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release notes 放在一起看，会发现几条非常有代表性的信号：",[32,33,34,38,41],"ul",{},[35,36,37],"li",{},"compaction 后的 token sanity check",[35,39,40],{},"session reset 时对上下文身份的保留",[35,42,43],{},"persona / language continuity 的修正",[45,46,48],"h2",{"id":47},"_1-compaction-已经不只是压短一点","1. compaction 已经不只是“压短一点”",[15,50,51],{},"官方 Context 文档本来就已经明确：",[32,53,54,57],{},[35,55,56],{},"compaction 不是删历史",[35,58,59],{},"而是把旧内容提炼后持久化",[15,61,62],{},"但最近 release 里继续出现了：",[32,64,65],{},[35,66,67],{},"post-compaction sanity check",[15,69,70],{},"这说明官方已经把 compaction 当成一条真正影响长期运行稳定性的主链，而不只是优化项。",[45,72,74],{"id":73},"_2-session-continuity-已经进入显式修复范围","2. session continuity 已经进入显式修复范围",[15,76,77,78,80],{},"在 ",[27,79,29],{}," 的 release notes 里，官方还单独修了：",[32,82,83,88],{},[35,84,85],{},[27,86,87],{},"lastAccountId",[35,89,90],{},[27,91,92],{},"lastThreadId",[15,94,95],{},"在 session reset 后的保留问题。",[15,97,98],{},"这件事很值，因为它说明：",[32,100,101,104],{},[35,102,103],{},"会话连续性不是抽象概念",[35,105,106],{},"它已经落实到具体的路由与上下文字段",[15,108,109],{},"对中文站维护者来说，这类细节恰恰最值得继续解释给用户。",[45,111,113],{"id":112},"_3-persona-language-continuity-也被官方单独点出来了","3. persona / language continuity 也被官方单独点出来了",[15,115,116],{},"同一版 release notes 里，还能看到：",[32,118,119],{},[35,120,121],{},"preserve persona and language continuity in compaction summaries",[15,123,124],{},"这说明官方已经明确认识到一个长期使用里的核心痛点：",[32,126,127],{},[35,128,129],{},"一旦压缩或重建上下文后，“我是谁”“我应该怎么说话”不能轻易漂掉",[15,131,132],{},"这其实就是长期使用体验的根本。",[45,134,136],{"id":135},"_4-这批修复透露出的共同趋势","4. 这批修复透露出的共同趋势",[15,138,139],{},"把这些变化放在一起看，会发现官方对上下文系统的关注已经越来越偏向：",[32,141,142,145,148],{},[35,143,144],{},"长期运行保真",[35,146,147],{},"路由与会话身份一致",[35,149,150],{},"压缩后仍保留行为连续性",[15,152,153],{},"也就是说，OpenClaw 这条线已经在从“能跑长会话”继续走向“能把长会话跑得不失真”。",[45,155,156],{"id":156},"中文站最该如何承接这类变化",[15,158,159],{},"这类变化对中文站特别重要，因为它们不是 flashy 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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",[529,1188,1189,1190],"github","issues","feedback",{"title":1192,"description":1193,"path":1194,"category":1125,"updatedAt":579,"sourceType":242,"tags":1195},"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",[279,1131,1196,1197],"settings","options",{"title":1199,"description":1200,"path":1201,"category":1125,"updatedAt":233,"sourceType":242,"tags":1202},"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",[538,617,618,559,949],{"title":1204,"description":1205,"path":1206,"category":1125,"updatedAt":486,"sourceType":242,"tags":1207},"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 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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",[730,1313,583,314,1131],"invoke",{"title":1315,"description":1316,"path":1317,"category":1125,"updatedAt":486,"sourceType":242,"tags":1318},"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",[248,1319,1320,1321,1322,1131],"hybrid-search","ranking","mmr","retrieval",{"title":1324,"description":1325,"path":1326,"category":1125,"updatedAt":378,"sourceType":242,"tags":1327},"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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之间更清晰的协作关系。","/news/openclaw-cli-control-plane-watch-2026-03-21","https://docs.openclaw.ai/cli",[443,266,1263,433,287],{"title":1765,"description":1766,"path":1767,"category":1693,"date":458,"updatedAt":458,"sourceType":242,"source":1768,"tags":1769},"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",[279,824,460,1770,287],"overrides",{"title":5,"description":234,"path":238,"category":232,"date":233,"updatedAt":233,"sourceType":242,"source":240,"tags":1772},[245,246,247,248,249],{"title":1774,"description":1775,"path":1776,"category":232,"date":233,"updatedAt":233,"sourceType":242,"source":1777,"tags":1778},"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",[538,323,928,617,337],{"title":1780,"description":1781,"path":1782,"category":1693,"date":888,"updatedAt":888,"sourceType":242,"source":1707,"tags":1783},"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",[323,417,1214,453,538],{"title":1785,"description":1786,"path":1787,"category":1693,"date":378,"updatedAt":378,"sourceType":242,"source":1707,"tags":1788},"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",[323,393,558,1214,461,1789],"web",{"title":1791,"description":1792,"path":1793,"category":232,"date":262,"updatedAt":262,"sourceType":529,"source":1794,"tags":1795},"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",[276,280,530,1426],{"title":1797,"description":1798,"path":1799,"category":1693,"date":476,"updatedAt":476,"sourceType":242,"source":1800,"tags":1801},"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",[618,617,558,962,1802],"rotate",{"title":1804,"description":1805,"path":1806,"category":1693,"date":458,"updatedAt":458,"sourceType":242,"source":1807,"tags":1808},"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",[968,1137,969,1222,287],{"title":1810,"description":1811,"path":1812,"category":1693,"date":476,"updatedAt":476,"sourceType":242,"source":1807,"tags":1813},"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",[968,969,821,1046,1137],{"title":1815,"description":1816,"path":1817,"category":1818,"date":262,"updatedAt":262,"sourceType":529,"source":1819,"tags":1820},"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",[1821,1822,1823,1824],"education","adoption","ai-tutor","higher-education",{"title":1826,"description":1827,"path":1828,"category":1818,"date":262,"updatedAt":262,"sourceType":529,"source":1829,"tags":1830},"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",[286,1428,314,1426],{"title":1832,"description":1833,"path":1834,"category":232,"date":233,"updatedAt":233,"sourceType":242,"source":1835,"tags":1836},"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",[280,512,370,372,531],{"title":1838,"description":1839,"path":1840,"category":1693,"date":438,"updatedAt":438,"sourceType":242,"source":1841,"tags":1842},"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",[595,596,597,598,268,599],{"title":1844,"description":1845,"path":1846,"category":1693,"date":476,"updatedAt":476,"sourceType":242,"source":1847,"tags":1848},"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",[266,617,1849,558,432],"pending",{"title":1851,"description":1852,"path":1853,"category":1693,"date":888,"updatedAt":888,"sourceType":242,"source":1854,"tags":1855},"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",[266,480,393,323,1856],"state",{"title":1858,"description":1859,"path":1860,"category":1693,"date":476,"updatedAt":476,"sourceType":242,"source":1861,"tags":1862},"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",[479,1286,701,636,461],{"title":1864,"description":1865,"path":1866,"category":1693,"date":486,"updatedAt":486,"sourceType":242,"source":1861,"tags":1867},"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 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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",[1881,1428,1882,1883,1884],"showcase","home-assistant","nix","infrastructure",{"title":1886,"description":1887,"path":1888,"category":1693,"date":458,"updatedAt":458,"sourceType":242,"source":1889,"tags":1890},"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",[247,248,246,249,748],{"title":1892,"description":1893,"path":1894,"category":1693,"date":458,"updatedAt":458,"sourceType":242,"source":1895,"tags":1896},"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",[1046,441,247,935,287],{"title":1898,"description":1899,"path":1900,"category":1513,"date":1488,"updatedAt":328,"sourceType":1188,"source":1515,"tags":1901},"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",[1043,1116,1044,280,288],{"title":1903,"description":1904,"path":1905,"category":1693,"date":378,"updatedAt":378,"sourceType":242,"source":1906,"tags":1907},"OpenClaw 记忆观察：Markdown 仍然是 source of truth，memory plugin slot 正在把索引层做成可切换能力","基于 2026 年 3 月 24 日可见的官方 Memory、CLI memory 与 Plugins 文档，最近最值得关注的变化之一是记忆体系的文件事实层和插件增强层正在被官方主动拆清。","/news/openclaw-memory-plugin-slot-watch-2026-03-24","https://docs.openclaw.ai/concepts/memory",[248,370,669,661,676],{"title":1909,"description":1910,"path":1911,"category":1693,"date":486,"updatedAt":486,"sourceType":242,"source":1906,"tags":1912},"OpenClaw 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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",[1286,479,504,506,573],{"title":1927,"description":1928,"path":1929,"category":1693,"date":458,"updatedAt":458,"sourceType":242,"source":1930,"tags":1931},"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",[636,393,461,640,268],{"title":1933,"description":1934,"path":1935,"category":1693,"date":378,"updatedAt":378,"sourceType":242,"source":1762,"tags":1936},"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",[386,1328,451,453,1005],{"title":1938,"description":1939,"path":1940,"category":1693,"date":476,"updatedAt":476,"sourceType":242,"source":1941,"tags":1942},"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",[1058,559,538,617,337],{"title":1955,"description":1956,"path":1957,"category":1693,"date":486,"updatedAt":486,"sourceType":242,"source":1958,"tags":1959},"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",[323,393,896,1058,433],{"title":1961,"description":1962,"path":1963,"category":1693,"date":476,"updatedAt":476,"sourceType":242,"source":1800,"tags":1964},"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",[617,1166,268,1167,287],{"title":1966,"description":1967,"path":1968,"category":232,"date":233,"updatedAt":233,"sourceType":242,"source":1969,"tags":1970},"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",[370,530,372,529,531],{"title":1972,"description":1973,"path":1974,"category":1693,"date":378,"updatedAt":378,"sourceType":242,"source":1975,"tags":1976},"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",[370,512,1340,1341,1045],{"title":1978,"description":1979,"path":1980,"category":1693,"date":378,"updatedAt":378,"sourceType":242,"source":1981,"tags":1982},"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",[729,730,314,583,371],{"title":1984,"description":1985,"path":1986,"category":1693,"date":486,"updatedAt":486,"sourceType":242,"source":1987,"tags":1988},"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",[451,386,432,453,748],{"title":1990,"description":1991,"path":1992,"category":1693,"date":486,"updatedAt":486,"sourceType":242,"source":1993,"tags":1994},"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",[451,1130,386,266,287],{"title":1996,"description":1997,"path":1998,"category":232,"date":233,"updatedAt":233,"sourceType":242,"source":240,"tags":1999},"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",[1043,1044,1046,1045],{"title":2001,"description":2002,"path":2003,"category":1693,"date":458,"updatedAt":458,"sourceType":242,"source":1707,"tags":2004},"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",[323,617,432,337,949],{"title":2006,"description":2007,"path":2008,"category":1693,"date":476,"updatedAt":476,"sourceType":242,"source":2009,"tags":2010},"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",[461,460,2011,268,462],"threads",{"title":2013,"description":2014,"path":2015,"category":1693,"date":438,"updatedAt":438,"sourceType":242,"source":2016,"tags":2017},"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",[789,676,790,363,269],{"title":2019,"description":2020,"path":2021,"category":1693,"date":476,"updatedAt":476,"sourceType":242,"source":2022,"tags":2023},"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",[1368,2024,2025,1367,287],"snapshot","rotation",{"title":2027,"description":2028,"path":2029,"category":1693,"date":476,"updatedAt":476,"sourceType":242,"source":1889,"tags":2030},"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",[480,288,1237,617,1084],{"title":2032,"description":2033,"path":2034,"category":1693,"date":378,"updatedAt":378,"sourceType":242,"source":2035,"tags":2036},"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",[288,1069,1071,1070,287],{"title":2038,"description":2039,"path":2040,"category":2041,"date":262,"updatedAt":262,"sourceType":529,"source":2042,"tags":2043},"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",[288,2044,649,286],"compliance",{"title":2046,"description":2047,"path":2048,"category":1693,"date":458,"updatedAt":458,"sourceType":242,"source":2022,"tags":2049},"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",[288,1367,583,2050,287],"proxy",{"title":2052,"description":2053,"path":2054,"category":1693,"date":1378,"updatedAt":1378,"sourceType":242,"source":2055,"tags":2056},"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",[480,1381,246,1380,266],{"title":2058,"description":2059,"path":2060,"category":1693,"date":1378,"updatedAt":1378,"sourceType":242,"source":2061,"tags":2062},"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",[247,443,1387,1069,287],{"title":2064,"description":2065,"path":2066,"category":1693,"date":476,"updatedAt":476,"sourceType":242,"source":2067,"tags":2068},"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",[288,1084,1085,2069,266],"sandbox",{"title":2071,"description":2072,"path":2073,"category":232,"date":233,"updatedAt":233,"sourceType":242,"source":1879,"tags":2074},"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",[1881,529,504,280,315],{"title":2076,"description":2077,"path":2078,"category":1693,"date":486,"updatedAt":486,"sourceType":242,"source":2067,"tags":2079},"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",[1084,1238,478,461,288],{"title":2081,"description":2082,"path":2083,"category":1693,"date":1378,"updatedAt":1378,"sourceType":242,"source":2084,"tags":2085},"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",[1380,451,1406,1407,2086],"compatibility",{"title":2088,"description":2089,"path":2090,"category":1693,"date":378,"updatedAt":378,"sourceType":242,"source":1738,"tags":2091},"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",[1104,288,337,266,453],{"title":2093,"description":2094,"path":2095,"category":1693,"date":888,"updatedAt":888,"sourceType":242,"source":1854,"tags":2096},"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",[266,393,890,1222,480],{"title":2098,"description":2099,"path":2100,"category":1693,"date":378,"updatedAt":378,"sourceType":242,"source":2101,"tags":2102},"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",[1454,1046,723,266,1856],{"title":2104,"description":2105,"path":2106,"category":1693,"date":378,"updatedAt":378,"sourceType":242,"source":2107,"tags":2108},"OpenClaw 更新观察：stable、beta、dev 正在从版本标签变成正式 rollout 体系","基于 2026 年 3 月 24 日可见的官方 update CLI 与 Updating 文档，最近最值得关注的变化之一是更新通道和 auto-updater 行为已经被官方写成一套明确的 rollout 逻辑。","/news/openclaw-update-channels-watch-2026-03-24","https://docs.openclaw.ai/cli/update",[1116,1117,1118,1119,1120],{"title":2110,"description":2111,"path":2112,"category":232,"date":233,"updatedAt":233,"sourceType":242,"source":1879,"tags":2113},"OpenClaw 官方 Showcase 语音观察：Phone Bridge、Telegram Voice Notes 与多语言转录正在把语音入口做实","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语音与电话类案例，观察 OpenClaw 在电话桥接、TTS 回传和多语言转录上的真实方向。","/news/openclaw-voice-phone-showcase-watch-2026-03-21",[1881,552,2114,2115,566],"phone","tts",{"title":2117,"description":2118,"path":2119,"category":1693,"date":476,"updatedAt":476,"sourceType":242,"source":2120,"tags":2121},"OpenClaw 语音观察：全局 wake words 与设备本地 toggle 的分层正在变清楚","基于 2026 年 3 月 25 日可见的官方 Voice Wake 文档，最近语音层最值得关注的变化之一是 Gateway 级词表与设备本地开关的边界正在被官方主动强调。","/news/openclaw-voice-wake-boundary-watch-2026-03-25","https://docs.openclaw.ai/nodes/voice-wake",[552,876,877,432,618],{"title":2123,"description":2124,"path":2125,"category":232,"date":233,"updatedAt":233,"sourceType":242,"source":1707,"tags":2126},"OpenClaw Web 入口观察：Dashboard、WebChat 与 Gateway WebSocket 正在收敛成一套更清晰的使用分工","基于 2026 年 3 月 21 日可见的官方 Dashboard、WebChat 与架构文档，整理最近最值得中文站关注的 Web 入口变化：Dashboard 的快速打开、WebChat 的 Gateway 直连，以及控制面和聊天面的职责分离。","/news/openclaw-web-surfaces-watch-2026-03-21",[323,393,896,538,1789],{"title":2128,"description":2129,"path":2130,"category":1693,"date":888,"updatedAt":888,"sourceType":242,"source":2131,"tags":2132},"OpenClaw 正在把 WebChat、Dashboard 和 API 的入口职责写得更清楚","官方最近围绕 WebChat、Session 和 API 的写法，让 Dashboard 更像控制面、WebChat 更像会话 UI、API 更像结构化集成面，入口分工正在变得更稳定。","/news/openclaw-webchat-control-surface-watch-2026-03-26","https://docs.openclaw.ai/web/webchat",[393,323,890,266,589],{"title":2134,"description":2135,"path":2136,"category":1693,"date":458,"updatedAt":458,"sourceType":242,"source":1981,"tags":2137},"OpenClaw 工作流治理能力继续成型","官方最近的 ClawHub、Lobster、OpenProse 与 Exec approvals 文档，正在把技能发现、确定性执行和审批恢复串成更完整的一条线。","/news/openclaw-workflow-governance-watch-2026-03-22",[314,730,512,583,748],{"title":2139,"description":2140,"path":2141,"category":2142,"date":2143,"updatedAt":2143,"sourceType":263,"source":2144,"tags":2145},"OpenClaw 中文站本周更新：扩展能力地图、案例展示重构与周更内容节奏启动","本周中文站完成扩展目录重排、案例展示页重构，并开始按“教程 + 更新 + 案例”三类节奏持续发布内容。","/news/openclawcn-weekly-update-2026-03-15","站点更新","2026-03-15","openclawcn.xyz",[2146,2147,269,1881,2148],"site-update","content","weekly",{"title":2150,"description":2151,"path":2152,"category":2153,"date":1488,"updatedAt":328,"sourceType":242,"source":1489,"tags":2154},"OpenClaw 隐私优先：数据保留在本地设备","OpenClaw 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