{"id":103011,"date":"2026-09-09T18:56:58","date_gmt":"2026-09-09T10:56:58","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/103011.html"},"modified":"2026-09-09T18:56:58","modified_gmt":"2026-09-09T10:56:58","slug":"ai%e6%8a%80%e8%83%bd%e8%b0%83%e7%94%a8%e8%af%a6%e8%a7%a3%ef%bc%9a%e4%bb%8eskills%e6%89%a7%e8%a1%8c%e5%88%b0%e8%87%aa%e5%ae%9a%e4%b9%89%e6%8a%80%e8%83%bd%e5%bc%80%e5%8f%91%e7%9a%84%e5%ae%8c%e6%95%b4","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/103011.html","title":{"rendered":"AI\u6280\u80fd\u8c03\u7528\u8be6\u89e3\uff1a\u4eceSkills\u6267\u884c\u5230\u81ea\u5b9a\u4e49\u6280\u80fd\u5f00\u53d1\u7684\u5b8c\u6574\u8def\u5f84"},"content":{"rendered":"

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\u6309DAG\u6267\u884c\u64cd\u4f5c\u5e8f\u5217<\/p>\n

<\/span><\/p>\n

\u7ed3\u679c\u805a\u5408\u4e0e\u53cd\u9988<\/p>\n

<\/span><\/p>\n

\u6280\u80fd\u6ce8\u518c\u4e2d\u5fc3\u8d1f\u8d23\u5b58\u50a8\u6240\u6709\u53ef\u7528Skill\u7684\u5143\u6570\u636e：\u6280\u80fd\u540d\u79f0\u3001\u80fd\u529b\u63cf\u8ff0\u3001\u89e6\u53d1\u5173\u952e\u8bcd\u3001\u6240\u9700\u53c2\u6570\u3001\u6267\u884c\u6b65\u9aa4\u5b9a\u4e49\u3002\u5f53\u65b0Skill\u88ab\u521b\u5efa\u65f6，\u5b83\u9700\u8981\u5411\u6ce8\u518c\u4e2d\u5fc3\u5b8c\u6210\u6ce8\u518c，\u4e4b\u540e\u624d\u80fd\u88ab\u5339\u914d\u5668\u53d1\u73b0\u3002<\/p>\n

\u6280\u80fd\u5339\u914d\u5668\u7684\u5de5\u4f5c\u662f\u5728\u7528\u6237\u8f93\u5165\u7684\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u4e0e\u5df2\u6ce8\u518c\u7684Skill\u4e4b\u95f4\u5efa\u7acb\u6620\u5c04\u3002\u5339\u914d\u903b\u8f91\u901a\u5e38\u57fa\u4e8e\u610f\u56fe\u8bc6\u522b\u7ed3\u679c\u2014\u2014\u7cfb\u7edf\u5148\u89e3\u6790\u51fa\u7528\u6237\u60f3\u505a\u4ec0\u4e48，\u518d\u5728\u6ce8\u518c\u4e2d\u5fc3\u4e2d\u67e5\u627e\u80fd\u529b\u63cf\u8ff0\u6700\u5339\u914d\u7684Skill\u3002\u5339\u914d\u51c6\u786e\u5ea6\u53d6\u51b3\u4e8eSkill\u540d\u79f0\u548c\u63cf\u8ff0\u7684\u6e05\u6670\u7a0b\u5ea6\u3002<\/p>\n

\u6280\u80fd\u6267\u884c\u5f15\u64ce\u8d1f\u8d23\u6309Skill\u5185\u90e8\u5b9a\u4e49\u7684\u64cd\u4f5c\u5e8f\u5217\u6267\u884c\u4efb\u52a1\u3002\u5b83\u8bfb\u53d6Skill\u7684\u6267\u884c\u6b65\u9aa4\u5b9a\u4e49，\u6784\u5efaDAG（\u6709\u5411\u65e0\u73af\u56fe），\u6309\u62d3\u6251\u987a\u5e8f\u8c03\u5ea6\u6bcf\u4e2a\u6b65\u9aa4，\u5904\u7406\u6b65\u9aa4\u95f4\u7684\u4f9d\u8d56\u5173\u7cfb\u548c\u5f02\u5e38\u56de\u6eda\u3002<\/p>\n

\u4e09\u3001\u5185\u7f6e\u6280\u80fd\u6a21\u677f\u6982\u89c8<\/h3>\n

\u4f01\u4e1a\u7ea7AI Agent\u5e73\u53f0\u901a\u5e38\u9884\u7f6e\u4e00\u6279\u9ad8\u9891\u573a\u666f\u7684\u6280\u80fd\u6a21\u677f，\u964d\u4f4e\u7528\u6237\u7684\u4e0a\u624b\u95e8\u69db\u3002\u8fd9\u4e9b\u6a21\u677f\u8986\u76d6\u4e86\u5927\u591a\u6570\u4f01\u4e1a\u4e2d\u7684\u5e38\u89c1\u4e1a\u52a1\u64cd\u4f5c，\u53ef\u4ee5\u76f4\u63a5\u542f\u7528，\u4e5f\u53ef\u4ee5\u4f5c\u4e3a\u81ea\u5b9a\u4e49Skill\u7684\u53c2\u8003\u5b9e\u73b0\u3002<\/p>\n

\u4e00\u4e2a\u5178\u578b\u7684\u6280\u80fd\u6a21\u677f\u5305\u542b\u4ee5\u4e0b\u8981\u7d20：<\/p>\n

{<\/span>
\n "skill_name"<\/span>:<\/span> "generate_sales_report"<\/span>,<\/span>
\n "display_name"<\/span>:<\/span> "\u751f\u6210\u9500\u552e\u62a5\u8868"<\/span>,<\/span>
\n "description"<\/span>:<\/span> "\u67e5\u8be2\u9500\u552e\u6570\u636e，\u751f\u6210\u53ef\u89c6\u5316\u62a5\u8868，\u5e76\u90ae\u4ef6\u53d1\u9001\u7ed9\u6307\u5b9a\u6536\u4ef6\u4eba"<\/span>,<\/span>
\n "trigger_keywords"<\/span>:<\/span> [<\/span>"\u9500\u552e\u62a5\u8868"<\/span>,<\/span> "\u9500\u552e\u65e5\u62a5"<\/span>,<\/span> "\u9500\u552e\u5468\u62a5"<\/span>,<\/span> "\u4e1a\u7ee9\u6c47\u603b"<\/span>]<\/span>,<\/span>
\n "required_params"<\/span>:<\/span> [<\/span>"time_range"<\/span>,<\/span> "region"<\/span>,<\/span> "recipient"<\/span>]<\/span>,<\/span>
\n "steps"<\/span>:<\/span> [<\/span>
\n {<\/span>
\n "step_id"<\/span>:<\/span> 1<\/span>,<\/span>
\n "action"<\/span>:<\/span> "query_crm"<\/span>,<\/span>
\n "params"<\/span>:<\/span> {<\/span>"region"<\/span>:<\/span> "${region}"<\/span>}<\/span>,<\/span>
\n "depends_on"<\/span>:<\/span> [<\/span>]<\/span>
\n }<\/span>,<\/span>
\n {<\/span>
\n "step_id"<\/span>:<\/span> 2<\/span>,<\/span>
\n "action"<\/span>:<\/span> "query_erp"<\/span>,<\/span>
\n "params"<\/span>:<\/span> {<\/span>"time_range"<\/span>:<\/span> "${time_range}"<\/span>}<\/span>,<\/span>
\n "depends_on"<\/span>:<\/span> [<\/span>1<\/span>]<\/span>
\n }<\/span>,<\/span>
\n {<\/span>
\n "step_id"<\/span>:<\/span> 3<\/span>,<\/span>
\n "action"<\/span>:<\/span> "join_and_aggregate"<\/span>,<\/span>
\n "params"<\/span>:<\/span> {<\/span>}<\/span>,<\/span>
\n "depends_on"<\/span>:<\/span> [<\/span>1<\/span>,<\/span> 2<\/span>]<\/span>
\n }<\/span>,<\/span>
\n {<\/span>
\n "step_id"<\/span>:<\/span> 4<\/span>,<\/span>
\n "action"<\/span>:<\/span> "generate_chart"<\/span>,<\/span>
\n "params"<\/span>:<\/span> {<\/span>"data_source"<\/span>:<\/span> "step_3"<\/span>}<\/span>,<\/span>
\n "depends_on"<\/span>:<\/span> [<\/span>3<\/span>]<\/span>
\n }<\/span>,<\/span>
\n {<\/span>
\n "step_id"<\/span>:<\/span> 5<\/span>,<\/span>
\n "action"<\/span>:<\/span> "send_email"<\/span>,<\/span>
\n "params"<\/span>:<\/span> {<\/span>"recipient"<\/span>:<\/span> "${recipient}"<\/span>,<\/span> "attachment"<\/span>:<\/span> "step_4"<\/span>}<\/span>,<\/span>
\n "depends_on"<\/span>:<\/span> [<\/span>4<\/span>]<\/span>
\n }<\/span>
\n ]<\/span>,<\/span>
\n "error_handling"<\/span>:<\/span> {<\/span>
\n "retry_count"<\/span>:<\/span> 3<\/span>,<\/span>
\n "retry_interval_seconds"<\/span>:<\/span> 30<\/span>,<\/span>
\n "fallback"<\/span>:<\/span> "notify_admin"<\/span>
\n }<\/span>
\n}<\/span><\/p>\n

\u8fd9\u4e2aJSON\u5b9a\u4e49\u4e86\u4e00\u4e2a\u5b8c\u6574\u7684\u201c\u751f\u6210\u9500\u552e\u62a5\u8868\u201dSkill\u3002\u5b83\u5305\u542b5\u4e2a\u64cd\u4f5c\u6b65\u9aa4，\u6b65\u9aa4\u95f4\u5b58\u5728\u4e25\u683c\u7684\u4e32\u884c\u4f9d\u8d56，\u5e76\u914d\u7f6e\u4e86\u5931\u8d25\u91cd\u8bd5\u548c\u964d\u7ea7\u7b56\u7565\u3002\u5f53\u7528\u6237\u8bf4\u201c\u751f\u6210\u4e0a\u4e2a\u6708\u7684\u9500\u552e\u5468\u62a5\u53d1\u7ed9\u5f20\u603b\u201d\u65f6，\u7cfb\u7edf\u81ea\u52a8\u5339\u914d\u5230\u8fd9\u4e2aSkill，\u63d0\u53d6\u53c2\u6570（\u65f6\u95f4\u8303\u56f4=\u4e0a\u6708\u3001\u6536\u4ef6\u4eba=\u5f20\u603b），\u7136\u540e\u6309DAG\u987a\u5e8f\u6267\u884c\u3002<\/p>\n

\u201c\u751f\u6210\u9500\u552e\u62a5\u8868\u201dSkill \u7684 5 \u4e2a\u6b65\u9aa4\u6784\u6210\u4e00\u6761\u4e25\u683c\u7684\u4e32\u884c\u6267\u884c\u94fe，\u5176 DAG \u7ed3\u6784\u5982\u4e0b：<\/p>\n

#mermaid-svg-XX1cEKH9UjnA4nYn{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;fill:#333;}@keyframes edge-animation-frame{from{stroke-dashoffset:0;}}@keyframes dash{to{stroke-dashoffset:0;}}#mermaid-svg-XX1cEKH9UjnA4nYn .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-XX1cEKH9UjnA4nYn .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-XX1cEKH9UjnA4nYn .error-icon{fill:#552222;}#mermaid-svg-XX1cEKH9UjnA4nYn .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-XX1cEKH9UjnA4nYn .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-XX1cEKH9UjnA4nYn .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-XX1cEKH9UjnA4nYn .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-XX1cEKH9UjnA4nYn .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-XX1cEKH9UjnA4nYn .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-XX1cEKH9UjnA4nYn .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-XX1cEKH9UjnA4nYn .marker{fill:#333333;stroke:#333333;}#mermaid-svg-XX1cEKH9UjnA4nYn .marker.cross{stroke:#333333;}#mermaid-svg-XX1cEKH9UjnA4nYn svg{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-XX1cEKH9UjnA4nYn p{margin:0;}#mermaid-svg-XX1cEKH9UjnA4nYn .label{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;color:#333;}#mermaid-svg-XX1cEKH9UjnA4nYn .cluster-label text{fill:#333;}#mermaid-svg-XX1cEKH9UjnA4nYn .cluster-label span{color:#333;}#mermaid-svg-XX1cEKH9UjnA4nYn .cluster-label span p{background-color:transparent;}#mermaid-svg-XX1cEKH9UjnA4nYn .label text,#mermaid-svg-XX1cEKH9UjnA4nYn span{fill:#333;color:#333;}#mermaid-svg-XX1cEKH9UjnA4nYn .node rect,#mermaid-svg-XX1cEKH9UjnA4nYn .node circle,#mermaid-svg-XX1cEKH9UjnA4nYn .node ellipse,#mermaid-svg-XX1cEKH9UjnA4nYn .node polygon,#mermaid-svg-XX1cEKH9UjnA4nYn .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-XX1cEKH9UjnA4nYn .rough-node .label text,#mermaid-svg-XX1cEKH9UjnA4nYn .node .label text,#mermaid-svg-XX1cEKH9UjnA4nYn .image-shape .label,#mermaid-svg-XX1cEKH9UjnA4nYn .icon-shape .label{text-anchor:middle;}#mermaid-svg-XX1cEKH9UjnA4nYn .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-XX1cEKH9UjnA4nYn .rough-node .label,#mermaid-svg-XX1cEKH9UjnA4nYn .node .label,#mermaid-svg-XX1cEKH9UjnA4nYn .image-shape .label,#mermaid-svg-XX1cEKH9UjnA4nYn .icon-shape .label{text-align:center;}#mermaid-svg-XX1cEKH9UjnA4nYn .node.clickable{cursor:pointer;}#mermaid-svg-XX1cEKH9UjnA4nYn .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-XX1cEKH9UjnA4nYn .arrowheadPath{fill:#333333;}#mermaid-svg-XX1cEKH9UjnA4nYn .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-XX1cEKH9UjnA4nYn .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-XX1cEKH9UjnA4nYn .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-XX1cEKH9UjnA4nYn .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-XX1cEKH9UjnA4nYn .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-XX1cEKH9UjnA4nYn .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-XX1cEKH9UjnA4nYn .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-XX1cEKH9UjnA4nYn .cluster text{fill:#333;}#mermaid-svg-XX1cEKH9UjnA4nYn .cluster span{color:#333;}#mermaid-svg-XX1cEKH9UjnA4nYn div.mermaidTooltip{position:absolute;text-align:center;max-width:200px;padding:2px;font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:12px;background:hsl(80, 100%, 96.2745098039%);border:1px solid #aaaa33;border-radius:2px;pointer-events:none;z-index:100;}#mermaid-svg-XX1cEKH9UjnA4nYn .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-XX1cEKH9UjnA4nYn rect.text{fill:none;stroke-width:0;}#mermaid-svg-XX1cEKH9UjnA4nYn .icon-shape,#mermaid-svg-XX1cEKH9UjnA4nYn .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-XX1cEKH9UjnA4nYn .icon-shape p,#mermaid-svg-XX1cEKH9UjnA4nYn .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-XX1cEKH9UjnA4nYn .icon-shape .label rect,#mermaid-svg-XX1cEKH9UjnA4nYn .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-XX1cEKH9UjnA4nYn .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-XX1cEKH9UjnA4nYn .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-XX1cEKH9UjnA4nYn :root{–mermaid-font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;}<\/span><\/span><\/span><\/span><\/p>\n

\u6b65\u9aa41query_crm\u67e5\u8be2CRM\u9500\u552e\u6570\u636e<\/p>\n

<\/span><\/p>\n

\u6b65\u9aa42query_erp\u67e5\u8be2ERP\u6570\u636e<\/p>\n

<\/span><\/p>\n

\u6b65\u9aa43join_and_aggregate\u5173\u8054\u805a\u5408<\/p>\n

<\/span><\/p>\n

\u6b65\u9aa44generate_chart\u751f\u6210\u56fe\u8868<\/p>\n

<\/span><\/p>\n

\u6b65\u9aa45send_email\u53d1\u9001\u90ae\u4ef6<\/p>\n

<\/span><\/p>\n

\u56db\u3001\u81ea\u5b9a\u4e49\u6280\u80fd\u5f00\u53d1：\u4ece\u9700\u6c42\u5230\u843d\u5730<\/h3>\n

\u5185\u7f6e\u6a21\u677f\u8986\u76d6\u7684\u662f\u901a\u7528\u573a\u666f，\u4f01\u4e1a\u7684\u771f\u5b9e\u9700\u6c42\u5f80\u5f80\u66f4\u5177\u4f53\u3002\u6b64\u65f6\u9700\u8981\u5f00\u53d1\u81ea\u5b9a\u4e49Skill\u3002\u4ee5\u4e0b\u662f\u5b8c\u6574\u7684\u5f00\u53d1\u6d41\u7a0b\u3002<\/p>\n

\u6b65\u9aa41：\u5b9a\u4e49\u6280\u80fd\u8fb9\u754c<\/h4>\n

\u5f00\u53d1\u4e00\u4e2aSkill\u4e4b\u524d，\u5148\u660e\u786e\u4e09\u4e2a\u95ee\u9898：\u8fd9\u4e2aSkill\u89e3\u51b3\u4ec0\u4e48\u4e1a\u52a1\u95ee\u9898？\u89e6\u53d1\u5b83\u7684\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u957f\u4ec0\u4e48\u6837？\u5b83\u9700\u8981\u54ea\u4e9b\u8f93\u5165\u53c2\u6570？<\/p>\n

\u4ee5\u201c\u5ba2\u6237\u8ddf\u8fdb\u63d0\u9192\u201d\u4e3a\u4f8b：<\/p>\n

    \n
  • \u4e1a\u52a1\u95ee\u9898：\u6bcf\u5929\u5b9a\u65f6\u68c0\u67e5CRM\u4e2d\u8d85\u8fc77\u5929\u672a\u8ddf\u8fdb\u7684\u5ba2\u6237，\u751f\u6210\u6e05\u5355\u5e76\u901a\u77e5\u9500\u552e\u8d1f\u8d23\u4eba<\/li>\n
  • \u89e6\u53d1\u6307\u4ee4：\u201c\u67e5\u4e00\u4e0b\u8d85\u8fc77\u5929\u6ca1\u8ddf\u8fdb\u7684\u5ba2\u6237\u201d\u201c\u751f\u6210\u672c\u5468\u5ba2\u6237\u8ddf\u8fdb\u6e05\u5355\u201d\u201c\u54ea\u4e9b\u5ba2\u6237\u9700\u8981\u8ddf\u8fdb\u4e86\u201d<\/li>\n
  • \u8f93\u5165\u53c2\u6570：\u8ddf\u8fdb\u5929\u6570\u9608\u503c（\u9ed8\u8ba47\u5929）\u3001\u65f6\u95f4\u8303\u56f4（\u9ed8\u8ba4\u672c\u5468）\u3001\u901a\u77e5\u5bf9\u8c61（\u9ed8\u8ba4\u5bf9\u5e94\u9500\u552e\u8d1f\u8d23\u4eba）<\/li>\n<\/ul>\n

    \u6b65\u9aa42：\u8bbe\u8ba1\u64cd\u4f5c\u5e8f\u5217<\/h4>\n

    \u5c06\u4e1a\u52a1\u9700\u6c42\u62c6\u89e3\u4e3a\u53ef\u6267\u884c\u7684\u64cd\u4f5c\u6b65\u9aa4，\u660e\u786e\u6bcf\u4e2a\u6b65\u9aa4\u7684\u64cd\u4f5c\u7c7b\u578b\u3001\u76ee\u6807\u7cfb\u7edf\u548c\u4f9d\u8d56\u5173\u7cfb\u3002<\/p>\n

    \u4ee5\u201c\u5ba2\u6237\u8ddf\u8fdb\u63d0\u9192\u201d\u7684\u6b65\u9aa4\u8bbe\u8ba1：<\/p>\n\n\u6b65\u9aa4\u64cd\u4f5c\u76ee\u6807\u7cfb\u7edf\u4f9d\u8d56<\/tr>\n\n\n\n\n\n\n
    1<\/td>\n\u67e5\u8be2\u8d85\u8fc7N\u5929\u672a\u8ddf\u8fdb\u7684\u5ba2\u6237<\/td>\nCRM<\/td>\n\u65e0<\/td>\n<\/tr>\n
    2<\/td>\n\u6309\u5ba2\u6237\u7b49\u7ea7\u548c\u91d1\u989d\u6392\u5e8f，\u7b5b\u9009\u4f18\u5148\u7ea7\u524d10<\/td>\n\u6570\u636e\u5904\u7406<\/td>\n\u6b65\u9aa41<\/td>\n<\/tr>\n
    3<\/td>\n\u751f\u6210\u8ddf\u8fdb\u5efa\u8bae\u6e05\u5355<\/td>\n\u62a5\u8868\u751f\u6210<\/td>\n\u6b65\u9aa42<\/td>\n<\/tr>\n
    4<\/td>\n\u90ae\u4ef6\u53d1\u9001\u7ed9\u5bf9\u5e94\u9500\u552e\u8d1f\u8d23\u4eba<\/td>\n\u90ae\u4ef6\u7cfb\u7edf<\/td>\n\u6b65\u9aa43<\/td>\n<\/tr>\n
    5<\/td>\n\u66f4\u65b0CRM\u4e2d\u7684\u8ddf\u8fdb\u72b6\u6001\u6807\u8bb0<\/td>\nCRM<\/td>\n\u6b65\u9aa42（\u4e0e\u6b65\u9aa43\u5e76\u884c）<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u6b65\u9aa45\u4e0e\u6b65\u9aa43\u5e76\u884c\u6267\u884c，\u4e92\u4e0d\u963b\u585e\u2014\u2014\u8fd9\u662f\u4e00\u4e2a\u5178\u578b\u7684DAG\u5e76\u884c\u5206\u652f\u3002<\/p>\n

    \u201c\u5ba2\u6237\u8ddf\u8fdb\u63d0\u9192\u201d\u7684\u6b65\u9aa4 3 \u4e0e\u6b65\u9aa4 5 \u5e76\u884c\u6267\u884c，\u5176 DAG \u7ed3\u6784\u5982\u4e0b：<\/p>\n

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    \u6b65\u9aa41\u67e5\u8be2\u672a\u8ddf\u8fdb\u5ba2\u6237CRM<\/p>\n

    <\/span><\/p>\n

    \u6b65\u9aa42\u6392\u5e8f\u7b5b\u9009Top10\u6570\u636e\u5904\u7406<\/p>\n

    <\/span><\/p>\n

    \u6b65\u9aa43\u751f\u6210\u8ddf\u8fdb\u5efa\u8bae\u6e05\u5355\u62a5\u8868\u751f\u6210<\/p>\n

    <\/span><\/p>\n

    \u6b65\u9aa45\u66f4\u65b0CRM\u8ddf\u8fdb\u72b6\u6001CRM<\/p>\n

    <\/span><\/p>\n

    \u6b65\u9aa44\u90ae\u4ef6\u53d1\u9001\u7ed9\u9500\u552e\u8d1f\u8d23\u4eba\u90ae\u4ef6\u7cfb\u7edf<\/p>\n

    <\/span><\/p>\n

    \u6b65\u9aa43：\u5b9e\u73b0\u6280\u80fd\u903b\u8f91<\/h4>\n

    \u5c06\u64cd\u4f5c\u5e8f\u5217\u8f6c\u5316\u4e3aSkill\u5b9a\u4e49\u6587\u4ef6\u3002\u4ee5\u4e0b\u662f\u4e00\u4e2a\u7b80\u5316\u7248\u7684\u81ea\u5b9a\u4e49Skill\u5b9a\u4e49\u793a\u4f8b：<\/p>\n

    from<\/span> dataclasses import<\/span> dataclass,<\/span> field
    \nfrom<\/span> typing import<\/span> List,<\/span> Dict,<\/span> Any,<\/span> Optional
    \nfrom<\/span> enum import<\/span> Enum
    \nimport<\/span> json<\/p>\n

    class<\/span> StepStatus<\/span>(<\/span>Enum)<\/span>:<\/span>
    \n PENDING =<\/span> "pending"<\/span>
    \n RUNNING =<\/span> "running"<\/span>
    \n SUCCESS =<\/span> "success"<\/span>
    \n FAILED =<\/span> "failed"<\/span>
    \n SKIPPED =<\/span> "skipped"<\/span><\/p>\n

    @dataclass<\/span>
    \nclass<\/span> SkillStep<\/span>:<\/span>
    \n """Skill\u4e2d\u7684\u4e00\u4e2a\u64cd\u4f5c\u6b65\u9aa4"""<\/span>
    \n step_id:<\/span> int<\/span>
    \n action:<\/span> str<\/span>
    \n params:<\/span> Dict[<\/span>str<\/span>,<\/span> Any]<\/span> =<\/span> field(<\/span>default_factory=<\/span>dict<\/span>)<\/span>
    \n depends_on:<\/span> List[<\/span>int<\/span>]<\/span> =<\/span> field(<\/span>default_factory=<\/span>list<\/span>)<\/span>
    \n status:<\/span> StepStatus =<\/span> StepStatus.<\/span>PENDING
    \n result:<\/span> Optional[<\/span>Any]<\/span> =<\/span> None<\/span><\/p>\n

    @dataclass<\/span>
    \nclass<\/span> SkillDefinition<\/span>:<\/span>
    \n """Skill\u7684\u5b8c\u6574\u5b9a\u4e49"""<\/span>
    \n skill_name:<\/span> str<\/span>
    \n display_name:<\/span> str<\/span>
    \n description:<\/span> str<\/span>
    \n trigger_keywords:<\/span> List[<\/span>str<\/span>]<\/span>
    \n required_params:<\/span> List[<\/span>str<\/span>]<\/span>
    \n steps:<\/span> List[<\/span>SkillStep]<\/span>
    \n retry_count:<\/span> int<\/span> =<\/span> 3<\/span>
    \n retry_interval:<\/span> int<\/span> =<\/span> 30<\/span><\/p>\n

    class<\/span> SkillRegistry<\/span>:<\/span>
    \n """\u6280\u80fd\u6ce8\u518c\u4e2d\u5fc3：\u7ba1\u7406\u6240\u6709\u5df2\u6ce8\u518c\u7684Skill"""<\/span><\/p>\n

    def<\/span> __init__<\/span>(<\/span>self)<\/span>:<\/span>
    \n self.<\/span>_skills:<\/span> Dict[<\/span>str<\/span>,<\/span> SkillDefinition]<\/span> =<\/span> {<\/span>}<\/span><\/p>\n

    def<\/span> register<\/span>(<\/span>self,<\/span> skill:<\/span> SkillDefinition)<\/span> –<\/span>><\/span> None<\/span>:<\/span>
    \n """\u6ce8\u518c\u4e00\u4e2a\u65b0\u7684Skill"""<\/span>
    \n if<\/span> skill.<\/span>skill_name in<\/span> self.<\/span>_skills:<\/span>
    \n raise<\/span> ValueError(<\/span>f"Skill '<\/span>{<\/span>skill.<\/span>skill_name}<\/span><\/span>' already registered"<\/span><\/span>)<\/span>
    \n self.<\/span>_skills[<\/span>skill.<\/span>skill_name]<\/span> =<\/span> skill
    \n print<\/span>(<\/span>f"[SkillRegistry] Registered: <\/span>{<\/span>skill.<\/span>display_name}<\/span><\/span> "<\/span><\/span>
    \n f"(keywords: <\/span>{<\/span>skill.<\/span>trigger_keywords}<\/span><\/span>)"<\/span><\/span>)<\/span><\/p>\n

    def<\/span> find_by_intent<\/span>(<\/span>self,<\/span> user_input:<\/span> str<\/span>)<\/span> –<\/span>><\/span> Optional[<\/span>SkillDefinition]<\/span>:<\/span>
    \n """\u6839\u636e\u7528\u6237\u8f93\u5165\u5339\u914d\u6700\u5408\u9002\u7684Skill"""<\/span>
    \n best_match =<\/span> None<\/span>
    \n best_score =<\/span> 0<\/span><\/p>\n

    for<\/span> skill in<\/span> self.<\/span>_skills.<\/span>values(<\/span>)<\/span>:<\/span>
    \n score =<\/span> self.<\/span>_calculate_match_score(<\/span>user_input,<\/span> skill)<\/span>
    \n if<\/span> score ><\/span> best_score:<\/span>
    \n best_score =<\/span> score
    \n best_match =<\/span> skill<\/p>\n

    return<\/span> best_match if<\/span> best_score ><\/span> 0.5<\/span> else<\/span> None<\/span><\/p>\n

    def<\/span> _calculate_match_score<\/span>(<\/span>self,<\/span> user_input:<\/span> str<\/span>,<\/span> skill:<\/span> SkillDefinition)<\/span> –<\/span>><\/span> float<\/span>:<\/span>
    \n """\u8ba1\u7b97\u7528\u6237\u8f93\u5165\u4e0eSkill\u7684\u5339\u914d\u5206\u6570"""<\/span>
    \n matched_keywords =<\/span> sum<\/span>(<\/span>
    \n 1<\/span> for<\/span> kw in<\/span> skill.<\/span>trigger_keywords if<\/span> kw in<\/span> user_input
    \n )<\/span>
    \n return<\/span> matched_keywords \/<\/span> len<\/span>(<\/span>skill.<\/span>trigger_keywords)<\/span> if<\/span> skill.<\/span>trigger_keywords else<\/span> 0<\/span><\/p>\n

    class<\/span> SkillExecutor<\/span>:<\/span>
    \n """\u6280\u80fd\u6267\u884c\u5f15\u64ce：\u6309DAG\u987a\u5e8f\u6267\u884cSkill\u4e2d\u7684\u64cd\u4f5c\u6b65\u9aa4"""<\/span><\/p>\n

    def<\/span> __init__<\/span>(<\/span>self,<\/span> registry:<\/span> SkillRegistry)<\/span>:<\/span>
    \n self.<\/span>registry =<\/span> registry<\/p>\n

    def<\/span> execute<\/span>(<\/span>self,<\/span> skill_name:<\/span> str<\/span>,<\/span> params:<\/span> Dict[<\/span>str<\/span>,<\/span> Any]<\/span>)<\/span> –<\/span>><\/span> Dict[<\/span>str<\/span>,<\/span> Any]<\/span>:<\/span>
    \n """\u6267\u884c\u6307\u5b9aSkill"""<\/span>
    \n skill =<\/span> self.<\/span>registry.<\/span>_skills.<\/span>get(<\/span>skill_name)<\/span>
    \n if<\/span> not<\/span> skill:<\/span>
    \n return<\/span> {<\/span>"status"<\/span>:<\/span> "failed"<\/span>,<\/span> "error"<\/span>:<\/span> f"Skill '<\/span>{<\/span>skill_name}<\/span><\/span>' not found"<\/span><\/span>}<\/span><\/p>\n

    print<\/span>(<\/span>f"\\\\n[SkillExecutor] Executing: <\/span>{<\/span>skill.<\/span>display_name}<\/span><\/span>"<\/span><\/span>)<\/span>
    \n print<\/span>(<\/span>f"[SkillExecutor] Params: <\/span>{<\/span>json.<\/span>dumps(<\/span>params,<\/span> ensure_ascii=<\/span>False<\/span>)<\/span>}<\/span><\/span>"<\/span><\/span>)<\/span><\/p>\n

    # \u6309\u62d3\u6251\u987a\u5e8f\u6267\u884c\u6b65\u9aa4<\/span>
    \n completed:<\/span> Dict[<\/span>int<\/span>,<\/span> Any]<\/span> =<\/span> {<\/span>}<\/span>
    \n failed_steps:<\/span> List[<\/span>int<\/span>]<\/span> =<\/span> [<\/span>]<\/span><\/p>\n

    while<\/span> len<\/span>(<\/span>completed)<\/span> +<\/span> len<\/span>(<\/span>failed_steps)<\/span> <<\/span> len<\/span>(<\/span>skill.<\/span>steps)<\/span>:<\/span>
    \n ready_steps =<\/span> self.<\/span>_get_ready_steps(<\/span>skill.<\/span>steps,<\/span> completed,<\/span> failed_steps)<\/span><\/p>\n

    if<\/span> not<\/span> ready_steps:<\/span>
    \n # \u6709\u5faa\u73af\u4f9d\u8d56\u6216\u5168\u90e8\u5931\u8d25<\/span>
    \n break<\/span><\/p>\n

    for<\/span> step in<\/span> ready_steps:<\/span>
    \n result =<\/span> self.<\/span>_execute_step(<\/span>step,<\/span> skill,<\/span> params,<\/span> completed)<\/span>
    \n if<\/span> result.<\/span>get(<\/span>"status"<\/span>)<\/span> ==<\/span> "success"<\/span>:<\/span>
    \n step.<\/span>status =<\/span> StepStatus.<\/span>SUCCESS
    \n step.<\/span>result =<\/span> result.<\/span>get(<\/span>"data"<\/span>)<\/span>
    \n completed[<\/span>step.<\/span>step_id]<\/span> =<\/span> result.<\/span>get(<\/span>"data"<\/span>)<\/span>
    \n print<\/span>(<\/span>f" [Step <\/span>{<\/span>step.<\/span>step_id}<\/span><\/span>] <\/span>{<\/span>step.<\/span>action}<\/span><\/span> -> SUCCESS"<\/span><\/span>)<\/span>
    \n else<\/span>:<\/span>
    \n step.<\/span>status =<\/span> StepStatus.<\/span>FAILED
    \n failed_steps.<\/span>append(<\/span>step.<\/span>step_id)<\/span>
    \n print<\/span>(<\/span>f" [Step <\/span>{<\/span>step.<\/span>step_id}<\/span><\/span>] <\/span>{<\/span>step.<\/span>action}<\/span><\/span> -> FAILED: "<\/span><\/span>
    \n f"<\/span>{<\/span>result.<\/span>get(<\/span>'error'<\/span>)<\/span>}<\/span><\/span>"<\/span><\/span>)<\/span><\/p>\n

    # \u6c47\u603b\u6267\u884c\u7ed3\u679c<\/span>
    \n summary =<\/span> {<\/span>
    \n "skill_name"<\/span>:<\/span> skill_name,<\/span>
    \n "total_steps"<\/span>:<\/span> len<\/span>(<\/span>skill.<\/span>steps)<\/span>,<\/span>
    \n "completed_steps"<\/span>:<\/span> len<\/span>(<\/span>completed)<\/span>,<\/span>
    \n "failed_steps"<\/span>:<\/span> failed_steps,<\/span>
    \n "is_complete"<\/span>:<\/span> len<\/span>(<\/span>failed_steps)<\/span> ==<\/span> 0<\/span>,<\/span>
    \n "results"<\/span>:<\/span> completed,<\/span>
    \n }<\/span><\/p>\n

    print<\/span>(<\/span>f"[SkillExecutor] Summary: <\/span>{<\/span>json.<\/span>dumps(<\/span>summary,<\/span> ensure_ascii=<\/span>False<\/span>)<\/span>}<\/span><\/span>"<\/span><\/span>)<\/span>
    \n return<\/span> summary<\/p>\n

    def<\/span> _get_ready_steps<\/span>(<\/span>self,<\/span> steps:<\/span> List[<\/span>SkillStep]<\/span>,<\/span>
    \n completed:<\/span> Dict[<\/span>int<\/span>,<\/span> Any]<\/span>,<\/span>
    \n failed:<\/span> List[<\/span>int<\/span>]<\/span>)<\/span> –<\/span>><\/span> List[<\/span>SkillStep]<\/span>:<\/span>
    \n """\u83b7\u53d6\u6240\u6709\u4f9d\u8d56\u5df2\u6ee1\u8db3\u4e14\u672a\u6267\u884c\u7684\u6b65\u9aa4"""<\/span>
    \n ready =<\/span> [<\/span>]<\/span>
    \n for<\/span> step in<\/span> steps:<\/span>
    \n if<\/span> step.<\/span>step_id in<\/span> completed or<\/span> step.<\/span>step_id in<\/span> failed:<\/span>
    \n continue<\/span>
    \n if<\/span> step.<\/span>status ==<\/span> StepStatus.<\/span>PENDING:<\/span>
    \n if<\/span> all<\/span>(<\/span>dep in<\/span> completed for<\/span> dep in<\/span> step.<\/span>depends_on)<\/span>:<\/span>
    \n ready.<\/span>append(<\/span>step)<\/span>
    \n elif<\/span> any<\/span>(<\/span>dep in<\/span> failed for<\/span> dep in<\/span> step.<\/span>depends_on)<\/span>:<\/span>
    \n # \u4f9d\u8d56\u5931\u8d25，\u8be5\u6b65\u9aa4\u8df3\u8fc7<\/span>
    \n step.<\/span>status =<\/span> StepStatus.<\/span>SKIPPED
    \n return<\/span> ready<\/p>\n

    def<\/span> _execute_step<\/span>(<\/span>self,<\/span> step:<\/span> SkillStep,<\/span> skill:<\/span> SkillDefinition,<\/span>
    \n params:<\/span> Dict[<\/span>str<\/span>,<\/span> Any]<\/span>,<\/span>
    \n completed:<\/span> Dict[<\/span>int<\/span>,<\/span> Any]<\/span>)<\/span> –<\/span>><\/span> Dict[<\/span>str<\/span>,<\/span> Any]<\/span>:<\/span>
    \n """\u6267\u884c\u5355\u4e2a\u6b65\u9aa4（\u6a21\u62df）"""<\/span>
    \n # \u5b9e\u9645\u7cfb\u7edf\u4e2d\u8fd9\u91cc\u4f1a\u8c03\u7528\u5bf9\u5e94\u7684\u8fde\u63a5\u5668\u6216API<\/span>
    \n # \u6b64\u5904\u7528\u6a21\u62df\u903b\u8f91\u6f14\u793a\u6d41\u7a0b<\/span>
    \n print<\/span>(<\/span>f" [Step <\/span>{<\/span>step.<\/span>step_id}<\/span><\/span>] Executing <\/span>{<\/span>step.<\/span>action}<\/span><\/span> with "<\/span><\/span>
    \n f"params=<\/span>{<\/span>step.<\/span>params}<\/span><\/span>"<\/span><\/span>)<\/span><\/p>\n

    # \u6a21\u62df\u6267\u884c\u6210\u529f<\/span>
    \n return<\/span> {<\/span>
    \n "status"<\/span>:<\/span> "success"<\/span>,<\/span>
    \n "data"<\/span>:<\/span> f"Result of <\/span>{<\/span>step.<\/span>action}<\/span><\/span>"<\/span><\/span>
    \n }<\/span><\/p>\n

    \u6b65\u9aa44：\u6ce8\u518c\u4e0e\u6d4b\u8bd5<\/h4>\n

    Skill\u5b9a\u4e49\u5b8c\u6210\u540e，\u5c06\u5176\u6ce8\u518c\u5230\u6280\u80fd\u6ce8\u518c\u4e2d\u5fc3，\u5e76\u901a\u8fc7\u6d4b\u8bd5\u6307\u4ee4\u9a8c\u8bc1\u5339\u914d\u548c\u6267\u884c\u6548\u679c：<\/p>\n

    # \u521b\u5efa\u5ba2\u6237\u8ddf\u8fdb\u63d0\u9192Skill<\/span>
    \nfollow_up_skill =<\/span> SkillDefinition(<\/span>
    \n skill_name=<\/span>"customer_follow_up"<\/span>,<\/span>
    \n display_name=<\/span>"\u5ba2\u6237\u8ddf\u8fdb\u63d0\u9192"<\/span>,<\/span>
    \n description=<\/span>"\u67e5\u8be2\u8d85\u8fc7N\u5929\u672a\u8ddf\u8fdb\u7684\u5ba2\u6237，\u751f\u6210\u6e05\u5355\u5e76\u901a\u77e5\u9500\u552e\u8d1f\u8d23\u4eba"<\/span>,<\/span>
    \n trigger_keywords=<\/span>[<\/span>"\u8ddf\u8fdb\u63d0\u9192"<\/span>,<\/span> "\u672a\u8ddf\u8fdb"<\/span>,<\/span> "\u8ddf\u8fdb\u6e05\u5355"<\/span>,<\/span> "\u5ba2\u6237\u8ddf\u8fdb"<\/span>]<\/span>,<\/span>
    \n required_params=<\/span>[<\/span>"days_threshold"<\/span>]<\/span>,<\/span>
    \n steps=<\/span>[<\/span>
    \n SkillStep(<\/span>1<\/span>,<\/span> "query_unfollowed_customers"<\/span>,<\/span> {<\/span>"days"<\/span>:<\/span> "${days_threshold}"<\/span>}<\/span>)<\/span>,<\/span>
    \n SkillStep(<\/span>2<\/span>,<\/span> "rank_and_filter"<\/span>,<\/span> {<\/span>"top_n"<\/span>:<\/span> 10<\/span>}<\/span>,<\/span> depends_on=<\/span>[<\/span>1<\/span>]<\/span>)<\/span>,<\/span>
    \n SkillStep(<\/span>3<\/span>,<\/span> "generate_followup_list"<\/span>,<\/span> {<\/span>}<\/span>,<\/span> depends_on=<\/span>[<\/span>2<\/span>]<\/span>)<\/span>,<\/span>
    \n SkillStep(<\/span>4<\/span>,<\/span> "send_email"<\/span>,<\/span> {<\/span>"template"<\/span>:<\/span> "followup_reminder"<\/span>}<\/span>,<\/span> depends_on=<\/span>[<\/span>3<\/span>]<\/span>)<\/span>,<\/span>
    \n SkillStep(<\/span>5<\/span>,<\/span> "update_crm_status"<\/span>,<\/span> {<\/span>"status"<\/span>:<\/span> "pending_followup"<\/span>}<\/span>,<\/span> depends_on=<\/span>[<\/span>2<\/span>]<\/span>)<\/span>,<\/span>
    \n ]<\/span>,<\/span>
    \n retry_count=<\/span>3<\/span>,<\/span>
    \n retry_interval=<\/span>30<\/span>
    \n)<\/span><\/p>\n

    # \u6ce8\u518cSkill<\/span>
    \nregistry =<\/span> SkillRegistry(<\/span>)<\/span>
    \nregistry.<\/span>register(<\/span>follow_up_skill)<\/span><\/p>\n

    # \u6d4b\u8bd5\u5339\u914d<\/span>
    \nuser_input =<\/span> "\u67e5\u4e00\u4e0b\u8d85\u8fc77\u5929\u6ca1\u8ddf\u8fdb\u7684\u5ba2\u6237"<\/span>
    \nmatched =<\/span> registry.<\/span>find_by_intent(<\/span>user_input)<\/span>
    \nprint<\/span>(<\/span>f"Matched skill: <\/span>{<\/span>matched.<\/span>display_name if<\/span> matched else<\/span> 'None'<\/span>}<\/span><\/span>"<\/span><\/span>)<\/span><\/p>\n

    # \u6d4b\u8bd5\u6267\u884c<\/span>
    \nif<\/span> matched:<\/span>
    \n executor =<\/span> SkillExecutor(<\/span>registry)<\/span>
    \n executor.<\/span>execute(<\/span>matched.<\/span>skill_name,<\/span> {<\/span>"days_threshold"<\/span>:<\/span> 7<\/span>}<\/span>)<\/span><\/p>\n

    \u8fd9\u6bb5\u4ee3\u7801\u6f14\u793a\u4e86Skill\u4ece\u5b9a\u4e49\u3001\u6ce8\u518c\u3001\u5339\u914d\u5230\u6267\u884c\u7684\u5b8c\u6574\u6d41\u7a0b\u3002\u751f\u4ea7\u73af\u5883\u4e2d\u7684\u5b9e\u73b0\u66f4\u590d\u6742\u2014\u2014\u9700\u8981\u771f\u5b9e\u7684\u8fde\u63a5\u5668\u8c03\u7528\u3001\u53c2\u6570\u6a21\u677f\u66ff\u6362\u3001DAG\u5e76\u884c\u8c03\u5ea6\u548c\u65ad\u70b9\u6062\u590d\u673a\u5236，\u4f46\u6838\u5fc3\u903b\u8f91\u4e0e\u793a\u4f8b\u4e00\u81f4\u3002<\/p>\n

    \u4e94\u3001\u6280\u80fd\u8c03\u7528\u7684\u89e6\u53d1\u673a\u5236<\/h3>\n

    Skills\u6267\u884c\u652f\u6301\u4e09\u79cd\u89e6\u53d1\u65b9\u5f0f，\u5206\u522b\u5bf9\u5e94\u4e0d\u540c\u7684\u4e1a\u52a1\u573a\u666f\u3002<\/p>\n

    5.1 \u81ea\u7136\u8bed\u8a00\u89e6\u53d1<\/h4>\n

    \u7528\u6237\u5728\u5bf9\u8bdd\u754c\u9762\u7528\u65e5\u5e38\u8bed\u8a00\u63cf\u8ff0\u9700\u6c42，\u7cfb\u7edf\u901a\u8fc7\u610f\u56fe\u8bc6\u522b\u5339\u914d\u5bf9\u5e94\u7684Skill\u3002\u8fd9\u662f\u6700\u5e38\u7528\u7684\u89e6\u53d1\u65b9\u5f0f\u3002<\/p>\n

    \u5178\u578b\u573a\u666f：\u9500\u552e\u4e3b\u7ba1\u8bf4\u201c\u751f\u6210\u6628\u5929\u7684\u9500\u552e\u65e5\u62a5\u201d，\u7cfb\u7edf\u5339\u914d\u5230\u201c\u751f\u6210\u9500\u552e\u65e5\u62a5\u201dSkill，\u81ea\u52a8\u6267\u884c\u67e5\u8be2\u2192\u751f\u6210\u2192\u53d1\u9001\u7684\u5168\u6d41\u7a0b\u3002<\/p>\n

    \u6280\u672f\u8981\u70b9：\u89e6\u53d1\u51c6\u786e\u5ea6\u53d6\u51b3\u4e8eSkill\u7684\u89e6\u53d1\u5173\u952e\u8bcd\u914d\u7f6e\u548c\u610f\u56fe\u8bc6\u522b\u5f15\u64ce\u7684\u8bed\u4e49\u7406\u89e3\u80fd\u529b\u3002\u5173\u952e\u8bcd\u8fc7\u7a84\u4f1a\u5bfc\u81f4\u6f0f\u89e6\u53d1，\u8fc7\u5bbd\u4f1a\u5bfc\u81f4\u8bef\u89e6\u53d1\u3002<\/p>\n

    5.2 \u5b9a\u65f6\u89e6\u53d1<\/h4>\n

    \u6309\u56fa\u5b9a\u65f6\u95f4\u8ba1\u5212\u81ea\u52a8\u6267\u884cSkill，\u65e0\u9700\u4eba\u5de5\u5e72\u9884\u3002\u9002\u5408\u65e5\u62a5\u3001\u5468\u62a5\u3001\u5de1\u68c0\u7b49\u5468\u671f\u6027\u4efb\u52a1\u3002<\/p>\n

    \u5178\u578b\u573a\u666f：\u6bcf\u4e2a\u5de5\u4f5c\u65e5\u4e0a\u53489:00\u81ea\u52a8\u6267\u884c\u201c\u751f\u6210\u9500\u552e\u65e5\u62a5\u201dSkill；\u6bcf\u5468\u4e00\u4e0a\u534810:00\u81ea\u52a8\u6267\u884c\u201c\u751f\u6210\u9500\u552e\u5468\u62a5\u201dSkill\u3002<\/p>\n

    \u6280\u672f\u8981\u70b9：\u5b9a\u65f6\u89e6\u53d1\u9700\u8981\u4efb\u52a1\u7f16\u6392\u5f15\u64ce\u914d\u5408，\u5728\u56fa\u5b9a\u65f6\u95f4\u70b9\u8c03\u7528Skill\u6267\u884c\u5f15\u64ce，\u5e76\u5c06\u6267\u884c\u7ed3\u679c\u63a8\u9001\u5230\u6307\u5b9a\u6e20\u9053\u3002<\/p>\n

    5.3 \u4e8b\u4ef6\u89e6\u53d1<\/h4>\n

    \u5f53\u6307\u5b9a\u4e8b\u4ef6\u53d1\u751f\u65f6\u81ea\u52a8\u6267\u884cSkill\u3002\u9002\u5408\u5f02\u5e38\u76d1\u63a7\u3001\u72b6\u6001\u53d8\u66f4\u7b49\u573a\u666f\u3002<\/p>\n

    \u5178\u578b\u573a\u666f：\u5f53CRM\u4e2d\u65b0\u5ba2\u6237\u5f55\u5165\u65f6，\u81ea\u52a8\u6267\u884c\u201c\u5ba2\u6237\u6b22\u8fce\u90ae\u4ef6\u201dSkill；\u5f53\u5e93\u5b58\u4f4e\u4e8e\u5b89\u5168\u7ebf\u65f6，\u81ea\u52a8\u6267\u884c\u201c\u8865\u8d27\u5efa\u8bae\u201dSkill\u3002<\/p>\n

    \u6280\u672f\u8981\u70b9：\u4e8b\u4ef6\u89e6\u53d1\u9700\u8981\u7cfb\u7edf\u5177\u5907\u4e8b\u4ef6\u76d1\u542c\u80fd\u529b\u2014\u2014\u76d1\u542c\u5668\u68c0\u6d4b\u5230\u4e8b\u4ef6\u540e，\u5c06\u4e8b\u4ef6\u4e0a\u4e0b\u6587\u4f5c\u4e3a\u53c2\u6570\u4f20\u9012\u7ed9\u5bf9\u5e94\u7684Skill\u6267\u884c\u5f15\u64ce\u3002<\/p>\n

    \u4e09\u79cd\u89e6\u53d1\u673a\u5236\u5206\u522b\u9762\u5411\u4e0d\u540c\u7684\u4e1a\u52a1\u573a\u666f，\u5176\u6574\u4f53\u67b6\u6784\u5982\u4e0b：<\/p>\n

    #mermaid-svg-5K6NiRBec0bVerDK{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;fill:#333;}@keyframes edge-animation-frame{from{stroke-dashoffset:0;}}@keyframes dash{to{stroke-dashoffset:0;}}#mermaid-svg-5K6NiRBec0bVerDK .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-5K6NiRBec0bVerDK .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-5K6NiRBec0bVerDK .error-icon{fill:#552222;}#mermaid-svg-5K6NiRBec0bVerDK .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-5K6NiRBec0bVerDK .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-5K6NiRBec0bVerDK .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-5K6NiRBec0bVerDK .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-5K6NiRBec0bVerDK .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-5K6NiRBec0bVerDK .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-5K6NiRBec0bVerDK .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-5K6NiRBec0bVerDK .marker{fill:#333333;stroke:#333333;}#mermaid-svg-5K6NiRBec0bVerDK .marker.cross{stroke:#333333;}#mermaid-svg-5K6NiRBec0bVerDK svg{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-5K6NiRBec0bVerDK p{margin:0;}#mermaid-svg-5K6NiRBec0bVerDK .label{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;color:#333;}#mermaid-svg-5K6NiRBec0bVerDK .cluster-label text{fill:#333;}#mermaid-svg-5K6NiRBec0bVerDK .cluster-label span{color:#333;}#mermaid-svg-5K6NiRBec0bVerDK .cluster-label span p{background-color:transparent;}#mermaid-svg-5K6NiRBec0bVerDK .label text,#mermaid-svg-5K6NiRBec0bVerDK span{fill:#333;color:#333;}#mermaid-svg-5K6NiRBec0bVerDK .node rect,#mermaid-svg-5K6NiRBec0bVerDK .node circle,#mermaid-svg-5K6NiRBec0bVerDK .node ellipse,#mermaid-svg-5K6NiRBec0bVerDK .node polygon,#mermaid-svg-5K6NiRBec0bVerDK .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-5K6NiRBec0bVerDK .rough-node .label text,#mermaid-svg-5K6NiRBec0bVerDK .node .label text,#mermaid-svg-5K6NiRBec0bVerDK .image-shape .label,#mermaid-svg-5K6NiRBec0bVerDK .icon-shape .label{text-anchor:middle;}#mermaid-svg-5K6NiRBec0bVerDK .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-5K6NiRBec0bVerDK .rough-node .label,#mermaid-svg-5K6NiRBec0bVerDK .node .label,#mermaid-svg-5K6NiRBec0bVerDK .image-shape .label,#mermaid-svg-5K6NiRBec0bVerDK .icon-shape .label{text-align:center;}#mermaid-svg-5K6NiRBec0bVerDK .node.clickable{cursor:pointer;}#mermaid-svg-5K6NiRBec0bVerDK .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-5K6NiRBec0bVerDK .arrowheadPath{fill:#333333;}#mermaid-svg-5K6NiRBec0bVerDK .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-5K6NiRBec0bVerDK .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-5K6NiRBec0bVerDK .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-5K6NiRBec0bVerDK .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-5K6NiRBec0bVerDK .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-5K6NiRBec0bVerDK .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-5K6NiRBec0bVerDK .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-5K6NiRBec0bVerDK .cluster text{fill:#333;}#mermaid-svg-5K6NiRBec0bVerDK .cluster span{color:#333;}#mermaid-svg-5K6NiRBec0bVerDK div.mermaidTooltip{position:absolute;text-align:center;max-width:200px;padding:2px;font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:12px;background:hsl(80, 100%, 96.2745098039%);border:1px solid #aaaa33;border-radius:2px;pointer-events:none;z-index:100;}#mermaid-svg-5K6NiRBec0bVerDK .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-5K6NiRBec0bVerDK rect.text{fill:none;stroke-width:0;}#mermaid-svg-5K6NiRBec0bVerDK .icon-shape,#mermaid-svg-5K6NiRBec0bVerDK .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-5K6NiRBec0bVerDK .icon-shape p,#mermaid-svg-5K6NiRBec0bVerDK .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-5K6NiRBec0bVerDK .icon-shape .label rect,#mermaid-svg-5K6NiRBec0bVerDK .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-5K6NiRBec0bVerDK .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-5K6NiRBec0bVerDK .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-5K6NiRBec0bVerDK :root{–mermaid-font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;}<\/span><\/span><\/span><\/p>\n

    \u89e6\u53d1\u5c42<\/p>\n

    <\/span><\/p>\n

    \u81ea\u7136\u8bed\u8a00\u89e6\u53d1\u5bf9\u8bdd\u754c\u9762\u610f\u56fe\u8bc6\u522b<\/p>\n

    <\/span><\/p>\n

    \u5b9a\u65f6\u89e6\u53d1\u4efb\u52a1\u7f16\u6392\u5f15\u64ce<\/p>\n

    <\/span><\/p>\n

    \u4e8b\u4ef6\u89e6\u53d1\u4e8b\u4ef6\u76d1\u542c\u5668<\/p>\n

    <\/span><\/p>\n

    \u6280\u80fd\u5339\u914d\u5668<\/p>\n

    <\/span><\/p>\n

    \u6280\u80fd\u6267\u884c\u5f15\u64ce<\/p>\n

    <\/span><\/p>\n

    \u7ed3\u679c\u63a8\u9001<\/p>\n

    <\/span><\/p>\n

    \u516d\u3001\u5f02\u5e38\u5904\u7406\u4e0e\u5bb9\u9519\u673a\u5236<\/h3>\n

    Skill\u6267\u884c\u8fc7\u7a0b\u6d89\u53ca\u591a\u4e2a\u7cfb\u7edf\u8c03\u7528，\u4efb\u4f55\u4e00\u4e2a\u73af\u8282\u90fd\u53ef\u80fd\u5931\u8d25\u3002\u5b8c\u5584\u7684\u5f02\u5e38\u5904\u7406\u673a\u5236\u662fSkill\u4ece\u201cDemo\u53ef\u7528\u201d\u5230\u201c\u751f\u4ea7\u53ef\u9760\u201d\u7684\u5173\u952e\u3002<\/p>\n

    6.1 \u91cd\u8bd5\u673a\u5236<\/h4>\n

    \u5bf9\u4e8e\u7f51\u7edc\u8d85\u65f6\u3001\u7cfb\u7edf\u9650\u6d41\u7b49\u53ef\u6062\u590d\u6027\u5f02\u5e38，\u81ea\u52a8\u91cd\u8bd5\u662f\u6700\u5e38\u7528\u7684\u5904\u7406\u7b56\u7565\u3002\u91cd\u8bd5\u53c2\u6570\u901a\u5e38\u5728Skill\u5b9a\u4e49\u4e2d\u914d\u7f6e：<\/p>\n

    # \u91cd\u8bd5\u914d\u7f6e\u793a\u4f8b<\/span>
    \nretry_config =<\/span> {<\/span>
    \n "max_retries"<\/span>:<\/span> 3<\/span>,<\/span> # \u6700\u5927\u91cd\u8bd5\u6b21\u6570<\/span>
    \n "retry_interval"<\/span>:<\/span> 30<\/span>,<\/span> # \u91cd\u8bd5\u95f4\u9694（\u79d2）<\/span>
    \n "backoff_multiplier"<\/span>:<\/span> 2<\/span>,<\/span> # \u9000\u907f\u500d\u6570：30s \u2192 60s \u2192 120s<\/span>
    \n "retryable_errors"<\/span>:<\/span> [<\/span> # \u53ef\u91cd\u8bd5\u7684\u5f02\u5e38\u7c7b\u578b<\/span>
    \n "timeout"<\/span>,<\/span> "rate_limit"<\/span>,<\/span> "connection_error"<\/span>
    \n ]<\/span>
    \n}<\/span><\/p>\n

    \u5173\u952e\u8bbe\u8ba1\u539f\u5219：\u91cd\u8bd5\u53ea\u9002\u7528\u4e8e\u53ef\u6062\u590d\u6027\u5f02\u5e38\u3002\u5bf9\u4e8e\u4e1a\u52a1\u903b\u8f91\u9519\u8bef（\u5982\u53c2\u6570\u975e\u6cd5\u3001\u6743\u9650\u4e0d\u8db3），\u91cd\u8bd5\u65e0\u6cd5\u89e3\u51b3\u95ee\u9898，\u5e94\u76f4\u63a5\u964d\u7ea7\u6216\u901a\u77e5\u4eba\u5de5\u5904\u7406\u3002<\/p>\n

    6.2 \u964d\u7ea7\u7b56\u7565<\/h4>\n

    \u5f53Skill\u7684\u67d0\u4e2a\u6b65\u9aa4\u8fde\u7eed\u5931\u8d25\u65f6，\u9700\u8981\u914d\u7f6e\u964d\u7ea7\u65b9\u6848\u3002\u5e38\u89c1\u7684\u964d\u7ea7\u7b56\u7565\u5305\u62ec：<\/p>\n

      \n
    • \u8df3\u8fc7\u975e\u5173\u952e\u6b65\u9aa4：\u5982\u679c\u5931\u8d25\u7684\u6b65\u9aa4\u4e0d\u5f71\u54cd\u6700\u7ec8\u7ed3\u679c\u7684\u6838\u5fc3\u4ef7\u503c，\u53ef\u4ee5\u8df3\u8fc7\u7ee7\u7eed\u6267\u884c<\/li>\n
    • \u4f7f\u7528\u5907\u9009\u6570\u636e\u6e90：\u4e3b\u6570\u636e\u6e90\u4e0d\u53ef\u7528\u65f6，\u5207\u6362\u5230\u5907\u9009\u6570\u636e\u6e90<\/li>\n
    • \u964d\u7ea7\u8f93\u51fa\u683c\u5f0f：\u65e0\u6cd5\u751f\u6210\u53ef\u89c6\u5316\u62a5\u8868\u65f6，\u964d\u7ea7\u4e3a\u7ed3\u6784\u5316\u6587\u672c\u8f93\u51fa<\/li>\n
    • \u901a\u77e5\u4eba\u5de5\u4ecb\u5165：\u7cfb\u7edf\u65e0\u6cd5\u81ea\u52a8\u5904\u7406\u65f6，\u901a\u77e5\u7ba1\u7406\u5458\u624b\u52a8\u5904\u7406<\/li>\n<\/ul>\n

      6.3 \u4eba\u5de5\u5ba1\u6279\u8282\u70b9<\/h4>\n

      \u5bf9\u4e8e\u6d89\u53ca\u654f\u611f\u64cd\u4f5c\u7684Skill（\u5982\u53d1\u9001\u5916\u90e8\u90ae\u4ef6\u3001\u4fee\u6539\u8d22\u52a1\u6570\u636e），\u9700\u8981\u5728\u6267\u884c\u8def\u5f84\u4e2d\u63d2\u5165\u4eba\u5de5\u5ba1\u6279\u8282\u70b9\u3002Skill\u6267\u884c\u5230\u5ba1\u6279\u8282\u70b9\u65f6\u6682\u505c，\u901a\u77e5\u6307\u5b9a\u5ba1\u6279\u4eba\u786e\u8ba4\u540e\u7ee7\u7eed：<\/p>\n

      class<\/span> ApprovalNode<\/span>:<\/span>
      \n """\u4eba\u5de5\u5ba1\u6279\u8282\u70b9"""<\/span><\/p>\n

      def<\/span> __init__<\/span>(<\/span>self,<\/span> approver:<\/span> str<\/span>,<\/span> message_template:<\/span> str<\/span>)<\/span>:<\/span>
      \n self.<\/span>approver =<\/span> approver
      \n self.<\/span>message_template =<\/span> message_template<\/p>\n

      def<\/span> execute<\/span>(<\/span>self,<\/span> context:<\/span> Dict[<\/span>str<\/span>,<\/span> Any]<\/span>)<\/span> –<\/span>><\/span> str<\/span>:<\/span>
      \n """\u6682\u505c\u6267\u884c，\u53d1\u9001\u5ba1\u6279\u8bf7\u6c42，\u8fd4\u56de\u5ba1\u6279\u72b6\u6001"""<\/span>
      \n message =<\/span> self.<\/span>message_template.<\/span>format<\/span>(<\/span>**<\/span>context)<\/span>
      \n print<\/span>(<\/span>f"[ApprovalNode] Sending approval request to <\/span>{<\/span>self.<\/span>approver}<\/span><\/span>: <\/span>{<\/span>message}<\/span><\/span>"<\/span><\/span>)<\/span>
      \n # \u53d1\u9001\u901a\u77e5，\u7b49\u5f85\u5ba1\u6279\u7ed3\u679c<\/span>
      \n # \u8fd4\u56de "approved" \u6216 "rejected"<\/span>
      \n return<\/span> "approved"<\/span> # \u6a21\u62df\u5ba1\u6279\u901a\u8fc7<\/span><\/p>\n

      6.4 \u65ad\u70b9\u6062\u590d<\/h4>\n

      \u957f\u94fe\u8def\u7684Skill\u6267\u884c\u4e2d\u65ad\u540e（\u5982\u670d\u52a1\u91cd\u542f\u3001\u7f51\u7edc\u4e2d\u65ad），\u9700\u8981\u4ece\u4e0a\u6b21\u6210\u529f\u7684\u6b65\u9aa4\u7ee7\u7eed\u6267\u884c，\u800c\u975e\u4ece\u5934\u5f00\u59cb\u3002\u8fd9\u4f9d\u8d56\u4efb\u52a1\u72b6\u6001\u6301\u4e45\u5316：<\/p>\n

      import<\/span> json
      \nimport<\/span> redis<\/p>\n

      class<\/span> CheckpointManager<\/span>:<\/span>
      \n """\u68c0\u67e5\u70b9\u7ba1\u7406\u5668：\u6301\u4e45\u5316Skill\u6267\u884c\u72b6\u6001，\u652f\u6301\u65ad\u70b9\u6062\u590d"""<\/span><\/p>\n

      def<\/span> __init__<\/span>(<\/span>self,<\/span> redis_client)<\/span>:<\/span>
      \n self.<\/span>redis =<\/span> redis_client<\/p>\n

      def<\/span> save_checkpoint<\/span>(<\/span>self,<\/span> execution_id:<\/span> str<\/span>,<\/span> step_id:<\/span> int<\/span>,<\/span>
      \n step_result:<\/span> Dict[<\/span>str<\/span>,<\/span> Any]<\/span>)<\/span>:<\/span>
      \n """\u6bcf\u4e2a\u6b65\u9aa4\u6267\u884c\u540e\u4fdd\u5b58\u68c0\u67e5\u70b9"""<\/span>
      \n key =<\/span> f"skill:checkpoint:<\/span>{<\/span>execution_id}<\/span><\/span>"<\/span><\/span>
      \n self.<\/span>redis.<\/span>hset(<\/span>key,<\/span> f"step_<\/span>{<\/span>step_id}<\/span><\/span>"<\/span><\/span>,<\/span> json.<\/span>dumps(<\/span>step_result)<\/span>)<\/span>
      \n self.<\/span>redis.<\/span>expire(<\/span>key,<\/span> 3600<\/span>)<\/span><\/p>\n

      def<\/span> load_checkpoint<\/span>(<\/span>self,<\/span> execution_id:<\/span> str<\/span>)<\/span> –<\/span>><\/span> Dict[<\/span>int<\/span>,<\/span> Any]<\/span>:<\/span>
      \n """\u52a0\u8f7d\u5df2\u5b8c\u6210\u7684\u6b65\u9aa4\u7ed3\u679c，\u7528\u4e8e\u65ad\u70b9\u6062\u590d"""<\/span>
      \n key =<\/span> f"skill:checkpoint:<\/span>{<\/span>execution_id}<\/span><\/span>"<\/span><\/span>
      \n data =<\/span> self.<\/span>redis.<\/span>hgetall(<\/span>key)<\/span>
      \n return<\/span> {<\/span>
      \n int<\/span>(<\/span>k.<\/span>replace(<\/span>"step_"<\/span>,<\/span> ""<\/span>)<\/span>)<\/span>:<\/span> json.<\/span>loads(<\/span>v)<\/span>
      \n for<\/span> k,<\/span> v in<\/span> data.<\/span>items(<\/span>)<\/span>
      \n }<\/span><\/p>\n

      def<\/span> clear_checkpoint<\/span>(<\/span>self,<\/span> execution_id:<\/span> str<\/span>)<\/span>:<\/span>
      \n """\u6267\u884c\u5b8c\u6210\u540e\u6e05\u7406\u68c0\u67e5\u70b9"""<\/span>
      \n self.<\/span>redis.<\/span>delete(<\/span>f"skill:checkpoint:<\/span>{<\/span>execution_id}<\/span><\/span>"<\/span><\/span>)<\/span><\/p>\n

      Skill \u6267\u884c\u8fc7\u7a0b\u4e2d\u7684\u5f02\u5e38\u5904\u7406\u4e0e\u5bb9\u9519\u51b3\u7b56\u6d41\u7a0b\u5982\u4e0b：<\/p>\n

      #mermaid-svg-9rcSZeCfatYRlIol{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;fill:#333;}@keyframes edge-animation-frame{from{stroke-dashoffset:0;}}@keyframes dash{to{stroke-dashoffset:0;}}#mermaid-svg-9rcSZeCfatYRlIol .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-9rcSZeCfatYRlIol .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-9rcSZeCfatYRlIol .error-icon{fill:#552222;}#mermaid-svg-9rcSZeCfatYRlIol .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-9rcSZeCfatYRlIol .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-9rcSZeCfatYRlIol .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-9rcSZeCfatYRlIol .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-9rcSZeCfatYRlIol .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-9rcSZeCfatYRlIol .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-9rcSZeCfatYRlIol .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-9rcSZeCfatYRlIol .marker{fill:#333333;stroke:#333333;}#mermaid-svg-9rcSZeCfatYRlIol .marker.cross{stroke:#333333;}#mermaid-svg-9rcSZeCfatYRlIol svg{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-9rcSZeCfatYRlIol p{margin:0;}#mermaid-svg-9rcSZeCfatYRlIol .label{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;color:#333;}#mermaid-svg-9rcSZeCfatYRlIol .cluster-label text{fill:#333;}#mermaid-svg-9rcSZeCfatYRlIol .cluster-label span{color:#333;}#mermaid-svg-9rcSZeCfatYRlIol .cluster-label span p{background-color:transparent;}#mermaid-svg-9rcSZeCfatYRlIol .label text,#mermaid-svg-9rcSZeCfatYRlIol span{fill:#333;color:#333;}#mermaid-svg-9rcSZeCfatYRlIol .node rect,#mermaid-svg-9rcSZeCfatYRlIol .node circle,#mermaid-svg-9rcSZeCfatYRlIol .node ellipse,#mermaid-svg-9rcSZeCfatYRlIol .node polygon,#mermaid-svg-9rcSZeCfatYRlIol .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-9rcSZeCfatYRlIol .rough-node .label text,#mermaid-svg-9rcSZeCfatYRlIol .node .label text,#mermaid-svg-9rcSZeCfatYRlIol .image-shape .label,#mermaid-svg-9rcSZeCfatYRlIol .icon-shape .label{text-anchor:middle;}#mermaid-svg-9rcSZeCfatYRlIol .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-9rcSZeCfatYRlIol .rough-node .label,#mermaid-svg-9rcSZeCfatYRlIol .node .label,#mermaid-svg-9rcSZeCfatYRlIol .image-shape .label,#mermaid-svg-9rcSZeCfatYRlIol .icon-shape .label{text-align:center;}#mermaid-svg-9rcSZeCfatYRlIol .node.clickable{cursor:pointer;}#mermaid-svg-9rcSZeCfatYRlIol .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-9rcSZeCfatYRlIol .arrowheadPath{fill:#333333;}#mermaid-svg-9rcSZeCfatYRlIol .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-9rcSZeCfatYRlIol .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-9rcSZeCfatYRlIol .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-9rcSZeCfatYRlIol .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-9rcSZeCfatYRlIol .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-9rcSZeCfatYRlIol .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-9rcSZeCfatYRlIol .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-9rcSZeCfatYRlIol .cluster text{fill:#333;}#mermaid-svg-9rcSZeCfatYRlIol .cluster span{color:#333;}#mermaid-svg-9rcSZeCfatYRlIol div.mermaidTooltip{position:absolute;text-align:center;max-width:200px;padding:2px;font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:12px;background:hsl(80, 100%, 96.2745098039%);border:1px solid #aaaa33;border-radius:2px;pointer-events:none;z-index:100;}#mermaid-svg-9rcSZeCfatYRlIol .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-9rcSZeCfatYRlIol rect.text{fill:none;stroke-width:0;}#mermaid-svg-9rcSZeCfatYRlIol .icon-shape,#mermaid-svg-9rcSZeCfatYRlIol .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-9rcSZeCfatYRlIol .icon-shape p,#mermaid-svg-9rcSZeCfatYRlIol .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-9rcSZeCfatYRlIol .icon-shape .label rect,#mermaid-svg-9rcSZeCfatYRlIol .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-9rcSZeCfatYRlIol .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-9rcSZeCfatYRlIol .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-9rcSZeCfatYRlIol :root{–mermaid-font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;}<\/span><\/p>\n

      \u662f<\/p>\n

      <\/span><\/span><\/p>\n

      \u662f<\/p>\n

      <\/span><\/p>\n

      \u5426<\/p>\n

      <\/span><\/p>\n

      \u5426<\/p>\n

      <\/span><\/p>\n

      \u5426<\/p>\n

      <\/span><\/p>\n

      \u662f<\/p>\n

      <\/span><\/p>\n

      \u662f<\/p>\n

      <\/span><\/span><\/p>\n

      \u662f<\/p>\n

      <\/span><\/p>\n

      \u5426<\/p>\n

      <\/span><\/p>\n

      \u5426<\/p>\n

      <\/span><\/span><\/span><\/p>\n

      \u6b65\u9aa4\u6267\u884c\u5931\u8d25<\/p>\n

      <\/span><\/p>\n

      \u662f\u5426\u53ef\u6062\u590d\u5f02\u5e38？<\/p>\n

      <\/span><\/p>\n

      \u81ea\u52a8\u91cd\u8bd5\u6307\u6570\u9000\u907f<\/p>\n

      <\/span><\/p>\n

      \u91cd\u8bd5\u6210\u529f？<\/p>\n

      <\/span><\/p>\n

      \u7ee7\u7eed\u6267\u884c<\/p>\n

      <\/span><\/p>\n

      \u662f\u5426\u5173\u952e\u6b65\u9aa4？<\/p>\n

      <\/span><\/p>\n

      \u8df3\u8fc7\u8be5\u6b65\u9aa4\u964d\u7ea7\u7ee7\u7eed<\/p>\n

      <\/span><\/p>\n

      \u662f\u5426\u9700\u8981\u4eba\u5de5\u5ba1\u6279？<\/p>\n

      <\/span><\/p>\n

      \u6682\u505c\u6267\u884c\u901a\u77e5\u5ba1\u6279\u4eba<\/p>\n

      <\/span><\/p>\n

      \u5ba1\u6279\u901a\u8fc7？<\/p>\n

      <\/span><\/p>\n

      \u7ec8\u6b62\u6267\u884c<\/p>\n

      <\/span><\/p>\n

      \u65ad\u70b9\u4fdd\u5b58\u901a\u77e5\u7ba1\u7406\u5458<\/p>\n

      <\/span><\/p>\n

      \u4e03\u3001\u603b\u7ed3<\/h3>\n

      Skills\u6267\u884c\u662fAI Agent\u4ece\u201c\u5bf9\u8bdd\u80fd\u529b\u201d\u8d70\u5411\u201c\u4efb\u52a1\u6267\u884c\u80fd\u529b\u201d\u7684\u5173\u952e\u6280\u672f\u73af\u8282\u3002\u5b83\u5c06\u4e1a\u52a1\u64cd\u4f5c\u5c01\u88c5\u4e3a\u53ef\u590d\u7528\u7684\u6280\u80fd\u5355\u5143，\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u610f\u56fe\u5339\u914d\u89e6\u53d1，\u6309DAG\u987a\u5e8f\u6267\u884c\u64cd\u4f5c\u5e8f\u5217，\u5e76\u5728\u6267\u884c\u8fc7\u7a0b\u4e2d\u5904\u7406\u5f02\u5e38\u548c\u65ad\u70b9\u6062\u590d\u3002<\/p>\n

      \u638c\u63e1Skills\u6267\u884c\u7684\u5b8c\u6574\u8def\u5f84\u2014\u2014\u4ece\u7406\u89e3\u6982\u5ff5\u3001\u4f7f\u7528\u5185\u7f6e\u6a21\u677f\u3001\u5f00\u53d1\u81ea\u5b9a\u4e49\u6280\u80fd，\u5230\u914d\u7f6e\u89e6\u53d1\u673a\u5236\u548c\u5f02\u5e38\u5904\u7406\u2014\u2014\u662f\u6784\u5efa\u4f01\u4e1a\u7ea7AI\u6570\u5b57\u5458\u5de5\u7684\u57fa\u7840\u80fd\u529b\u3002\u5bf9\u4e8e\u6b63\u5728\u8bc4\u4f30AI Agent\u5e73\u53f0\u7684\u6280\u672f\u51b3\u7b56\u8005，\u5efa\u8bae\u7528\u4e00\u6761\u771f\u5b9e\u7684\u4e1a\u52a1\u6307\u4ee4\u505aPOC\u6d4b\u8bd5，\u89c2\u5bdfSkill\u5339\u914d\u7684\u51c6\u786e\u5ea6\u3001\u6267\u884c\u94fe\u8def\u5b8c\u6574\u6027\u548c\u5f02\u5e38\u5904\u7406\u673a\u5236，\u8fd9\u4e09\u9879\u6307\u6807\u76f4\u63a5\u51b3\u5b9a\u4e86\u6280\u80fd\u8c03\u7528\u80fd\u529b\u80fd\u5426\u5728\u751f\u4ea7\u73af\u5883\u4e2d\u7a33\u5b9a\u8fd0\u884c\u3002<\/p>\n

      FAQ<\/h3>\n

      Q：\u667a\u80fd\u4f53\u6267\u884c\u4efb\u52a1\u600e\u4e48\u505a？<\/p>\n

      A：\u667a\u80fd\u4f53\u6267\u884c\u4efb\u52a1\u7684\u6838\u5fc3\u673a\u5236\u662fSkills\u6267\u884c\u3002\u9996\u5148\u5c06\u4e1a\u52a1\u64cd\u4f5c\u5c01\u88c5\u4e3a\u53ef\u590d\u7528\u7684Skill，\u5b9a\u4e49\u64cd\u4f5c\u6b65\u9aa4\u3001\u4f9d\u8d56\u5173\u7cfb\u548c\u5f02\u5e38\u5904\u7406\u7b56\u7565；\u7136\u540e\u5728\u6280\u80fd\u6ce8\u518c\u4e2d\u5fc3\u5b8c\u6210\u6ce8\u518c；\u6700\u540e\u901a\u8fc7\u4e09\u79cd\u65b9\u5f0f\u89e6\u53d1\u2014\u2014\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u89e6\u53d1\u3001\u5b9a\u65f6\u89e6\u53d1\u6216\u4e8b\u4ef6\u89e6\u53d1\u3002\u7528\u6237\u7528\u65e5\u5e38\u8bed\u8a00\u63cf\u8ff0\u9700\u6c42（\u5982\u201c\u751f\u6210\u672c\u5468\u5ba2\u6237\u8ddf\u8fdb\u6e05\u5355\u201d），\u7cfb\u7edf\u81ea\u52a8\u5339\u914d\u5bf9\u5e94Skill，\u6309DAG\u987a\u5e8f\u6267\u884c\u64cd\u4f5c\u5e8f\u5217，\u5e76\u5c06\u7ed3\u679c\u8fd4\u56de\u7ed9\u7528\u6237\u3002\u5b9e\u73b0\u8fd9\u4e00\u80fd\u529b\u9700\u8981\u4e09\u4e2a\u6838\u5fc3\u7ec4\u4ef6：\u6280\u80fd\u6ce8\u518c\u4e2d\u5fc3（\u5b58\u50a8Skill\u5143\u6570\u636e）\u3001\u6280\u80fd\u5339\u914d\u5668（\u5c06\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u6620\u5c04\u5230Skill）\u3001\u6280\u80fd\u6267\u884c\u5f15\u64ce（\u6309DAG\u8c03\u5ea6\u6267\u884c\u64cd\u4f5c\u6b65\u9aa4\u5e76\u5904\u7406\u5f02\u5e38）\u3002<\/p>\n

      Q：AI\u5de5\u4f5c\u6d41\u6267\u884c\u600e\u4e48\u914d\u7f6e？<\/p>\n

      A：AI\u5de5\u4f5c\u6d41\u6267\u884c\u7684\u914d\u7f6e\u5206\u4e3a\u56db\u6b65\u3002\u7b2c\u4e00\u6b65，\u5b9a\u4e49\u64cd\u4f5c\u6b65\u9aa4\u2014\u2014\u660e\u786e\u6bcf\u4e2a\u6b65\u9aa4\u7684\u64cd\u4f5c\u7c7b\u578b（\u67e5\u8be2\u3001\u8ba1\u7b97\u3001\u751f\u6210\u3001\u53d1\u9001\u7b49）\u3001\u76ee\u6807\u7cfb\u7edf\u548c\u8f93\u5165\u8f93\u51fa\u53c2\u6570\u3002\u7b2c\u4e8c\u6b65，\u914d\u7f6e\u4f9d\u8d56\u5173\u7cfb\u2014\u2014\u7528DAG\u63cf\u8ff0\u6b65\u9aa4\u95f4\u7684\u4e32\u884c\u4f9d\u8d56\u548c\u5e76\u884c\u5206\u652f，\u4f8b\u5982\u6b65\u9aa43\u4f9d\u8d56\u6b65\u9aa41\u548c\u6b65\u9aa42\u7684\u7ed3\u679c，\u6b65\u9aa44\u548c\u6b65\u9aa45\u53ef\u4ee5\u5e76\u884c\u6267\u884c\u3002\u7b2c\u4e09\u6b65，\u8bbe\u7f6e\u89e6\u53d1\u6761\u4ef6\u2014\u2014\u9009\u62e9\u624b\u52a8\u89e6\u53d1\u3001\u5b9a\u65f6\u89e6\u53d1（\u5982\u6bcf\u59299:00）\u6216\u4e8b\u4ef6\u89e6\u53d1（\u5982\u65b0\u6570\u636e\u5f55\u5165\u65f6）\u3002\u7b2c\u56db\u6b65，\u914d\u7f6e\u5f02\u5e38\u5904\u7406\u2014\u2014\u4e3a\u6bcf\u4e2a\u6b65\u9aa4\u8bbe\u7f6e\u91cd\u8bd5\u6b21\u6570\u3001\u964d\u7ea7\u7b56\u7565\u548c\u4eba\u5de5\u5ba1\u6279\u8282\u70b9\u3002\u914d\u7f6e\u5b8c\u6210\u540e，\u5de5\u4f5c\u6d41\u6267\u884c\u5f15\u64ce\u4f1a\u6309DAG\u62d3\u6251\u987a\u5e8f\u81ea\u52a8\u8c03\u5ea6\u6267\u884c，\u5e76\u5728\u6267\u884c\u65e5\u5fd7\u4e2d\u8bb0\u5f55\u6bcf\u4e2a\u6b65\u9aa4\u7684\u72b6\u6001\u548c\u7ed3\u679c\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

      \u4e00\u3001\u4ec0\u4e48\u662fSkills\u6267\u884c？\u2014\u2014\u4ece\u51fd\u6570\u8c03\u7528\u5230\u6280\u80fd\u590d\u7528
      \n\u5728\u4f01\u4e1a\u7ea7AI Agent\u7684\u5f00\u53d1\u4e2d，Skills\u6267\u884c\u662f\u8fde\u63a5\u201c\u81ea\u7136\u8bed\u8a00\u7406\u89e3\u201d\u4e0e\u201c\u5b9e\u9645\u4e1a\u52a1\u64cd\u4f5c\u201d\u7684\u5173\u952e\u6865\u6881\u3002\u5b83\u7684\u6280\u672f\u672c\u8d28\u5e76\u4e0d\u590d\u6742：\u5c06\u4e00\u4e2a\u5b8c\u6574\u7684\u4e1a\u52a1\u64cd\u4f5c\u6d41\u7a0b\u5c01\u88c5\u4e3a\u53ef\u590d\u7528\u7684\u6280\u80fd\u5355\u5143，\u7531AI\u6839\u636e\u7528\u6237\u610f\u56fe\u81ea\u52a8\u5339\u914d\u5e76\u6267\u884c\u3002
      \n\u7406\u89e3Skills\u6267\u884c，\u53ef\u4ee5\u4ece\u4e00\u4e2a\u7b80\u5355\u7684\u7c7b\u6bd4\u5207\u5165\u3002\u4f20\u7edf\u8f6f\u4ef6\u5f00\u53d1\u4e2d，\u5f00\u53d1\u8005\u5c06\u5e38\u7528\u903b\u8f91\u5c01\u88c5\u4e3a\u51fd\u6570，\u8c03\u7528\u65f6\u4f20\u5165\u53c2\u6570\u3001\u63a5\u6536\u8fd4\u56de\u503c\u3002<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[50],"topic":[],"class_list":["post-103011","post","type-post","status-publish","format-standard","hentry","category-server","tag-50"],"yoast_head":"\nAI\u6280\u80fd\u8c03\u7528\u8be6\u89e3\uff1a\u4eceSkills\u6267\u884c\u5230\u81ea\u5b9a\u4e49\u6280\u80fd\u5f00\u53d1\u7684\u5b8c\u6574\u8def\u5f84 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/103011.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AI\u6280\u80fd\u8c03\u7528\u8be6\u89e3\uff1a\u4eceSkills\u6267\u884c\u5230\u81ea\u5b9a\u4e49\u6280\u80fd\u5f00\u53d1\u7684\u5b8c\u6574\u8def\u5f84 - 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