[{"data":1,"prerenderedAt":3107},["ShallowReactive",2],{"best-practices:ai-prompt-engineering":3,"content-manifest":594},{"id":4,"title":5,"body":6,"category":577,"date":578,"description":579,"difficulty":580,"extension":581,"meta":582,"navigation":90,"path":583,"seo":584,"source":578,"sourceName":578,"sourceType":585,"stem":586,"tags":587,"updatedAt":592,"__hash__":593},"bestPractices/best-practices/ai-prompt-engineering.md","AI 提示词工程指南",{"type":7,"value":8,"toc":554},"minimark",[9,13,17,21,25,104,107,140,143,146,175,178,216,219,222,306,309,352,355,358,403,406,434,437,440,488,491,524,527,550],[10,11,5],"h1",{"id":12},"ai-提示词工程指南",[14,15,16],"p",{},"本文介绍如何优化与 OpenClaw AI 助手的交互效果。",[18,19,20],"h2",{"id":20},"提示词基础",[22,23,24],"h3",{"id":24},"结构化提示",[26,27,32],"pre",{"className":28,"code":29,"language":30,"meta":31,"style":31},"language-python shiki shiki-themes github-light github-dark","# 好的提示词结构\nprompt = \"\"\"\n角色：你是一位专业的技术顾问\n任务：帮助用户解决编程问题\n要求：\n1. 提供清晰的解释\n2. 包含代码示例\n3. 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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",[794,823,891,621,1367,631],"group-chat",{"title":1369,"description":1370,"path":1371,"category":1177,"updatedAt":1094,"sourceType":639,"tags":1372},"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",[1373,1374,874,609,632],"trusted-proxy","reverse-proxy",{"title":1376,"description":1377,"path":1378,"category":1177,"updatedAt":679,"sourceType":639,"tags":1379},"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",[1373,1195,1374,874,609,632],{"title":1381,"description":1382,"path":1383,"category":1177,"updatedAt":722,"sourceType":639,"tags":1384},"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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Node 上分别管理什么，以及 per-agent allowlist 最值得先守住哪些边界。","/docs/reference/approvals-cli-and-allowlist",[900,1011,898,609,1411,1400],"node",{"title":1413,"description":1414,"path":1415,"category":1394,"updatedAt":800,"sourceType":639,"tags":1416},"认证配置文件怎么轮转，为什么 session 会“粘住”同一套凭据","基于最新官方 Model Failover 文档，解释 OpenClaw 在同一 provider 内如何轮转 auth profiles、什么情况下会进入 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",[874,1417,1399,913,1400],"profiles",{"title":1419,"description":1420,"path":1421,"category":1394,"updatedAt":800,"sourceType":639,"tags":1422},"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",[925,1423,821,926,1400],"bootstrapToken",{"title":1425,"description":1426,"path":1427,"category":1394,"updatedAt":790,"sourceType":639,"tags":1428},"频道 pairing CLI 和 account scope 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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",[1405,1494,1495,1487,1400],"logging","flags",{"title":1497,"description":1498,"path":1499,"category":1394,"updatedAt":772,"sourceType":639,"tags":1500},"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",[794,1501,1502,775,1400],"dmScope","identityLinks",{"title":1504,"description":1505,"path":1506,"category":1394,"updatedAt":772,"sourceType":639,"tags":1507},"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 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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",[2138,613,883,2175,2176],"vector-search","knowledge",{"title":2178,"description":2179,"path":2180,"category":1963,"date":790,"updatedAt":790,"sourceType":639,"source":2181,"tags":2182},"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",[1550,793,821,823,891],{"title":2184,"description":2185,"path":2186,"category":1963,"date":772,"updatedAt":772,"sourceType":639,"source":2187,"tags":2188},"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",[944,737,775,948,611],{"title":2190,"description":2191,"path":2192,"category":1963,"date":722,"updatedAt":722,"sourceType":639,"source":2020,"tags":2193},"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",[730,1592,885,874,1274],{"title":2195,"description":2196,"path":2197,"category":1963,"date":790,"updatedAt":790,"sourceType":639,"source":2198,"tags":2199},"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",[1327,876,855,925,681],{"title":2213,"description":2214,"path":2215,"category":1963,"date":800,"updatedAt":800,"sourceType":639,"source":2216,"tags":2217},"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",[667,737,1163,1327,767],{"title":2219,"description":2220,"path":2221,"category":1963,"date":790,"updatedAt":790,"sourceType":639,"source":2063,"tags":2222},"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",[925,1429,611,1430,631],{"title":2224,"description":2225,"path":2226,"category":1756,"date":679,"updatedAt":679,"sourceType":639,"source":2227,"tags":2228},"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",[714,847,716,846,848],{"title":2230,"description":2231,"path":2232,"category":1963,"date":722,"updatedAt":722,"sourceType":639,"source":2233,"tags":2234},"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",[885,730,766,874,1037],{"title":2248,"description":2249,"path":2250,"category":1963,"date":800,"updatedAt":800,"sourceType":639,"source":2251,"tags":2252},"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",[885,1399,730,609,631],{"title":2254,"description":2255,"path":2256,"category":1756,"date":679,"updatedAt":679,"sourceType":639,"source":1957,"tags":2257},"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",[1312,1313,1315,1314],{"title":2259,"description":2260,"path":2261,"category":1963,"date":772,"updatedAt":772,"sourceType":639,"source":1977,"tags":2262},"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",[667,925,766,681,1217],{"title":2264,"description":2265,"path":2266,"category":1963,"date":790,"updatedAt":790,"sourceType":639,"source":2267,"tags":2268},"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",[775,774,2269,611,776],"threads",{"title":2271,"description":2272,"path":2273,"category":1963,"date":790,"updatedAt":790,"sourceType":639,"source":2274,"tags":2275},"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",[1632,2276,2277,1631,631],"snapshot","rotation",{"title":2279,"description":2280,"path":2281,"category":1963,"date":790,"updatedAt":790,"sourceType":639,"source":2146,"tags":2282},"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",[794,632,1501,925,1353],{"title":2284,"description":2285,"path":2286,"category":1963,"date":722,"updatedAt":722,"sourceType":639,"source":2287,"tags":2288},"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",[632,1338,1340,1339,631],{"title":2290,"description":2291,"path":2292,"category":2293,"date":605,"updatedAt":605,"sourceType":846,"source":2294,"tags":2295},"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",[632,2296,957,630],"compliance",{"title":2298,"description":2299,"path":2300,"category":1963,"date":772,"updatedAt":772,"sourceType":639,"source":2274,"tags":2301},"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",[632,1631,900,2302,631],"proxy",{"title":2304,"description":2305,"path":2306,"category":1963,"date":1643,"updatedAt":1643,"sourceType":639,"source":2307,"tags":2308},"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",[794,1646,1112,1645,609],{"title":2310,"description":2311,"path":2312,"category":1963,"date":1643,"updatedAt":1643,"sourceType":639,"source":2313,"tags":2314},"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",[913,1058,1652,1338,631],{"title":2316,"description":2317,"path":2318,"category":1963,"date":790,"updatedAt":790,"sourceType":639,"source":2319,"tags":2320},"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",[632,1353,1354,2321,609],"sandbox",{"title":2323,"description":2324,"path":2325,"category":1756,"date":679,"updatedAt":679,"sourceType":639,"source":2136,"tags":2326},"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",[2138,846,821,624,659],{"title":2328,"description":2329,"path":2330,"category":1963,"date":800,"updatedAt":800,"sourceType":639,"source":2319,"tags":2331},"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",[1353,1502,792,775,632],{"title":2333,"description":2334,"path":2335,"category":1963,"date":1643,"updatedAt":1643,"sourceType":639,"source":2336,"tags":2337},"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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