{"id":117807,"date":"2026-10-25T14:32:26","date_gmt":"2026-10-25T06:32:26","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/117807.html"},"modified":"2026-10-25T14:32:26","modified_gmt":"2026-10-25T06:32:26","slug":"agent-%e7%9a%84%e8%a7%84%e5%88%92%e4%b8%8e%e6%89%a7%e8%a1%8c%e8%8c%83%e5%bc%8f%ef%bc%9aplan-execute-replan-%e4%b8%8e-react","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/117807.html","title":{"rendered":"Agent \u7684\u89c4\u5212\u4e0e\u6267\u884c\u8303\u5f0f\uff1aPlan-Execute-Replan \u4e0e ReAct"},"content":{"rendered":"

Agent \u7684\u89c4\u5212\u4e0e\u6267\u884c\u8303\u5f0f：Plan-Execute-Replan \u4e0e ReAct<\/h2>\n

\u4e00.\u4ec0\u4e48\u662f Agent<\/h3>\n

\u5728\u5927\u6a21\u578b\u5e94\u7528\u4e2d，Agent \u901a\u5e38\u6307\u4e00\u4e2a\u7cfb\u7edf\u3002\u5b83\u56f4\u7ed5\u76ee\u6807，\u80fd\u591f\u9009\u62e9\u884c\u52a8\u3001\u8c03\u7528\u5de5\u5177，\u5e76\u6839\u636e\u73af\u5883\u53cd\u9988\u7ee7\u7eed\u5de5\u4f5c\u3002\u5b83\u5e38\u7528\u4e8e\u9700\u8981\u591a\u4e2a\u6b65\u9aa4\u624d\u80fd\u5b8c\u6210\u7684\u4efb\u52a1，\u4f8b\u5982\u5ba2\u670d\u67e5\u8be2\u3001\u8d44\u6599\u8c03\u7814，\u4e5f\u5305\u62ec\u6545\u969c\u6392\u67e5\u3002<\/p>\n

\u5927\u6a21\u578b\u53ef\u4ee5\u89e3\u91ca\u201c\u8ba2\u5355\u901a\u5e38\u4e3a\u4ec0\u4e48\u5ef6\u8fdf\u53d1\u8d27\u201d\u3002\u4f46\u8981\u56de\u7b54\u201c\u6211\u7684\u8fd9\u7b14\u8ba2\u5355\u80fd\u4e0d\u80fd\u5728\u5468\u4e94\u524d\u6536\u5230\u201d，\u5c31\u9700\u8981\u67e5\u8be2\u5177\u4f53\u8ba2\u5355\u3001\u5e93\u5b58\u548c\u914d\u9001\u4fe1\u606f，\u518d\u6839\u636e\u67e5\u5230\u7684\u7ed3\u679c\u4f5c\u51fa\u5224\u65ad\u3002<\/p>\n

\u8fd9\u4e2a\u8fc7\u7a0b\u4e2d，\u6a21\u578b\u8d1f\u8d23\u7406\u89e3\u76ee\u6807\u548c\u9009\u62e9\u884c\u52a8，\u5de5\u5177\u8d1f\u8d23\u67e5\u8be2\u6216\u64cd\u4f5c\u5916\u90e8\u7cfb\u7edf，\u8fd0\u884c\u7a0b\u5e8f\u8d1f\u8d23\u6267\u884c\u8c03\u7528\u3001\u4fdd\u5b58\u7ed3\u679c\u548c\u63a7\u5236\u6d41\u7a0b\u3002<\/p>\n

\u8fd9\u91cc\u6709\u4e00\u4e2a\u5bb9\u6613\u6df7\u6dc6\u7684\u5730\u65b9：\u6a21\u578b\u63d0\u51fa\u5de5\u5177\u8c03\u7528，\u8fd0\u884c\u7a0b\u5e8f\u5b9e\u9645\u6267\u884c\u8c03\u7528\u3002 \u5de5\u5177\u8fd4\u56de\u7684\u7ed3\u679c\u8fdb\u5165\u4e0a\u4e0b\u6587\u540e，\u6a21\u578b\u624d\u6709\u6761\u4ef6\u636e\u6b64\u51b3\u5b9a\u4e0b\u4e00\u6b65\u3002<\/p>\n

\u6709\u4e86\u8fd9\u4e9b\u80fd\u529b，\u8fd8\u9700\u8981\u89e3\u51b3\u4efb\u52a1\u600e\u6837\u7ec4\u7ec7\u7684\u95ee\u9898：\u5148\u505a\u4ec0\u4e48，\u540e\u505a\u4ec0\u4e48？\u539f\u6765\u7684\u5b89\u6392\u8d70\u4e0d\u901a\u65f6，\u63a5\u4e0b\u6765\u600e\u6837\u8c03\u6574？<\/p>\n

\u4e0b\u9762\u6309\u7167 Plan-Execute \u2192 \u66b4\u9732\u5c40\u9650 \u2192 \u5f15\u5165 Replan \u2192 ReAct \u2192 \u5bf9\u6bd4 \u2192 \u534f\u4f5c \u7684\u987a\u5e8f，\u9010\u6b65\u770b\u6e05\u8fd9\u4e9b\u95ee\u9898\u3002<\/p>\n

\u4e8c.\u5148\u89c4\u5212，\u518d\u6267\u884c：Plan-Execute<\/h3>\n

1.Plan \u548c Execute \u5206\u522b\u505a\u4ec0\u4e48<\/h4>\n

Plan-Execute \u5c06\u4efb\u52a1\u5904\u7406\u5206\u6210\u4e24\u4e2a\u903b\u8f91\u9636\u6bb5\u3002<\/p>\n

Plan，\u4e5f\u5c31\u662f\u89c4\u5212\u3002 \u6839\u636e\u7528\u6237\u76ee\u6807\u548c\u7ea6\u675f，\u5f62\u6210\u4e00\u7ec4\u6b65\u9aa4，\u660e\u786e\u5148\u540e\u987a\u5e8f\u548c\u4f9d\u8d56\u5173\u7cfb\u3002\u8fd9\u90e8\u5206\u804c\u8d23\u901a\u5e38\u79f0\u4e3a Planner\u3002<\/p>\n

Execute，\u4e5f\u5c31\u662f\u6267\u884c\u3002 \u9009\u53d6\u8ba1\u5212\u4e2d\u7684\u6b65\u9aa4，\u8c03\u7528\u5de5\u5177\u6216\u5176\u4ed6\u5904\u7406\u903b\u8f91，\u5f97\u5230\u5bf9\u5e94\u7ed3\u679c\u3002\u8fd9\u90e8\u5206\u804c\u8d23\u901a\u5e38\u79f0\u4e3a Executor\u3002<\/p>\n

\u4f8b\u5982，Planner \u5b89\u6392\u201c\u6838\u5bf9\u539f\u4ed3\u7684\u9884\u8ba1\u5230\u8d27\u65f6\u95f4\u201d，Executor \u518d\u51b3\u5b9a\u9700\u8981\u67e5\u8be2\u54ea\u4e9b\u4fe1\u606f\u3002<\/p>\n

\u4e00\u4e2a\u8ba1\u5212\u6b65\u9aa4\u4e0d\u4e00\u5b9a\u5bf9\u5e94\u4e00\u6b21\u5de5\u5177\u8c03\u7528\u3002 \u6838\u5bf9\u5230\u8d27\u65f6\u95f4，\u53ef\u80fd\u9700\u8981\u5148\u67e5\u8ba2\u5355，\u518d\u67e5\u5907\u8d27\u65f6\u95f4，\u6700\u540e\u67e5\u8be2\u914d\u9001\u65f6\u6548\u3002<\/p>\n

2.\u5148\u91c7\u7528\u4e00\u4e2a\u7b80\u5316\u7248\u672c<\/h4>\n

\u4e3a\u4e86\u770b\u6e05\u540e\u9762\u7684\u6f14\u53d8\u8fc7\u7a0b，\u6211\u4eec\u5148\u7ea6\u5b9a：<\/p>\n

Planner \u53ea\u751f\u6210\u4e00\u6b21\u603b\u4f53\u8ba1\u5212\u3002\u6267\u884c\u5668\u53ef\u4ee5\u6839\u636e\u53cd\u9988\u5b8c\u6210\u5f53\u524d\u6b65\u9aa4，\u4f46\u7cfb\u7edf\u6682\u65f6\u4e0d\u4fee\u6539\u603b\u4f53\u8ba1\u5212\u3002<\/p>\n

\u8fd9\u91cc\u9650\u5236\u7684\u662f\u603b\u4f53\u8ba1\u5212\u7684\u4fee\u8ba2\u3002\u6267\u884c\u5668\u4ecd\u7136\u53ef\u4ee5\u8865\u67e5\u4fe1\u606f\u3001\u8bb0\u5f55\u5931\u8d25，\u6216\u8005\u8c03\u6574\u5f53\u524d\u6b65\u9aa4\u91cc\u7684\u5de5\u5177\u8c03\u7528\u65b9\u5f0f\u3002<\/p>\n

\u8fd9\u662f\u672c\u6587\u7684\u6559\u5b66\u7b80\u5316\u3002LangChain \u5b98\u65b9\u7684 Plan-and-Execute \u4ecb\u7ecd\u672c\u8eab\u5c31\u5305\u542b\u6267\u884c\u540e\u7684\u91cd\u89c4\u5212，\u56e0\u6b64\u4e0d\u80fd\u628a\u201c\u8ba1\u5212\u59cb\u7ec8\u4e0d\u53d8\u201d\u5f53\u6210\u6240\u6709 Plan-Execute \u5b9e\u73b0\u7684\u5171\u540c\u5b9a\u4e49\u3002<\/p>\n

3.\u7528\u8ba2\u5355\u5230\u8d27\u67e5\u8be2\u4e32\u8d77\u6574\u4e2a\u6d41\u7a0b<\/h4>\n

**\u6848\u4f8b\u8bf4\u660e：**\u4e0b\u6587\u7684\u8ba2\u5355\u3001\u4ed3\u5e93\u3001\u8d39\u7528\u3001\u5de5\u5177\u540d\u79f0\u4e0e\u8fd4\u56de\u7ed3\u679c\u5747\u4e3a\u6559\u5b66\u6a21\u62df\u3002\u5de5\u5177\u8c03\u7528\u4f7f\u7528\u793a\u610f\u5199\u6cd5，\u4e0d\u5bf9\u5e94\u67d0\u4e2a\u5e73\u53f0\u7684\u5b9e\u9645 API；\u5230\u8d27\u65f6\u95f4\u8868\u793a\u5f53\u524d\u4fe1\u606f\u4e0b\u7684\u9884\u8ba1\u7ed3\u679c\u3002<\/p>\n

\u5047\u8bbe\u73b0\u5728\u662f\u5468\u4e8c\u4e0a\u5348，\u7528\u6237\u63d0\u51fa\u4e0b\u9762\u7684\u9700\u6c42，\u65f6\u95f4\u7edf\u4e00\u4f7f\u7528\u5317\u4eac\u65f6\u95f4：<\/p>\n

\u5e2e\u6211\u770b\u770b\u8ba2\u5355 O1001 \u80fd\u4e0d\u80fd\u5728\u672c\u5468\u4e94 18:00 \u524d\u6536\u5230\u3002\u5982\u679c\u539f\u6765\u7684\u5b89\u6392\u8d76\u4e0d\u4e0a，\u67e5\u4e00\u4e0b\u5176\u4ed6\u529e\u6cd5\u3002\u5546\u54c1\u3001\u6570\u91cf\u548c\u6536\u8d27\u5730\u5740\u4fdd\u6301\u4e0d\u53d8，\u53ef\u4ee5\u8003\u8651\u5176\u4ed6\u4ed3\u5e93\u6216\u914d\u9001\u65b9\u5f0f，\u989d\u5916\u603b\u8d39\u7528\u4e0d\u80fd\u8d85\u8fc7 20 \u5143\u3002\u672c\u6b21\u53ea\u67e5\u8be2\u5e76\u7ed9\u5efa\u8bae\u3002<\/p>\n

\u8ba2\u5355\u8d2d\u4e70\u4e86 1 \u4ef6 SKU-01 \u5546\u54c1，\u76ee\u524d\u5b89\u6392\u7531 A \u4ed3\u53d1\u8d27\u3002\u5e93\u5b58\u548c\u914d\u9001\u60c5\u51b5\u8fd8\u9700\u8981\u8fdb\u4e00\u6b65\u67e5\u8be2\u3002<\/p>\n

\u5148\u4ece\u539f\u4ed3\u8def\u7ebf\u5f00\u59cb，\u7ed9\u51fa\u4e00\u4efd\u5c1a\u672a\u5c55\u5f00\u66ff\u4ee3\u65b9\u6848\u7684\u521d\u59cb\u8ba1\u5212\u3002\u4e0b\u9762\u89c2\u5bdf\u6267\u884c\u53cd\u9988\u5982\u4f55\u66b4\u9732\u8ba1\u5212\u4e2d\u7684\u7f3a\u9879，\u518d\u901a\u8fc7\u91cd\u89c4\u5212\u8865\u9f50\u5269\u4f59\u5de5\u4f5c\u3002<\/p>\n\n\u6b65\u9aa4\u5de5\u4f5c\u5185\u5bb9\u9884\u671f\u4ea7\u7269<\/tr>\n\n\n\n\n\n
P1<\/td>\n\u786e\u8ba4\u8ba2\u5355\u3001\u5546\u54c1\u3001\u6570\u91cf\u3001\u6536\u8d27\u5730\u5740\u548c\u539f\u53d1\u8d27\u4ed3<\/td>\n\u8ba2\u5355\u57fa\u7840\u4fe1\u606f<\/td>\n<\/tr>\n
P2<\/td>\n\u6838\u5bf9 A \u4ed3\u4f9b\u8d27\u60c5\u51b5\u548c\u9884\u8ba1\u5230\u8d27\u65f6\u95f4<\/td>\n\u539f\u4ed3\u8def\u7ebf\u7684\u65f6\u6548\u5224\u65ad\u53ca\u4f9d\u636e<\/td>\n<\/tr>\n
P3<\/td>\n\u5728\u539f\u4ed3\u8def\u7ebf\u80fd\u6ee1\u8db3\u671f\u9650\u7684\u524d\u63d0\u4e0b，\u6574\u7406\u5230\u8d27\u5b89\u6392<\/td>\n\u539f\u4ed3\u65b9\u6848<\/td>\n<\/tr>\n
P4<\/td>\n\u6c47\u603b\u5230\u8d27\u5224\u65ad\u3001\u5904\u7406\u5efa\u8bae\u53ca\u76f8\u5173\u6761\u4ef6<\/td>\n\u7ed9\u7528\u6237\u7684\u67e5\u8be2\u7ed3\u679c<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u6ce8\u610f，P3 \u4f9d\u8d56\u201c\u539f\u4ed3\u8def\u7ebf\u80fd\u591f\u6309\u65f6\u5230\u8d27\u201d\u8fd9\u4e2a\u5f85\u9a8c\u8bc1\u524d\u63d0\u3002\u7528\u6237\u5141\u8bb8\u8bc4\u4f30\u5176\u4ed6\u4ed3\u5e93，\u5e76\u6ca1\u6709\u8981\u6c42\u5fc5\u987b\u6cbf\u7528 A \u4ed3\u3002<\/p>\n

\u5982\u679c P2 \u786e\u8ba4\u539f\u4ed3\u80fd\u591f\u6309\u65f6\u9001\u8fbe，\u540e\u9762\u5c31\u53ef\u4ee5\u76f4\u63a5\u6574\u7406\u5b89\u6392\u548c\u5efa\u8bae\u3002\u63a5\u4e0b\u6765\u6211\u4eec\u4f1a\u770b\u5230，\u8fd9\u4e2a\u524d\u63d0\u4e5f\u53ef\u80fd\u88ab\u67e5\u8be2\u7ed3\u679c\u63a8\u7ffb\u3002<\/p>\n

4.\u518d\u770b\u63a7\u5236\u6d41\u7a0b<\/h4>\n

\u73b0\u5728\u6709\u4e86\u5177\u4f53\u4efb\u52a1，\u518d\u770b\u6d41\u7a0b\u56fe\u5c31\u5bb9\u6613\u5bf9\u5e94\u4e86：Planner \u751f\u6210 P1～P4，\u6267\u884c\u5668\u4f9d\u6b21\u5904\u7406\u6b65\u9aa4，\u6bcf\u6b21\u7ed3\u679c\u90fd\u4f1a\u88ab\u4fdd\u5b58，\u4f46\u56fe\u4e2d\u6ca1\u6709\u8fd4\u56de Planner \u4fee\u6539\u8ba1\u5212\u7684\u8def\u5f84\u3002<\/p>\n

#mermaid-svg-FEjdeiQILmSTPk3D{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-FEjdeiQILmSTPk3D .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-FEjdeiQILmSTPk3D .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-FEjdeiQILmSTPk3D .error-icon{fill:#552222;}#mermaid-svg-FEjdeiQILmSTPk3D .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-FEjdeiQILmSTPk3D .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-FEjdeiQILmSTPk3D .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-FEjdeiQILmSTPk3D .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-FEjdeiQILmSTPk3D .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-FEjdeiQILmSTPk3D .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-FEjdeiQILmSTPk3D .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-FEjdeiQILmSTPk3D .marker{fill:#333333;stroke:#333333;}#mermaid-svg-FEjdeiQILmSTPk3D .marker.cross{stroke:#333333;}#mermaid-svg-FEjdeiQILmSTPk3D svg{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-FEjdeiQILmSTPk3D p{margin:0;}#mermaid-svg-FEjdeiQILmSTPk3D .label{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;color:#333;}#mermaid-svg-FEjdeiQILmSTPk3D .cluster-label text{fill:#333;}#mermaid-svg-FEjdeiQILmSTPk3D .cluster-label span{color:#333;}#mermaid-svg-FEjdeiQILmSTPk3D .cluster-label span p{background-color:transparent;}#mermaid-svg-FEjdeiQILmSTPk3D .label text,#mermaid-svg-FEjdeiQILmSTPk3D span{fill:#333;color:#333;}#mermaid-svg-FEjdeiQILmSTPk3D .node rect,#mermaid-svg-FEjdeiQILmSTPk3D .node circle,#mermaid-svg-FEjdeiQILmSTPk3D .node ellipse,#mermaid-svg-FEjdeiQILmSTPk3D .node polygon,#mermaid-svg-FEjdeiQILmSTPk3D .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-FEjdeiQILmSTPk3D .rough-node .label text,#mermaid-svg-FEjdeiQILmSTPk3D .node .label text,#mermaid-svg-FEjdeiQILmSTPk3D .image-shape .label,#mermaid-svg-FEjdeiQILmSTPk3D .icon-shape .label{text-anchor:middle;}#mermaid-svg-FEjdeiQILmSTPk3D .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-FEjdeiQILmSTPk3D .rough-node .label,#mermaid-svg-FEjdeiQILmSTPk3D .node .label,#mermaid-svg-FEjdeiQILmSTPk3D .image-shape .label,#mermaid-svg-FEjdeiQILmSTPk3D .icon-shape .label{text-align:center;}#mermaid-svg-FEjdeiQILmSTPk3D .node.clickable{cursor:pointer;}#mermaid-svg-FEjdeiQILmSTPk3D .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-FEjdeiQILmSTPk3D .arrowheadPath{fill:#333333;}#mermaid-svg-FEjdeiQILmSTPk3D .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-FEjdeiQILmSTPk3D .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-FEjdeiQILmSTPk3D .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-FEjdeiQILmSTPk3D .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-FEjdeiQILmSTPk3D .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-FEjdeiQILmSTPk3D .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-FEjdeiQILmSTPk3D .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-FEjdeiQILmSTPk3D .cluster text{fill:#333;}#mermaid-svg-FEjdeiQILmSTPk3D .cluster span{color:#333;}#mermaid-svg-FEjdeiQILmSTPk3D 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-FEjdeiQILmSTPk3D .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-FEjdeiQILmSTPk3D rect.text{fill:none;stroke-width:0;}#mermaid-svg-FEjdeiQILmSTPk3D .icon-shape,#mermaid-svg-FEjdeiQILmSTPk3D .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-FEjdeiQILmSTPk3D .icon-shape p,#mermaid-svg-FEjdeiQILmSTPk3D .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-FEjdeiQILmSTPk3D .icon-shape .label rect,#mermaid-svg-FEjdeiQILmSTPk3D .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-FEjdeiQILmSTPk3D .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-FEjdeiQILmSTPk3D .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-FEjdeiQILmSTPk3D :root{–mermaid-font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;}<\/p>\n

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

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

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

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

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

<\/p>\n

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

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

<\/p>\n

\u65e0\u5269\u4f59\u6b65\u9aa4<\/p>\n

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

<\/p>\n

\u524d\u63d0\u5931\u6548<\/p>\n

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

<\/p>\n

\u7528\u6237\u76ee\u6807\u4e0e\u7ea6\u675f<\/p>\n

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

<\/p>\n

\u751f\u6210\u521d\u59cb\u8ba1\u5212<\/p>\n

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

<\/p>\n

\u9009\u53d6\u5f53\u524d\u6b65\u9aa4<\/p>\n

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

<\/p>\n

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

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

<\/p>\n

\u4fdd\u5b58\u7ed3\u679c<\/p>\n

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

<\/p>\n

\u540e\u7eed\u5b89\u6392<\/p>\n

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

<\/p>\n

\u68c0\u67e5\u5e76\u6c47\u603b<\/p>\n

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

<\/p>\n

\u8fd4\u56de\u9636\u6bb5\u7ed3\u679c<\/p>\n

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

\u4e0b\u9762\u7528\u8bed\u8a00\u65e0\u5173\u7684\u4f2a\u4ee3\u7801\u8868\u793a，\u91cd\u70b9\u770b\u8ba1\u5212\u600e\u6837\u88ab\u4f7f\u7528：<\/p>\n

\u8ba1\u5212 \u2190 Planner(\u76ee\u6807, \u7ea6\u675f)
\n\u5386\u53f2 \u2190 \u7a7a\u8bb0\u5f55<\/p>\n

\u6309\u4f9d\u8d56\u987a\u5e8f\u5904\u7406\u8ba1\u5212\u4e2d\u7684\u6b65\u9aa4：
\n \u7ed3\u679c \u2190 Executor(\u5f53\u524d\u6b65\u9aa4, \u7ea6\u675f, \u5386\u53f2)
\n \u4fdd\u5b58\u6b65\u9aa4\u72b6\u6001\u3001\u7ed3\u679c\u548c\u4f9d\u636e<\/p>\n

\u5982\u679c\u540e\u7eed\u6b65\u9aa4\u7684\u5173\u952e\u524d\u63d0\u4e0d\u6210\u7acb：
\n \u8fd4\u56de\u9636\u6bb5\u7ed3\u679c\u3001\u672a\u5b8c\u6210\u9879\u548c\u539f\u56e0<\/p>\n

\u6838\u5bf9\u76ee\u6807\u4e0e\u4ea4\u4ed8\u5185\u5bb9，\u8fd4\u56de\u6c47\u603b\u7ed3\u679c<\/p>\n

\u8fd9\u91cc\u7684\u5386\u53f2\u9700\u8981\u7531\u7a0b\u5e8f\u4fdd\u5b58，\u518d\u63d0\u4f9b\u7ed9\u540e\u7eed\u6b65\u9aa4\u3002\u65b0\u7684\u6a21\u578b\u8c03\u7528\u4e0d\u4f1a\u81ea\u52a8\u77e5\u9053\u4e4b\u524d\u67e5\u5230\u4e86\u4ec0\u4e48\u3002<\/p>\n

\u4e09.\u5f53\u65b0\u4fe1\u606f\u63a8\u7ffb\u4e86\u539f\u6765\u7684\u5047\u8bbe<\/h3>\n

1.\u5de5\u5177\u6210\u529f\u8fd4\u56de，\u539f\u4ed3\u8def\u7ebf\u5374\u8d76\u4e0d\u4e0a\u4e86<\/h4>\n

\u6267\u884c\u5230 P2 \u65f6，\u67e5\u8be2\u5f97\u5230\u4ee5\u4e0b\u4fe1\u606f：<\/p>\n

\u3010\u6559\u5b66\u6a21\u62df：E1，\u539f\u4ed3\u4f9b\u8d27\u4e0e\u914d\u9001\u4fe1\u606f\u3011<\/p>\n

\u8ba2\u5355：O1001，\u5c1a\u672a\u51fa\u5e93
\n\u539f\u53d1\u8d27\u4ed3：A
\n\u5f53\u524d\u53ef\u7528\u5e93\u5b58：0
\n\u9884\u8ba1\u8865\u8d27\u65f6\u95f4：\u672c\u5468\u516d 10:00
\n\u6309\u8be5\u5907\u8d27\u65f6\u95f4\u4f30\u7b97\u7684\u5230\u8d27\u65f6\u95f4：\u4e0b\u5468\u4e00 18:00<\/p>\n

\u5e93\u5b58\u4e0e\u914d\u9001\u5de5\u5177\u6b63\u5e38\u8fd4\u56de\u4e86\u4fe1\u606f，\u4f46\u8fd9\u4e9b\u4fe1\u606f\u8bf4\u660e：\u6309\u7167\u5f53\u524d\u4f9b\u8d27\u5b89\u6392，A \u4ed3\u8def\u7ebf\u65e0\u6cd5\u6ee1\u8db3\u672c\u5468\u4e94 18:00 \u524d\u5230\u8d27\u7684\u8981\u6c42\u3002<\/p>\n

\u518d\u770b\u539f\u6765\u7684 P3：<\/p>\n

\u5728\u539f\u4ed3\u8def\u7ebf\u80fd\u6ee1\u8db3\u671f\u9650\u7684\u524d\u63d0\u4e0b，\u6574\u7406\u5230\u8d27\u5b89\u6392\u3002<\/p>\n

\u5b83\u7684\u6267\u884c\u524d\u63d0\u5df2\u7ecf\u4e0d\u6210\u7acb\u4e86\u3002\u63a5\u4e0b\u6765\u8981\u8c03\u67e5\u7684\u5185\u5bb9\u53d8\u6210\u4e86：\u5176\u4ed6\u4ed3\u5e93\u6709\u6ca1\u6709\u540c\u6b3e\u73b0\u8d27？\u80fd\u5426\u9001\u5230\u539f\u5730\u5740？\u5230\u8d27\u65f6\u95f4\u548c\u989d\u5916\u8d39\u7528\u662f\u5426\u7b26\u5408\u8981\u6c42？<\/p>\n

\u8fd9\u4e9b\u5de5\u4f5c\u8fd8\u6ca1\u6709\u5305\u542b\u5728\u539f\u8ba1\u5212\u4e2d\u3002<\/p>\n

2.\u539f\u8ba1\u5212\u8fd8\u80fd\u4ea4\u4ed8\u4ec0\u4e48<\/h4>\n

\u57fa\u7840\u7248\u672c\u53ef\u4ee5\u505c\u6b62\u8fd9\u6761\u8def\u7ebf，\u5e76\u544a\u8bc9\u7528\u6237：\u539f\u4ed3\u7f3a\u8d27，\u6309\u73b0\u6709\u5b89\u6392\u9884\u8ba1\u4e0b\u5468\u4e00\u5230\u8d27，\u8d76\u4e0d\u4e0a\u8981\u6c42\u7684\u65f6\u95f4\u3002<\/p>\n

\u8fd9\u4e2a\u56de\u7b54\u6709\u4f9d\u636e，\u4f46\u53ea\u5b8c\u6210\u4e86\u9700\u6c42\u7684\u4e00\u90e8\u5206\u3002\u7528\u6237\u8fd8\u8981\u6c42\u4e86\u89e3\u5176\u4ed6\u529e\u6cd5，\u800c\u6211\u4eec\u5c1a\u672a\u8c03\u67e5\u5176\u4ed6\u53d1\u8d27\u65b9\u6848\u3002<\/p>\n

\u521d\u59cb\u8ba1\u5212\u5efa\u7acb\u5728\u4e0d\u5b8c\u6574\u7684\u4fe1\u606f\u4e0a，\u6267\u884c\u8fc7\u7a0b\u4e2d\u5f97\u5230\u7684\u65b0\u4fe1\u606f，\u53ef\u80fd\u6539\u53d8\u5269\u4f59\u5de5\u4f5c\u672c\u8eab\u3002<\/p>\n

\u5982\u679c\u521d\u59cb\u8ba1\u5212\u5df2\u7ecf\u5b89\u6392\u4e86\u5176\u4ed6\u4ed3\u5e93\u8bc4\u4f30，\u8fd9\u91cc\u53ef\u4ee5\u6309\u6761\u4ef6\u7ee7\u7eed\u6267\u884c\u3002\u56fa\u5b9a\u5de5\u4f5c\u6d41\u53ef\u4ee5\u8986\u76d6\u9884\u5148\u8bbe\u8ba1\u7684\u5206\u652f，Replan \u5219\u5141\u8bb8\u7cfb\u7edf\u6839\u636e\u65b0\u7ed3\u679c\u8865\u5145\u6216\u8c03\u6574\u5b89\u6392\u3002<\/p>\n

\u56db.\u901a\u8fc7 Replan \u66f4\u65b0\u5269\u4f59\u8ba1\u5212<\/h3>\n

Replan，\u4e5f\u5c31\u662f\u91cd\u89c4\u5212，\u8d1f\u8d23\u7ed3\u5408\u6267\u884c\u7ed3\u679c\u68c0\u67e5：\u76ee\u6807\u662f\u5426\u5df2\u7ecf\u6ee1\u8db3，\u5269\u4f59\u8ba1\u5212\u662f\u5426\u4ecd\u7136\u5408\u9002，\u9700\u8981\u7ee7\u7eed\u3001\u4fee\u6539，\u8fd8\u662f\u7ed3\u675f\u3002<\/p>\n

\u52a0\u5165\u8fd9\u9879\u804c\u8d23\u540e，\u5c31\u5f62\u6210\u4e86 Plan \u2192 Execute \u2192 \u68c0\u67e5\u7ed3\u679c \u2192 Replan \u7684\u5faa\u73af\u3002\u672c\u6587\u5c06\u5176\u79f0\u4e3a Plan-Execute-Replan\u3002<\/p>\n

Planner\u3001Executor \u548c Replanner \u662f\u903b\u8f91\u804c\u8d23，\u53ef\u4ee5\u4f7f\u7528\u540c\u4e00\u4e2a\u6a21\u578b\u914d\u5408\u4e0d\u540c\u8f93\u5165\u548c\u7a0b\u5e8f\u63a7\u5236\u5b8c\u6210，\u4e0d\u5fc5\u5bf9\u5e94\u4e09\u4e2a\u72ec\u7acb Agent\u3002<\/p>\n

1.\u91cd\u89c4\u5212\u9700\u8981\u54ea\u4e9b\u4fe1\u606f<\/h4>\n

\u5982\u679c\u53ea\u628a\u201cA \u4ed3\u6ca1\u8d27\u201d\u4ea4\u7ed9 Replanner，\u5b83\u8fd8\u4e0d\u77e5\u9053\u7528\u6237\u662f\u5426\u7740\u6025\u3001\u80fd\u5426\u63a5\u53d7\u52a0\u4ef7，\u4e5f\u4e0d\u77e5\u9053\u54ea\u4e9b\u4e8b\u60c5\u5df2\u7ecf\u67e5\u8fc7\u3002<\/p>\n

\u5728\u5f53\u524d\u6848\u4f8b\u4e2d，\u5b83\u9700\u8981\u4e00\u8d77\u770b\u5230\u8fd9\u4e9b\u4fe1\u606f\u3002<\/p>\n

    \n
  • **\u539f\u59cb\u76ee\u6807：**\u5224\u65ad\u80fd\u5426\u6309\u65f6\u5230\u8d27，\u5e76\u7ed9\u51fa\u5904\u7406\u5efa\u8bae\u3002<\/li>\n
  • **\u7528\u6237\u7ea6\u675f：**\u672c\u5468\u4e94 18:00 \u524d\u6536\u5230，\u5546\u54c1\u3001\u6570\u91cf\u548c\u5730\u5740\u4e0d\u53d8，\u989d\u5916\u603b\u8d39\u7528\u4e0d\u8d85\u8fc7 20 \u5143\u3002<\/li>\n
  • **\u5df2\u5b8c\u6210\u5de5\u4f5c：**P1 \u5df2\u786e\u8ba4\u8ba2\u5355\u4fe1\u606f，P2 \u5df2\u5b8c\u6210\u539f\u4ed3\u4f9b\u8d27\u4e0e\u65f6\u6548\u6838\u67e5\u3002<\/li>\n
  • **\u65b0\u89c2\u5bdf\u53ca\u4f9d\u636e：**E1 \u8868\u660e\u539f\u4ed3\u9884\u8ba1\u5468\u516d\u8865\u8d27，\u6309\u5f53\u524d\u5b89\u6392\u9884\u8ba1\u4e0b\u5468\u4e00\u5230\u8d27\u3002<\/li>\n
  • **\u5269\u4f59\u8ba1\u5212：**P3 \u539f\u672c\u51c6\u5907\u6574\u7406\u539f\u4ed3\u65b9\u6848，P4 \u518d\u6c47\u603b\u5efa\u8bae\u3002<\/li>\n<\/ul>\n

    \u8fd9\u4e9b\u4fe1\u606f\u653e\u5728\u4e00\u8d77，\u624d\u80fd\u5224\u65ad\u54ea\u4e9b\u6b65\u9aa4\u9700\u8981\u4fdd\u7559，\u54ea\u4e9b\u6b65\u9aa4\u9700\u8981\u8c03\u6574\u3002\u539f\u4ed3\u8d76\u4e0d\u4e0a，\u5e76\u4e0d\u610f\u5473\u7740\u53ef\u4ee5\u81ea\u884c\u653e\u5bbd\u7528\u6237\u7684\u5230\u8d27\u671f\u9650\u6216\u8d39\u7528\u4e0a\u9650\u3002<\/p>\n

    2.\u8ba1\u5212\u7a76\u7adf\u6539\u4e86\u4ec0\u4e48<\/h4>\n

    \u524d\u9762\u51c6\u5907\u6cbf\u7528\u539f\u4ed3，\u73b0\u5728\u67e5\u8be2\u7ed3\u679c\u5df2\u7ecf\u5426\u5b9a\u4e86\u8fd9\u4e2a\u524d\u63d0\u3002\u539f\u6765\u7684 P3 \u9700\u8981\u8c03\u6574，\u5148\u628a\u5176\u4ed6\u65b9\u6848\u7684\u8c03\u67e5\u8865\u4e0a：<\/p>\n\n\u539f\u8ba1\u5212\u66f4\u65b0\u540e\u7684\u5b89\u6392\u4fee\u6539\u539f\u56e0<\/tr>\n\n\n\n\n\n
    P1：\u786e\u8ba4\u8ba2\u5355\u57fa\u7840\u4fe1\u606f<\/td>\n\u4fdd\u7559\u5b8c\u6210\u72b6\u6001\u548c\u67e5\u8be2\u7ed3\u679c<\/td>\n\u5546\u54c1\u3001\u6570\u91cf\u548c\u5730\u5740\u4ecd\u7136\u662f\u540e\u7eed\u67e5\u8be2\u7684\u4f9d\u636e<\/td>\n<\/tr>\n
    P2：\u6838\u5bf9\u539f\u4ed3\u4f9b\u8d27\u4e0e\u65f6\u6548<\/td>\n\u4fdd\u7559\u5b8c\u6210\u72b6\u6001\u548c E1<\/td>\n\u5df2\u7ecf\u67e5\u660e\u539f\u4ed3\u8def\u7ebf\u8d76\u4e0d\u4e0a\u671f\u9650<\/td>\n<\/tr>\n
    P3：\u6574\u7406\u539f\u4ed3\u65b9\u6848<\/td>\nP3：\u8bc4\u4f30\u5176\u4ed6\u4ed3\u5e93\u7684\u914d\u9001\u65b9\u6848，\u5bfb\u627e\u6ee1\u8db3\u5230\u8d27\u671f\u9650\u548c\u8d39\u7528\u4e0a\u9650\u7684\u5019\u9009<\/td>\n\u539f\u4ed3\u8d76\u4e0d\u4e0a，\u9700\u8981\u8bc4\u4f30\u5176\u4ed6\u4ed3\u5e93\u7684\u73b0\u8d27\u548c\u914d\u9001\u65b9\u6848<\/td>\n<\/tr>\n
    P4：\u6c47\u603b\u5efa\u8bae<\/td>\n\u6c47\u603b\u5019\u9009\u65b9\u6848\u7684\u8d39\u7528\u3001\u9884\u8ba1\u5230\u8d27\u65f6\u95f4\u53ca\u529e\u7406\u6761\u4ef6<\/td>\n\u6700\u7ec8\u5efa\u8bae\u8981\u5efa\u7acb\u5728\u65b0\u8c03\u67e5\u4e0a<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u8fd9\u91cc\u5c06\u4e0d\u540c\u914d\u9001\u65b9\u5f0f\u653e\u5728\u540c\u4e00\u4e2a\u8ba1\u5212\u6b65\u9aa4\u4e2d\u8bc4\u4f30，\u5177\u4f53\u67e5\u8be2\u987a\u5e8f\u7531\u6267\u884c\u5668\u6839\u636e\u53cd\u9988\u51b3\u5b9a；\u5b9e\u9645\u5de5\u5177\u5982\u679c\u80fd\u4e00\u6b21\u8fd4\u56de\u5b8c\u6574\u62a5\u4ef7，\u4e5f\u53ef\u4ee5\u76f4\u63a5\u6bd4\u8f83\u3002<\/p>\n

    \u8fd9\u6b21\u8c03\u6574\u4fdd\u7559\u4e86\u5df2\u7ecf\u5b8c\u6210\u7684\u8c03\u67e5，\u53ea\u4fee\u6539\u53d7\u5f71\u54cd\u7684\u5269\u4f59\u5de5\u4f5c\u3002\u5b83\u4e5f\u6ca1\u6709\u63d0\u524d\u65ad\u8a00\u201c\u5176\u4ed6\u4ed3\u5e93\u4e00\u5b9a\u6709\u5408\u9002\u65b9\u6848\u201d，P3 \u8fd8\u662f\u5f85\u9a8c\u8bc1\u7684\u4efb\u52a1\u3002<\/p>\n

    3.\u4ec0\u4e48\u65f6\u5019\u9700\u8981\u68c0\u67e5\u8ba1\u5212<\/h4>\n

    \u672c\u4f8b\u7531\u4e00\u6761\u6210\u529f\u53d6\u5f97\u7684\u65b0\u4fe1\u606f\u89e6\u53d1\u91cd\u89c4\u5212，\u8fc7\u7a0b\u4e2d\u5e76\u6ca1\u6709\u5fc5\u987b\u53d1\u751f\u7684\u5de5\u5177\u62a5\u9519\u3002<\/p>\n

    \u5176\u4ed6\u9700\u8981\u68c0\u67e5\u7684\u60c5\u51b5\u8fd8\u5305\u62ec：\u53d6\u5f97\u7684\u62a5\u4ef7\u8fdd\u53cd\u8d39\u7528\u7ea6\u675f，\u4e14\u5f53\u524d\u6b65\u9aa4\u5185\u6ca1\u6709\u53ef\u7ee7\u7eed\u8bc4\u4f30\u7684\u65b9\u6848；\u5fc5\u8981\u63a5\u53e3\u6301\u7eed\u4e0d\u53ef\u7528；\u591a\u6b21\u67e5\u8be2\u6ca1\u6709\u5e26\u6765\u8fdb\u5c55；\u5df2\u6709\u7ed3\u679c\u5df2\u7ecf\u8db3\u591f\u56de\u7b54\u7528\u6237，\u53ef\u4ee5\u53d6\u6d88\u591a\u4f59\u6b65\u9aa4\u3002<\/p>\n

    \u5b9e\u73b0\u65f6，\u53ef\u4ee5\u6bcf\u5b8c\u6210\u4e00\u4e2a\u6b65\u9aa4\u5c31\u68c0\u67e5，\u4e5f\u53ef\u4ee5\u5728\u5173\u952e\u53d1\u73b0\u51fa\u73b0\u65f6\u63d0\u524d\u4ea4\u63a5\u3002<\/p>\n

    \u68c0\u67e5\u8ba1\u5212，\u4e0d\u7b49\u4e8e\u6bcf\u6b21\u90fd\u5fc5\u987b\u6539\u5199\u8ba1\u5212\u3002 \u5982\u679c\u65b0\u7684\u60c5\u51b5\u5df2\u7ecf\u88ab\u5269\u4f59\u6b65\u9aa4\u8986\u76d6，\u7ee7\u7eed\u6267\u884c\u5c31\u53ef\u4ee5\u4e86\u3002<\/p>\n

    4.\u600e\u6837\u5224\u65ad\u53ef\u4ee5\u7ed3\u675f<\/h4>\n

    \u5b8c\u6210\u5224\u65ad\u8981\u5bf9\u7167\u7528\u6237\u9700\u6c42：\u539f\u4ed3\u80fd\u5426\u6309\u65f6\u5230\u8d27\u3001\u6709\u54ea\u4e9b\u7b26\u5408\u7ea6\u675f\u7684\u5019\u9009\u65b9\u6848，\u4ee5\u53ca\u529e\u7406\u65f6\u9700\u8981\u6ee1\u8db3\u54ea\u4e9b\u6761\u4ef6，\u8fd9\u4e9b\u95ee\u9898\u662f\u5426\u5df2\u7ecf\u56de\u7b54\u6e05\u695a\u3002<\/p>\n

    \u8ba1\u5212\u5217\u8868\u4e3a\u7a7a，\u53ea\u8868\u793a\u6ca1\u6709\u5269\u4f59\u6761\u76ee，\u8fd8\u9700\u8981\u68c0\u67e5\u6709\u6ca1\u6709\u9057\u6f0f\u5de5\u4f5c\u3002<\/p>\n

    \u5982\u679c\u67e5\u8fc7\u7684\u65b9\u6848\u90fd\u4e0d\u6ee1\u8db3\u8981\u6c42，\u53ef\u4ee5\u7ed9\u51fa\u201c\u672c\u6b21\u5df2\u6838\u67e5\u7684\u65b9\u6848\u5747\u4e0d\u7b26\u5408\u7ea6\u675f\u201d\u7684\u7ed3\u8bba\u3002\u5982\u679c\u53ea\u662f\u5173\u952e\u8d44\u6599\u6ca1\u6709\u67e5\u5230，\u5219\u5e94\u8bf4\u660e\u201c\u76ee\u524d\u8fd8\u4e0d\u80fd\u5224\u65ad\u201d\u3002\u4e24\u79cd\u7ed3\u679c\u7684\u4f9d\u636e\u4e0d\u540c\u3002<\/p>\n

    \u8c03\u7528\u6b21\u6570\u3001\u8fd0\u884c\u65f6\u95f4\u548c\u65e0\u8fdb\u5c55\u9650\u5236\u4e5f\u4f1a\u5f71\u54cd\u4f55\u65f6\u505c\u6b62，\u540e\u9762\u7ed3\u5408\u53cc\u5c42\u5faa\u73af\u7684\u4f2a\u4ee3\u7801\u4e00\u8d77\u8bf4\u660e\u3002<\/p>\n

    \u4e94.\u8ba9\u63a8\u7406\u4e0e\u884c\u52a8\u4ea4\u66ff\u8fdb\u884c：ReAct<\/h3>\n

    1.ReAct \u7684\u6838\u5fc3\u601d\u60f3<\/h4>\n

    ReAct \u6765\u81ea Reasoning \u4e0e Acting，\u6838\u5fc3\u662f\u8ba9\u63a8\u7406\u4e0e\u884c\u52a8\u4ea4\u66ff\u8fdb\u884c：\u6839\u636e\u76ee\u6807\u548c\u5df2\u6709\u89c2\u5bdf\u51b3\u5b9a\u4e0b\u4e00\u6b65，\u901a\u8fc7\u884c\u52a8\u83b7\u5f97\u65b0\u4fe1\u606f，\u518d\u8ba9\u65b0\u4fe1\u606f\u5f71\u54cd\u540e\u7eed\u51b3\u7b56\u3002<\/p>\n

    ReAct \u539f\u8bba\u6587\u4e2d\u5e38\u89c1\u7684\u8868\u793a\u662f：<\/p>\n

    Thought：\u51b3\u5b9a\u4e0b\u4e00\u6b65
    \n \u2193
    \nAction：\u6267\u884c\u884c\u52a8
    \n \u2193
    \nObservation：\u83b7\u5f97\u89c2\u5bdf
    \n \u2193
    \n\u7ed3\u5408\u76ee\u6807\u4e0e\u65b0\u89c2\u5bdf，\u7ee7\u7eed\u51b3\u5b9a\u4e0b\u4e00\u6b65<\/p>\n

    \u8fd9\u662f\u4e00\u79cd\u7ec4\u7ec7\u51b3\u7b56\u4e0e\u884c\u52a8\u7684\u65b9\u5f0f，\u4e0d\u8981\u6c42\u5b9e\u73b0\u5fc5\u987b\u516c\u5f00\u6a21\u578b\u7684\u5185\u90e8\u601d\u8003\u3002\u4e0b\u6587\u4f7f\u7528\u4eba\u4e3a\u7f16\u5199\u7684\u7b80\u77ed\u51b3\u7b56\u6458\u8981\u6765\u89e3\u91ca\u8fc7\u7a0b\u3002<\/p>\n

    2.\u7528\u4e09\u4e2a\u8fde\u7eed\u9636\u6bb5\u770b\u6e05\u6267\u884c\u8fc7\u7a0b<\/h4>\n

    \u5148\u8ba9 ReAct \u76f4\u63a5\u8d1f\u8d23\u5b8c\u6574\u7684\u8ba2\u5355\u67e5\u8be2\u76ee\u6807，\u770b\u770b\u4e0b\u4e00\u6b21\u884c\u52a8\u600e\u6837\u53d7\u5230\u4e0a\u4e00\u6761\u7ed3\u679c\u7684\u5f71\u54cd\u3002\u5230\u7b2c\u4e03\u7ae0，\u518d\u628a\u5b83\u653e\u8fdb\u5177\u4f53\u7684\u8ba1\u5212\u6b65\u9aa4\u4e2d\u3002<\/p>\n

    2.1\u786e\u8ba4\u8ba2\u5355，\u53d1\u73b0\u539f\u4ed3\u8d76\u4e0d\u4e0a<\/h5>\n

    \u5148\u786e\u8ba4\u8ba2\u5355\u5bf9\u5e94\u7684\u5546\u54c1\u548c\u4ed3\u5e93，\u518d\u6838\u5bf9\u5f53\u524d\u5230\u8d27\u5b89\u6392\u3002\u67e5\u8be2\u53d1\u73b0\u8ba2\u5355\u8fd8\u6ca1\u6709\u660e\u786e\u7684\u9884\u8ba1\u5230\u8d27\u65e5\u671f，\u5c31\u7ee7\u7eed\u8865\u67e5\u4f9b\u8d27\u4fe1\u606f\u3002<\/p>\n

    \u3010\u6559\u5b66\u6a21\u62df：\u539f\u4ed3\u67e5\u8be2\u8fc7\u7a0b\u3011<\/p>\n

    \u67e5\u8be2\u8ba2\u5355("O1001")
    \n\u2192 1 \u4ef6 SKU-01，\u539f\u4ed3 A，\u5c1a\u672a\u51fa\u5e93，\u53d6\u5f97\u539f\u6536\u8d27\u5730\u5740\u3002<\/p>\n

    \u67e5\u8be2\u539f\u8ba2\u5355\u9884\u8ba1\u5230\u8d27("O1001")
    \n\u2192 \u7b49\u5f85\u8865\u8d27，\u9884\u8ba1\u5230\u8d27\u65e5\u671f\u6682\u7f3a\u3002<\/p>\n

    \u67e5\u8be2\u8865\u8d27("A", "SKU-01")
    \n\u2192 \u5f53\u524d\u53ef\u7528\u5e93\u5b58\u4e3a 0，\u9884\u8ba1\u672c\u5468\u516d 10:00 \u8865\u8d27\u3002<\/p>\n

    \u4f30\u7b97\u914d\u9001("A", \u539f\u6536\u8d27\u5730\u5740, "\u672c\u5468\u516d 10:00 \u5907\u8d27", "\u666e\u901a")
    \n\u2192 \u9884\u8ba1\u4e0b\u5468\u4e00 18:00 \u5230\u8d27\u3002<\/p>\n

    \u8fd9\u91cc\u5728\u201c\u5230\u8d27\u65e5\u671f\u6682\u7f3a\u201d\u540e\u7ee7\u7eed\u67e5\u8be2，\u6839\u636e\u7f3a\u8d27\u4fe1\u606f\u8865\u67e5\u5907\u8d27\u65f6\u95f4，\u518d\u53d6\u5f97\u914d\u9001\u4f30\u7b97，\u5f62\u6210\u524d\u9762\u7684 E1\u3002<\/p>\n

    \u539f\u4ed3\u8def\u7ebf\u8d76\u4e0d\u4e0a\u671f\u9650，\u4e0b\u4e00\u6b65\u5c31\u9700\u8981\u8c03\u67e5\u5176\u4ed6\u4ed3\u5e93\u3002<\/p>\n

    2.2\u627e\u5230\u52a0\u6025\u65b9\u6848，\u53d1\u73b0\u8d39\u7528\u8d85\u51fa\u7ea6\u675f<\/h5>\n

    \u63a5\u4e0b\u6765\u67e5\u8be2\u540c\u4e00\u5546\u54c1\u7684\u5176\u4ed6\u53d1\u8d27\u65b9\u6848，\u5148\u6838\u5bf9\u52a0\u6025\u914d\u9001\u662f\u5426\u53ef\u884c\u3002<\/p>\n

    \u3010\u6559\u5b66\u6a21\u62df：E2，\u5176\u4ed6\u4ed3\u5e93\u4e0e\u52a0\u6025\u62a5\u4ef7\u3011<\/p>\n

    \u67e5\u8be2\u5176\u4ed6\u4ed3\u5e93\u65b9\u6848("O1001")
    \n\u2192 B \u4ed3\u540c\u4e00 SKU \u53ef\u7528\u5e93\u5b58\u4e3a 4 \u4ef6\u3002
    \n\u2192 \u8be5\u8ba2\u5355\u652f\u6301\u7533\u8bf7\u6539\u7531 B \u4ed3\u53d1\u8d27，\u539f\u5730\u5740\u53ef\u914d\u9001\u3002
    \n\u2192 \u53ef\u67e5\u8be2\u52a0\u6025\u548c\u666e\u901a\u4e24\u79cd\u914d\u9001\u62a5\u4ef7\u3002<\/p>\n

    \u67e5\u8be2\u914d\u9001\u62a5\u4ef7("O1001", "B", "\u52a0\u6025")
    \n\u2192 \u9884\u8ba1\u672c\u5468\u56db 18:00 \u5230\u8d27\u3002
    \n\u2192 \u989d\u5916\u603b\u8d39\u7528：35 \u5143\u3002
    \n\u2192 \u62a5\u4ef7\u8981\u6c42：\u672c\u5468\u4e8c 16:00 \u524d\u786e\u8ba4\u6539\u4ed3\u4e0e\u914d\u9001\u5b89\u6392\u3002<\/p>\n

    \u8fd9\u4e2a\u65b9\u6848\u7684\u9884\u8ba1\u5230\u8d27\u65f6\u95f4\u7b26\u5408\u8981\u6c42，\u4f46\u989d\u5916\u8d39\u7528\u662f 35 \u5143，\u8d85\u8fc7\u7528\u6237\u7ed9\u51fa\u7684 20 \u5143\u4e0a\u9650\u3002\u52a0\u6025\u65b9\u6848\u56e0\u6b64\u4e0d\u80fd\u4f5c\u4e3a\u7b26\u5408\u672c\u6b21\u8981\u6c42\u7684\u5efa\u8bae\u3002<\/p>\n

    \u5de5\u5177\u5df2\u7ecf\u8fd4\u56de B \u4ed3\u8fd8\u652f\u6301\u666e\u901a\u914d\u9001，\u63a5\u4e0b\u6765\u5c31\u53ef\u4ee5\u7ee7\u7eed\u67e5\u5b83\u7684\u65f6\u6548\u548c\u8d39\u7528\u3002<\/p>\n

    2.3\u6838\u5bf9\u666e\u901a\u914d\u9001，\u5f62\u6210\u5019\u9009\u5efa\u8bae<\/h5>\n

    \u6211\u4eec\u5df2\u7ecf\u53d6\u5f97 B \u4ed3\u5e93\u5b58\u548c\u8be5\u8ba2\u5355\u7684\u6539\u4ed3\u6761\u4ef6，\u53ef\u4ee5\u6cbf\u7528\u8fd9\u4e9b\u4fe1\u606f，\u7ee7\u7eed\u6838\u5bf9\u666e\u901a\u914d\u9001\u62a5\u4ef7\u3002<\/p>\n

    \u3010\u6559\u5b66\u6a21\u62df：E3，B \u4ed3\u666e\u901a\u914d\u9001\u62a5\u4ef7\u3011<\/p>\n

    \u67e5\u8be2\u914d\u9001\u62a5\u4ef7("O1001", "B", "\u666e\u901a")
    \n\u2192 \u9884\u8ba1\u672c\u5468\u4e94 16:00 \u5230\u8d27\u3002
    \n\u2192 \u989d\u5916\u603b\u8d39\u7528：10 \u5143\u3002
    \n\u2192 \u62a5\u4ef7\u8981\u6c42：\u672c\u5468\u4e8c 16:00 \u524d\u786e\u8ba4\u6539\u4ed3\u4e0e\u914d\u9001\u5b89\u6392\u3002<\/p>\n

    \u6309\u5f53\u524d\u62a5\u4ef7，\u666e\u901a\u914d\u9001\u7684\u9884\u8ba1\u65f6\u95f4\u65e9\u4e8e\u5468\u4e94 18:00，\u989d\u5916\u8d39\u7528\u4e5f\u6ca1\u6709\u8d85\u8fc7 20 \u5143，\u56e0\u6b64\u53ef\u4ee5\u4f5c\u4e3a\u5019\u9009\u65b9\u6848\u3002<\/p>\n

    \u56de\u5934\u770b\u8fd9\u4e09\u4e2a\u9636\u6bb5：\u6ca1\u6709\u660e\u786e\u5230\u8d27\u65e5\u671f，\u5c31\u8865\u67e5\u4f9b\u8d27；\u539f\u4ed3\u8d76\u4e0d\u4e0a，\u5c31\u67e5\u5176\u4ed6\u4ed3\u5e93；\u52a0\u6025\u8d85\u9884\u7b97，\u5c31\u7ee7\u7eed\u6838\u5bf9\u666e\u901a\u914d\u9001\u3002\u540e\u4e00\u4e2a\u52a8\u4f5c\u90fd\u6709\u524d\u4e00\u4e2a\u89c2\u5bdf\u4f5c\u4e3a\u4f9d\u636e\u3002<\/p>\n

    3.ReAct \u80fd\u4e0d\u80fd\u89c4\u5212<\/h4>\n

    ReAct \u4e5f\u80fd\u62c6\u89e3\u76ee\u6807\u3001\u5f62\u6210\u8ba1\u5212，\u8fd8\u80fd\u8ddf\u8e2a\u8fdb\u5c55，\u5e76\u6839\u636e\u53cd\u9988\u8c03\u6574\u5b89\u6392\u3002\u539f\u8bba\u6587\u5c31\u5c06\u8fd9\u4e9b\u5217\u4e3a\u63a8\u7406\u7684\u7528\u9014\u3002<\/p>\n

    \u5b83\u4e0e\u663e\u5f0f Plan-Execute-Replan \u7684\u4e3b\u8981\u533a\u522b\u5728\u4e8e：\u662f\u5426\u628a\u603b\u4f53\u8ba1\u5212\u53ca\u5176\u4fee\u8ba2\u8bbe\u7f6e\u4e3a\u72ec\u7acb\u7684\u63a7\u5236\u5c42\u3002 \u5178\u578b ReAct \u5faa\u73af\u53ef\u4ee5\u76f4\u63a5\u56f4\u7ed5\u76ee\u6807\u9009\u62e9\u884c\u52a8，\u4e0d\u8981\u6c42\u5148\u521b\u5efa\u4e00\u4efd\u5355\u72ec\u7ef4\u62a4\u7684\u5b8c\u6574\u8ba1\u5212\u5bf9\u8c61\u3002<\/p>\n

    \u5728\u8f83\u957f\u4efb\u52a1\u4e2d，\u5982\u679c\u72b6\u6001\u7ba1\u7406\u4e0d\u8db3，ReAct \u53ef\u80fd\u91cd\u590d\u67e5\u8be2\u5df2\u7ecf\u67e5\u8fc7\u7684\u4ed3\u5e93，\u6216\u8005\u5ffd\u7565\u5148\u524d\u7684\u8d39\u7528\u9650\u5236\u3002\u8fd9\u65f6\u5c31\u9700\u8981\u52a0\u5f3a\u7ed3\u679c\u8bb0\u5f55\u3001\u9636\u6bb5\u76ee\u6807\u548c\u8fdb\u5c55\u68c0\u67e5\u3002<\/p>\n

    \u516d.Plan-Execute-Replan \u4e0e ReAct \u600e\u6837\u6bd4\u8f83<\/h3>\n

    \u4e0b\u9762\u6bd4\u8f83\u4e24\u79cd\u5178\u578b\u7ec4\u7ec7\u65b9\u5f0f\u3002\u5b83\u4eec\u7684\u80fd\u529b\u8303\u56f4\u5b58\u5728\u91cd\u53e0，\u4e5f\u53ef\u4ee5\u7ec4\u5408\u4f7f\u7528\u3002<\/p>\n\n\u6bd4\u8f83\u7ef4\u5ea6Plan-Execute-ReplanReAct<\/tr>\n\n\n\n\n\n\n\n
    \u4e3b\u8981\u5173\u6ce8<\/td>\n\u663e\u5f0f\u7ba1\u7406\u603b\u4f53\u6b65\u9aa4\u3001\u4f9d\u8d56\u548c\u5269\u4f59\u5de5\u4f5c<\/td>\n\u6839\u636e\u76ee\u6807\u4e0e\u89c2\u5bdf\u9009\u62e9\u4e0b\u4e00\u6b65\u884c\u52a8<\/td>\n<\/tr>\n
    \u600e\u6837\u4f7f\u7528\u53cd\u9988<\/td>\n\u66f4\u65b0\u6b65\u9aa4\u8bb0\u5f55，\u68c0\u67e5\u76ee\u6807\u4e0e\u5269\u4f59\u8ba1\u5212<\/td>\n\u76f4\u63a5\u5f71\u54cd\u63a5\u4e0b\u6765\u7684\u884c\u52a8\u9009\u62e9<\/td>\n<\/tr>\n
    \u8c03\u6574\u65f6\u673a<\/td>\n\u6b65\u9aa4\u5b8c\u6210\u3001\u5173\u952e\u53d1\u73b0\u6216\u5f02\u5e38\u7b49\u68c0\u67e5\u70b9<\/td>\n\u83b7\u5f97\u65b0\u89c2\u5bdf\u540e\u5373\u53ef\u8c03\u6574\u4e0b\u4e00\u6b65<\/td>\n<\/tr>\n
    \u957f\u4efb\u52a1\u4e2d\u7684\u7279\u70b9<\/td>\n\u4fbf\u4e8e\u68c0\u67e5\u8fdb\u5ea6\u3001\u9057\u6f0f\u548c\u8def\u7ebf\u53d8\u5316<\/td>\n\u9700\u8981\u6ce8\u610f\u5386\u53f2\u7ba1\u7406\u3001\u91cd\u590d\u884c\u52a8\u548c\u76ee\u6807\u504f\u79bb<\/td>\n<\/tr>\n
    \u6210\u672c\u4e0e\u5ef6\u8fdf<\/td>\n\u589e\u52a0\u89c4\u5212\u548c\u91cd\u89c4\u5212\u8c03\u7528，\u4e5f\u53ef\u80fd\u51cf\u5c11\u65e0\u6548\u63a2\u7d22<\/td>\n\u591a\u8f6e\u51b3\u7b56\u4f1a\u4ea7\u751f\u5f00\u9500，\u77ed\u4efb\u52a1\u4e5f\u53ef\u80fd\u5f88\u5feb\u7ed3\u675f<\/td>\n<\/tr>\n
    \u5e38\u89c1\u9002\u7528\u60c5\u51b5<\/td>\n\u591a\u9636\u6bb5\u3001\u6709\u4f9d\u8d56\u3001\u9700\u8981\u6301\u7eed\u68c0\u67e5\u8fdb\u5ea6\u7684\u4efb\u52a1<\/td>\n\u9700\u8981\u6839\u636e\u5de5\u5177\u7ed3\u679c\u4e0d\u65ad\u51b3\u5b9a\u4e0b\u4e00\u6b65\u7684\u4efb\u52a1<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u6210\u672c\u9700\u8981\u7ed3\u5408\u5177\u4f53\u5206\u5de5\u5224\u65ad\u3002\u5982\u679c\u51e0\u6b21\u67e5\u8be2\u5c31\u80fd\u5b8c\u6210\u4efb\u52a1，\u518d\u52a0\u5165\u89c4\u5212\u548c\u91cd\u89c4\u5212\u53ef\u80fd\u589e\u52a0\u7b49\u5f85；\u5982\u679c\u4efb\u52a1\u5305\u542b\u591a\u4e2a\u76f8\u4e92\u4f9d\u8d56\u7684\u8c03\u67e5\u9636\u6bb5，\u663e\u5f0f\u8ba1\u5212\u5219\u6709\u52a9\u4e8e\u7ba1\u7406\u5269\u4f59\u5de5\u4f5c\u3002<\/p>\n

    \u8fd8\u6709\u4e00\u79cd\u7ec4\u7ec7\u65b9\u5f0f：\u4fdd\u7559\u603b\u4f53\u8ba1\u5212，\u5728\u6267\u884c\u67d0\u4e2a\u6b65\u9aa4\u65f6\u4f7f\u7528 ReAct\u3002\u4e0b\u9762\u91cd\u70b9\u770b\u5b83\u4eec\u600e\u6837\u914d\u5408\u3002<\/p>\n

    \u4e03.Plan-Execute-Replan \u4e0e ReAct \u5982\u4f55\u534f\u4f5c<\/h3>\n

    1.\u5148\u770b\u4e24\u5c42\u600e\u6837\u8fde\u63a5<\/h4>\n

    \u4e00\u79cd\u5e38\u89c1\u7684\u7ec4\u5408\u662f：\u5916\u5c42\u901a\u8fc7 Plan-Execute-Replan \u7ba1\u7406\u603b\u4f53\u4efb\u52a1，\u5185\u5c42 ReAct Executor \u5b8c\u6210\u5f53\u524d\u6b65\u9aa4\u3002<\/p>\n

    LangGraph \u7684\u5b98\u65b9\u5f52\u6863\u6559\u7a0b\u5c55\u793a\u4e86\u8fd9\u79cd\u7ed3\u6784：\u7528 ReAct \u6267\u884c\u5668\u5904\u7406\u8ba1\u5212\u4e2d\u7684\u5f53\u524d\u6b65\u9aa4，\u518d\u5c06\u7ed3\u679c\u4ea4\u7ed9\u91cd\u89c4\u5212\u903b\u8f91\u3002\u8fd9\u91cc\u53c2\u8003\u5176\u67b6\u6784，\u5f52\u6863\u4ee3\u7801\u4e0d\u4f5c\u4e3a\u5f53\u524d API \u7684\u4f7f\u7528\u6307\u5357\u3002<\/p>\n

    \u770b\u56fe\u65f6\u5173\u6ce8\u4e24\u4e2a\u5faa\u73af，\u4ee5\u53ca\u5185\u5c42\u5411\u5916\u5c42\u4ea4\u63a5\u7684\u4f4d\u7f6e：<\/p>\n

    #mermaid-svg-lpIEP1QrSeeLElvm{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-lpIEP1QrSeeLElvm .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-lpIEP1QrSeeLElvm .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-lpIEP1QrSeeLElvm .error-icon{fill:#552222;}#mermaid-svg-lpIEP1QrSeeLElvm .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-lpIEP1QrSeeLElvm .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-lpIEP1QrSeeLElvm .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-lpIEP1QrSeeLElvm .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-lpIEP1QrSeeLElvm .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-lpIEP1QrSeeLElvm .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-lpIEP1QrSeeLElvm .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-lpIEP1QrSeeLElvm .marker{fill:#333333;stroke:#333333;}#mermaid-svg-lpIEP1QrSeeLElvm .marker.cross{stroke:#333333;}#mermaid-svg-lpIEP1QrSeeLElvm svg{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-lpIEP1QrSeeLElvm p{margin:0;}#mermaid-svg-lpIEP1QrSeeLElvm .label{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;color:#333;}#mermaid-svg-lpIEP1QrSeeLElvm .cluster-label text{fill:#333;}#mermaid-svg-lpIEP1QrSeeLElvm .cluster-label span{color:#333;}#mermaid-svg-lpIEP1QrSeeLElvm .cluster-label span p{background-color:transparent;}#mermaid-svg-lpIEP1QrSeeLElvm .label text,#mermaid-svg-lpIEP1QrSeeLElvm span{fill:#333;color:#333;}#mermaid-svg-lpIEP1QrSeeLElvm .node rect,#mermaid-svg-lpIEP1QrSeeLElvm .node circle,#mermaid-svg-lpIEP1QrSeeLElvm .node ellipse,#mermaid-svg-lpIEP1QrSeeLElvm .node polygon,#mermaid-svg-lpIEP1QrSeeLElvm .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-lpIEP1QrSeeLElvm .rough-node .label text,#mermaid-svg-lpIEP1QrSeeLElvm .node .label text,#mermaid-svg-lpIEP1QrSeeLElvm .image-shape .label,#mermaid-svg-lpIEP1QrSeeLElvm .icon-shape .label{text-anchor:middle;}#mermaid-svg-lpIEP1QrSeeLElvm .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-lpIEP1QrSeeLElvm .rough-node .label,#mermaid-svg-lpIEP1QrSeeLElvm .node .label,#mermaid-svg-lpIEP1QrSeeLElvm .image-shape .label,#mermaid-svg-lpIEP1QrSeeLElvm .icon-shape .label{text-align:center;}#mermaid-svg-lpIEP1QrSeeLElvm .node.clickable{cursor:pointer;}#mermaid-svg-lpIEP1QrSeeLElvm .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-lpIEP1QrSeeLElvm .arrowheadPath{fill:#333333;}#mermaid-svg-lpIEP1QrSeeLElvm .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-lpIEP1QrSeeLElvm .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-lpIEP1QrSeeLElvm .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-lpIEP1QrSeeLElvm .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-lpIEP1QrSeeLElvm .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-lpIEP1QrSeeLElvm .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-lpIEP1QrSeeLElvm .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-lpIEP1QrSeeLElvm .cluster text{fill:#333;}#mermaid-svg-lpIEP1QrSeeLElvm .cluster span{color:#333;}#mermaid-svg-lpIEP1QrSeeLElvm 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-lpIEP1QrSeeLElvm .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-lpIEP1QrSeeLElvm rect.text{fill:none;stroke-width:0;}#mermaid-svg-lpIEP1QrSeeLElvm .icon-shape,#mermaid-svg-lpIEP1QrSeeLElvm .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-lpIEP1QrSeeLElvm .icon-shape p,#mermaid-svg-lpIEP1QrSeeLElvm .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-lpIEP1QrSeeLElvm .icon-shape .label rect,#mermaid-svg-lpIEP1QrSeeLElvm .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-lpIEP1QrSeeLElvm .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-lpIEP1QrSeeLElvm .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-lpIEP1QrSeeLElvm :root{–mermaid-font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;}<\/p>\n

    <\/p>\n

    \u5916\u5c42：Plan-Execute-Replan<\/p>\n

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

    <\/p>\n

    \u5185\u5c42：ReAct Executor<\/p>\n

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

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

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

    <\/p>\n

    \u4e0b\u53d1\u6b65\u9aa4\u8f93\u5165<\/p>\n

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

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

    <\/p>\n

    \u5426<\/p>\n

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

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

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

    <\/p>\n

    \u662f<\/p>\n

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

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

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

    <\/p>\n

    \u7ee7\u7eed<\/p>\n

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

    <\/p>\n

    \u8c03\u6574<\/p>\n

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

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

    <\/p>\n

    \u9a8c\u6536\u901a\u8fc7<\/p>\n

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

    <\/p>\n

    \u963b\u585e\u6216\u505c\u6b62<\/p>\n

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

    <\/p>\n

    \u7528\u6237\u76ee\u6807\u4e0e\u7ea6\u675f<\/p>\n

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

    <\/p>\n

    \u751f\u6210\u521d\u59cb\u8ba1\u5212<\/p>\n

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

    <\/p>\n

    \u9009\u62e9\u6b65\u9aa4<\/p>\n

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

    <\/p>\n

    \u51b3\u5b9a\u4e0b\u4e00\u6b65<\/p>\n

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

    <\/p>\n

    \u9700\u8981\u4ea4\u63a5？<\/p>\n

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

    <\/p>\n

    \u8c03\u7528\u5de5\u5177<\/p>\n

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

    <\/p>\n

    \u8bb0\u5f55\u89c2\u5bdf<\/p>\n

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

    <\/p>\n

    \u8fd4\u56de\u6b65\u9aa4\u7ed3\u679c<\/p>\n

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

    <\/p>\n

    \u66f4\u65b0\u6267\u884c\u5386\u53f2<\/p>\n

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

    <\/p>\n

    \u68c0\u67e5\u76ee\u6807\u4e0e\u8ba1\u5212<\/p>\n

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

    <\/p>\n

    \u4fee\u6539\u5269\u4f59\u8ba1\u5212<\/p>\n

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

    <\/p>\n

    \u4ea4\u4ed8\u6700\u7ec8\u7ed3\u679c<\/p>\n

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

    <\/p>\n

    \u4ea4\u4ed8\u9636\u6bb5\u7ed3\u679c<\/p>\n

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

    \u201c\u9700\u8981\u4ea4\u63a5\u201d\u5305\u62ec\u6b65\u9aa4\u5b8c\u6210\u3001\u53d1\u73b0\u5f71\u54cd\u603b\u4f53\u5b89\u6392\u7684\u95ee\u9898\u3001\u65e0\u6cd5\u7ee7\u7eed\u8c03\u67e5，\u6216\u5c40\u90e8\u9884\u7b97\u5230\u9650\u3002\u5185\u5c42\u53ef\u4ee5\u8c03\u7528\u591a\u6b21\u5de5\u5177，\u518d\u5411\u5916\u5c42\u8fd4\u56de\u4e00\u6b21\u7ed3\u679c\u3002<\/p>\n

    \u5168\u5c40\u9884\u7b97\u7531\u8fd0\u884c\u7a0b\u5e8f\u7edf\u4e00\u68c0\u67e5，\u53ef\u4ee5\u5728\u4efb\u4e00\u8c03\u7528\u524d\u89e6\u53d1\u505c\u6b62；\u56fe\u4e2d\u53ea\u4fdd\u7559\u4e3b\u8981\u4ea4\u63a5\u8def\u5f84，\u5177\u4f53\u63a7\u5236\u653e\u5728\u540e\u9762\u7684\u4f2a\u4ee3\u7801\u4e2d\u3002<\/p>\n

    2.\u628a\u8ba2\u5355\u6848\u4f8b\u8fde\u7eed\u6267\u884c\u4e00\u904d<\/h4>\n

    2.1\u5916\u5c42\u9009\u62e9 P2，\u5e76\u4e0b\u53d1\u6b65\u9aa4\u8f93\u5165<\/h5>\n

    P1 \u5df2\u7ecf\u5b8c\u6210，\u5916\u5c42\u9009\u62e9 P2\u3002\u6b64\u65f6\u53d1\u9001\u7ed9\u6267\u884c\u5668\u7684\u5185\u5bb9\u53ef\u4ee5\u662f：<\/p>\n

    \u3010\u6559\u5b66\u6a21\u62df：P2 \u7684\u6b65\u9aa4\u8f93\u5165\u3011<\/p>\n

    \u6b65\u9aa4\u76ee\u6807：\u6838\u5bf9 A \u4ed3\u4f9b\u8d27\u4e0e\u914d\u9001\u5b89\u6392，\u5224\u65ad\u539f\u8def\u7ebf\u662f\u5426\u7b26\u5408\u5230\u8d27\u671f\u9650\u3002<\/p>\n

    \u5df2\u6709\u4e0a\u4e0b\u6587：
    \n\u8ba2\u5355 O1001，1 \u4ef6 SKU-01，\u539f\u53d1\u8d27\u4ed3\u4e3a A，\u539f\u6536\u8d27\u5730\u5740\u5df2\u53d6\u5f97\u3002<\/p>\n

    \u7528\u6237\u7ea6\u675f：
    \n\u672c\u5468\u4e94 18:00 \u524d\u6536\u5230；\u5546\u54c1\u3001\u6570\u91cf\u548c\u5730\u5740\u4e0d\u53d8；
    \n\u989d\u5916\u603b\u8d39\u7528\u4e0d\u8d85\u8fc7 20 \u5143；\u672c\u6b21\u53ea\u67e5\u8be2\u5e76\u7ed9\u5efa\u8bae\u3002<\/p>\n

    \u5c40\u90e8\u5b8c\u6210\u6761\u4ef6：
    \n\u53d6\u5f97\u539f\u4ed3\u4f9b\u8d27\u4e0e\u9884\u8ba1\u5230\u8d27\u4f9d\u636e，\u7ed9\u51fa\u660e\u786e\u5224\u65ad\u3002
    \n\u5173\u952e\u8d44\u6599\u7f3a\u5931\u65f6，\u8fd4\u56de\u5c1a\u672a\u5b8c\u6210\u53ca\u7f3a\u5931\u539f\u56e0\u3002<\/p>\n

    \u5de5\u4f5c\u8303\u56f4：
    \n\u672c\u6b65\u9aa4\u6838\u67e5\u539f\u4ed3，\u66ff\u4ee3\u8def\u7ebf\u4ea4\u7ed9\u5916\u5c42\u5b89\u6392\u3002<\/p>\n

    \u8fd9\u91cc\u7684\u5b8c\u6210\u6761\u4ef6\u662f\u201c\u67e5\u660e\u539f\u8def\u7ebf\u662f\u5426\u7b26\u5408\u671f\u9650\u201d\u3002\u5f97\u51fa\u201c\u4e0d\u7b26\u5408\u201d\u7684\u7ed3\u8bba，\u4e5f\u56e0\u6b64\u53ef\u4ee5\u5b8c\u6210\u8fd9\u4e2a\u8c03\u67e5\u6b65\u9aa4\u3002<\/p>\n

    2.2\u5185\u5c42\u8865\u67e5\u4fe1\u606f，\u5e76\u8fd4\u56de\u7ed3\u679c\u5305<\/h5>\n

    \u6267\u884c\u5668\u5148\u67e5\u8be2\u539f\u8ba2\u5355\u9884\u8ba1\u5230\u8d27\u65f6\u95f4，\u53d1\u73b0\u65e5\u671f\u6682\u7f3a，\u4e8e\u662f\u8865\u67e5\u5907\u8d27\u60c5\u51b5，\u518d\u4f30\u7b97\u914d\u9001\u65f6\u6548：<\/p>\n

    \u3010\u6559\u5b66\u6a21\u62df：P2 \u5185\u90e8\u7684\u884c\u52a8\u4e0e\u89c2\u5bdf\u3011<\/p>\n

    \u67e5\u8be2\u539f\u8ba2\u5355\u9884\u8ba1\u5230\u8d27 \u2192 \u7b49\u5f85\u8865\u8d27，\u6682\u7f3a\u5230\u8d27\u65e5\u671f
    \n\u67e5\u8be2 A \u4ed3\u8865\u8d27\u5b89\u6392 \u2192 \u9884\u8ba1\u672c\u5468\u516d 10:00 \u8865\u8d27
    \n\u6839\u636e\u5907\u8d27\u65f6\u95f4\u4f30\u7b97\u914d\u9001 \u2192 \u9884\u8ba1\u4e0b\u5468\u4e00 18:00 \u5230\u8d27<\/p>\n

    \u8fd9\u4e2a\u8fc7\u7a0b\u4e2d，\u6267\u884c\u5668\u8c03\u6574\u4e86\u8c03\u67e5\u8def\u5f84，\u4f46\u59cb\u7ec8\u56f4\u7ed5 P2 \u7684\u76ee\u6807\u5de5\u4f5c\u3002\u53d6\u5f97 E1 \u540e，\u5b83\u5411\u5916\u5c42\u8fd4\u56de：<\/p>\n

    \u3010\u6559\u5b66\u6a21\u62df：P2 \u7684\u8fd4\u56de\u7ed3\u679c\u3011<\/p>\n

    \u6b65\u9aa4\u72b6\u6001：\u5df2\u5b8c\u6210
    \n\u7ed3\u8bba：\u6309\u5f53\u524d\u4f9b\u8d27\u4e0e\u65f6\u6548\u4fe1\u606f，\u539f\u4ed3\u8def\u7ebf\u4e0d\u80fd\u6ee1\u8db3\u5230\u8d27\u671f\u9650\u3002<\/p>\n

    \u4f9d\u636e：
    \nE1，A \u4ed3\u8865\u8d27\u67e5\u8be2\u4e0e\u914d\u9001\u4f30\u7b97\u3002
    \n\u9884\u8ba1\u672c\u5468\u516d 10:00 \u8865\u8d27，\u6309\u8be5\u5907\u8d27\u65f6\u95f4\u9884\u8ba1\u4e0b\u5468\u4e00 18:00 \u5230\u8d27\u3002<\/p>\n

    \u5bf9\u5269\u4f59\u8ba1\u5212\u7684\u5f71\u54cd：
    \nP3 \u6240\u4f9d\u8d56\u7684\u201c\u539f\u4ed3\u80fd\u591f\u6309\u65f6\u5230\u8d27\u201d\u524d\u63d0\u4e0d\u6210\u7acb\u3002<\/p>\n

    \u8fd8\u7f3a\u5c11\u7684\u5de5\u4f5c：
    \n\u5176\u4ed6\u4ed3\u5e93\u53ca\u914d\u9001\u65b9\u5f0f\u7684\u8c03\u67e5\u3002<\/p>\n

    \u5b9e\u9645\u7cfb\u7edf\u8fd8\u5e94\u4fdd\u7559\u67e5\u8be2\u65f6\u95f4\u3001\u5173\u952e\u53c2\u6570\u548c\u6765\u6e90，\u4fbf\u4e8e\u590d\u6838\u5e93\u5b58\u3001\u62a5\u4ef7\u7b49\u4f1a\u53d8\u5316\u7684\u4fe1\u606f\u3002<\/p>\n

    \u6ce8\u610f，\u6b64\u65f6\u8fd9\u4e09\u4e2a\u72b6\u6001\u540c\u65f6\u5b58\u5728\u3002<\/p>\n

      \n
    • **\u5de5\u5177\u8c03\u7528\u6210\u529f：**\u53d6\u5f97\u4e86\u4f9b\u8d27\u548c\u914d\u9001\u4fe1\u606f\u3002<\/li>\n
    • **\u5f53\u524d\u6b65\u9aa4\u5b8c\u6210：**\u5df2\u7ecf\u56de\u7b54\u539f\u4ed3\u80fd\u5426\u6ee1\u8db3\u671f\u9650\u3002<\/li>\n
    • **\u539f\u8def\u7ebf\u53d7\u963b：**\u6cbf\u7528\u539f\u4ed3\u65e0\u6cd5\u6ee1\u8db3\u672c\u6b21\u8981\u6c42，\u9700\u8981\u8bc4\u4f30\u5176\u4ed6\u529e\u6cd5\u3002<\/li>\n<\/ul>\n

      \u5982\u679c\u53ea\u8fd4\u56de\u4e00\u4e2a\u201c\u5931\u8d25\u201d，\u5916\u5c42\u5c31\u96be\u4ee5\u5206\u6e05\u662f\u63a5\u53e3\u6ca1\u6709\u67e5\u901a，\u8fd8\u662f\u5df2\u7ecf\u67e5\u660e\u8def\u7ebf\u4e0d\u5408\u9002\u3002\u524d\u4e00\u79cd\u60c5\u51b5\u53ef\u80fd\u9700\u8981\u8865\u67e5，\u540e\u4e00\u79cd\u60c5\u51b5\u9700\u8981\u8c03\u6574\u5269\u4f59\u5de5\u4f5c\u3002<\/p>\n

      2.3Replanner \u8c03\u6574\u5269\u4f59\u8ba1\u5212<\/h5>\n

      Replanner \u7ed3\u5408\u76ee\u6807\u548c\u7ea6\u675f，\u53c2\u8003 E1 \u4e0e\u5f53\u524d\u8ba1\u5212，\u4fdd\u7559 P1\u3001P2 \u7684\u5b8c\u6210\u8bb0\u5f55，\u5c06\u539f\u6765\u7684 P3 \u66ff\u6362\u4e3a\u7b2c\u56db\u7ae0\u4e2d\u7684\u5019\u9009\u65b9\u6848\u8c03\u67e5：<\/p>\n

      \u3010\u6559\u5b66\u6a21\u62df：\u66f4\u65b0\u540e\u7684\u5269\u4f59\u8ba1\u5212\u3011<\/p>\n

      P3：\u8bc4\u4f30\u5176\u4ed6\u4ed3\u5e93\u7684\u914d\u9001\u65b9\u6848，\u5bfb\u627e\u6ee1\u8db3\u5230\u8d27\u671f\u9650\u548c\u8d39\u7528\u4e0a\u9650\u7684\u5019\u9009\u3002
      \nP4：\u6c47\u603b\u5019\u9009\u65b9\u6848\u3001\u8d39\u7528\u3001\u9884\u8ba1\u5230\u8d27\u65f6\u95f4\u53ca\u529e\u7406\u6761\u4ef6\u3002<\/p>\n

      \u8fd9\u91cc\u589e\u52a0\u4e86\u539f\u8ba1\u5212\u6ca1\u6709\u8986\u76d6\u7684\u5de5\u4f5c，\u539f\u59cb\u5230\u8d27\u671f\u9650\u548c\u8d39\u7528\u9650\u5236\u7ee7\u7eed\u751f\u6548\u3002<\/p>\n

      2.4ReAct \u6267\u884c\u65b0\u6b65\u9aa4，\u5916\u5c42\u7ee7\u7eed\u68c0\u67e5<\/h5>\n

      \u5916\u5c42\u4e0b\u53d1\u65b0\u7684 P3\u3002ReAct Executor \u67e5\u8be2\u5176\u4ed6\u4ed3\u5e93\u548c\u52a0\u6025\u62a5\u4ef7，\u53d6\u5f97 E2：B \u4ed3\u6709\u540c\u6b3e\u73b0\u8d27，\u4f46\u52a0\u6025\u9700\u8981\u989d\u5916\u652f\u4ed8 35 \u5143，\u8d85\u51fa\u4e0a\u9650\u3002<\/p>\n

      \u8bc4\u4f30\u8fd8\u6ca1\u6709\u7ed3\u675f\u3002\u6267\u884c\u5668\u6839\u636e 20 \u5143\u7684\u8d39\u7528\u4e0a\u9650\u6392\u9664\u52a0\u6025\u65b9\u6848，\u7ee7\u7eed\u6838\u5bf9\u666e\u901a\u914d\u9001，\u8fd9\u4e9b\u884c\u52a8\u90fd\u5728 P3 \u5185\u90e8\u5b8c\u6210\u3002<\/p>\n

      \u67e5\u8be2\u5f97\u5230 E3：\u9884\u8ba1\u5468\u4e94 16:00 \u5230\u8d27，\u989d\u5916\u8d39\u7528 10 \u5143，\u62a5\u4ef7\u8981\u6c42\u5468\u4e8c 16:00 \u524d\u786e\u8ba4\u5b89\u6392\u3002\u6267\u884c\u5668\u5c06\u666e\u901a\u914d\u9001\u4f5c\u4e3a\u5019\u9009，\u8fde\u540c E2\u3001E3 \u7684\u4f9d\u636e\u4e00\u8d77\u8fd4\u56de\u5916\u5c42\u3002<\/p>\n

      Replanner \u68c0\u67e5\u5019\u9009\u4e0e\u5269\u4f59\u8ba1\u5212，\u786e\u8ba4\u53ef\u4ee5\u7ee7\u7eed\u6267\u884c P4，\u6574\u7406\u7ed9\u7528\u6237\u7684\u5efa\u8bae\u3002\u8fd9\u4e00\u6b21\u9700\u8981\u68c0\u67e5，\u4f46\u6ca1\u6709\u5fc5\u8981\u518d\u751f\u6210\u4e00\u4efd\u5168\u65b0\u8ba1\u5212\u3002<\/p>\n

      2.5\u5b8c\u6210\u6574\u4f53\u4ea4\u4ed8\u68c0\u67e5<\/h5>\n

      P4 \u53ef\u4ee5\u5f62\u6210\u4e0b\u9762\u8fd9\u6837\u7684\u7ed3\u679c：<\/p>\n

      \u3010\u6559\u5b66\u6a21\u62df：\u6700\u7ec8\u5efa\u8bae\u3011<\/p>\n

      \u539f\u4ed3\u5b89\u6392：
      \nA \u4ed3\u9884\u8ba1\u672c\u5468\u516d\u8865\u8d27，\u6309\u5f53\u524d\u5b89\u6392\u9884\u8ba1\u4e0b\u5468\u4e00\u5230\u8d27，\u8d76\u4e0d\u4e0a\u8981\u6c42\u3002
      \n\u4f9d\u636e：E1\u3002<\/p>\n

      \u52a0\u6025\u65b9\u6848：
      \nB \u4ed3\u52a0\u6025\u9884\u8ba1\u5468\u56db\u5230\u8d27，\u4f46\u989d\u5916\u603b\u8d39\u7528\u4e3a 35 \u5143，\u8d85\u8fc7\u8d39\u7528\u4e0a\u9650\u3002
      \n\u4f9d\u636e：E2\u3002<\/p>\n

      \u5019\u9009\u5efa\u8bae：
      \n\u7533\u8bf7\u6539\u7531 B \u4ed3\u4f7f\u7528\u666e\u901a\u914d\u9001，\u5546\u54c1\u3001\u6570\u91cf\u548c\u5730\u5740\u4e0d\u53d8\u3002
      \n\u6309\u5f53\u524d\u62a5\u4ef7，\u9884\u8ba1\u5468\u4e94 16:00 \u5230\u8d27，\u989d\u5916\u603b\u8d39\u7528\u4e3a 10 \u5143\u3002
      \n\u4f9d\u636e：E2 \u4e2d\u7684\u6539\u4ed3\u6761\u4ef6，\u4ee5\u53ca E3 \u7684\u666e\u901a\u914d\u9001\u62a5\u4ef7\u3002<\/p>\n

      \u529e\u7406\u6761\u4ef6：
      \n\u9700\u5728\u672c\u5468\u4e8c 16:00 \u524d\u786e\u8ba4\u6539\u4ed3\u548c\u914d\u9001\u5b89\u6392，\u529e\u7406\u65f6\u590d\u6838\u5e93\u5b58\u4e0e\u62a5\u4ef7\u3002
      \n\u5230\u8d27\u65f6\u95f4\u4e3a\u9884\u8ba1\u503c\u3002<\/p>\n

      \u5f53\u524d\u8fdb\u5ea6：
      \n\u5df2\u5f62\u6210\u67e5\u8be2\u5efa\u8bae，\u5c1a\u672a\u4fee\u6539\u8ba2\u5355\u6216\u9501\u5b9a\u5e93\u5b58\u3002<\/p>\n

      \u5916\u5c42\u68c0\u67e5\u7684\u91cd\u70b9\u662f：\u539f\u4ed3\u5224\u65ad\u6709\u6ca1\u6709\u4f9d\u636e，\u5019\u9009\u65b9\u6848\u662f\u5426\u7b26\u5408\u5546\u54c1\u3001\u5730\u5740\u3001\u65f6\u95f4\u548c\u8d39\u7528\u8981\u6c42，\u529e\u7406\u6761\u4ef6\u4e0e\u4e0d\u786e\u5b9a\u6027\u6709\u6ca1\u6709\u4ea4\u4ee3\u6e05\u695a\u3002<\/p>\n

      \u8fd9\u4e9b\u5185\u5bb9\u9f50\u5168，\u624d\u6ee1\u8db3\u672c\u6b21\u201c\u67e5\u8be2\u5e76\u7ed9\u5efa\u8bae\u201d\u7684\u76ee\u6807\u3002\u4ec5\u6709 P4 \u7684\u201c\u5df2\u5b8c\u6210\u201d\u6807\u8bb0\u8fd8\u4e0d\u591f\u3002<\/p>\n

      3.\u5c40\u90e8\u8c03\u6574\u4e0e\u603b\u4f53\u91cd\u89c4\u5212\u7684\u8fb9\u754c<\/h4>\n

      \u521a\u624d\u7684\u8fc7\u7a0b\u53ef\u4ee5\u8fd9\u6837\u533a\u5206\u3002<\/p>\n

        \n
      • \u5230\u8d27\u65e5\u671f\u6682\u7f3a，\u8f6c\u800c\u67e5\u8be2\u8865\u8d27\u65f6\u95f4：\u4ecd\u5728\u56de\u7b54 P2 \u7684\u95ee\u9898，\u7531\u5185\u5c42 ReAct \u7ee7\u7eed\u8c03\u67e5\u3002<\/li>\n
      • \u67e5\u660e\u539f\u4ed3\u8d76\u4e0d\u4e0a，\u65b0\u589e\u5176\u4ed6\u4ed3\u5e93\u4e0e\u914d\u9001\u65b9\u5f0f\u7684\u8bc4\u4f30：\u6539\u53d8\u4e86\u5269\u4f59\u5de5\u4f5c，\u7531\u5916\u5c42 Replanner \u8c03\u6574\u3002<\/li>\n
      • \u52a0\u6025\u8d85\u9884\u7b97，\u7ee7\u7eed\u6838\u5bf9\u666e\u901a\u914d\u9001：\u4ecd\u5728\u5b8c\u6210 P3 \u7684\u5019\u9009\u8bc4\u4f30，\u7531\u5185\u5c42 ReAct \u5904\u7406\u3002<\/li>\n<\/ul>\n

        \u8fd9\u4e2a\u8fb9\u754c\u53d6\u51b3\u4e8e\u5f53\u524d\u6b65\u9aa4\u88ab\u8d4b\u4e88\u7684\u76ee\u6807\u548c\u8303\u56f4\u3002\u672c\u4f8b\u628a\u914d\u9001\u65b9\u6848\u8bc4\u4f30\u653e\u5728\u540c\u4e00\u4e2a P3 \u4e2d，\u56e0\u6b64\u52a0\u6025\u4e0e\u666e\u901a\u914d\u9001\u7684\u5207\u6362\u90fd\u7531\u5185\u5c42\u5904\u7406\u3002<\/p>\n

        \u7b2c\u4e94\u7ae0\u7684 ReAct \u76f4\u63a5\u8d1f\u8d23\u5b8c\u6574\u67e5\u8be2\u76ee\u6807，\u53ef\u4ee5\u81ea\u884c\u63a8\u8fdb\u6574\u6761\u8c03\u67e5；\u672c\u7ae0\u5c06\u5b83\u653e\u5165\u660e\u786e\u7684\u8ba1\u5212\u6b65\u9aa4，\u4ea4\u63a5\u8303\u56f4\u5c31\u968f\u4e4b\u6536\u7a84\u3002<\/p>\n

        4.\u7528\u4f2a\u4ee3\u7801\u770b\u4e24\u5c42\u600e\u6837\u8854\u63a5<\/h4>\n

        \u5148\u770b\u5185\u5c42\u3002\u4e0e\u7b2c\u4e8c\u7ae0\u76f8\u6bd4，\u8fd9\u91cc\u628a Executor \u5c55\u5f00\u6210\u4e00\u4e2a\u5faa\u73af，\u80fd\u591f\u7ee7\u7eed\u8c03\u67e5，\u4e5f\u80fd\u591f\u5411\u5916\u5c42\u4ea4\u63a5：<\/p>\n

        \u8fc7\u7a0b ReAct\u6267\u884c(\u6b65\u9aa4, \u4e0a\u4e0b\u6587, \u7ea6\u675f, \u5171\u4eab\u9884\u7b97)：
        \n \u5c40\u90e8\u8bb0\u5f55 \u2190 \u5fc5\u8981\u4e0a\u4e0b\u6587<\/p>\n

        \u5faa\u73af：
        \n \u5982\u679c\u6ee1\u8db3\u5c40\u90e8\u5b8c\u6210\u6761\u4ef6：
        \n \u8fd4\u56de\u5df2\u5b8c\u6210\u7684\u7ed3\u679c\u5305<\/p>\n

        \u5982\u679c\u53d1\u73b0\u9700\u8981\u5916\u5c42\u5904\u7406\u7684\u95ee\u9898：
        \n \u8fd4\u56de\u6b65\u9aa4\u8fdb\u5c55\u3001\u4f9d\u636e\u548c\u5bf9\u603b\u4f53\u8ba1\u5212\u7684\u5f71\u54cd<\/p>\n

        \u5982\u679c\u5168\u5c40\u505c\u6b62\u6761\u4ef6\u89e6\u53d1，\u6216\u5c40\u90e8\u8c03\u67e5\u65e0\u6cd5\u7ee7\u7eed：
        \n \u8fd4\u56de\u9636\u6bb5\u7ed3\u679c\u3001\u7f3a\u5931\u4fe1\u606f\u548c\u505c\u6b62\u539f\u56e0<\/p>\n

        \u884c\u52a8 \u2190 \u6839\u636e\u6b65\u9aa4\u76ee\u6807\u3001\u7ea6\u675f\u4e0e\u5c40\u90e8\u8bb0\u5f55\u51b3\u5b9a\u4e0b\u4e00\u6b65
        \n \u7ed3\u679c \u2190 \u6267\u884c\u884c\u52a8\u5e76\u8bb0\u5f55\u7ed3\u679c
        \n \u66f4\u65b0\u5c40\u90e8\u8bb0\u5f55\u3001\u8bc1\u636e\u3001\u9884\u7b97\u548c\u8fdb\u5c55\u72b6\u6001<\/p>\n

        \u884c\u52a8\u53ef\u4ee5\u662f\u5de5\u5177\u8c03\u7528，\u4e5f\u53ef\u4ee5\u662f\u6574\u7406\u7ed3\u8bba\u3002\u6a21\u578b\u63d0\u51fa\u7ed3\u675f\u65f6，\u4ecd\u8981\u6309\u5c40\u90e8\u5b8c\u6210\u6761\u4ef6\u68c0\u67e5\u8bc1\u636e\u662f\u5426\u8db3\u591f；\u4ea4\u63a5\u7ed3\u679c\u8fd8\u8981\u533a\u5206\u6b65\u9aa4\u662f\u5426\u5b8c\u6210\u3002<\/p>\n

        \u518d\u770b\u5916\u5c42\u3002\u7ed3\u679c\u5148\u8fdb\u5165\u5386\u53f2，Replanner \u624d\u80fd\u636e\u6b64\u5b89\u6392\u4e0b\u4e00\u6b65：<\/p>\n

        \u5171\u4eab\u9884\u7b97 \u2190 \u521d\u59cb\u5316\u4e00\u6b21\u4efb\u52a1\u7684\u5168\u5c40\u9884\u7b97
        \n\u8ba1\u5212 \u2190 Planner(\u76ee\u6807, \u7ea6\u675f)
        \n\u5386\u53f2 \u2190 \u7a7a\u8bb0\u5f55<\/p>\n

        \u5faa\u73af：
        \n \u5982\u679c\u5168\u5c40\u505c\u6b62\u6761\u4ef6\u89e6\u53d1：
        \n \u8fd4\u56de\u9636\u6bb5\u6210\u679c\u3001\u672a\u5b8c\u6210\u9879\u548c\u539f\u56e0<\/p>\n

        \u6b65\u9aa4 \u2190 \u4ece\u8ba1\u5212\u4e2d\u9009\u53d6\u5f53\u524d\u53ef\u6267\u884c\u6b65\u9aa4<\/p>\n

        \u5982\u679c\u6b65\u9aa4\u5b58\u5728：
        \n \u7ed3\u679c \u2190 ReAct\u6267\u884c(\u6b65\u9aa4, \u5fc5\u8981\u4e0a\u4e0b\u6587, \u7ea6\u675f, \u5171\u4eab\u9884\u7b97)
        \n \u66f4\u65b0\u5386\u53f2\u4e2d\u7684\u6b65\u9aa4\u72b6\u6001\u3001\u7ed3\u679c\u548c\u4f9d\u636e<\/p>\n

        \u5982\u679c\u5168\u5c40\u505c\u6b62\u6761\u4ef6\u89e6\u53d1：
        \n \u8fd4\u56de\u9636\u6bb5\u6210\u679c\u3001\u672a\u5b8c\u6210\u9879\u548c\u539f\u56e0<\/p>\n

        \u51b3\u7b56 \u2190 Replanner(\u76ee\u6807, \u7ea6\u675f, \u8ba1\u5212, \u5386\u53f2)<\/p>\n

        \u5982\u679c\u51b3\u7b56\u4e3a\u5b8c\u6210：
        \n \u5982\u679c\u6574\u4f53\u4ea4\u4ed8\u68c0\u67e5\u901a\u8fc7：
        \n \u8fd4\u56de\u6700\u7ec8\u7ed3\u679c
        \n \u5426\u5219：
        \n \u5c06\u7f3a\u9879\u8865\u5165\u5269\u4f59\u8ba1\u5212，\u7ee7\u7eed\u5faa\u73af<\/p>\n

        \u5982\u679c\u51b3\u7b56\u4e3a\u963b\u585e：
        \n \u8fd4\u56de\u5df2\u6709\u6210\u679c\u548c\u7f3a\u5931\u6761\u4ef6<\/p>\n

        \u6839\u636e\u51b3\u7b56\u4fdd\u7559\u6216\u66f4\u65b0\u5269\u4f59\u8ba1\u5212<\/p>\n

        \u8fd9\u4e9b\u4f2a\u4ee3\u7801\u7528\u4e8e\u8bf4\u660e\u63a7\u5236\u7ed3\u6784，\u7701\u7565\u4e86\u5de5\u5177\u53c2\u6570\u6821\u9a8c\u3001\u5f02\u5e38\u5904\u7406\u7b49\u5b9e\u73b0\u7ec6\u8282\u3002\u6bcf\u6b21\u5b9e\u9645\u6a21\u578b\u6216\u5de5\u5177\u8c03\u7528\u524d，\u90fd\u9700\u8981\u7531\u8fd0\u884c\u7a0b\u5e8f\u68c0\u67e5\u9884\u7b97\u548c\u8d85\u65f6；\u8fbe\u5230\u5168\u5c40\u4e0a\u9650\u65f6\u76f4\u63a5\u8d70\u505c\u6b62\u51fa\u53e3，\u4e0d\u80fd\u7ee7\u7eed\u8c03\u7528 Replanner\u3002<\/p>\n

        \u53ef\u4ee5\u4e3a\u6559\u5b66\u5b9e\u73b0\u8bbe\u7f6e\u4e00\u7ec4\u9650\u5236：\u5355\u4e2a\u6b65\u9aa4\u6700\u591a\u8c03\u7528\u5de5\u5177 6 \u6b21，\u6574\u4e2a\u4efb\u52a1\u6700\u591a\u8c03\u7528\u5de5\u5177 20 \u6b21\u3001\u6a21\u578b 30 \u6b21，\u603b\u8017\u65f6\u4e0d\u8d85\u8fc7 5 \u5206\u949f\u3002\u8fde\u7eed\u4e24\u6b21\u5916\u5c42\u68c0\u67e5\u90fd\u6ca1\u6709\u65b0\u589e\u8bc1\u636e\u3001\u6392\u9664\u5019\u9009\u6216\u63a8\u8fdb\u6b65\u9aa4\u65f6，\u4e5f\u505c\u6b62\u5e76\u62a5\u544a\u8fdb\u5c55\u4e0d\u8db3\u3002<\/p>\n

        \u8fd9\u4e9b\u6570\u5b57\u53ea\u662f\u914d\u7f6e\u793a\u4f8b\u3002\u6a21\u578b\u8c03\u7528\u6b21\u6570\u5e94\u8986\u76d6 Planner\u3001ReAct \u5185\u90e8\u51b3\u7b56\u3001Replanner，\u4ee5\u53ca\u989d\u5916\u7684\u6a21\u578b\u68c0\u67e5；\u8fdb\u5165\u65b0\u6b65\u9aa4\u65f6，\u5c40\u90e8\u989d\u5ea6\u53ef\u4ee5\u91cd\u65b0\u5206\u914d，\u5168\u5c40\u9884\u7b97\u7ee7\u7eed\u7d2f\u8ba1\u3002<\/p>\n

        5.\u4ec0\u4e48\u65f6\u5019\u503c\u5f97\u4f7f\u7528\u8fd9\u79cd\u7ec4\u5408<\/h4>\n

        \u8fd9\u79cd\u7ec4\u5408\u9002\u5408\u6709\u591a\u4e2a\u603b\u4f53\u9636\u6bb5\u7684\u4efb\u52a1，\u9636\u6bb5\u5185\u90e8\u53c8\u9700\u8981\u6839\u636e\u53cd\u9988\u7ee7\u7eed\u63a2\u7d22，\u4f8b\u5982\u590d\u6742\u8ba2\u5355\u5f02\u5e38\u5904\u7406\u548c\u8de8\u7cfb\u7edf\u6545\u969c\u8c03\u67e5，\u4e5f\u5305\u62ec\u591a\u6765\u6e90\u8d44\u6599\u5206\u6790\u3002<\/p>\n

        \u5b83\u4e5f\u4f1a\u589e\u52a0\u6a21\u578b\u8c03\u7528\u3001\u72b6\u6001\u7ef4\u62a4\u548c\u4ea4\u63a5\u6210\u672c\u3002\u6b65\u9aa4\u5212\u5206\u8fc7\u7ec6，\u5916\u5c42\u4f1a\u9891\u7e41\u4ecb\u5165；\u6b65\u9aa4\u8fc7\u5927，\u5916\u5c42\u53c8\u96be\u4ee5\u638c\u63e1\u5b9e\u9645\u8fdb\u5c55\u3002<\/p>\n

        \u5bf9\u4e8e\u89c4\u5219\u56fa\u5b9a\u7684\u8ba2\u5355\u67e5\u8be2，\u5982\u679c\u4e00\u6b21\u63a5\u53e3\u5c31\u80fd\u8fd4\u56de\u5b8c\u6574\u7ed3\u679c，\u76f4\u63a5\u4f7f\u7528\u4e1a\u52a1\u5de5\u4f5c\u6d41\u4f1a\u66f4\u7b80\u5355\u3002\u9700\u8981\u6301\u7eed\u7ba1\u7406\u5269\u4f59\u4efb\u52a1，\u540c\u65f6\u53c8\u65e0\u6cd5\u9884\u5148\u786e\u5b9a\u6bcf\u4e00\u6b21\u5de5\u5177\u884c\u52a8\u65f6，\u5916\u5c42\u89c4\u5212\u4e0e\u5185\u5c42 ReAct \u7684\u5206\u5de5\u624d\u66f4\u6709\u4ef7\u503c\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

        Agent \u7684\u89c4\u5212\u4e0e\u6267\u884c\u8303\u5f0f：Plan-Execute-Replan \u4e0e ReAct
        \n\u4e00.\u4ec0\u4e48\u662f Agent
        \n\u5728\u5927\u6a21\u578b\u5e94\u7528\u4e2d，Agent \u901a\u5e38\u6307\u4e00\u4e2a\u7cfb\u7edf\u3002\u5b83\u56f4\u7ed5\u76ee\u6807，\u80fd\u591f\u9009\u62e9\u884c\u52a8\u3001\u8c03\u7528\u5de5\u5177，\u5e76\u6839\u636e\u73af\u5883\u53cd\u9988\u7ee7\u7eed\u5de5\u4f5c\u3002\u5b83\u5e38\u7528\u4e8e\u9700\u8981\u591a\u4e2a\u6b65\u9aa4\u624d\u80fd\u5b8c\u6210\u7684\u4efb\u52a1，\u4f8b\u5982\u5ba2\u670d\u67e5\u8be2\u3001\u8d44\u6599\u8c03\u7814，\u4e5f\u5305\u62ec\u6545\u969c\u6392\u67e5\u3002
        \n\u5927\u6a21\u578b\u53ef\u4ee5\u89e3\u91ca\u201c\u8ba2\u5355\u901a\u5e38\u4e3a\u4ec0\u4e48\u5ef6\u8fdf\u53d1\u8d27\u201d\u3002\u4f46\u8981\u56de\u7b54\u201c\u6211\u7684\u8fd9\u7b14\u8ba2\u5355\u80fd\u4e0d\u80fd\u5728\u5468\u4e94\u524d\u6536\u5230\u201d&#xff0c<\/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":[66,53,175,99,81],"topic":[],"class_list":["post-117807","post","type-post","status-publish","format-standard","hentry","category-server","tag-ai","tag-chatgpt","tag-java","tag-python"],"yoast_head":"\nAgent \u7684\u89c4\u5212\u4e0e\u6267\u884c\u8303\u5f0f\uff1aPlan-Execute-Replan \u4e0e ReAct - \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\/117807.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Agent \u7684\u89c4\u5212\u4e0e\u6267\u884c\u8303\u5f0f\uff1aPlan-Execute-Replan \u4e0e ReAct - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"Agent \u7684\u89c4\u5212\u4e0e\u6267\u884c\u8303\u5f0f：Plan-Execute-Replan \u4e0e ReAct \u4e00.\u4ec0\u4e48\u662f Agent \u5728\u5927\u6a21\u578b\u5e94\u7528\u4e2d，Agent \u901a\u5e38\u6307\u4e00\u4e2a\u7cfb\u7edf\u3002\u5b83\u56f4\u7ed5\u76ee\u6807，\u80fd\u591f\u9009\u62e9\u884c\u52a8\u3001\u8c03\u7528\u5de5\u5177，\u5e76\u6839\u636e\u73af\u5883\u53cd\u9988\u7ee7\u7eed\u5de5\u4f5c\u3002\u5b83\u5e38\u7528\u4e8e\u9700\u8981\u591a\u4e2a\u6b65\u9aa4\u624d\u80fd\u5b8c\u6210\u7684\u4efb\u52a1，\u4f8b\u5982\u5ba2\u670d\u67e5\u8be2\u3001\u8d44\u6599\u8c03\u7814，\u4e5f\u5305\u62ec\u6545\u969c\u6392\u67e5\u3002 \u5927\u6a21\u578b\u53ef\u4ee5\u89e3\u91ca\u201c\u8ba2\u5355\u901a\u5e38\u4e3a\u4ec0\u4e48\u5ef6\u8fdf\u53d1\u8d27\u201d\u3002\u4f46\u8981\u56de\u7b54\u201c\u6211\u7684\u8fd9\u7b14\u8ba2\u5355\u80fd\u4e0d\u80fd\u5728\u5468\u4e94\u524d\u6536\u5230\u201d&#xff0c\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.wsisp.com\/helps\/117807.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"article:published_time\" content=\"2026-10-25T06:32:26+00:00\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"9 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/117807.html\",\"url\":\"https:\/\/www.wsisp.com\/helps\/117807.html\",\"name\":\"Agent \u7684\u89c4\u5212\u4e0e\u6267\u884c\u8303\u5f0f\uff1aPlan-Execute-Replan \u4e0e ReAct - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"isPartOf\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\"},\"datePublished\":\"2026-10-25T06:32:26+00:00\",\"dateModified\":\"2026-10-25T06:32:26+00:00\",\"author\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/117807.html#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.wsisp.com\/helps\/117807.html\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/117807.html#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/www.wsisp.com\/helps\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Agent \u7684\u89c4\u5212\u4e0e\u6267\u884c\u8303\u5f0f\uff1aPlan-Execute-Replan \u4e0e ReAct\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\",\"url\":\"https:\/\/www.wsisp.com\/helps\/\",\"name\":\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"description\":\"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\",\"name\":\"admin\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"contentUrl\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"caption\":\"admin\"},\"sameAs\":[\"http:\/\/wp.wsisp.com\"],\"url\":\"https:\/\/www.wsisp.com\/helps\/author\/admin\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Agent \u7684\u89c4\u5212\u4e0e\u6267\u884c\u8303\u5f0f\uff1aPlan-Execute-Replan \u4e0e ReAct - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.wsisp.com\/helps\/117807.html","og_locale":"zh_CN","og_type":"article","og_title":"Agent \u7684\u89c4\u5212\u4e0e\u6267\u884c\u8303\u5f0f\uff1aPlan-Execute-Replan \u4e0e ReAct - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","og_description":"Agent \u7684\u89c4\u5212\u4e0e\u6267\u884c\u8303\u5f0f：Plan-Execute-Replan \u4e0e ReAct \u4e00.\u4ec0\u4e48\u662f Agent \u5728\u5927\u6a21\u578b\u5e94\u7528\u4e2d，Agent \u901a\u5e38\u6307\u4e00\u4e2a\u7cfb\u7edf\u3002\u5b83\u56f4\u7ed5\u76ee\u6807，\u80fd\u591f\u9009\u62e9\u884c\u52a8\u3001\u8c03\u7528\u5de5\u5177，\u5e76\u6839\u636e\u73af\u5883\u53cd\u9988\u7ee7\u7eed\u5de5\u4f5c\u3002\u5b83\u5e38\u7528\u4e8e\u9700\u8981\u591a\u4e2a\u6b65\u9aa4\u624d\u80fd\u5b8c\u6210\u7684\u4efb\u52a1，\u4f8b\u5982\u5ba2\u670d\u67e5\u8be2\u3001\u8d44\u6599\u8c03\u7814，\u4e5f\u5305\u62ec\u6545\u969c\u6392\u67e5\u3002 \u5927\u6a21\u578b\u53ef\u4ee5\u89e3\u91ca\u201c\u8ba2\u5355\u901a\u5e38\u4e3a\u4ec0\u4e48\u5ef6\u8fdf\u53d1\u8d27\u201d\u3002\u4f46\u8981\u56de\u7b54\u201c\u6211\u7684\u8fd9\u7b14\u8ba2\u5355\u80fd\u4e0d\u80fd\u5728\u5468\u4e94\u524d\u6536\u5230\u201d&#xff0c","og_url":"https:\/\/www.wsisp.com\/helps\/117807.html","og_site_name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","article_published_time":"2026-10-25T06:32:26+00:00","author":"admin","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"admin","\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4":"9 \u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.wsisp.com\/helps\/117807.html","url":"https:\/\/www.wsisp.com\/helps\/117807.html","name":"Agent \u7684\u89c4\u5212\u4e0e\u6267\u884c\u8303\u5f0f\uff1aPlan-Execute-Replan \u4e0e ReAct - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","isPartOf":{"@id":"https:\/\/www.wsisp.com\/helps\/#website"},"datePublished":"2026-10-25T06:32:26+00:00","dateModified":"2026-10-25T06:32:26+00:00","author":{"@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41"},"breadcrumb":{"@id":"https:\/\/www.wsisp.com\/helps\/117807.html#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.wsisp.com\/helps\/117807.html"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.wsisp.com\/helps\/117807.html#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/www.wsisp.com\/helps"},{"@type":"ListItem","position":2,"name":"Agent \u7684\u89c4\u5212\u4e0e\u6267\u884c\u8303\u5f0f\uff1aPlan-Execute-Replan \u4e0e ReAct"}]},{"@type":"WebSite","@id":"https:\/\/www.wsisp.com\/helps\/#website","url":"https:\/\/www.wsisp.com\/helps\/","name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","description":"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41","name":"admin","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/","url":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","contentUrl":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","caption":"admin"},"sameAs":["http:\/\/wp.wsisp.com"],"url":"https:\/\/www.wsisp.com\/helps\/author\/admin"}]}},"_links":{"self":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/117807","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/comments?post=117807"}],"version-history":[{"count":0,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/117807\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media?parent=117807"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/categories?post=117807"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/tags?post=117807"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/topic?post=117807"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}