[{"data":1,"prerenderedAt":3032},["ShallowReactive",2],{"docs:reference/raw-stream-debugging":3,"content-manifest":388},{"id":4,"title":5,"body":6,"category":368,"date":369,"description":370,"extension":371,"meta":372,"navigation":373,"path":374,"seo":375,"source":376,"sourceName":377,"sourceType":378,"stem":379,"tags":380,"updatedAt":386,"__hash__":387},"docs/docs/reference/raw-stream-debugging.md","原始流日志怎么抓",{"type":7,"value":8,"toc":352},"minimark",[9,12,16,19,29,32,37,40,45,48,59,62,89,92,110,114,117,131,134,139,142,145,153,156,159,164,167,178,182,185,196,199,202,205,219,222,225,228,231,242,245,248,251,269,272,275,278,292,295,298,301,304,318,321,324,345,348],[10,11,5],"h1",{"id":5},[13,14,15],"p",{},"当你遇到“模型回复里混进奇怪 reasoning 文本”“流式显示乱掉”“某个 provider 好像把块格式发错了”这类问题时，普通应用日志往往不够。",[13,17,18],{},"官方最近的 Debugging 文档给出了两个非常关键的抓包入口：",[20,21,22,26],"ul",{},[23,24,25],"li",{},"OpenClaw raw stream",[23,27,28],{},"pi-mono raw chunk",[13,30,31],{},"这两者看起来像一回事，但实际观察层级不一样。",[33,34,36],"h2",{"id":35},"第一层openclaw-raw-stream-在看什么","第一层：OpenClaw raw stream 在看什么",[13,38,39],{},"官方文档当前的定义很清楚：",[20,41,42],{},[23,43,44],{},"它记录的是 OpenClaw 在过滤、格式化之前看到的原始 assistant stream",[13,46,47],{},"更适合用来判断：",[20,49,50,53,56],{},[23,51,52],{},"reasoning 是不是被当普通文本 delta 发出来了",[23,54,55],{},"块结构是不是在 OpenClaw 这一层就已经异常",[23,57,58],{},"最终 UI 异常是不是源头在上游流数据",[13,60,61],{},"开启方式是：",[63,64,69],"pre",{"className":65,"code":66,"language":67,"meta":68,"style":68},"language-bash shiki shiki-themes github-light github-dark","pnpm gateway:watch --raw-stream\n","bash","",[70,71,72],"code",{"__ignoreMap":68},[73,74,77,81,85],"span",{"class":75,"line":76},"line",1,[73,78,80],{"class":79},"sScJk","pnpm",[73,82,84],{"class":83},"sZZnC"," gateway:watch",[73,86,88],{"class":87},"sj4cs"," --raw-stream\n",[13,90,91],{},"或者：",[63,93,95],{"className":65,"code":94,"language":67,"meta":68,"style":68},"OPENCLAW_RAW_STREAM=1\n",[70,96,97],{"__ignoreMap":68},[73,98,99,103,107],{"class":75,"line":76},[73,100,102],{"class":101},"sVt8B","OPENCLAW_RAW_STREAM",[73,104,106],{"class":105},"szBVR","=",[73,108,109],{"class":83},"1\n",[33,111,113],{"id":112},"第二层pi-mono-raw-chunk-在看什么","第二层：pi-mono raw chunk 在看什么",[13,115,116],{},"官方文档还给了更底一层的抓法：",[63,118,120],{"className":65,"code":119,"language":67,"meta":68,"style":68},"PI_RAW_STREAM=1\n",[70,121,122],{"__ignoreMap":68},[73,123,124,127,129],{"class":75,"line":76},[73,125,126],{"class":101},"PI_RAW_STREAM",[73,128,106],{"class":105},[73,130,109],{"class":83},[13,132,133],{},"它记录的是：",[20,135,136],{},[23,137,138],{},"OpenAI-compatible provider 返回的原始 chunk",[13,140,141],{},"也就是在它们被解析成更高层 block 之前的内容。",[13,143,144],{},"这更适合判断：",[20,146,147,150],{},[23,148,149],{},"provider 本身 chunk 就有问题",[23,151,152],{},"还是解析阶段出了问题",[33,154,155],{"id":155},"两者什么时候该用哪个",[13,157,158],{},"更容易理解的判断方式是：",[160,161,163],"h3",{"id":162},"先用-openclaw-raw-stream","先用 OpenClaw raw stream",[13,165,166],{},"适合大多数场景：",[20,168,169,172,175],{},[23,170,171],{},"回复样式异常",[23,173,174],{},"reasoning 混入正文",[23,176,177],{},"流式显示怪异",[160,179,181],{"id":180},"再用-pi-mono-raw-chunk","再用 pi-mono raw chunk",[13,183,184],{},"当你已经怀疑：",[20,186,187,190,193],{},[23,188,189],{},"不是 UI 问题",[23,191,192],{},"也不只是 OpenClaw 上层格式化问题",[23,194,195],{},"而是底层 OpenAI-compat chunk 本身不对",[13,197,198],{},"再往下抓这一层。",[33,200,201],{"id":201},"默认日志文件在哪",[13,203,204],{},"根据官方文档当前说明：",[20,206,207,213],{},[23,208,209,210],{},"OpenClaw raw stream 默认写到 ",[70,211,212],{},"~/.openclaw/logs/raw-stream.jsonl",[23,214,215,216],{},"pi-mono raw chunk 默认写到 ",[70,217,218],{},"~/.pi-mono/logs/raw-openai-completions.jsonl",[13,220,221],{},"两者都支持自定义路径。",[13,223,224],{},"如果你是临时调试，建议尽量单独指定文件，便于事后清理。",[33,226,227],{"id":227},"为什么这类日志要格外谨慎",[13,229,230],{},"官方文档对安全提醒写得非常直接：",[20,232,233,236,239],{},[23,234,235],{},"日志里可能包含完整 prompt",[23,237,238],{},"可能包含工具输出",[23,240,241],{},"可能包含用户数据",[13,243,244],{},"也就是说，它们不是普通技术日志，而是潜在高敏感调试材料。",[33,246,247],{"id":247},"更稳的调试顺序",[13,249,250],{},"建议按这个顺序来：",[252,253,254,260,263,266],"ol",{},[23,255,256,257],{},"先用普通 ",[70,258,259],{},"status / logs / doctor",[23,261,262],{},"确认不是基础运行问题",[23,264,265],{},"再临时开 raw stream",[23,267,268],{},"只有必要时再下钻到 pi-mono raw chunk",[13,270,271],{},"这样能避免一开始就把太多敏感数据落盘。",[33,273,274],{"id":274},"开启后最值得看什么",[13,276,277],{},"如果你在排 provider 输出异常，更适合重点看：",[20,279,280,283,286,289],{},[23,281,282],{},"reasoning 是作为普通文本还是独立 block 出现",[23,284,285],{},"有没有重复 chunk",[23,287,288],{},"有没有顺序错乱",[23,290,291],{},"有没有明显被截断或拼接异常",[13,293,294],{},"不要一开始就试图逐行读完所有输出，先找结构性异常更有效。",[33,296,297],{"id":297},"调试结束后该做什么",[13,299,300],{},"这类日志不适合长期常开。",[13,302,303],{},"更稳的习惯通常是：",[252,305,306,309,312,315],{},[23,307,308],{},"问题复现时开启",[23,310,311],{},"采够最小复现片段",[23,313,314],{},"关掉日志",[23,316,317],{},"清理本地文件或脱敏后再分享",[13,319,320],{},"这样既够定位问题，也不会把调试手段变成长期风险。",[33,322,323],{"id":323},"下一步推荐",[20,325,326,333,339],{},[23,327,328],{},[329,330,332],"a",{"href":331},"/docs/reference/debugging-and-runtime-overrides","调试、运行时覆盖与开发排障",[23,334,335],{},[329,336,338],{"href":337},"/docs/reference/troubleshooting","故障排除与诊断思路",[23,340,341],{},[329,342,344],{"href":343},"/best-practices/safe-debug-capture","Raw Stream 调试的安全做法",[13,346,347],{},"把这几页一起看，会更容易建立一套不伤隐私的排障习惯。",[349,350,351],"style",{},"html pre.shiki code .sScJk, html code.shiki .sScJk{--shiki-default:#6F42C1;--shiki-dark:#B392F0}html pre.shiki code .sZZnC, html code.shiki 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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",[591,863,1272,556,1273],{"title":1292,"description":1293,"path":1294,"category":1267,"updatedAt":624,"sourceType":378,"tags":1295},"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",[757,1296,644,758,1273],"bootstrapToken",{"title":1298,"description":1299,"path":1300,"category":1273,"updatedAt":551,"sourceType":378,"tags":1301},"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",[1302,555,600,564,1162,554],"templates",{"title":1304,"description":1305,"path":1306,"category":1267,"updatedAt":614,"sourceType":378,"tags":1307},"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",[757,1308,405,1309,1091],"allowFrom","account",{"title":1311,"description":1312,"path":1313,"category":1267,"updatedAt":719,"sourceType":378,"tags":1314},"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",[582,1273,1315,1316],"commands","terminal",{"title":1318,"description":1319,"path":1320,"category":1267,"updatedAt":624,"sourceType":378,"tags":1321},"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",[1322,1323,591,384,1273],"cloudflare-ai-gateway","headers",{"title":1325,"description":1326,"path":1327,"category":1328,"updatedAt":516,"sourceType":669,"tags":1329},"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",[669,1330,1331,1332],"github","issues","feedback",{"title":1334,"description":1335,"path":1336,"category":1267,"updatedAt":719,"sourceType":378,"tags":1337},"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",[417,1273,1338,1339],"settings","options",{"title":1341,"description":1342,"path":1343,"category":1267,"updatedAt":386,"sourceType":378,"tags":1344},"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",[678,757,758,699,1091],{"title":1346,"description":1347,"path":1348,"category":1267,"updatedAt":624,"sourceType":378,"tags":1349},"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",[580,835,1350,921,1273],"scheduler",{"title":1352,"description":1353,"path":1354,"category":1267,"updatedAt":1030,"sourceType":378,"tags":1355},"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",[461,698,1356,1357,591],"secretref","sessionStorage",{"title":332,"description":1359,"path":331,"category":368,"updatedAt":719,"sourceType":378,"tags":1360},"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。",[381,1361,1362,1110,383],"debug","runtime-overrides",{"title":1364,"description":1365,"path":1366,"category":1267,"updatedAt":596,"sourceType":378,"tags":1367},"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",[1279,1368,1369,1361,1273],"logging","flags",{"title":1371,"description":1372,"path":1373,"category":1267,"updatedAt":596,"sourceType":378,"tags":1374},"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",[618,1375,1376,599,1273],"dmScope","identityLinks",{"title":1378,"description":1379,"path":1380,"category":1267,"updatedAt":596,"sourceType":378,"tags":1381},"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",[1110,1111,1279,1382,1273],"migrations",{"title":1384,"description":1385,"path":1386,"category":1267,"updatedAt":596,"sourceType":378,"tags":1387},"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",[964,417,626,1388,1273],"shell",{"title":1390,"description":1391,"path":1392,"category":1267,"updatedAt":516,"sourceType":400,"tags":1393},"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",[1394,1185,669,1395,1187],"sources","trust",{"title":1397,"description":1398,"path":1399,"category":1267,"updatedAt":386,"sourceType":378,"tags":1400},"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",[403,1401,582,1038,572],"rpc",{"title":1403,"description":1404,"path":1405,"category":1267,"updatedAt":596,"sourceType":378,"tags":1406},"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",[757,758,403,571,1273],{"title":1408,"description":1409,"path":1410,"category":1267,"updatedAt":1030,"sourceType":378,"tags":1411},"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",[618,403,531,461,1273],{"title":1413,"description":1414,"path":1415,"category":1267,"updatedAt":624,"sourceType":378,"tags":1416},"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",[403,1038,1417,1418,1273],"protocol","scopes",{"title":1420,"description":1421,"path":1422,"category":1267,"updatedAt":614,"sourceType":378,"tags":1423},"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",[617,1424,599,841,776],"mention",{"title":1426,"description":1427,"path":1428,"category":1267,"updatedAt":624,"sourceType":378,"tags":1429},"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",[1084,1430,1431,1432,1273],"visibility","activeHours","alerts",{"title":1434,"description":1435,"path":1436,"category":1267,"updatedAt":614,"sourceType":378,"tags":1437},"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",[1032,1038,1438,403,1273],"sdk",{"title":1440,"description":1441,"path":1442,"category":1267,"updatedAt":614,"sourceType":378,"tags":1443},"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",[417,1444,1062,1445,1273],"include","arrays",{"title":1447,"description":1448,"path":1449,"category":1267,"updatedAt":596,"sourceType":378,"tags":1450},"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",[870,1451,723,452,1273],"invoke",{"title":1453,"description":1454,"path":1455,"category":1267,"updatedAt":624,"sourceType":378,"tags":1456},"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",[407,1457,1458,1459,1460,1273],"hybrid-search","ranking","mmr","retrieval",{"title":1462,"description":1463,"path":1464,"category":1267,"updatedAt":516,"sourceType":378,"tags":1465},"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",[524,1466,591,384,1273],"probe",{"title":1468,"description":1469,"path":1470,"category":1267,"updatedAt":959,"sourceType":378,"tags":1471},"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",[757,758,1308,1472,1091],"credentials",{"title":1474,"description":1475,"path":1476,"category":1267,"updatedAt":516,"sourceType":378,"tags":1477},"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",[508,652,1478,1479,1187,1273],"npm","pin",{"title":5,"description":370,"path":374,"category":368,"updatedAt":386,"sourceType":378,"tags":1481},[381,382,383,384,385],{"title":1483,"description":1484,"path":1485,"category":1267,"updatedAt":624,"sourceType":378,"tags":1486},"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",[475,1487,591,403,1273],"tlsFingerprint",{"title":1489,"description":1490,"path":1491,"category":1267,"updatedAt":624,"sourceType":378,"tags":1492},"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",[617,1493,1494,1495,1273],"mentions","pending-history","reply",{"title":1497,"description":1498,"path":1499,"category":1267,"updatedAt":596,"sourceType":378,"tags":1500},"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",[1501,1502,553,384,1273],"secrets","secretrefs",{"title":1504,"description":1505,"path":1506,"category":1267,"updatedAt":614,"sourceType":378,"tags":1507},"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",[618,426,1375,757,841],{"title":1509,"description":1510,"path":1511,"category":1267,"updatedAt":1512,"sourceType":378,"tags":1513},"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",[618,1514,1515,987,1273],"transcript","jsonl",{"title":1517,"description":1518,"path":1519,"category":1267,"updatedAt":1512,"sourceType":378,"tags":1520},"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",[556,582,1521,1211,425],"store",{"title":1523,"description":1524,"path":1525,"category":1267,"updatedAt":624,"sourceType":378,"tags":1526},"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 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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",[588,589,590,384,888],{"title":1863,"description":1864,"path":1865,"category":1827,"date":614,"updatedAt":614,"sourceType":378,"source":1866,"tags":1867},"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",[616,600,617,599,645],{"title":1869,"description":1870,"path":1871,"category":1827,"date":624,"updatedAt":624,"sourceType":378,"source":1872,"tags":1873},"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",[461,1246,757,475,426],{"title":1875,"description":1876,"path":1877,"category":1827,"date":516,"updatedAt":516,"sourceType":378,"source":1835,"tags":1878},"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",[644,646,723,405,1200],{"title":1880,"description":1881,"path":1882,"category":1678,"date":399,"updatedAt":399,"sourceType":669,"source":1883,"tags":1884},"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",[1558,670,1681,1634],{"title":1886,"description":1887,"path":1888,"category":1827,"date":516,"updatedAt":516,"sourceType":378,"source":1889,"tags":1890},"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",[652,418,661,662,1891,653],"telemetry",{"title":1893,"description":1894,"path":1895,"category":1620,"date":386,"updatedAt":386,"sourceType":378,"source":1896,"tags":1897},"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",[582,403,1401,572,425],{"title":1899,"description":1900,"path":1901,"category":1827,"date":596,"updatedAt":596,"sourceType":378,"source":1902,"tags":1903},"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",[417,964,598,1904,425],"overrides",{"title":1906,"description":1907,"path":1908,"category":1620,"date":386,"updatedAt":386,"sourceType":378,"source":1815,"tags":1909},"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",[986,987,556,407,1910],"continuity",{"title":1912,"description":1913,"path":1914,"category":1620,"date":386,"updatedAt":386,"sourceType":378,"source":1915,"tags":1916},"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",[678,461,1070,757,475],{"title":1918,"description":1919,"path":1920,"category":1827,"date":1030,"updatedAt":1030,"sourceType":378,"source":1841,"tags":1921},"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",[461,555,1356,591,678],{"title":1923,"description":1924,"path":1925,"category":1827,"date":516,"updatedAt":516,"sourceType":378,"source":1841,"tags":1926},"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",[461,531,698,1356,599,1927],"web",{"title":1929,"description":1930,"path":1931,"category":1620,"date":399,"updatedAt":399,"sourceType":669,"source":1932,"tags":1933},"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",[414,418,670,1558],{"title":1935,"description":1936,"path":1937,"category":1827,"date":614,"updatedAt":614,"sourceType":378,"source":1938,"tags":1939},"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",[758,757,698,1104,1940],"rotate",{"title":1942,"description":1943,"path":1944,"category":1827,"date":596,"updatedAt":596,"sourceType":378,"source":1945,"tags":1946},"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",[1110,1279,1111,381,425],{"title":1948,"description":1949,"path":1950,"category":1827,"date":614,"updatedAt":614,"sourceType":378,"source":1945,"tags":1951},"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",[1110,1111,961,1188,1279],{"title":1953,"description":1954,"path":1955,"category":1956,"date":399,"updatedAt":399,"sourceType":669,"source":1957,"tags":1958},"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",[1959,1960,1961,1962],"education","adoption","ai-tutor","higher-education",{"title":1964,"description":1965,"path":1966,"category":1956,"date":399,"updatedAt":399,"sourceType":669,"source":1967,"tags":1968},"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",[424,1560,452,1558],{"title":1970,"description":1971,"path":1972,"category":1620,"date":386,"updatedAt":386,"sourceType":378,"source":1973,"tags":1974},"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",[418,652,508,510,671],{"title":1976,"description":1977,"path":1978,"category":1827,"date":577,"updatedAt":577,"sourceType":378,"source":1979,"tags":1980},"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",[735,736,737,738,405,739],{"title":1982,"description":1983,"path":1984,"category":1827,"date":614,"updatedAt":614,"sourceType":378,"source":1985,"tags":1986},"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",[403,757,1987,698,571],"pending",{"title":1989,"description":1990,"path":1991,"category":1827,"date":1030,"updatedAt":1030,"sourceType":378,"source":1992,"tags":1993},"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",[403,618,531,461,1994],"state",{"title":1996,"description":1997,"path":1998,"category":1827,"date":614,"updatedAt":614,"sourceType":378,"source":1999,"tags":2000},"OpenClaw 开始把群聊入口判断顺序写成可复述规则","官方最近在 Groups、Group Messages 和 Messages 文档里，把群入口的 groupPolicy、allowlist 和 mention gating 顺序写得更完整了，也让“没回”和“没进系统”首次更容易区分。","/news/openclaw-group-policy-watch-2026-03-25","https://docs.openclaw.ai/channels/groups",[617,1424,841,776,599],{"title":2002,"description":2003,"path":2004,"category":1827,"date":624,"updatedAt":624,"sourceType":378,"source":1999,"tags":2005},"OpenClaw 正在把群触发从“@一下就行”写成更完整的治理链","官方最近围绕 Groups、Group Messages 和 Broadcast Groups 的文档更新，正在把 reply-to implicit mention、pending history、forum topic session key 和 shared-group rollout 写成更完整的群入口治理链。","/news/openclaw-group-trigger-governance-watch-2026-03-29",[617,1493,2006,616,888],"activation",{"title":2008,"description":2009,"path":2010,"category":1827,"date":614,"updatedAt":614,"sourceType":378,"source":2011,"tags":2012},"OpenClaw 配置观察：include 合并边界正在从“能拆文件”继续走向“能预测最终结果”","基于 2026 年 3 月 25 日可见的官方 Configuration 文档，最近配置层最值得关注的变化之一是 include、数组处理和 sibling override 的顺序正在被官方主动写清。","/news/openclaw-include-merge-boundary-watch-2026-03-25","https://docs.openclaw.ai/gateway/configuration",[417,1444,1062,1445,425],{"title":2014,"description":2015,"path":2016,"category":1620,"date":386,"updatedAt":386,"sourceType":378,"source":2017,"tags":2018},"OpenClaw 官方 Showcase 基础设施观察：Home Assistant、Nix 与远程文件流转正在成为高频落地方向","基于 2026 年 3 月 21 日可见的官方 Showcase 页面，整理最近最值得关注的基础设施与部署类案例，观察 OpenClaw 在家庭服务器、可复现部署和远程实例运维上的真实应用。","/news/openclaw-infra-showcase-watch-2026-03-21","https://docs.openclaw.ai/start/showcase",[2019,1560,2020,2021,2022],"showcase","home-assistant","nix","infrastructure",{"title":2024,"description":2025,"path":2026,"category":1827,"date":596,"updatedAt":596,"sourceType":378,"source":2027,"tags":2028},"OpenClaw 的长期会话治理能力正在变完整","官方最近围绕 session、memory、compaction 和 secure DM mode 的文档更新，正在把长期连续性、上下文边界和重置策略拼成一条更完整的治理链。","/news/openclaw-long-session-governance-watch-2026-03-22","https://docs.openclaw.ai/concepts/session",[556,407,987,1910,888],{"title":2030,"description":2031,"path":2032,"category":1827,"date":596,"updatedAt":596,"sourceType":378,"source":2033,"tags":2034},"OpenClaw 的后台维护生命周期正在变清楚","官方最近围绕 cron、sessions cleanup、doctor 和 retention 的文档更新，正在把长期运行时的会话、日志和作业痕迹分成更清楚的维护层次。","/news/openclaw-maintenance-lifecycle-watch-2026-03-22","https://docs.openclaw.ai/cron",[1188,580,556,1077,425],{"title":2036,"description":2037,"path":2038,"category":1646,"date":1621,"updatedAt":466,"sourceType":1330,"source":1648,"tags":2039},"OpenClaw 2026年3月版本更新：技能系统与安全性全面升级","OpenClaw 发布重要更新，带来性能优化、全新技能系统和安全性改进。","/news/openclaw-march-2026-update",[1185,1258,1186,418,426],{"title":2041,"description":2042,"path":2043,"category":1827,"date":516,"updatedAt":516,"sourceType":378,"source":2044,"tags":2045},"OpenClaw 记忆观察：Markdown 仍然是 source of truth，memory plugin slot 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如何把转录、向量检索和学习流程接成长链路。","/news/openclaw-memory-showcase-watch-2026-03-21",[2019,407,706,2056,2057],"vector-search","knowledge",{"title":2059,"description":2060,"path":2061,"category":1827,"date":614,"updatedAt":614,"sourceType":378,"source":2062,"tags":2063},"OpenClaw 的 mention gating 正在从单一 @ 规则变成跨渠道触发层","官方最新 Groups 和 Group Messages 文档显示，mention gating 已经不再只服务 WhatsApp 群，而是在 Telegram、Slack、Discord、iMessage 等入口上逐步形成统一触发层。","/news/openclaw-mention-gating-watch-2026-03-25","https://docs.openclaw.ai/channels/group-messages",[1424,617,644,646,713],{"title":2065,"description":2066,"path":2067,"category":1827,"date":596,"updatedAt":596,"sourceType":378,"source":2068,"tags":2069},"OpenClaw 的消息入口语义正在变清楚","官方最近围绕 Messages、WebChat 和 Channel Routing 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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",[1200,699,678,757,475],{"title":2093,"description":2094,"path":2095,"category":1827,"date":624,"updatedAt":624,"sourceType":378,"source":2096,"tags":2097},"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",[461,531,1038,1200,572],{"title":2099,"description":2100,"path":2101,"category":1827,"date":614,"updatedAt":614,"sourceType":378,"source":1938,"tags":2102},"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",[757,1308,405,1309,425],{"title":2104,"description":2105,"path":2106,"category":1620,"date":386,"updatedAt":386,"sourceType":378,"source":2107,"tags":2108},"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",[508,670,510,669,671],{"title":2110,"description":2111,"path":2112,"category":1827,"date":516,"updatedAt":516,"sourceType":378,"source":2113,"tags":2114},"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",[384,524,571,591,888],{"title":2128,"description":2129,"path":2130,"category":1827,"date":624,"updatedAt":624,"sourceType":378,"source":2131,"tags":2132},"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",[384,1272,524,403,425],{"title":2134,"description":2135,"path":2136,"category":1620,"date":386,"updatedAt":386,"sourceType":378,"source":1815,"tags":2137},"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",[1185,1186,1188,1187],{"title":2139,"description":2140,"path":2141,"category":1827,"date":596,"updatedAt":596,"sourceType":378,"source":1841,"tags":2142},"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",[461,757,571,475,1091],{"title":2144,"description":2145,"path":2146,"category":1827,"date":614,"updatedAt":614,"sourceType":378,"source":2147,"tags":2148},"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",[599,598,2149,405,600],"threads",{"title":2151,"description":2152,"path":2153,"category":1827,"date":577,"updatedAt":577,"sourceType":378,"source":2154,"tags":2155},"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",[929,817,930,501,406],{"title":2157,"description":2158,"path":2159,"category":1827,"date":614,"updatedAt":614,"sourceType":378,"source":2160,"tags":2161},"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",[1502,2162,2163,1501,425],"snapshot","rotation",{"title":2165,"description":2166,"path":2167,"category":1827,"date":614,"updatedAt":614,"sourceType":378,"source":2027,"tags":2168},"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",[618,426,1375,757,1226],{"title":2170,"description":2171,"path":2172,"category":1827,"date":516,"updatedAt":516,"sourceType":378,"source":2173,"tags":2174},"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",[426,1211,1213,1212,425],{"title":2176,"description":2177,"path":2178,"category":2179,"date":399,"updatedAt":399,"sourceType":669,"source":2180,"tags":2181},"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",[426,2182,385,424],"compliance",{"title":2184,"description":2185,"path":2186,"category":1827,"date":596,"updatedAt":596,"sourceType":378,"source":2160,"tags":2187},"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",[426,1501,723,2188,425],"proxy",{"title":2190,"description":2191,"path":2192,"category":1827,"date":1512,"updatedAt":1512,"sourceType":378,"source":2193,"tags":2194},"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",[618,1515,987,1514,403],{"title":2196,"description":2197,"path":2198,"category":1827,"date":1512,"updatedAt":1512,"sourceType":378,"source":2199,"tags":2200},"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",[556,582,1521,1211,425],{"title":2202,"description":2203,"path":2204,"category":1827,"date":614,"updatedAt":614,"sourceType":378,"source":2205,"tags":2206},"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",[426,1226,1227,2207,403],"sandbox",{"title":2209,"description":2210,"path":2211,"category":1620,"date":386,"updatedAt":386,"sourceType":378,"source":2017,"tags":2212},"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",[2019,669,644,418,453],{"title":2214,"description":2215,"path":2216,"category":1827,"date":624,"updatedAt":624,"sourceType":378,"source":2205,"tags":2217},"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",[1226,1376,616,599,426],{"title":2219,"description":2220,"path":2221,"category":1827,"date":1512,"updatedAt":1512,"sourceType":378,"source":2222,"tags":2223},"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",[1514,384,1540,1541,2224],"compatibility",{"title":2226,"description":2227,"path":2228,"category":1827,"date":516,"updatedAt":516,"sourceType":378,"source":1872,"tags":2229},"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",[1246,426,475,403,591],{"title":2231,"description":2232,"path":2233,"category":1827,"date":1030,"updatedAt":1030,"sourceType":378,"source":1992,"tags":2234},"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",[403,531,1032,381,618],{"title":2236,"description":2237,"path":2238,"category":1827,"date":516,"updatedAt":516,"sourceType":378,"source":2239,"tags":2240},"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",[1586,1188,863,403,1994],{"title":2242,"description":2243,"path":2244,"category":1827,"date":516,"updatedAt":516,"sourceType":378,"source":2245,"tags":2246},"OpenClaw 更新观察：stable、beta、dev 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