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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",[2311,789,1060,2348,2349],"vector-search","knowledge",{"title":2351,"description":2352,"path":2353,"category":2136,"date":967,"updatedAt":967,"sourceType":813,"source":2354,"tags":2355},"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",[1727,970,998,1000,1068],{"title":2357,"description":2358,"path":2359,"category":2136,"date":949,"updatedAt":949,"sourceType":813,"source":2360,"tags":2361},"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",[1121,913,952,1125,787],{"title":2363,"description":2364,"path":2365,"category":2136,"date":898,"updatedAt":898,"sourceType":813,"source":2193,"tags":2366},"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",[906,1769,1062,1051,1452],{"title":2368,"description":2369,"path":2370,"category":2136,"date":967,"updatedAt":967,"sourceType":813,"source":2371,"tags":2372},"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 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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",[1505,1053,1031,1102,857],{"title":2386,"description":2387,"path":2388,"category":2136,"date":977,"updatedAt":977,"sourceType":813,"source":2389,"tags":2390},"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",[843,913,1341,1505,944],{"title":2392,"description":2393,"path":2394,"category":2136,"date":967,"updatedAt":967,"sourceType":813,"source":2236,"tags":2395},"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 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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",[1062,906,943,1051,1214],{"title":2421,"description":2422,"path":2423,"category":2136,"date":977,"updatedAt":977,"sourceType":813,"source":2424,"tags":2425},"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",[1062,1577,906,785,806],{"title":2427,"description":2428,"path":2429,"category":1933,"date":855,"updatedAt":855,"sourceType":813,"source":2130,"tags":2430},"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",[1490,1491,1493,1492],{"title":2432,"description":2433,"path":2434,"category":2136,"date":949,"updatedAt":949,"sourceType":813,"source":2150,"tags":2435},"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",[843,1102,943,857,1395],{"title":2437,"description":2438,"path":2439,"category":2136,"date":967,"updatedAt":967,"sourceType":813,"source":2440,"tags":2441},"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",[952,951,2442,787,953],"threads",{"title":2444,"description":2445,"path":2446,"category":2136,"date":967,"updatedAt":967,"sourceType":813,"source":2447,"tags":2448},"OpenClaw Secret 观察：active snapshot 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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",[807,1808,1077,2475,806],"proxy",{"title":2477,"description":2478,"path":2479,"category":2136,"date":1820,"updatedAt":1820,"sourceType":813,"source":2480,"tags":2481},"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",[971,1823,1290,1822,785],{"title":2483,"description":2484,"path":2485,"category":2136,"date":1820,"updatedAt":1820,"sourceType":813,"source":2486,"tags":2487},"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",[1090,1235,1829,1516,806],{"title":2489,"description":2490,"path":2491,"category":2136,"date":967,"updatedAt":967,"sourceType":813,"source":2492,"tags":2493},"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",[807,1531,1532,2494,785],"sandbox",{"title":2496,"description":2497,"path":2498,"category":1933,"date":855,"updatedAt":855,"sourceType":813,"source":2309,"tags":2499},"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",[2311,766,998,764,834],{"title":2501,"description":2502,"path":2503,"category":2136,"date":977,"updatedAt":977,"sourceType":813,"source":2492,"tags":2504},"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",[1531,1679,969,952,807],{"title":2506,"description":2507,"path":2508,"category":2136,"date":1820,"updatedAt":1820,"sourceType":813,"source":2509,"tags":2510},"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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