[{"data":1,"prerenderedAt":3180},["ShallowReactive",2],{"best-practices:data-analysis":3,"content-manifest":668},{"id":4,"title":5,"body":6,"category":239,"date":651,"description":652,"difficulty":653,"extension":654,"meta":655,"navigation":656,"path":657,"seo":658,"source":651,"sourceName":651,"sourceType":659,"stem":660,"tags":661,"updatedAt":666,"__hash__":667},"bestPractices/best-practices/data-analysis.md","数据分析与可视化",{"type":7,"value":8,"toc":633},"minimark",[9,12,16,20,24,192,195,237,240,243,301,304,382,385,388,448,452,516,519,522,603,606,629],[10,11,5],"h1",{"id":5},[13,14,15],"p",{},"本文介绍如何使用 OpenClaw 进行数据分析和可视化。",[17,18,19],"h2",{"id":19},"数据收集",[21,22,23],"h3",{"id":23},"数据源配置",[25,26,31],"pre",{"className":27,"code":28,"language":29,"meta":30,"style":30},"language-json shiki shiki-themes github-light github-dark","{\n  \"data_sources\": {\n    \"api\": {\n      \"type\": \"rest\",\n      \"url\": \"https://api.example.com/data\",\n      \"auth\": \"api_key\"\n    },\n    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return await read_file(query)\n","python",[32,201,202,207,212,217,222,227,232],{"__ignoreMap":30},[35,203,204],{"class":37,"line":38},[35,205,206],{},"async def collect_data(source, query):\n",[35,208,209],{"class":37,"line":45},[35,210,211],{},"    if source.type == \"api\":\n",[35,213,214],{"class":37,"line":55},[35,215,216],{},"        return await fetch_from_api(query)\n",[35,218,219],{"class":37,"line":63},[35,220,221],{},"    elif source.type == \"database\":\n",[35,223,224],{"class":37,"line":79},[35,225,226],{},"        return await query_database(query)\n",[35,228,229],{"class":37,"line":92},[35,230,231],{},"    elif source.type == \"file\":\n",[35,233,234],{"class":37,"line":103},[35,235,236],{},"        return await read_file(query)\n",[17,238,239],{"id":239},"数据处理",[21,241,242],{"id":242},"数据清洗",[25,244,246],{"className":197,"code":245,"language":199,"meta":30,"style":30},"def clean_data(data):\n    # 去除空值\n    data = data.dropna()\n    \n    # 去除重复\n    data = 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}\n",[35,508,509],{"class":37,"line":140},[35,510,511],{},"        }\n",[35,513,514],{"class":37,"line":145},[35,515,179],{},[17,517,518],{"id":518},"自动化报告",[21,520,521],{"id":521},"报告生成",[25,523,525],{"className":197,"code":524,"language":199,"meta":30,"style":30},"async def generate_report(data):\n    # 数据分析\n    analysis = analyze_data(data)\n    \n    # 生成图表\n    charts = [create_chart(d, 'line') for d in analysis]\n    \n    # 生成报告\n    report = {\n        \"title\": \"数据分析报告\",\n        \"date\": datetime.now(),\n        \"summary\": analysis.summary,\n        \"charts\": charts\n    }\n    \n    return report\n",[32,526,527,532,537,542,546,551,556,560,565,570,575,580,585,590,594,598],{"__ignoreMap":30},[35,528,529],{"class":37,"line":38},[35,530,531],{},"async def generate_report(data):\n",[35,533,534],{"class":37,"line":45},[35,535,536],{},"    # 数据分析\n",[35,538,539],{"class":37,"line":55},[35,540,541],{},"    analysis = 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等多人频道后，如何把频道、线程、私聊和长期记忆分开，避免上下文污染。","/docs/operations/team-channel-session-strategy",[869,898,967,695,1443,705],"group-chat",{"title":1445,"description":1446,"path":1447,"category":1253,"updatedAt":1169,"sourceType":713,"tags":1448},"Trusted Proxy Auth 怎么用","理解 OpenClaw 的 trusted-proxy 认证模式、适用场景、风险检查项，以及它和普通 TLS 反向代理的本质区别。","/docs/operations/trusted-proxy-auth",[1449,1450,950,683,706],"trusted-proxy","reverse-proxy",{"title":1452,"description":1453,"path":1454,"category":1253,"updatedAt":754,"sourceType":713,"tags":1455},"Trusted Proxy 和 Tailscale Serve 怎么选","基于最新官方安全与 trusted proxy 文档，解释 OpenClaw 在 trusted-proxy、token/password 和 Tailscale Serve 之间各自适合什么场景。","/docs/operations/trusted-proxy-vs-tailscale-serve",[1449,1271,1450,950,683,706],{"title":1457,"description":1458,"path":1459,"category":1253,"updatedAt":797,"sourceType":713,"tags":1460},"stable、beta、dev 更新通道该怎么选","基于最新官方 update CLI 与 Updating 文档，解释 OpenClaw 的 stable、beta、dev 三条更新轨道、auto-updater 行为和更适合的长期 rollout 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做人工批准。","/docs/reference/bootstrap-code-and-pair-pending",[1000,1500,896,1001,1476],"bootstrapToken",{"title":1502,"description":1503,"path":1504,"category":1470,"updatedAt":865,"sourceType":713,"tags":1505},"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",[1000,1506,685,1507,1293],"allowFrom","account",{"title":1509,"description":1510,"path":1511,"category":1470,"updatedAt":712,"sourceType":713,"tags":1512},"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",[1133,1476,1513,1514],"commands","terminal",{"title":1516,"description":1517,"path":1518,"category":1470,"updatedAt":875,"sourceType":713,"tags":1519},"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 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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",[1278,1080,1548,1549,1476],"scheduler","queue",{"title":1551,"description":1552,"path":1553,"category":1470,"updatedAt":1231,"sourceType":713,"tags":1554},"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",[742,951,1555,1556,950],"secretref","sessionStorage",{"title":1558,"description":1559,"path":1560,"category":1561,"updatedAt":712,"sourceType":713,"tags":1562},"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 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为什么不是故障。","/docs/reference/heartbeat-ack-and-visibility-controls",[1286,1633,1634,1635,1476],"visibility","activeHours","alerts",{"title":1637,"description":1638,"path":1639,"category":1470,"updatedAt":865,"sourceType":713,"tags":1640},"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",[1233,1239,1641,683,1476],"sdk",{"title":1643,"description":1644,"path":1645,"category":1470,"updatedAt":865,"sourceType":713,"tags":1646},"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",[697,1647,1263,1648,1476],"include","arrays",{"title":1650,"description":1651,"path":1652,"category":1470,"updatedAt":847,"sourceType":713,"tags":1653},"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",[1106,1654,976,733,1476],"invoke",{"title":1656,"description":1657,"path":1658,"category":1470,"updatedAt":875,"sourceType":713,"tags":1659},"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",[687,1660,1661,1662,1663,1476],"hybrid-search","ranking","mmr","retrieval",{"title":1665,"description":1666,"path":1667,"category":1470,"updatedAt":797,"sourceType":713,"tags":1668},"models status --probe 和 auth profiles 应该怎么看","基于最新官方 Models CLI 文档，解释 openclaw models status --probe、--probe-provider 与认证 profile 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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",[2214,687,959,2251,2252],"vector-search","knowledge",{"title":2254,"description":2255,"path":2256,"category":2039,"date":865,"updatedAt":865,"sourceType":713,"source":2257,"tags":2258},"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",[1627,868,896,898,967],{"title":2260,"description":2261,"path":2262,"category":2039,"date":847,"updatedAt":847,"sourceType":713,"source":2263,"tags":2264},"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",[1019,812,850,1023,685],{"title":2266,"description":2267,"path":2268,"category":2039,"date":797,"updatedAt":797,"sourceType":713,"source":2096,"tags":2269},"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",[805,1669,961,950,1350],{"title":2271,"description":2272,"path":2273,"category":2039,"date":865,"updatedAt":865,"sourceType":713,"source":2274,"tags":2275},"OpenClaw 节点观察：headless node、普通设备节点与 Gateway 的宿主边界正在被官方写清","基于 2026 年 3 月 25 日可见的官方 Nodes、Architecture 与 Pairing 文档，最近节点层最值得关注的变化之一是能力宿主边界正在被主动拆清。","/news/openclaw-node-host-boundary-watch-2026-03-25","https://docs.openclaw.ai/nodes",[841,999,683,1000,1001],{"title":2277,"description":2278,"path":2279,"category":1833,"date":754,"updatedAt":754,"sourceType":713,"source":2280,"tags":2281},"OpenClaw 接入观察：从 2026.1.29 的迁移信号到现在的 Onboarding Wizard，官方已经把“第一次跑通”做成更完整链路","基于 2026 年 3 月 21 日可见的官方 Onboarding、Install 与 Releases 页面，整理 OpenClaw 从命名迁移、路径自动迁移到本地/远程 wizard 分流这条接入链路最近最值得注意的变化。","/news/openclaw-onboarding-migration-watch-2026-03-21","https://docs.openclaw.ai/start/wizard",[741,1817,2282,1818,1391],"install",{"title":2284,"description":2285,"path":2286,"category":2039,"date":1231,"updatedAt":1231,"sourceType":713,"source":2115,"tags":2287},"OpenClaw 的远程 operator 正在从“谁都能开网页”转向浏览器级交接管理","随着 Dashboard、Control UI 和 device pairing 文档持续补强，官方越来越清楚地把浏览器 profile、设备 pairing 和控制面交接写成同一条管理面问题。","/news/openclaw-operator-browser-watch-2026-03-26",[1403,952,930,1000,756],{"title":2289,"description":2290,"path":2291,"category":2039,"date":875,"updatedAt":875,"sourceType":713,"source":2292,"tags":2293},"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",[742,812,1239,1403,842],{"title":2295,"description":2296,"path":2297,"category":2039,"date":865,"updatedAt":865,"sourceType":713,"source":2139,"tags":2298},"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",[1000,1506,685,1507,705],{"title":2300,"description":2301,"path":2302,"category":1833,"date":754,"updatedAt":754,"sourceType":713,"source":2303,"tags":2304},"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",[789,922,791,921,923],{"title":2306,"description":2307,"path":2308,"category":2039,"date":797,"updatedAt":797,"sourceType":713,"source":2309,"tags":2310},"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",[789,904,1681,1682,1390],{"title":2312,"description":2313,"path":2314,"category":2039,"date":797,"updatedAt":797,"sourceType":713,"source":2315,"tags":2316},"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",[1105,1106,733,976,790],{"title":2318,"description":2319,"path":2320,"category":2039,"date":875,"updatedAt":875,"sourceType":713,"source":2321,"tags":2322},"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",[961,805,841,950,1112],{"title":2324,"description":2325,"path":2326,"category":2039,"date":875,"updatedAt":875,"sourceType":713,"source":2327,"tags":2328},"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",[961,1475,805,683,705],{"title":2330,"description":2331,"path":2332,"category":1833,"date":754,"updatedAt":754,"sourceType":713,"source":2033,"tags":2333},"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",[1388,1389,1391,1390],{"title":2335,"description":2336,"path":2337,"category":2039,"date":847,"updatedAt":847,"sourceType":713,"source":2053,"tags":2338},"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",[742,1000,841,756,1293],{"title":2340,"description":2341,"path":2342,"category":2039,"date":865,"updatedAt":865,"sourceType":713,"source":2343,"tags":2344},"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",[850,849,2345,685,851],"threads",{"title":2347,"description":2348,"path":2349,"category":2039,"date":865,"updatedAt":865,"sourceType":713,"source":2350,"tags":2351},"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",[1709,2352,2353,1708,705],"snapshot","rotation",{"title":2355,"description":2356,"path":2357,"category":2039,"date":865,"updatedAt":865,"sourceType":713,"source":2222,"tags":2358},"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",[869,706,1578,1000,1429],{"title":2360,"description":2361,"path":2362,"category":2039,"date":797,"updatedAt":797,"sourceType":713,"source":2363,"tags":2364},"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",[706,1414,1416,1415,705],{"title":2366,"description":2367,"path":2368,"category":2369,"date":679,"updatedAt":679,"sourceType":921,"source":2370,"tags":2371},"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",[706,2372,1032,704],"compliance",{"title":2374,"description":2375,"path":2376,"category":2039,"date":847,"updatedAt":847,"sourceType":713,"source":2350,"tags":2377},"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",[706,1708,976,2378,705],"proxy",{"title":2380,"description":2381,"path":2382,"category":2039,"date":1720,"updatedAt":1720,"sourceType":713,"source":2383,"tags":2384},"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",[869,1723,1188,1722,683],{"title":2386,"description":2387,"path":2388,"category":2039,"date":1720,"updatedAt":1720,"sourceType":713,"source":2389,"tags":2390},"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",[988,1133,1729,1414,705],{"title":2392,"description":2393,"path":2394,"category":2039,"date":865,"updatedAt":865,"sourceType":713,"source":2395,"tags":2396},"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",[706,1429,1430,2397,683],"sandbox",{"title":2399,"description":2400,"path":2401,"category":1833,"date":754,"updatedAt":754,"sourceType":713,"source":2212,"tags":2402},"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",[2214,921,896,698,734],{"title":2404,"description":2405,"path":2406,"category":2039,"date":875,"updatedAt":875,"sourceType":713,"source":2395,"tags":2407},"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",[1429,1579,867,850,706],{"title":2409,"description":2410,"path":2411,"category":2039,"date":1720,"updatedAt":1720,"sourceType":713,"source":2412,"tags":2413},"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 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