1355,1142],"allowFrom","account",{"title":1357,"description":1358,"path":1359,"category":1313,"updatedAt":774,"sourceType":435,"tags":1360},"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",[637,1319,1361,1362],"commands","terminal",{"title":1364,"description":1365,"path":1366,"category":1313,"updatedAt":679,"sourceType":435,"tags":1367},"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",[1368,1369,647,645,1319],"cloudflare-ai-gateway","headers",{"title":1371,"description":1372,"path":1373,"category":1374,"updatedAt":571,"sourceType":724,"tags":1375},"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",[724,1376,1377,1378],"github","issues","feedback",{"title":1380,"description":1381,"path":1382,"category":1313,"updatedAt":774,"sourceType":435,"tags":1383},"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",[472,1319,1384,1385],"settings","options",{"title":1387,"description":1388,"path":1389,"category":1313,"updatedAt":528,"sourceType":435,"tags":1390},"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",[733,812,813,754,1142],{"title":1392,"description":1393,"path":1394,"category":1313,"updatedAt":679,"sourceType":435,"tags":1395},"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",[635,890,1396,976,1319],"scheduler",{"title":1398,"description":1399,"path":1400,"category":1313,"updatedAt":1082,"sourceType":435,"tags":1401},"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",[515,753,1402,1403,647],"secretref","sessionStorage",{"title":1405,"description":1406,"path":1407,"category":1408,"updatedAt":774,"sourceType":435,"tags":1409},"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",[1410,1411,1412,1161,879],"debugging","debug","runtime-overrides",{"title":1414,"description":1415,"path":1416,"category":1313,"updatedAt":442,"sourceType":435,"tags":1417},"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",[1325,1418,1419,1411,1319],"logging","flags",{"title":1421,"description":1422,"path":1423,"category":1313,"updatedAt":442,"sourceType":435,"tags":1424},"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",[673,1425,1426,654,1319],"dmScope","identityLinks",{"title":1428,"description":1429,"path":1430,"category":1313,"updatedAt":442,"sourceType":435,"tags":1431},"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",[1161,1162,1325,1432,1319],"migrations",{"title":1434,"description":1435,"path":1436,"category":1313,"updatedAt":442,"sourceType":435,"tags":1437},"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",[1019,472,681,1438,1319],"shell",{"title":1440,"description":1441,"path":1442,"category":1313,"updatedAt":571,"sourceType":456,"tags":1443},"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",[1444,1231,724,1445,1233],"sources","trust",{"title":1447,"description":1448,"path":1449,"category":1313,"updatedAt":528,"sourceType":435,"tags":1450},"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",[459,1451,637,1090,627],"rpc",{"title":1453,"description":1454,"path":1455,"category":1313,"updatedAt":442,"sourceType":435,"tags":1456},"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",[812,813,459,626,1319],{"title":1458,"description":1459,"path":1460,"category":1313,"updatedAt":1082,"sourceType":435,"tags":1461},"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",[673,459,586,515,1319],{"title":1463,"description":1464,"path":1465,"category":1313,"updatedAt":679,"sourceType":435,"tags":1466},"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",[459,1090,1467,1468,1319],"protocol","scopes",{"title":1470,"description":1471,"path":1472,"category":1313,"updatedAt":669,"sourceType":435,"tags":1473},"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",[672,1474,654,896,831],"mention",{"title":1476,"description":1477,"path":1478,"category":1313,"updatedAt":679,"sourceType":435,"tags":1479},"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",[1135,1480,1481,1482,1319],"visibility","activeHours","alerts",{"title":1484,"description":1485,"path":1486,"category":1313,"updatedAt":669,"sourceType":435,"tags":1487},"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",[1084,1090,1488,459,1319],"sdk",{"title":1490,"description":1491,"path":1492,"category":1313,"updatedAt":669,"sourceType":435,"tags":1493},"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",[472,1494,1113,1495,1319],"include","arrays",{"title":1497,"description":1498,"path":1499,"category":1313,"updatedAt":442,"sourceType":435,"tags":1500},"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",[925,1501,778,506,1319],"invoke",{"title":1503,"description":1504,"path":1505,"category":1313,"updatedAt":679,"sourceType":435,"tags":1506},"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",[438,1507,1508,1509,1510,1319],"hybrid-search","ranking","mmr","retrieval",{"title":1512,"description":1513,"path":1514,"category":1313,"updatedAt":571,"sourceType":435,"tags":1515},"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",[579,1516,647,645,1319],"probe",{"title":1518,"description":1519,"path":1520,"category":1313,"updatedAt":1014,"sourceType":435,"tags":1521},"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",[812,813,1354,1522,1142],"credentials",{"title":1524,"description":1525,"path":1526,"category":1313,"updatedAt":571,"sourceType":435,"tags":1527},"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",[563,707,1528,1529,1233,1319],"npm","pin",{"title":1531,"description":1532,"path":1533,"category":1408,"updatedAt":528,"sourceType":435,"tags":1534},"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",[1410,1535,879,645,844],"raw-stream",{"title":1537,"description":1538,"path":1539,"category":1313,"updatedAt":679,"sourceType":435,"tags":1540},"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",[530,1541,647,459,1319],"tlsFingerprint",{"title":1543,"description":1544,"path":1545,"category":1313,"updatedAt":679,"sourceType":435,"tags":1546},"回复机器人消息也算 mention 吗，pending history 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入口，以及什么时候该从连续主会话切到隔离模式。","/docs/reference/secure-dm-mode-and-owner-pinning",[673,480,1425,812,896],{"title":1563,"description":1564,"path":1565,"category":1313,"updatedAt":1566,"sourceType":435,"tags":1567},"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",[673,1568,1569,439,1319],"transcript","jsonl",{"title":1571,"description":1572,"path":1573,"category":1313,"updatedAt":1566,"sourceType":435,"tags":1574},"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",[611,637,1575,1257,441],"store",{"title":1577,"description":1578,"path":1579,"category":1313,"updatedAt":679,"sourceType":435,"tags":1580},"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",[480,1272,1257,1581,1319],"ingress",{"title":1583,"description":1584,"path":1585,"category":1313,"updatedAt":528,"sourceType":435,"tags":1586},"status、health 和 logs 该怎么分工","基于最新官方 CLI reference，整理 openclaw status、health、logs 三组命令各自应该回答什么问题，以及值班和排障时更稳的使用顺序。","/docs/reference/status-health-and-logs",[637,1170,1587,879,1588],"health","troubleshooting",{"title":1590,"description":1591,"path":1592,"category":1313,"updatedAt":1566,"sourceType":435,"tags":1593},"对话记录清理（provider fixups）到底改了什么，不改什么","基于最新官方 Transcript Hygiene 文档，解释 OpenClaw 在运行前对 transcript 做的 provider-specific fixups、图片清理、tool 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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",[515,1292,812,530,480],{"title":1931,"description":1932,"path":1933,"category":1883,"date":571,"updatedAt":571,"sourceType":435,"source":1891,"tags":1934},"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",[699,701,778,461,1246],{"title":1936,"description":1937,"path":1938,"category":1734,"date":455,"updatedAt":455,"sourceType":724,"source":1939,"tags":1940},"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",[1614,725,1737,1690],{"title":1942,"description":1943,"path":1944,"category":1883,"date":571,"updatedAt":571,"sourceType":435,"source":1945,"tags":1946},"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",[707,473,716,717,1947,708],"telemetry",{"title":1949,"description":1950,"path":1951,"category":1676,"date":528,"updatedAt":528,"sourceType":435,"source":1952,"tags":1953},"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",[637,459,1451,627,441],{"title":1955,"description":1956,"path":1957,"category":1883,"date":442,"updatedAt":442,"sourceType":435,"source":1958,"tags":1959},"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",[472,1019,653,1960,441],"overrides",{"title":402,"description":1962,"path":401,"category":1676,"date":528,"updatedAt":528,"sourceType":435,"source":1871,"tags":1963},"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。",[1039,439,611,438,1964],"continuity",{"title":1966,"description":1967,"path":1968,"category":1676,"date":528,"updatedAt":528,"sourceType":435,"source":1969,"tags":1970},"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",[733,515,1121,812,530],{"title":1972,"description":1973,"path":1974,"category":1883,"date":1082,"updatedAt":1082,"sourceType":435,"source":1897,"tags":1975},"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",[515,610,1402,647,733],{"title":1977,"description":1978,"path":1979,"category":1883,"date":571,"updatedAt":571,"sourceType":435,"source":1897,"tags":1980},"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",[515,586,753,1402,654,1981],"web",{"title":1983,"description":1984,"path":1985,"category":1676,"date":455,"updatedAt":455,"sourceType":724,"source":1986,"tags":1987},"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",[469,473,725,1614],{"title":1989,"description":1990,"path":1991,"category":1883,"date":669,"updatedAt":669,"sourceType":435,"source":1992,"tags":1993},"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",[813,812,753,1155,1994],"rotate",{"title":1996,"description":1997,"path":1998,"category":1883,"date":442,"updatedAt":442,"sourceType":435,"source":1999,"tags":2000},"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",[1161,1325,1162,1410,441],{"title":2002,"description":2003,"path":2004,"category":1883,"date":669,"updatedAt":669,"sourceType":435,"source":1999,"tags":2005},"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",[1161,1162,1016,1234,1325],{"title":2007,"description":2008,"path":2009,"category":2010,"date":455,"updatedAt":455,"sourceType":724,"source":2011,"tags":2012},"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",[2013,2014,2015,2016],"education","adoption","ai-tutor","higher-education",{"title":2018,"description":2019,"path":2020,"category":2010,"date":455,"updatedAt":455,"sourceType":724,"source":2021,"tags":2022},"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",[479,1616,506,1614],{"title":2024,"description":2025,"path":2026,"category":1676,"date":528,"updatedAt":528,"sourceType":435,"source":2027,"tags":2028},"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",[473,707,563,565,726],{"title":2030,"description":2031,"path":2032,"category":1883,"date":632,"updatedAt":632,"sourceType":435,"source":2033,"tags":2034},"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 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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",[1474,672,699,701,768],{"title":2118,"description":2119,"path":2120,"category":1883,"date":442,"updatedAt":442,"sourceType":435,"source":2121,"tags":2122},"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",[831,586,654,835,461],{"title":2124,"description":2125,"path":2126,"category":1883,"date":571,"updatedAt":571,"sourceType":435,"source":1952,"tags":2127},"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",[579,1516,645,647,1198],{"title":2129,"description":2130,"path":2131,"category":1883,"date":669,"updatedAt":669,"sourceType":435,"source":2132,"tags":2133},"OpenClaw 节点观察：headless 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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",[1246,754,733,812,530],{"title":2146,"description":2147,"path":2148,"category":1883,"date":679,"updatedAt":679,"sourceType":435,"source":2149,"tags":2150},"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",[515,586,1090,1246,627],{"title":2152,"description":2153,"path":2154,"category":1883,"date":669,"updatedAt":669,"sourceType":435,"source":1992,"tags":2155},"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",[812,1354,461,1355,441],{"title":2157,"description":2158,"path":2159,"category":1676,"date":528,"updatedAt":528,"sourceType":435,"source":2160,"tags":2161},"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",[563,725,565,724,726],{"title":2163,"description":2164,"path":2165,"category":1883,"date":571,"updatedAt":571,"sourceType":435,"source":2166,"tags":2167},"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",[563,707,1528,1529,1233],{"title":2169,"description":2170,"path":2171,"category":1883,"date":571,"updatedAt":571,"sourceType":435,"source":2172,"tags":2173},"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",[924,925,506,778,564],{"title":2175,"description":2176,"path":2177,"category":1883,"date":679,"updatedAt":679,"sourceType":435,"source":2178,"tags":2179},"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",[645,579,626,647,943],{"title":2181,"description":2182,"path":2183,"category":1883,"date":679,"updatedAt":679,"sourceType":435,"source":2184,"tags":2185},"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",[645,1318,579,459,441],{"title":2187,"description":2188,"path":2189,"category":1676,"date":528,"updatedAt":528,"sourceType":435,"source":1871,"tags":2190},"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",[1231,1232,1234,1233],{"title":2192,"description":2193,"path":2194,"category":1883,"date":442,"updatedAt":442,"sourceType":435,"source":1897,"tags":2195},"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",[515,812,626,530,1142],{"title":2197,"description":2198,"path":2199,"category":1883,"date":669,"updatedAt":669,"sourceType":435,"source":2200,"tags":2201},"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",[654,653,2202,461,655],"threads",{"title":2204,"description":2205,"path":2206,"category":1883,"date":632,"updatedAt":632,"sourceType":435,"source":2207,"tags":2208},"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",[984,873,985,556,462],{"title":2210,"description":2211,"path":2212,"category":1883,"date":669,"updatedAt":669,"sourceType":435,"source":2213,"tags":2214},"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",[1556,2215,2216,1555,441],"snapshot","rotation",{"title":2218,"description":2219,"path":2220,"category":1883,"date":669,"updatedAt":669,"sourceType":435,"source":2081,"tags":2221},"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",[673,480,1425,812,1272],{"title":2223,"description":2224,"path":2225,"category":1883,"date":571,"updatedAt":571,"sourceType":435,"source":2226,"tags":2227},"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",[480,1257,1259,1258,441],{"title":2229,"description":2230,"path":2231,"category":2232,"date":455,"updatedAt":455,"sourceType":724,"source":2233,"tags":2234},"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",[480,2235,844,479],"compliance",{"title":2237,"description":2238,"path":2239,"category":1883,"date":442,"updatedAt":442,"sourceType":435,"source":2213,"tags":2240},"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",[480,1555,778,2241,441],"proxy",{"title":2243,"description":2244,"path":2245,"category":1883,"date":1566,"updatedAt":1566,"sourceType":435,"source":2246,"tags":2247},"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",[673,1569,439,1568,459],{"title":2249,"description":2250,"path":2251,"category":1883,"date":1566,"updatedAt":1566,"sourceType":435,"source":2252,"tags":2253},"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",[611,637,1575,1257,441],{"title":2255,"description":2256,"path":2257,"category":1883,"date":669,"updatedAt":669,"sourceType":435,"source":2258,"tags":2259},"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",[480,1272,1273,2260,459],"sandbox",{"title":2262,"description":2263,"path":2264,"category":1676,"date":528,"updatedAt":528,"sourceType":435,"source":2071,"tags":2265},"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",[2073,724,699,473,507],{"title":2267,"description":2268,"path":2269,"category":1883,"date":679,"updatedAt":679,"sourceType":435,"source":2258,"tags":2270},"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",[1272,1426,671,654,480],{"title":2272,"description":2273,"path":2274,"category":1883,"date":1566,"updatedAt":1566,"sourceType":435,"source":2275,"tags":2276},"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",[1568,645,1594,1595,2277],"compatibility",{"title":2279,"description":2280,"path":2281,"category":1883,"date":571,"updatedAt":571,"sourceType":435,"source":1928,"tags":2282},"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",[1292,480,530,459,647],{"title":2284,"description":2285,"path":2286,"category":1883,"date":1082,"updatedAt":1082,"sourceType":435,"source":2046,"tags":2287},"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",[459,586,1084,1410,673],{"title":2289,"description":2290,"path":2291,"category":1883,"date":571,"updatedAt":571,"sourceType":435,"source":2292,"tags":2293},"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",[1642,1234,918,459,2048],{"title":2295,"description":2296,"path":2297,"category":1883,"date":571,"updatedAt":571,"sourceType":435,"source":2298,"tags":2299},"OpenClaw 更新观察：stable、beta、dev 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