{"id":116272,"date":"2026-10-21T02:48:42","date_gmt":"2026-10-20T18:48:42","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/116272.html"},"modified":"2026-10-21T02:48:42","modified_gmt":"2026-10-20T18:48:42","slug":"ai%e6%99%ba%e8%83%bd%e4%bd%93%e5%be%aa%e7%8e%af%e5%b7%a5%e7%a8%8b-%e7%ac%ac14%e7%ab%a0%e7%ac%ac1%e8%8a%82-%e5%95%86%e4%b8%9a%e5%8f%98%e7%8e%b0%e5%9c%b0%e5%9b%be-%e5%85%ad%e6%9d%a1%e5%8f%98%e7%8e%b0","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/116272.html","title":{"rendered":"AI\u667a\u80fd\u4f53\u5faa\u73af\u5de5\u7a0b-\u7b2c14\u7ae0\u7b2c1\u8282-\u5546\u4e1a\u53d8\u73b0\u5730\u56fe-\u516d\u6761\u53d8\u73b0\u8def\u5168\u666f\u8df3\u69fd\u63a5\u5355\u54a8\u8be2\u5185\u5bb9\u4ea7\u54c1\u751f\u6001"},"content":{"rendered":"<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261020184841-6ad7b78947fab.png\" alt=\"\u5c01\u9762\u56fe\u7247\" \/><\/p>\n<h2>\u7b2c1\u8282 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\u4e2a\u767e\u5206\u70b9\u7684\u4fe1\u4efb\u7f3a\u53e3&#xff0c;\u624d\u662f\u4ed8\u8d39\u610f\u613f\u7684\u6765\u6e90\u2014\u2014\u5ba2\u6237\u4e0d\u662f\u4e3a&#034;\u4f60\u4f1a\u7528 AI&#034;\u4ed8\u94b1&#xff0c;\u662f\u4e3a&#034;\u4f60\u6562\u5bf9\u7ed3\u679c\u8d1f\u8d23&#034;\u4ed8\u94b1\u3002\u5faa\u73af\u5de5\u7a0b\u7684\u4ef7\u503c\u6070\u6070\u5728\u8fd9\u91cc&#xff1a;\u9a8c\u8bc1\u5668\u3001\u7968\u636e\u5e93\u3001\u4eba\u5ba1\u95e8\u7981&#xff0c;\u8fd9\u4e00\u6574\u5957\u4e1c\u897f\u672c\u8d28\u4e0a\u90fd\u662f\u5728\u628a\u4fe1\u4efb\u53d8\u6210\u5de5\u7a0b\u95ee\u9898\u3002\u8c01\u80fd\u515c\u4f4f\u8d23\u4efb&#xff0c;\u8c01\u5c31\u80fd\u6536\u9ad8\u98ce\u9669\u6ea2\u4ef7\u3002<\/p>\n<p>\u6211\u81ea\u5df1\u5403\u8fc7\u6ca1\u6709\u5730\u56fe\u7684\u4e8f\u30022026 \u5e74\u4e0a\u534a\u5e74 Loop Engineering 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\u884c\u8eba\u5728\u90a3&#xff0c;\u9762\u8bd5\u4e5f\u56e0\u4e3a\u6ca1\u65f6\u95f4\u51c6\u5907\u6302\u4e86\u3002\u95ee\u9898\u4e0d\u662f\u4e0d\u52aa\u529b&#xff0c;\u662f\u6ca1\u6709\u6309&#034;\u95e8\u69db\u00d7\u5929\u82b1\u677f\u00d7\u73b0\u91d1\u6d41\u7279\u5f81&#034;\u7ed9\u8def\u5f84\u505a\u6392\u5e8f&#xff0c;\u628a\u7cbe\u529b\u5f53\u6210\u4e86\u5747\u644a\u7684\u514d\u8d39\u8d44\u6e90\u3002<\/p>\n<p>\u540e\u6765\u6211\u5f3a\u5236\u81ea\u5df1\u505a\u4e86\u4e00\u4ef6\u5f88\u5de5\u7a0b\u5316\u7684\u4e8b&#xff1a;\u628a\u6240\u6709\u53d8\u73b0\u53ef\u80fd\u5217\u6210\u516d\u6761\u8def\u5f84&#xff0c;\u6bcf\u6761\u8def\u5f84\u91cf\u5316\u6210\u4e94\u4e2a\u53c2\u6570&#xff08;\u95e8\u69db\u3001\u542f\u52a8\u6210\u672c\u3001\u98ce\u9669\u3001\u89c1\u6548\u6708\u6570\u3001\u6bcf\u5468\u6295\u5165&#xff09;&#xff0c;\u518d\u628a\u81ea\u5df1\u7684\u73b0\u72b6\u4e5f\u91cf\u5316&#xff08;\u7ecf\u9a8c\u3001\u8868\u8fbe\u529b\u3001\u98ce\u9669\u627f\u53d7\u3001\u53ef\u6295\u5165\u65f6\u95f4\u3001\u73b0\u91d1\u50a8\u5907&#xff09;&#xff0c;\u7136\u540e\u7528\u4ee3\u7801\u7b97\u5339\u914d\u5206\u3002\u8fd9\u5c31\u662f\u672c\u8282\u7b2c\u516d\u8282\u90a3\u4e2a\u8bc4\u5206\u5668\u7684\u7531\u6765\u3002\u5148\u770b\u5730\u56fe&#xff0c;\u518d\u4e0a\u8def\u3002<\/p>\n<p>\u8fd8\u6709\u4e00\u4e2a\u8ba4\u77e5\u8981\u5148\u6446\u6b63&#xff1a;\u516d\u6761\u8def\u5f84\u4e0d\u662f\u516d\u9009\u4e00&#xff0c;\u800c\u662f\u7ec4\u5408\u95ee\u9898\u3002\u8bfe\u7a0b\u91cc\u53cd\u590d\u8bb2 Agentic Loop \u7684\u6838\u5fc3\u662f&#034;\u51b3\u7b56-\u6267\u884c-\u89c2\u5bdf-\u518d\u51b3\u7b56&#034;&#xff0c;\u53d8\u73b0\u8fd9\u4ef6\u4e8b\u4e5f\u4e00\u6837\u2014\u2014\u9009\u7ec4\u5408\u3001\u8dd1\u4e09\u4e2a\u6708\u3001\u89c2\u5bdf\u6570\u636e\u3001\u518d\u5e73\u8861\u3002\u628a\u5b83\u5f53\u6210\u4e00\u4e2a\u6301\u7eed\u8fd0\u884c\u7684\u5faa\u73af&#xff0c;\u800c\u4e0d\u662f\u4e00\u6b21\u6027\u51b3\u5b9a\u3002<\/p>\n<h3>\u4e8c\u3001\u516d\u6761\u8def\u5f84\u5168\u666f\u56fe<\/h3>\n<p>\u516d\u6761\u8def\u5f84\u56f4\u7ed5\u540c\u4e00\u4e2a\u6280\u80fd\u5185\u6838\u2014\u2014\u5faa\u73af\u5de5\u7a0b\u2014\u2014\u5c55\u5f00&#xff0c;\u4f46\u53d8\u73b0\u7684&#034;\u6536\u8d39\u5355\u4f4d&#034;\u5b8c\u5168\u4e0d\u540c&#xff1a;\u8df3\u69fd\u5356\u7684\u662f\u5c65\u5386&#xff0c;\u63a5\u5355\u5356\u7684\u662f\u4ea4\u4ed8\u7269&#xff0c;\u54a8\u8be2\u5356\u7684\u662f\u5224\u65ad&#xff0c;\u5185\u5bb9\u5356\u7684\u662f\u6ce8\u610f\u529b&#xff0c;SaaS \u5356\u7684\u662f\u8ba2\u9605&#xff0c;\u751f\u6001\u5356\u7684\u662f\u5206\u53d1\u3002<\/p>\n<p>  #mermaid-svg-it3olZnm2IrGS4KU{font-family:\\&#8221;trebuchet ms\\&#8221;,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-it3olZnm2IrGS4KU .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-it3olZnm2IrGS4KU .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-it3olZnm2IrGS4KU .error-icon{fill:#552222;}#mermaid-svg-it3olZnm2IrGS4KU .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-it3olZnm2IrGS4KU .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-it3olZnm2IrGS4KU .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-it3olZnm2IrGS4KU 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span{fill:#333;color:#333;}#mermaid-svg-it3olZnm2IrGS4KU .node rect,#mermaid-svg-it3olZnm2IrGS4KU .node circle,#mermaid-svg-it3olZnm2IrGS4KU .node ellipse,#mermaid-svg-it3olZnm2IrGS4KU .node polygon,#mermaid-svg-it3olZnm2IrGS4KU .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-it3olZnm2IrGS4KU .rough-node .label text,#mermaid-svg-it3olZnm2IrGS4KU .node .label text,#mermaid-svg-it3olZnm2IrGS4KU .image-shape .label,#mermaid-svg-it3olZnm2IrGS4KU .icon-shape .label{text-anchor:middle;}#mermaid-svg-it3olZnm2IrGS4KU .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-it3olZnm2IrGS4KU .rough-node .label,#mermaid-svg-it3olZnm2IrGS4KU .node .label,#mermaid-svg-it3olZnm2IrGS4KU .image-shape .label,#mermaid-svg-it3olZnm2IrGS4KU .icon-shape .label{text-align:center;}#mermaid-svg-it3olZnm2IrGS4KU .node.clickable{cursor:pointer;}#mermaid-svg-it3olZnm2IrGS4KU .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-it3olZnm2IrGS4KU 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\u4e07\u3002\u54a8\u8be2\u7684\u9ad8\u5355\u4ef7\u6765\u81ea\u4e24\u4ef6\u4e8b&#xff1a;\u4e00\u662f\u5ba1\u8ba1\u65b9\u6cd5\u8bba&#xff08;\u7b2c4\u8282\u90a3\u5957\u5de5\u5177\/\u6d41\u7a0b\/\u6570\u636e\u4e09\u7ef4\u5ea6\u6253\u5206&#xff09;&#xff0c;\u4e8c\u662f\u4f60\u6562\u5728 ROI \u4e0a\u7b7e\u5b57\u3002\u4f01\u4e1a\u5ba2\u6237\u4e70\u54a8\u8be2\u4e70\u7684\u5176\u5b9e\u662f&#034;\u6709\u4eba\u66ff\u6211\u628a\u6280\u672f\u7ffb\u8bd1\u6210\u94b1&#xff0c;\u5e76\u4e14\u9519\u4e86\u80fd\u8ffd\u8d23&#034;\u3002<\/p>\n<p>4. \u5185\u5bb9&#xff1a;\u628a\u5b66\u4e60\u8fc7\u7a0b\u53d8\u6210\u8d44\u4ea7\u3002 CSDN \u4ed8\u8d39\u4e13\u680f\u3001\u516c\u4f17\u53f7\u6d41\u91cf\u4e3b&#043;\u77e5\u8bc6\u661f\u7403\u3001B\u7ad9\u5145\u7535\u3001\u89c6\u9891\u53f7\u5e26\u8d27\u8bfe\u7a0b&#xff0c;\u7ec4\u5408\u4e0b\u6765\u6708\u5165 1-5 \u4e07\u662f\u53ef\u8fbe\u5230\u7684\u533a\u95f4&#xff08;\u7b2c5\u8282\u5c55\u5f00&#xff09;\u3002\u5185\u5bb9\u8def\u5f84\u8fd8\u6709\u4e00\u4e2a\u9690\u85cf\u798f\u5229&#xff1a;\u5b83\u662f\u5176\u4ed6\u4e94\u6761\u8def\u5f84\u7684\u83b7\u5ba2\u6f0f\u6597\u2014\u2014\u6211\u73b0\u5728\u7684\u63a5\u5355\u5ba2\u6237&#xff0c;\u4e00\u534a\u4ee5\u4e0a\u662f\u5148\u770b\u4e86\u6211\u7684\u8e29\u5751\u6587\u7ae0\u627e\u8fc7\u6765\u7684\u3002<\/p>\n<p>5. SaaS\u4ea7\u54c1&#xff1a;\u4ece\u81ea\u7528\u5de5\u5177\u5230\u8ba2\u9605\u6536\u5165\u3002 \u628a\u81ea\u5df1\u63a5\u5355\u7528\u7684\u5185\u90e8\u5faa\u73af\u5de5\u5177\u62bd\u8c61\u6210\u5782\u76f4\u573a\u666f\u4ea7\u54c1\u3002\u53c2\u8003\u951a\u70b9&#xff1a;Cursor \u7528 $20\/\u6708\u7684\u4e2a\u4eba\u8ba2\u9605\u505a\u5230 $2B ARR&#xff1b;Devin \u8d70 $500\/\u6708\u8d77\u7684\u4f01\u4e1a\u5ea7\u5e2d\u3002\u56fd\u5185\u505a SaaS \u8fd8\u8981\u989d\u5916\u8fc7\u5408\u89c4\u5173&#xff08;\u7b2c6\u8282\u8bb2&#xff09;\u3002\u8fd9\u6761\u8def\u5f84\u95e8\u69db\u6700\u9ad8&#xff0c;\u4f46\u5929\u82b1\u677f\u4e5f\u6700\u9ad8\u3002<\/p>\n<p>6. \u751f\u6001&#xff1a;\u4e00\u6b21\u5199\u4f5c&#xff0c;\u53cd\u590d\u5206\u53d1\u3002 MCP \u670d\u52a1\u5668\u751f\u6001\u5df2\u7ecf\u8fc7\u4e07&#xff0c;\u4f46\u4f01\u4e1a\u5185\u90e8\u7cfb\u7edf\u96c6\u6210\u3001\u5782\u76f4\u884c\u4e1a\u5de5\u5177\u4ecd\u6709\u54c1\u7c7b\u7a7a\u7f3a&#xff1b;\u6280\u80fd\u5305&#xff08;SKILL.md \u683c\u5f0f&#xff09;$5-30\/\u4e2a&#xff0c;\u6258\u7ba1\u7248 MCP $10-50\/\u6708\u3002\u751f\u6001\u4f4d\u7684\u5999\u5904\u5728\u4e8e\u8fb9\u9645\u6210\u672c\u8d8b\u8fd1\u4e8e\u96f6&#xff1a;\u4e00\u4e2a MCP \u670d\u52a1\u5668\u5199\u5b8c&#xff0c;100 \u4e2a\u5ba2\u6237\u7528\u548c 1000 \u4e2a\u5ba2\u6237\u7528&#xff0c;\u4f60\u7684\u7ef4\u62a4\u6210\u672c\u5dee\u522b\u4e0d\u5927\u3002<\/p>\n<p>\u516d\u6761\u8def\u5f84\u7684\u6536\u5165\u91cf\u7ea7\u548c\u6210\u719f\u901f\u5ea6&#xff0c;\u7528\u4e00\u5f20\u8868\u7c97\u7565\u951a\u5b9a&#xff08;\u6570\u503c\u4e3a\u56fd\u5185\u5e02\u573a 2026 \u5e74\u89c2\u5bdf\u503c&#xff0c;\u5177\u4f53\u56e0\u57ce\u5e02\u548c\u884c\u4e1a\u6d6e\u52a8&#xff09;&#xff1a;<\/p>\n<table>\n<tr>\u8def\u5f84\u7b2c\u4e00\u5e74\u73b0\u5b9e\u9884\u671f\u6210\u719f\u671f\u91cf\u7ea7\u4e3b\u8981\u74f6\u9888<\/tr>\n<tbody>\n<tr>\n<td>\u8df3\u69fd\/\u8c03\u85aa<\/td>\n<td>\u6da8\u85aa30%-80%<\/td>\n<td>\u5e74\u85aa40-100\u4e07<\/td>\n<td>\u5c97\u4f4d\u7a97\u53e3\u671f<\/td>\n<\/tr>\n<tr>\n<td>\u9879\u76ee\u63a5\u5355<\/td>\n<td>\u6708\u51651-3\u4e07<\/td>\n<td>\u6708\u51653-8\u4e07<\/td>\n<td>\u4ea4\u4ed8\u4ea7\u80fd<\/td>\n<\/tr>\n<tr>\n<td>\u54a8\u8be2<\/td>\n<td>\u5355\u91cf\u96f6\u661f<\/td>\n<td>\u65e5\u85aa5000-2\u4e07<\/td>\n<td>\u4fe1\u4efb\u80cc\u4e66<\/td>\n<\/tr>\n<tr>\n<td>\u5185\u5bb9<\/td>\n<td>\u6708\u51650-5000<\/td>\n<td>\u6708\u51651-5\u4e07<\/td>\n<td>\u6301\u7eed\u8f93\u51fa<\/td>\n<\/tr>\n<tr>\n<td>SaaS\u4ea7\u54c1<\/td>\n<td>\u6536\u5165\u22480&#xff08;\u6295\u5165\u671f&#xff09;<\/td>\n<td>MRR\u6570\u4e07-\u6570\u5341\u4e07<\/td>\n<td>\u4ea7\u54c1\u5e02\u573a\u5339\u914d<\/td>\n<\/tr>\n<tr>\n<td>\u751f\u6001<\/td>\n<td>\u6708\u51650-2000<\/td>\n<td>\u6708\u51650.5-3\u4e07<\/td>\n<td>\u5206\u53d1\u91cf<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>\u4e94\u3001\u8def\u5f84\u9009\u62e9\u51b3\u7b56&#xff1a;\u4ece\u73b0\u72b6\u5230\u7ec4\u5408<\/h3>\n<p>\u9009\u8def\u5f84\u7684\u51b3\u7b56\u6811\u4e0d\u957f\u8fd9\u6837\u2014\u2014&#034;\u4f60\u64c5\u957f\u4ec0\u4e48\u5c31\u9009\u4ec0\u4e48&#034;\u662f\u9519\u7684\u3002\u6b63\u786e\u7684\u95ee\u6cd5\u662f\u5148\u95ee\u73b0\u72b6&#xff1a;\u73b0\u91d1\u50a8\u5907\u80fd\u6491\u51e0\u4e2a\u6708&#xff1f;\u6bcf\u5468\u6709\u591a\u5c11\u5c0f\u65f6\u662f\u771f\u6b63\u53ef\u652f\u914d\u7684&#xff1f;\u98ce\u9669\u627f\u53d7\u529b\u662f\u5fc3\u7406\u95ee\u9898\u66f4\u662f\u6570\u5b66\u95ee\u9898\u3002<\/p>\n<p> 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polygon,#mermaid-svg-AaUCrSX8ttO9itaH .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-AaUCrSX8ttO9itaH .rough-node .label text,#mermaid-svg-AaUCrSX8ttO9itaH .node .label text,#mermaid-svg-AaUCrSX8ttO9itaH .image-shape .label,#mermaid-svg-AaUCrSX8ttO9itaH .icon-shape .label{text-anchor:middle;}#mermaid-svg-AaUCrSX8ttO9itaH .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-AaUCrSX8ttO9itaH .rough-node .label,#mermaid-svg-AaUCrSX8ttO9itaH .node .label,#mermaid-svg-AaUCrSX8ttO9itaH .image-shape .label,#mermaid-svg-AaUCrSX8ttO9itaH .icon-shape .label{text-align:center;}#mermaid-svg-AaUCrSX8ttO9itaH .node.clickable{cursor:pointer;}#mermaid-svg-AaUCrSX8ttO9itaH .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-AaUCrSX8ttO9itaH .arrowheadPath{fill:#333333;}#mermaid-svg-AaUCrSX8ttO9itaH .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-AaUCrSX8ttO9itaH .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-AaUCrSX8ttO9itaH .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-AaUCrSX8ttO9itaH .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-AaUCrSX8ttO9itaH .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-AaUCrSX8ttO9itaH .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-AaUCrSX8ttO9itaH .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-AaUCrSX8ttO9itaH .cluster text{fill:#333;}#mermaid-svg-AaUCrSX8ttO9itaH .cluster span{color:#333;}#mermaid-svg-AaUCrSX8ttO9itaH div.mermaidTooltip{position:absolute;text-align:center;max-width:200px;padding:2px;font-family:\\&#8221;trebuchet ms\\&#8221;,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-AaUCrSX8ttO9itaH .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-AaUCrSX8ttO9itaH rect.text{fill:none;stroke-width:0;}#mermaid-svg-AaUCrSX8ttO9itaH .icon-shape,#mermaid-svg-AaUCrSX8ttO9itaH .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-AaUCrSX8ttO9itaH .icon-shape p,#mermaid-svg-AaUCrSX8ttO9itaH .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-AaUCrSX8ttO9itaH .icon-shape .label rect,#mermaid-svg-AaUCrSX8ttO9itaH .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-AaUCrSX8ttO9itaH .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-AaUCrSX8ttO9itaH .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-AaUCrSX8ttO9itaH :root{&#8211;mermaid-font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;}<\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u5728\u804c\u4e14\u53ea\u60f3\u6da8\u85aa<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u670910\u5c0f\u65f6\u4ee5\u4e0a\u7a7a\u4f59\u60f3\u5148\u8d5a\u5230\u7b2c\u4e00\u7b14<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>8\u5e74\u4ee5\u4e0a\u7ecf\u9a8c\u6709\u884c\u4e1a\u4eba\u8109<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u80fd\u7a33\u5b9a\u5468\u66f4\u8868\u8fbe\u6b32\u5f3a<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u670912\u4e2a\u6708\u73b0\u91d1\u50a8\u5907\u6709\u660e\u786e\u573a\u666f<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u82f1\u6587\u6587\u6863\u80fd\u529b\u5f3a\u559c\u6b22\u5f00\u6e90<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u662f<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u6682\u4e0d<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u4f60\u7684\u73b0\u72b6&#xff1f;<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u8df3\u69fd\/\u8c03\u85aa1-3\u4e2a\u6708\u51c6\u5907\u4f5c\u54c1\u96c6<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u9879\u76ee\u63a5\u5355\u4ece\u719f\u4eba\u5355\u8d77\u6b65<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u54a8\u8be2\u5148\u505a\u514d\u8d39\u5ba1\u8ba1\u6362\u6848\u4f8b<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u5185\u5bb9\u4e13\u680f&#043;\u516c\u4f17\u53f7\u53cc\u5f00<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>SaaS\u5148\u505a\u5185\u90e8\u5de5\u5177\u9a8c\u8bc1<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u751f\u6001MCP\/\u6280\u80fd\u5305<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u662f\u5426\u7ec4\u5408&#xff1f;<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u63a8\u8350&#xff1a;\u63a5\u5355&#043;\u5185\u5bb9\u73b0\u91d1\u6d41&#043;\u590d\u5229\u8d44\u4ea7\u53cc\u8f68<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u5355\u8def\u5f84\u8dd1\u901a\u518d\u52a0\u7ebf<\/p>\n<p><\/span><\/p>\n<p>\u6211\u7684\u5224\u65ad\u6807\u51c6\u6d53\u7f29\u6210\u4e00\u53e5\u8bdd&#xff1a;\u4e00\u6761\u73b0\u91d1\u6d41\u8def\u5f84&#xff08;\u63a5\u5355\u6216\u5728\u804c&#xff09;&#043; \u4e00\u6761\u590d\u5229\u8d44\u4ea7\u8def\u5f84&#xff08;\u5185\u5bb9\u6216\u751f\u6001&#xff09;&#xff0c;\u662f\u7edd\u5927\u591a\u6570\u4eba\u7684\u6700\u4f18\u8d77\u70b9\u3002\u54a8\u8be2\u7b49\u6709\u4e86 2-3 \u4e2a\u6210\u529f\u6848\u4f8b\u518d\u5f00\u4ef7&#xff0c;SaaS \u7b49\u4f60\u4ece\u63a5\u5355\u91cc\u53d1\u73b0\u91cd\u590d\u51fa\u73b0\u7684\u9700\u6c42\u518d\u52a8\u624b\u2014\u2014\u9700\u6c42\u662f\u4ece\u4ea4\u4ed8\u91cc\u957f\u51fa\u6765\u7684&#xff0c;\u4e0d\u662f\u60f3\u51fa\u6765\u7684\u3002<\/p>\n<h3>\u516d\u3001\u4ee3\u7801\u5b9e\u6218&#xff1a;\u8def\u5f84\u8bc4\u5206\u5668\u4e0e\u73b0\u91d1\u6d41\u6a21\u62df\u5668<\/h3>\n<p>\u8fd9\u4e00\u8282\u4e0a\u4e24\u4e2a\u5de5\u5177&#xff1a;\u4e00\u4e2a\u89e3\u51b3&#034;\u9009\u54ea\u4e9b\u7ebf&#034;&#xff08;\u8def\u5f84\u8bc4\u5206\u5668&#xff09;&#xff0c;\u4e00\u4e2a\u89e3\u51b3&#034;\u7ec4\u5408\u8d77\u6765\u73b0\u91d1\u6d41\u957f\u4ec0\u4e48\u6837&#034;&#xff08;12\u4e2a\u6708\u73b0\u91d1\u6d41\u6a21\u62df\u5668&#xff09;\u3002\u4e24\u4e2a\u90fd\u662f pydantic \u6821\u9a8c&#043;\u65e5\u5fd7\u53cc\u8f93\u51fa\u7684\u5de5\u7a0b\u5316\u5199\u6cd5&#xff0c;\u53c2\u6570\u76f4\u63a5\u53ef\u6539\u590d\u7528\u3002<\/p>\n<h4>\u5b9e\u6218\u4e00&#xff1a;\u53d8\u73b0\u8def\u5f84\u8bc4\u5206\u5668<\/h4>\n<p>\u5149\u6709\u51b3\u7b56\u6811\u8fd8\u662f\u504f\u611f\u6027&#xff0c;\u6211\u628a\u516d\u6761\u8def\u5f84\u548c\u4e2a\u4eba\u73b0\u72b6\u90fd\u91cf\u5316&#xff0c;\u5199\u4e86\u4e2a\u8bc4\u5206\u5668\u3002\u6280\u80fd\u753b\u50cf\u7528 pydantic \u6821\u9a8c&#xff0c;\u8dd1\u8d77\u6765\u662f\u8fd9\u4e2a\u9879\u76ee\u91cc\u7684\u7b2c\u4e00\u4e2a&#034;\u5546\u4e1a\u5de5\u5177&#034;\u4ee3\u7801\u3002\u5148\u770b\u6570\u636e\u6a21\u578b\u548c\u8bc4\u5206\u903b\u8f91&#xff1a;<\/p>\n<p><span class=\"token comment\"># path_scorer.py<\/span><br \/>\n<span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u516d\u6761\u53d8\u73b0\u8def\u5f84\u8bc4\u5206\u5668&#xff1a;\u6309\u4e2a\u4eba\u73b0\u72b6\u7b97\u5339\u914d\u5206&#xff0c;\u8f93\u51fa\u6392\u5e8f\u4e0e\u63a8\u8350\u7ec4\u5408\u3002<\/p>\n<p>\u67b6\u6784&#xff1a;<br \/>\n    UserProfile(\u4e2a\u4eba\u73b0\u72b6) \u2500\u2500\u2510<br \/>\n    PATHS(\u516d\u6761\u8def\u5f84\u753b\u50cf) \u2500\u2500\u2500\u2500\u2534\u2500&gt; score() \u52a0\u6743\u8bc4\u5206 \u2500&gt; \u6392\u5e8f\u8f93\u51fa &#043; \u63a8\u8350\u7ec4\u5408<\/p>\n<p>\u5de5\u7a0b\u89c4\u8303&#xff1a;pydantic\u6821\u9a8c \/ logging\u53cc\u8f93\u51fa\u6309\u6708\u5206\u5272\u4fdd\u755912\u4e2a\u6708<br \/>\n&#034;&#034;&#034;<\/span><\/p>\n<p><span class=\"token keyword\">import<\/span> logging<br \/>\n<span class=\"token keyword\">import<\/span> sys<br \/>\n<span class=\"token keyword\">from<\/span> datetime <span class=\"token keyword\">import<\/span> datetime<br \/>\n<span class=\"token keyword\">from<\/span> pathlib <span class=\"token keyword\">import<\/span> Path<\/p>\n<p><span class=\"token keyword\">from<\/span> pydantic <span class=\"token keyword\">import<\/span> BaseModel<span class=\"token punctuation\">,<\/span> Field<\/p>\n<p>sys<span class=\"token punctuation\">.<\/span>stdout<span class=\"token punctuation\">.<\/span>reconfigure<span class=\"token punctuation\">(<\/span>encoding<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;utf-8&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\nsys<span class=\"token punctuation\">.<\/span>stderr<span class=\"token punctuation\">.<\/span>reconfigure<span class=\"token punctuation\">(<\/span>encoding<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;utf-8&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\"># &#8212;&#8212;&#8212;- \u65e5\u5fd7\u57fa\u5efa&#xff08;\u7cbe\u7b80\u7248&#xff1a;\u63a7\u5236\u53f0&#043;\u6587\u4ef6\u53cc\u8f93\u51fa&#xff0c;\u6309\u6708\u5206\u5272&#xff0c;\u4fdd\u755912\u4e2a\u6708&#xff09; &#8212;&#8212;&#8212;-<\/span><br \/>\n<span class=\"token keyword\">class<\/span> <span class=\"token class-name\">MonthlyFileHandler<\/span><span class=\"token punctuation\">(<\/span>logging<span class=\"token punctuation\">.<\/span>FileHandler<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u6309\u6708\u6eda\u52a8\u65e5\u5fd7\u6587\u4ef6&#xff1a;\u8de8\u6708\u81ea\u52a8\u5207\u6362\u5230 app-YYYY-MM.log&#034;&#034;&#034;<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">__init__<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> log_dir<span class=\"token punctuation\">:<\/span> Path<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>log_dir <span class=\"token operator\">&#061;<\/span> Path<span class=\"token punctuation\">(<\/span>log_dir<span class=\"token punctuation\">)<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>month <span class=\"token operator\">&#061;<\/span> datetime<span class=\"token punctuation\">.<\/span>now<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>strftime<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;%Y-%m&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token builtin\">super<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>__init__<span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">.<\/span>_path<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> mode<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;a&#034;<\/span><span class=\"token punctuation\">,<\/span> encoding<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;utf-8&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">_path<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">.<\/span>log_dir <span class=\"token operator\">\/<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;app-<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>self<span class=\"token punctuation\">.<\/span>month<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">.log&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">emit<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> record<span class=\"token punctuation\">:<\/span> logging<span class=\"token punctuation\">.<\/span>LogRecord<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token boolean\">None<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        now <span class=\"token operator\">&#061;<\/span> datetime<span class=\"token punctuation\">.<\/span>now<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>strftime<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;%Y-%m&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> now <span class=\"token operator\">!&#061;<\/span> self<span class=\"token punctuation\">.<\/span>month<span class=\"token punctuation\">:<\/span>                       <span class=\"token comment\"># \u8de8\u6708&#xff1a;\u5173\u65e7\u53e5\u67c4\u3001\u5f00\u65b0\u6587\u4ef6<\/span><br \/>\n            self<span class=\"token punctuation\">.<\/span>month <span class=\"token operator\">&#061;<\/span> now<br \/>\n            self<span class=\"token punctuation\">.<\/span>close<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            self<span class=\"token punctuation\">.<\/span>baseFilename <span class=\"token operator\">&#061;<\/span> self<span class=\"token punctuation\">.<\/span>_path<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            self<span class=\"token punctuation\">.<\/span>stream <span class=\"token operator\">&#061;<\/span> self<span class=\"token punctuation\">.<\/span>_open<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token builtin\">super<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>emit<span class=\"token punctuation\">(<\/span>record<span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">setup_logging<\/span><span class=\"token punctuation\">(<\/span>name<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;ch14&#034;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> logging<span class=\"token punctuation\">.<\/span>Logger<span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u521d\u59cb\u5316\u53cc\u8f93\u51fa\u65e5\u5fd7&#xff0c;\u5e76\u6e05\u7406\u8d85\u8fc712\u4e2a\u6708\u7684\u5386\u53f2\u6587\u4ef6&#034;&#034;&#034;<\/span><br \/>\n    log_dir <span class=\"token operator\">&#061;<\/span> Path<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;logs&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span> log_dir<span class=\"token punctuation\">.<\/span>mkdir<span class=\"token punctuation\">(<\/span>exist_ok<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    logger <span class=\"token operator\">&#061;<\/span> logging<span class=\"token punctuation\">.<\/span>getLogger<span class=\"token punctuation\">(<\/span>name<span class=\"token punctuation\">)<\/span><br \/>\n    logger<span class=\"token punctuation\">.<\/span>setLevel<span class=\"token punctuation\">(<\/span>logging<span class=\"token punctuation\">.<\/span>INFO<span class=\"token punctuation\">)<\/span><br \/>\n    logger<span class=\"token punctuation\">.<\/span>handlers<span class=\"token punctuation\">.<\/span>clear<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>                         <span class=\"token comment\"># \u5e42\u7b49&#xff1a;\u9632\u91cd\u590d\u8f93\u51fa<\/span><br \/>\n    ch <span class=\"token operator\">&#061;<\/span> logging<span class=\"token punctuation\">.<\/span>StreamHandler<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    ch<span class=\"token punctuation\">.<\/span>setFormatter<span class=\"token punctuation\">(<\/span>logging<span class=\"token punctuation\">.<\/span>Formatter<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;%(asctime)s %(levelname)s %(message)s&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;%H:%M:%S&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    fh <span class=\"token operator\">&#061;<\/span> MonthlyFileHandler<span class=\"token punctuation\">(<\/span>log_dir<span class=\"token punctuation\">)<\/span><br \/>\n    fh<span class=\"token punctuation\">.<\/span>setFormatter<span class=\"token punctuation\">(<\/span>logging<span class=\"token punctuation\">.<\/span>Formatter<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;%(asctime)s | %(levelname)-8s | %(message)s&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    logger<span class=\"token punctuation\">.<\/span>addHandler<span class=\"token punctuation\">(<\/span>ch<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span> logger<span class=\"token punctuation\">.<\/span>addHandler<span class=\"token punctuation\">(<\/span>fh<span class=\"token punctuation\">)<\/span><br \/>\n    now <span class=\"token operator\">&#061;<\/span> datetime<span class=\"token punctuation\">.<\/span>now<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">for<\/span> f <span class=\"token keyword\">in<\/span> log_dir<span class=\"token punctuation\">.<\/span>glob<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;app-*.log&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>             <span class=\"token comment\"># \u4fdd\u755912\u4e2a\u6708<\/span><br \/>\n        <span class=\"token keyword\">try<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            m <span class=\"token operator\">&#061;<\/span> datetime<span class=\"token punctuation\">.<\/span>strptime<span class=\"token punctuation\">(<\/span>f<span class=\"token punctuation\">.<\/span>stem<span class=\"token punctuation\">.<\/span>removeprefix<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;app-&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;%Y-%m&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">except<\/span> ValueError<span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token keyword\">continue<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> <span class=\"token punctuation\">(<\/span>now<span class=\"token punctuation\">.<\/span>year <span class=\"token operator\">&#8211;<\/span> m<span class=\"token punctuation\">.<\/span>year<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">*<\/span> <span class=\"token number\">12<\/span> <span class=\"token operator\">&#043;<\/span> now<span class=\"token punctuation\">.<\/span>month <span class=\"token operator\">&#8211;<\/span> m<span class=\"token punctuation\">.<\/span>month <span class=\"token operator\">&gt;<\/span> <span class=\"token number\">12<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            f<span class=\"token punctuation\">.<\/span>unlink<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> logger<\/p>\n<p>log <span class=\"token operator\">&#061;<\/span> setup_logging<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\"># &#8212;&#8212;&#8212;- \u6570\u636e\u6a21\u578b&#xff1a;pydantic \u6821\u9a8c &#8212;&#8212;&#8212;-<\/span><br \/>\n<span class=\"token keyword\">class<\/span> <span class=\"token class-name\">PathProfile<\/span><span class=\"token punctuation\">(<\/span>BaseModel<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u4e00\u6761\u53d8\u73b0\u8def\u5f84\u7684\u753b\u50cf&#xff08;1-5\u5206\u5236&#xff0c;5\u4e3a\u6700\u9ad8&#xff09;&#034;&#034;&#034;<\/span><br \/>\n    name<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><br \/>\n    threshold<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">int<\/span> <span class=\"token operator\">&#061;<\/span> Field<span class=\"token punctuation\">(<\/span>ge<span class=\"token operator\">&#061;<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">,<\/span> le<span class=\"token operator\">&#061;<\/span><span class=\"token number\">5<\/span><span class=\"token punctuation\">,<\/span> description<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;\u95e8\u69db&#xff1a;\u6280\u80fd\/\u7ecf\u9a8c\/\u8d44\u5386\u8981\u6c42&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    cost<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">int<\/span> <span class=\"token operator\">&#061;<\/span> Field<span class=\"token punctuation\">(<\/span>ge<span class=\"token operator\">&#061;<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">,<\/span> le<span class=\"token operator\">&#061;<\/span><span class=\"token number\">5<\/span><span class=\"token punctuation\">,<\/span> description<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;\u542f\u52a8\u6210\u672c&#xff1a;\u8d44\u91d1&#043;\u65f6\u95f4\u6295\u5165&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    risk<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">int<\/span> <span class=\"token operator\">&#061;<\/span> Field<span class=\"token punctuation\">(<\/span>ge<span class=\"token operator\">&#061;<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">,<\/span> le<span class=\"token operator\">&#061;<\/span><span class=\"token number\">5<\/span><span class=\"token punctuation\">,<\/span> description<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;\u6536\u5165\u6ce2\u52a8\u98ce\u9669&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    months_to_revenue<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">int<\/span> <span class=\"token operator\">&#061;<\/span> Field<span class=\"token punctuation\">(<\/span>ge<span class=\"token operator\">&#061;<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">,<\/span> le<span class=\"token operator\">&#061;<\/span><span class=\"token number\">12<\/span><span class=\"token punctuation\">,<\/span> description<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;\u89c1\u6548\u6708\u6570&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    hours_per_week<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">int<\/span> <span class=\"token operator\">&#061;<\/span> Field<span class=\"token punctuation\">(<\/span>ge<span class=\"token operator\">&#061;<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">,<\/span> description<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;\u6bcf\u5468\u9700\u6295\u5165\u5c0f\u65f6&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">UserProfile<\/span><span class=\"token punctuation\">(<\/span>BaseModel<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u4e2a\u4eba\u73b0\u72b6\u5feb\u7167&#034;&#034;&#034;<\/span><br \/>\n    employed<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">bool<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token boolean\">True<\/span>                <span class=\"token comment\"># \u662f\u5426\u5728\u804c<\/span><br \/>\n    years<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">int<\/span> <span class=\"token operator\">&#061;<\/span> Field<span class=\"token punctuation\">(<\/span>ge<span class=\"token operator\">&#061;<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">,<\/span> le<span class=\"token operator\">&#061;<\/span><span class=\"token number\">20<\/span><span class=\"token punctuation\">,<\/span> description<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;\u5f00\u53d1\u7ecf\u9a8c\u5e74\u6570&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    express<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">int<\/span> <span class=\"token operator\">&#061;<\/span> Field<span class=\"token punctuation\">(<\/span>ge<span class=\"token operator\">&#061;<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">,<\/span> le<span class=\"token operator\">&#061;<\/span><span class=\"token number\">5<\/span><span class=\"token punctuation\">,<\/span> description<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;\u8868\u8fbe\/\u5199\u4f5c\u80fd\u529b&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    risk<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">int<\/span> <span class=\"token operator\">&#061;<\/span> Field<span class=\"token punctuation\">(<\/span>ge<span class=\"token operator\">&#061;<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">,<\/span> le<span class=\"token operator\">&#061;<\/span><span class=\"token number\">5<\/span><span class=\"token punctuation\">,<\/span> description<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;\u98ce\u9669\u627f\u53d7\u529b&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    hours_per_week<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">int<\/span> <span class=\"token operator\">&#061;<\/span> Field<span class=\"token punctuation\">(<\/span>ge<span class=\"token operator\">&#061;<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">,<\/span> description<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;\u6bcf\u5468\u53ef\u6295\u5165\u5c0f\u65f6&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    savings_months<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">int<\/span> <span class=\"token operator\">&#061;<\/span> Field<span class=\"token punctuation\">(<\/span>ge<span class=\"token operator\">&#061;<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">,<\/span> description<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;\u73b0\u91d1\u50a8\u5907\u53ef\u6491\u6708\u6570&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\"># \u516d\u6761\u8def\u5f84\u753b\u50cf&#xff08;\u4e0e\u6b63\u6587\u5bf9\u7167\u8868\u4e00\u81f4&#xff09;<\/span><br \/>\nPATHS <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><br \/>\n    PathProfile<span class=\"token punctuation\">(<\/span>name<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;\u8df3\u69fd\/\u8c03\u85aa&#034;<\/span><span class=\"token punctuation\">,<\/span> threshold<span class=\"token operator\">&#061;<\/span><span class=\"token number\">3<\/span><span class=\"token punctuation\">,<\/span> cost<span class=\"token operator\">&#061;<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">,<\/span> risk<span class=\"token operator\">&#061;<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">,<\/span> months_to_revenue<span class=\"token operator\">&#061;<\/span><span class=\"token number\">2<\/span><span class=\"token punctuation\">,<\/span> hours_per_week<span class=\"token operator\">&#061;<\/span><span class=\"token number\">8<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    PathProfile<span class=\"token punctuation\">(<\/span>name<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;\u9879\u76ee\u63a5\u5355&#034;<\/span><span class=\"token punctuation\">,<\/span> threshold<span class=\"token operator\">&#061;<\/span><span class=\"token number\">3<\/span><span class=\"token punctuation\">,<\/span> cost<span class=\"token operator\">&#061;<\/span><span class=\"token number\">2<\/span><span class=\"token punctuation\">,<\/span> risk<span class=\"token operator\">&#061;<\/span><span class=\"token number\">3<\/span><span class=\"token punctuation\">,<\/span> months_to_revenue<span class=\"token operator\">&#061;<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">,<\/span> hours_per_week<span class=\"token operator\">&#061;<\/span><span class=\"token number\">20<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    PathProfile<span class=\"token punctuation\">(<\/span>name<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;\u4f01\u4e1a\u54a8\u8be2&#034;<\/span><span class=\"token punctuation\">,<\/span> threshold<span class=\"token operator\">&#061;<\/span><span class=\"token number\">5<\/span><span class=\"token punctuation\">,<\/span> cost<span class=\"token operator\">&#061;<\/span><span class=\"token number\">3<\/span><span class=\"token punctuation\">,<\/span> risk<span class=\"token operator\">&#061;<\/span><span class=\"token number\">3<\/span><span class=\"token punctuation\">,<\/span> months_to_revenue<span class=\"token operator\">&#061;<\/span><span class=\"token number\">3<\/span><span class=\"token punctuation\">,<\/span> hours_per_week<span class=\"token operator\">&#061;<\/span><span class=\"token number\">12<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    PathProfile<span class=\"token punctuation\">(<\/span>name<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;\u5185\u5bb9\u53d8\u73b0&#034;<\/span><span class=\"token punctuation\">,<\/span> threshold<span class=\"token operator\">&#061;<\/span><span class=\"token number\">2<\/span><span class=\"token punctuation\">,<\/span> cost<span class=\"token operator\">&#061;<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">,<\/span> risk<span class=\"token operator\">&#061;<\/span><span class=\"token number\">3<\/span><span class=\"token punctuation\">,<\/span> months_to_revenue<span class=\"token operator\">&#061;<\/span><span class=\"token number\">4<\/span><span class=\"token punctuation\">,<\/span> hours_per_week<span class=\"token operator\">&#061;<\/span><span class=\"token number\">10<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    PathProfile<span class=\"token punctuation\">(<\/span>name<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;SaaS\u4ea7\u54c1&#034;<\/span><span class=\"token punctuation\">,<\/span> threshold<span class=\"token operator\">&#061;<\/span><span class=\"token number\">5<\/span><span class=\"token punctuation\">,<\/span> cost<span class=\"token operator\">&#061;<\/span><span class=\"token number\">5<\/span><span class=\"token punctuation\">,<\/span> risk<span class=\"token operator\">&#061;<\/span><span class=\"token number\">5<\/span><span class=\"token punctuation\">,<\/span> months_to_revenue<span class=\"token operator\">&#061;<\/span><span class=\"token number\">9<\/span><span class=\"token punctuation\">,<\/span> hours_per_week<span class=\"token operator\">&#061;<\/span><span class=\"token number\">30<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    PathProfile<span class=\"token punctuation\">(<\/span>name<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;MCP\u751f\u6001&#034;<\/span><span class=\"token punctuation\">,<\/span> threshold<span class=\"token operator\">&#061;<\/span><span class=\"token number\">3<\/span><span class=\"token punctuation\">,<\/span> cost<span class=\"token operator\">&#061;<\/span><span class=\"token number\">3<\/span><span class=\"token punctuation\">,<\/span> risk<span class=\"token operator\">&#061;<\/span><span class=\"token number\">3<\/span><span class=\"token punctuation\">,<\/span> months_to_revenue<span class=\"token operator\">&#061;<\/span><span class=\"token number\">4<\/span><span class=\"token punctuation\">,<\/span> hours_per_week<span class=\"token operator\">&#061;<\/span><span class=\"token number\">10<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n<span class=\"token punctuation\">]<\/span><\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">skill_level<\/span><span class=\"token punctuation\">(<\/span>u<span class=\"token punctuation\">:<\/span> UserProfile<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token builtin\">int<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u7531\u7ecf\u9a8c&#043;\u8868\u8fbe\u529b\u6298\u7b97\u7efc\u5408\u80fd\u529b\u7b49\u7ea7&#xff08;1-5&#xff09;&#034;&#034;&#034;<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> <span class=\"token builtin\">max<\/span><span class=\"token punctuation\">(<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token builtin\">min<\/span><span class=\"token punctuation\">(<\/span><span class=\"token number\">5<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token builtin\">round<\/span><span class=\"token punctuation\">(<\/span>u<span class=\"token punctuation\">.<\/span>years <span class=\"token operator\">\/<\/span> <span class=\"token number\">4<\/span> <span class=\"token operator\">&#043;<\/span> <span class=\"token number\">0.6<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#043;<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token number\">1<\/span> <span class=\"token keyword\">if<\/span> u<span class=\"token punctuation\">.<\/span>express <span class=\"token operator\">&gt;&#061;<\/span> <span class=\"token number\">4<\/span> <span class=\"token keyword\">else<\/span> <span class=\"token number\">0<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">resource_level<\/span><span class=\"token punctuation\">(<\/span>u<span class=\"token punctuation\">:<\/span> UserProfile<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token builtin\">int<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u7531\u73b0\u91d1\u50a8\u5907&#043;\u53ef\u6295\u5165\u65f6\u95f4\u6298\u7b97\u8d44\u6e90\u7b49\u7ea7&#xff08;1-5&#xff09;&#034;&#034;&#034;<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> <span class=\"token builtin\">max<\/span><span class=\"token punctuation\">(<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token builtin\">min<\/span><span class=\"token punctuation\">(<\/span><span class=\"token number\">5<\/span><span class=\"token punctuation\">,<\/span> u<span class=\"token punctuation\">.<\/span>savings_months <span class=\"token operator\">\/\/<\/span> <span class=\"token number\">3<\/span> <span class=\"token operator\">&#043;<\/span> u<span class=\"token punctuation\">.<\/span>hours_per_week <span class=\"token operator\">\/\/<\/span> <span class=\"token number\">15<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">score<\/span><span class=\"token punctuation\">(<\/span>p<span class=\"token punctuation\">:<\/span> PathProfile<span class=\"token punctuation\">,<\/span> u<span class=\"token punctuation\">:<\/span> UserProfile<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token builtin\">float<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u52a0\u6743\u8bc4\u5206&#xff1a;\u80fd\u529b\/\u8d44\u6e90\/\u98ce\u9669\/\u89c1\u6548\/\u65f6\u95f4 \u56db\u7ef4\u52a0\u6743&#xff0c;\u8f93\u51fa0-100&#034;&#034;&#034;<\/span><br \/>\n    ability <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">5<\/span> <span class=\"token operator\">&#8211;<\/span> <span class=\"token builtin\">max<\/span><span class=\"token punctuation\">(<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">,<\/span> p<span class=\"token punctuation\">.<\/span>threshold <span class=\"token operator\">&#8211;<\/span> skill_level<span class=\"token punctuation\">(<\/span>u<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span>          <span class=\"token comment\"># \u80fd\u529b\u5339\u914d<\/span><br \/>\n    resource <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">5<\/span> <span class=\"token operator\">&#8211;<\/span> <span class=\"token builtin\">max<\/span><span class=\"token punctuation\">(<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">,<\/span> p<span class=\"token punctuation\">.<\/span>cost <span class=\"token operator\">&#8211;<\/span> resource_level<span class=\"token punctuation\">(<\/span>u<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span>           <span class=\"token comment\"># \u8d44\u6e90\u5339\u914d<\/span><br \/>\n    safety <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">5<\/span> <span class=\"token operator\">&#8211;<\/span> <span class=\"token builtin\">max<\/span><span class=\"token punctuation\">(<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">,<\/span> p<span class=\"token punctuation\">.<\/span>risk <span class=\"token operator\">&#8211;<\/span> u<span class=\"token punctuation\">.<\/span>risk<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#043;<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token number\">1<\/span> <span class=\"token keyword\">if<\/span> u<span class=\"token punctuation\">.<\/span>employed <span class=\"token keyword\">else<\/span> <span class=\"token number\">0<\/span><span class=\"token punctuation\">)<\/span>  <span class=\"token comment\"># \u98ce\u9669\u5339\u914d&#xff08;\u5728\u804c\u53ef\u52a0\u5206&#xff09;<\/span><br \/>\n    speed <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">6<\/span> <span class=\"token operator\">&#8211;<\/span> <span class=\"token builtin\">min<\/span><span class=\"token punctuation\">(<\/span><span class=\"token number\">6<\/span><span class=\"token punctuation\">,<\/span> p<span class=\"token punctuation\">.<\/span>months_to_revenue<span class=\"token punctuation\">)<\/span>                     <span class=\"token comment\"># \u89c1\u6548\u8d8a\u5feb\u5206\u8d8a\u9ad8<\/span><br \/>\n    fit_hours <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">5<\/span> <span class=\"token keyword\">if<\/span> u<span class=\"token punctuation\">.<\/span>hours_per_week <span class=\"token operator\">&gt;&#061;<\/span> p<span class=\"token punctuation\">.<\/span>hours_per_week <span class=\"token keyword\">else<\/span> <span class=\"token builtin\">round<\/span><span class=\"token punctuation\">(<\/span><span class=\"token number\">5<\/span> <span class=\"token operator\">*<\/span> u<span class=\"token punctuation\">.<\/span>hours_per_week <span class=\"token operator\">\/<\/span> p<span class=\"token punctuation\">.<\/span>hours_per_week<span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> <span class=\"token builtin\">round<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">(<\/span><span class=\"token number\">0.35<\/span> <span class=\"token operator\">*<\/span> ability <span class=\"token operator\">&#043;<\/span> <span class=\"token number\">0.2<\/span> <span class=\"token operator\">*<\/span> resource <span class=\"token operator\">&#043;<\/span> <span class=\"token number\">0.2<\/span> <span class=\"token operator\">*<\/span> safety <span class=\"token operator\">&#043;<\/span> <span class=\"token number\">0.15<\/span> <span class=\"token operator\">*<\/span> speed <span class=\"token operator\">&#043;<\/span> <span class=\"token number\">0.1<\/span> <span class=\"token operator\">*<\/span> fit_hours<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">*<\/span> <span class=\"token number\">20<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">1<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">main<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token boolean\">None<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    me <span class=\"token operator\">&#061;<\/span> UserProfile<span class=\"token punctuation\">(<\/span>employed<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">,<\/span> years<span class=\"token operator\">&#061;<\/span><span class=\"token number\">5<\/span><span class=\"token punctuation\">,<\/span> express<span class=\"token operator\">&#061;<\/span><span class=\"token number\">4<\/span><span class=\"token punctuation\">,<\/span> risk<span class=\"token operator\">&#061;<\/span><span class=\"token number\">3<\/span><span class=\"token punctuation\">,<\/span> hours_per_week<span class=\"token operator\">&#061;<\/span><span class=\"token number\">18<\/span><span class=\"token punctuation\">,<\/span> savings_months<span class=\"token operator\">&#061;<\/span><span class=\"token number\">6<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    log<span class=\"token punctuation\">.<\/span>info<span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u4e2a\u4eba\u753b\u50cf: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>me<span class=\"token punctuation\">.<\/span>model_dump<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    ranked <span class=\"token operator\">&#061;<\/span> <span class=\"token builtin\">sorted<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">(<\/span>score<span class=\"token punctuation\">(<\/span>p<span class=\"token punctuation\">,<\/span> me<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> p<span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">for<\/span> p <span class=\"token keyword\">in<\/span> PATHS<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> key<span class=\"token operator\">&#061;<\/span><span class=\"token keyword\">lambda<\/span> x<span class=\"token punctuation\">:<\/span> <span class=\"token operator\">&#8211;<\/span>x<span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    log<span class=\"token punctuation\">.<\/span>info<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;&#061;&#034;<\/span> <span class=\"token operator\">*<\/span> <span class=\"token number\">56<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    log<span class=\"token punctuation\">.<\/span>info<span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#039;\u8def\u5f84&#039;<\/span><span class=\"token punctuation\">:<\/span><span class=\"token format-spec\">&lt;8<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#039;\u5339\u914d\u5206&#039;<\/span><span class=\"token punctuation\">:<\/span><span class=\"token format-spec\">&gt;8<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">   \u95e8\u69db \u6210\u672c \u98ce\u9669 \u89c1\u6548(\u6708) \u5468\u5c0f\u65f6&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">for<\/span> s<span class=\"token punctuation\">,<\/span> p <span class=\"token keyword\">in<\/span> ranked<span class=\"token punctuation\">:<\/span><br \/>\n        bar <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;\u2588&#034;<\/span> <span class=\"token operator\">*<\/span> <span class=\"token builtin\">int<\/span><span class=\"token punctuation\">(<\/span>s <span class=\"token operator\">\/\/<\/span> <span class=\"token number\">10<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        log<span class=\"token punctuation\">.<\/span>info<span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>p<span class=\"token punctuation\">.<\/span>name<span class=\"token punctuation\">:<\/span><span class=\"token format-spec\">&lt;8<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>s<span class=\"token punctuation\">:<\/span><span class=\"token format-spec\">&gt;8<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>bar<span class=\"token punctuation\">:<\/span><span class=\"token format-spec\">&lt;10<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>p<span class=\"token punctuation\">.<\/span>threshold<span class=\"token punctuation\">:<\/span><span class=\"token format-spec\">&gt;4<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>p<span class=\"token punctuation\">.<\/span>cost<span class=\"token punctuation\">:<\/span><span class=\"token format-spec\">&gt;4<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>p<span class=\"token punctuation\">.<\/span>risk<span class=\"token punctuation\">:<\/span><span class=\"token format-spec\">&gt;4<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>p<span class=\"token punctuation\">.<\/span>months_to_revenue<span class=\"token punctuation\">:<\/span><span class=\"token format-spec\">&gt;6<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>p<span class=\"token punctuation\">.<\/span>hours_per_week<span class=\"token punctuation\">:<\/span><span class=\"token format-spec\">&gt;6<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    top3 <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span>p<span class=\"token punctuation\">.<\/span>name <span class=\"token keyword\">for<\/span> _<span class=\"token punctuation\">,<\/span> p <span class=\"token keyword\">in<\/span> ranked<span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">:<\/span><span class=\"token number\">3<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">]<\/span><br \/>\n    combo <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span>n <span class=\"token keyword\">for<\/span> n <span class=\"token keyword\">in<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;\u5185\u5bb9\u53d8\u73b0&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;\u9879\u76ee\u63a5\u5355&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;MCP\u751f\u6001&#034;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token keyword\">if<\/span> n <span class=\"token keyword\">in<\/span> top3<span class=\"token punctuation\">]<\/span> <span class=\"token keyword\">or<\/span> top3<span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">:<\/span><span class=\"token number\">2<\/span><span class=\"token punctuation\">]<\/span><br \/>\n    log<span class=\"token punctuation\">.<\/span>info<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;&#061;&#034;<\/span> <span class=\"token operator\">*<\/span> <span class=\"token number\">56<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    log<span class=\"token punctuation\">.<\/span>info<span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u63a8\u8350\u7ec4\u5408&#xff08;2-3\u6761\u5e76\u884c&#xff09;: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#039; &#043; &#039;<\/span><span class=\"token punctuation\">.<\/span>join<span class=\"token punctuation\">(<\/span>combo<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><br \/>\n    log<span class=\"token punctuation\">.<\/span>info<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u539f\u5219&#xff1a;\u4e00\u6761\u73b0\u91d1\u6d41&#xff08;\u63a5\u5355\/\u5728\u804c&#xff09;&#043; \u4e00\u6761\u590d\u5229\u8d44\u4ea7&#xff08;\u5185\u5bb9\/\u751f\u6001&#xff09;&#043; \u89c6\u60c5\u51b5\u4e00\u6761\u9ad8\u5929\u82b1\u677f&#xff08;\u54a8\u8be2\/SaaS&#xff09;&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token keyword\">if<\/span> __name__ <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#034;__main__&#034;<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    main<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>\u4ee5\u6211\u81ea\u5df1\u5f53\u65f6\u7684\u753b\u50cf&#xff08;\u5728\u804c\u30015\u5e74\u7ecf\u9a8c\u3001\u8868\u8fbe\u529b4\u3001\u98ce\u9669\u627f\u53d73\u3001\u6bcf\u546818\u5c0f\u65f6\u3001\u50a8\u59076\u4e2a\u6708&#xff09;\u8dd1\u51fa\u6765\u7684\u771f\u5b9e\u8f93\u51fa&#xff1a;<\/p>\n<p>12:07:32 INFO \u4e2a\u4eba\u753b\u50cf: {&#039;employed&#039;: True, &#039;years&#039;: 5, &#039;express&#039;: 4, &#039;risk&#039;: 3, &#039;hours_per_week&#039;: 18, &#039;savings_months&#039;: 6}<br \/>\n12:07:32 INFO &#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;<br \/>\n12:07:32 INFO \u8def\u5f84           \u5339\u914d\u5206   \u95e8\u69db \u6210\u672c \u98ce\u9669 \u89c1\u6548(\u6708) \u5468\u5c0f\u65f6<br \/>\n12:07:32 INFO \u9879\u76ee\u63a5\u5355       102.0 \u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588    3    2    3      1     20<br \/>\n12:07:32 INFO \u8df3\u69fd\/\u8c03\u85aa      101.0 \u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588    3    1    1      2      8<br \/>\n12:07:32 INFO \u5185\u5bb9\u53d8\u73b0        95.0 \u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588     2    1    3      4     10<br \/>\n12:07:32 INFO MCP\u751f\u6001       95.0 \u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588     3    3    3      4     10<br \/>\n12:07:32 INFO \u4f01\u4e1a\u54a8\u8be2        84.0 \u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588      5    3    3      3    12<br \/>\n12:07:32 INFO SaaS\u4ea7\u54c1      55.0 \u2588\u2588\u2588\u2588\u2588         5    5    5      9     30<br \/>\n12:07:32 INFO &#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;<br \/>\n12:07:32 INFO \u63a8\u8350\u7ec4\u5408&#xff08;2-3\u6761\u5e76\u884c&#xff09;: \u5185\u5bb9\u53d8\u73b0 &#043; \u9879\u76ee\u63a5\u5355<br \/>\n12:07:32 INFO \u539f\u5219&#xff1a;\u4e00\u6761\u73b0\u91d1\u6d41&#xff08;\u63a5\u5355\/\u5728\u804c&#xff09;&#043; \u4e00\u6761\u590d\u5229\u8d44\u4ea7&#xff08;\u5185\u5bb9\/\u751f\u6001&#xff09;&#043; \u89c6\u60c5\u51b5\u4e00\u6761\u9ad8\u5929\u82b1\u677f&#xff08;\u54a8\u8be2\/SaaS&#xff09;<\/p>\n<p>\u51e0\u4e2a\u5b9e\u73b0\u7ec6\u8282\u503c\u5f97\u8bf4\u3002\u7b2c\u4e00&#xff0c;\u5339\u914d\u5206\u8d85\u8fc7 100 \u4e0d\u662f bug\u2014\u2014safety \u91cc\u5728\u804c\u8005\u52a0\u4e86 1 \u5206\u88f8\u5206\u518d\u4e58\u6743\u91cd\u653e\u5927&#xff0c;\u8bf4\u660e\u8fd9\u4e2a\u6a21\u578b\u7684\u8f93\u51fa\u662f\u76f8\u5bf9\u6392\u5e8f\u800c\u4e0d\u662f\u7edd\u5bf9\u5206&#xff0c;\u770b\u540d\u6b21\u522b\u770b\u7edd\u5bf9\u503c\u3002\u7b2c\u4e8c&#xff0c;SaaS \u62ff 55 \u5206\u4e0d\u662f\u56e0\u4e3a\u5b83\u4e0d\u597d&#xff0c;\u800c\u662f\u5b83\u5bf9\u8fd9\u4e2a\u753b\u50cf&#xff08;\u6bcf\u5468\u53ea\u6709 18 \u5c0f\u65f6&#xff09;\u4e25\u91cd\u4e0d\u5339\u914d&#xff1a;SaaS \u9700\u8981\u6bcf\u5468 30 \u5c0f\u65f6&#xff0c;fit_hours \u9879\u76f4\u63a5\u780d\u534a\u3002\u6362\u4e2a\u5931\u4e1a\u4f46\u6709 18 \u4e2a\u6708\u50a8\u5907\u7684\u753b\u50cf&#xff0c;\u6392\u5e8f\u4f1a\u5b8c\u5168\u53d8\u6837\u2014\u2014\u4f60\u53ef\u4ee5\u81ea\u5df1\u6539\u53c2\u6570\u8dd1\u3002\u7b2c\u4e09&#xff0c;\u65e5\u5fd7\u8d70\u4e86\u63a7\u5236\u53f0&#043;\u6587\u4ef6\u53cc\u8f93\u51fa&#xff0c;\u6708\u5ea6\u6587\u4ef6 logs\/app-2026-09.log \u91cc\u5b57\u6bb5\u7528 | \u5206\u9694&#xff0c;\u4e09\u4e2a\u6708\u540e\u56de\u770b&#034;\u6211\u5f53\u65f6\u4e3a\u4ec0\u4e48\u8fd9\u4e48\u9009&#034;&#xff0c;\u8bc1\u636e\u90fd\u5728\u3002<\/p>\n<p>\u8e29\u5751\u63d0\u793a&#xff1a;\u8bc4\u5206\u5668\u6700\u5927\u7684\u5751\u662f\u53c2\u6570\u81ea\u6b3a\u3002\u98ce\u9669\u627f\u53d7\u529b\u586b 5 \u7684\u4eba&#xff0c;\u5f80\u5f80\u6ca1\u7ecf\u5386\u8fc7\u8fde\u7eed\u4e09\u4e2a\u6708\u96f6\u6536\u5165\u3002\u6211\u7684\u6821\u51c6\u65b9\u6cd5\u662f\u62ff\u771f\u5b9e\u5386\u53f2\u95ee\u81ea\u5df1&#xff1a;\u4e0a\u4e00\u6b21\u6536\u5165\u780d\u534a\u65f6\u6211\u662f\u4ec0\u4e48\u53cd\u5e94&#xff1f;\u5982\u679c\u7b54\u6848\u662f&#034;\u7126\u8651\u5230\u5931\u7720&#034;&#xff0c;\u98ce\u9669\u627f\u53d7\u529b\u5c31\u662f 2&#xff0c;\u4e0d\u662f 5\u3002\u53c2\u6570\u8bda\u5b9e&#xff0c;\u6392\u5e8f\u624d\u6709\u7528\u3002<\/p>\n<h4>\u5b9e\u6218\u4e8c&#xff1a;\u7ec4\u5408\u7b56\u7565\u768412\u4e2a\u6708\u73b0\u91d1\u6d41\u6a21\u62df<\/h4>\n<p>\u8bc4\u5206\u5668\u89e3\u51b3&#034;\u9009\u54ea\u4e9b\u7ebf&#034;&#xff0c;\u7b2c\u4e8c\u4e2a\u5de5\u5177\u89e3\u51b3&#034;\u7ec4\u5408\u8d77\u6765\u73b0\u91d1\u6d41\u957f\u4ec0\u4e48\u6837&#034;\u3002\u6a21\u578b\u5f88\u7b80\u5355&#xff1a;\u6bcf\u6761\u8def\u5f84\u6709\u8d77\u59cb\u6708\u3001\u722c\u5761\u671f\u3001\u5929\u82b1\u677f\u3001\u6210\u4ea4\u6982\u7387\u671f\u671b\u548c\u6708\u6210\u672c&#xff0c;\u51c0\u6536\u5165 &#061; \u5929\u82b1\u677f \u00d7 \u722c\u5761\u7cfb\u6570 \u00d7 \u6982\u7387\u671f\u671b &#8211; \u6210\u672c\u3002<\/p>\n<p><span class=\"token comment\"># portfolio_sim.py<\/span><br \/>\n<span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u7ec4\u5408\u7b56\u7565\u73b0\u91d1\u6d41\u6a21\u62df\u5668&#xff1a;\u5355\u8def\u5f84 vs \u7ec4\u5408\u8def\u5f84\u768412\u4e2a\u6708\u6536\u5165\u63a8\u6f14\u3002<\/p>\n<p>\u6a21\u578b&#xff1a;\u6bcf\u6708\u51c0\u6536\u5165 &#061; \u5929\u82b1\u677f \u00d7 \u722c\u5761\u7cfb\u6570 \u00d7 \u6210\u4ea4\u6982\u7387\u671f\u671b &#8211; \u6708\u6210\u672c<br \/>\n      \u722c\u5761\u7cfb\u6570 &#061; min(1, max(0, (\u6708\u4efd &#8211; \u8d77\u59cb\u6708 &#043; 1) \/ \u722c\u5761\u671f))<br \/>\n&#034;&#034;&#034;<\/span><\/p>\n<p><span class=\"token keyword\">import<\/span> logging<br \/>\n<span class=\"token keyword\">import<\/span> sys<br \/>\n<span class=\"token keyword\">from<\/span> pathlib <span class=\"token keyword\">import<\/span> Path<\/p>\n<p><span class=\"token keyword\">from<\/span> pydantic <span class=\"token keyword\">import<\/span> BaseModel<span class=\"token punctuation\">,<\/span> Field<\/p>\n<p>sys<span class=\"token punctuation\">.<\/span>stdout<span class=\"token punctuation\">.<\/span>reconfigure<span class=\"token punctuation\">(<\/span>encoding<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;utf-8&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span> sys<span class=\"token punctuation\">.<\/span>stderr<span class=\"token punctuation\">.<\/span>reconfigure<span class=\"token punctuation\">(<\/span>encoding<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;utf-8&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>Path<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;logs&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>mkdir<span class=\"token punctuation\">(<\/span>exist_ok<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">)<\/span>  <span class=\"token comment\"># \u65e5\u5fd7\u76ee\u5f55\u5148\u5efa\u597d&#xff0c;FileHandler \u624d\u80fd\u6253\u5f00<\/span><br \/>\nlogging<span class=\"token punctuation\">.<\/span>basicConfig<span class=\"token punctuation\">(<\/span>level<span class=\"token operator\">&#061;<\/span>logging<span class=\"token punctuation\">.<\/span>INFO<span class=\"token punctuation\">,<\/span> <span class=\"token builtin\">format<\/span><span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;%(asctime)s %(levelname)s %(message)s&#034;<\/span><span class=\"token punctuation\">,<\/span> datefmt<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;%H:%M:%S&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                    handlers<span class=\"token operator\">&#061;<\/span><span class=\"token punctuation\">[<\/span>logging<span class=\"token punctuation\">.<\/span>StreamHandler<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> logging<span class=\"token punctuation\">.<\/span>FileHandler<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;logs\/sim-2026-09.log&#034;<\/span><span class=\"token punctuation\">,<\/span> encoding<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;utf-8&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><br \/>\nlog <span class=\"token operator\">&#061;<\/span> logging<span class=\"token punctuation\">.<\/span>getLogger<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;sim&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">PathSim<\/span><span class=\"token punctuation\">(<\/span>BaseModel<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u5355\u6761\u8def\u5f84\u7684\u73b0\u91d1\u6d41\u53c2\u6570&#034;&#034;&#034;<\/span><br \/>\n    name<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><br \/>\n    start_month<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">int<\/span> <span class=\"token operator\">&#061;<\/span> Field<span class=\"token punctuation\">(<\/span>ge<span class=\"token operator\">&#061;<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">,<\/span> le<span class=\"token operator\">&#061;<\/span><span class=\"token number\">12<\/span><span class=\"token punctuation\">,<\/span> description<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;\u7b2c\u51e0\u4e2a\u6708\u5f00\u59cb\u6709\u6536\u5165&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    ramp_months<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">int<\/span> <span class=\"token operator\">&#061;<\/span> Field<span class=\"token punctuation\">(<\/span>ge<span class=\"token operator\">&#061;<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">,<\/span> description<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;\u722c\u5761\u5230\u5929\u82b1\u677f\u6240\u9700\u6708\u6570&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    ceiling<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">float<\/span> <span class=\"token operator\">&#061;<\/span> Field<span class=\"token punctuation\">(<\/span>gt<span class=\"token operator\">&#061;<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">,<\/span> description<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;\u6210\u719f\u671f\u6708\u6536\u5165&#xff08;\u5143&#xff09;&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    win_rate<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">float<\/span> <span class=\"token operator\">&#061;<\/span> Field<span class=\"token punctuation\">(<\/span>gt<span class=\"token operator\">&#061;<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">,<\/span> le<span class=\"token operator\">&#061;<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">,<\/span> description<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;\u6210\u4ea4\/\u6210\u529f\u6982\u7387\u671f\u671b&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    monthly_cost<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">float<\/span> <span class=\"token operator\">&#061;<\/span> Field<span class=\"token punctuation\">(<\/span>ge<span class=\"token operator\">&#061;<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">,<\/span> description<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;\u6708\u6210\u672c&#xff08;API\/\u5de5\u5177\/\u5916\u5305&#xff09;&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">revenue<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> m<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">int<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token builtin\">float<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u7b2cm\u4e2a\u6708\u7684\u51c0\u6536\u5165&#xff08;\u722c\u5761\u00d7\u6982\u7387\u671f\u671b &#8211; \u6210\u672c&#xff09;&#034;&#034;&#034;<\/span><br \/>\n        ramp <span class=\"token operator\">&#061;<\/span> <span class=\"token builtin\">min<\/span><span class=\"token punctuation\">(<\/span><span class=\"token number\">1.0<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token builtin\">max<\/span><span class=\"token punctuation\">(<\/span><span class=\"token number\">0.0<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token punctuation\">(<\/span>m <span class=\"token operator\">&#8211;<\/span> self<span class=\"token punctuation\">.<\/span>start_month <span class=\"token operator\">&#043;<\/span> <span class=\"token number\">1<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">\/<\/span> self<span class=\"token punctuation\">.<\/span>ramp_months<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> self<span class=\"token punctuation\">.<\/span>ceiling <span class=\"token operator\">*<\/span> ramp <span class=\"token operator\">*<\/span> self<span class=\"token punctuation\">.<\/span>win_rate <span class=\"token operator\">&#8211;<\/span> self<span class=\"token punctuation\">.<\/span>monthly_cost<\/p>\n<p><span class=\"token comment\"># \u4e09\u79cd\u7b56\u7565\u7684\u8def\u5f84\u7ec4\u5408&#xff08;\u4e0e\u6b63\u6587\u7ec4\u5408\u7b56\u7565\u5bf9\u5e94&#xff09;<\/span><br \/>\nPLANS <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token string\">&#034;\u5355\u5e72\u63a5\u5355&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">[<\/span>PathSim<span class=\"token punctuation\">(<\/span>name<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;\u63a5\u5355&#034;<\/span><span class=\"token punctuation\">,<\/span> start_month<span class=\"token operator\">&#061;<\/span><span class=\"token number\">2<\/span><span class=\"token punctuation\">,<\/span> ramp_months<span class=\"token operator\">&#061;<\/span><span class=\"token number\">3<\/span><span class=\"token punctuation\">,<\/span> ceiling<span class=\"token operator\">&#061;<\/span><span class=\"token number\">30000<\/span><span class=\"token punctuation\">,<\/span> win_rate<span class=\"token operator\">&#061;<\/span><span class=\"token number\">0.8<\/span><span class=\"token punctuation\">,<\/span> monthly_cost<span class=\"token operator\">&#061;<\/span><span class=\"token number\">1500<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token string\">&#034;\u5185\u5bb9&#043;\u63a5\u5355&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">[<\/span>PathSim<span class=\"token punctuation\">(<\/span>name<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;\u5185\u5bb9&#034;<\/span><span class=\"token punctuation\">,<\/span> start_month<span class=\"token operator\">&#061;<\/span><span class=\"token number\">3<\/span><span class=\"token punctuation\">,<\/span> ramp_months<span class=\"token operator\">&#061;<\/span><span class=\"token number\">6<\/span><span class=\"token punctuation\">,<\/span> ceiling<span class=\"token operator\">&#061;<\/span><span class=\"token number\">12000<\/span><span class=\"token punctuation\">,<\/span> win_rate<span class=\"token operator\">&#061;<\/span><span class=\"token number\">0.7<\/span><span class=\"token punctuation\">,<\/span> monthly_cost<span class=\"token operator\">&#061;<\/span><span class=\"token number\">400<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                PathSim<span class=\"token punctuation\">(<\/span>name<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;\u63a5\u5355&#034;<\/span><span class=\"token punctuation\">,<\/span> start_month<span class=\"token operator\">&#061;<\/span><span class=\"token number\">2<\/span><span class=\"token punctuation\">,<\/span> ramp_months<span class=\"token operator\">&#061;<\/span><span class=\"token number\">3<\/span><span class=\"token punctuation\">,<\/span> ceiling<span class=\"token operator\">&#061;<\/span><span class=\"token number\">26000<\/span><span class=\"token punctuation\">,<\/span> win_rate<span class=\"token operator\">&#061;<\/span><span class=\"token number\">0.75<\/span><span class=\"token punctuation\">,<\/span> monthly_cost<span class=\"token operator\">&#061;<\/span><span class=\"token number\">1500<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token string\">&#034;\u5185\u5bb9&#043;\u63a5\u5355&#043;\u54a8\u8be2&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">[<\/span>PathSim<span class=\"token punctuation\">(<\/span>name<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;\u5185\u5bb9&#034;<\/span><span class=\"token punctuation\">,<\/span> start_month<span class=\"token operator\">&#061;<\/span><span class=\"token number\">3<\/span><span class=\"token punctuation\">,<\/span> ramp_months<span class=\"token operator\">&#061;<\/span><span class=\"token number\">6<\/span><span class=\"token punctuation\">,<\/span> ceiling<span class=\"token operator\">&#061;<\/span><span class=\"token number\">12000<\/span><span class=\"token punctuation\">,<\/span> win_rate<span class=\"token operator\">&#061;<\/span><span class=\"token number\">0.7<\/span><span class=\"token punctuation\">,<\/span> monthly_cost<span class=\"token operator\">&#061;<\/span><span class=\"token number\">400<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                    PathSim<span class=\"token punctuation\">(<\/span>name<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;\u63a5\u5355&#034;<\/span><span class=\"token punctuation\">,<\/span> start_month<span class=\"token operator\">&#061;<\/span><span class=\"token number\">2<\/span><span class=\"token punctuation\">,<\/span> ramp_months<span class=\"token operator\">&#061;<\/span><span class=\"token number\">3<\/span><span class=\"token punctuation\">,<\/span> ceiling<span class=\"token operator\">&#061;<\/span><span class=\"token number\">22000<\/span><span class=\"token punctuation\">,<\/span> win_rate<span class=\"token operator\">&#061;<\/span><span class=\"token number\">0.7<\/span><span class=\"token punctuation\">,<\/span> monthly_cost<span class=\"token operator\">&#061;<\/span><span class=\"token number\">1300<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                    PathSim<span class=\"token punctuation\">(<\/span>name<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;\u54a8\u8be2&#034;<\/span><span class=\"token punctuation\">,<\/span> start_month<span class=\"token operator\">&#061;<\/span><span class=\"token number\">5<\/span><span class=\"token punctuation\">,<\/span> ramp_months<span class=\"token operator\">&#061;<\/span><span class=\"token number\">4<\/span><span class=\"token punctuation\">,<\/span> ceiling<span class=\"token operator\">&#061;<\/span><span class=\"token number\">30000<\/span><span class=\"token punctuation\">,<\/span> win_rate<span class=\"token operator\">&#061;<\/span><span class=\"token number\">0.5<\/span><span class=\"token punctuation\">,<\/span> monthly_cost<span class=\"token operator\">&#061;<\/span><span class=\"token number\">800<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">simulate<\/span><span class=\"token punctuation\">(<\/span>plan_name<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span> paths<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">list<\/span><span class=\"token punctuation\">[<\/span>PathSim<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token boolean\">None<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u63a8\u6f1412\u4e2a\u6708\u5e76\u6253\u5370\u6708\u5ea6\u73b0\u91d1\u6d41\u8868&#034;&#034;&#034;<\/span><br \/>\n    log<span class=\"token punctuation\">.<\/span>info<span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;&#061;&#061; \u7b56\u7565: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>plan_name<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> &#061;&#061;&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><br \/>\n    log<span class=\"token punctuation\">.<\/span>info<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u6708\u4efd  &#034;<\/span> <span class=\"token operator\">&#043;<\/span> <span class=\"token string\">&#034;&#034;<\/span><span class=\"token punctuation\">.<\/span>join<span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>p<span class=\"token punctuation\">.<\/span>name<span class=\"token punctuation\">:<\/span><span class=\"token format-spec\">&gt;10<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span> <span class=\"token keyword\">for<\/span> p <span class=\"token keyword\">in<\/span> paths<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#043;<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#039;\u5408\u8ba1&#039;<\/span><span class=\"token punctuation\">:<\/span><span class=\"token format-spec\">&gt;12<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#039;\u7d2f\u8ba1&#039;<\/span><span class=\"token punctuation\">:<\/span><span class=\"token format-spec\">&gt;12<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><br \/>\n    cum <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">0.0<\/span><br \/>\n    <span class=\"token keyword\">for<\/span> m <span class=\"token keyword\">in<\/span> <span class=\"token builtin\">range<\/span><span class=\"token punctuation\">(<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">13<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        rows <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span>p<span class=\"token punctuation\">.<\/span>revenue<span class=\"token punctuation\">(<\/span>m<span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">for<\/span> p <span class=\"token keyword\">in<\/span> paths<span class=\"token punctuation\">]<\/span><br \/>\n        total<span class=\"token punctuation\">,<\/span> cum <span class=\"token operator\">&#061;<\/span> <span class=\"token builtin\">sum<\/span><span class=\"token punctuation\">(<\/span>rows<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> cum <span class=\"token operator\">&#043;<\/span> <span class=\"token builtin\">sum<\/span><span class=\"token punctuation\">(<\/span>rows<span class=\"token punctuation\">)<\/span><br \/>\n        log<span class=\"token punctuation\">.<\/span>info<span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>m<span class=\"token punctuation\">:<\/span><span class=\"token format-spec\">&gt;3<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">\u6708  &#034;<\/span><\/span> <span class=\"token operator\">&#043;<\/span> <span class=\"token string\">&#034;&#034;<\/span><span class=\"token punctuation\">.<\/span>join<span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>v<span class=\"token punctuation\">:<\/span><span class=\"token format-spec\">&gt;10,.0f<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span> <span class=\"token keyword\">for<\/span> v <span class=\"token keyword\">in<\/span> rows<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#043;<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>total<span class=\"token punctuation\">:<\/span><span class=\"token format-spec\">&gt;12,.0f<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>cum<span class=\"token punctuation\">:<\/span><span class=\"token format-spec\">&gt;12,.0f<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><br \/>\n    log<span class=\"token punctuation\">.<\/span>info<span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u7b2c12\u4e2a\u6708\u5355\u6708: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span><span class=\"token builtin\">sum<\/span><span class=\"token punctuation\">(<\/span>p<span class=\"token punctuation\">.<\/span>revenue<span class=\"token punctuation\">(<\/span><span class=\"token number\">12<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">for<\/span> p <span class=\"token keyword\">in<\/span> paths<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><span class=\"token format-spec\">,.0f<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">\u5143 | &#034;<\/span><\/span><br \/>\n             <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;12\u4e2a\u6708\u7d2f\u8ba1: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>cum<span class=\"token punctuation\">:<\/span><span class=\"token format-spec\">,.0f<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">\u5143 | \u6708\u5747: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>cum<span class=\"token operator\">\/<\/span><span class=\"token number\">12<\/span><span class=\"token punctuation\">:<\/span><span class=\"token format-spec\">,.0f<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">\u5143\\\\n&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">main<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token boolean\">None<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">for<\/span> name<span class=\"token punctuation\">,<\/span> paths <span class=\"token keyword\">in<\/span> PLANS<span class=\"token punctuation\">.<\/span>items<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        simulate<span class=\"token punctuation\">(<\/span>name<span class=\"token punctuation\">,<\/span> paths<span class=\"token punctuation\">)<\/span><br \/>\n    log<span class=\"token punctuation\">.<\/span>info<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u7ed3\u8bba&#xff1a;\u7ec4\u5408\u7b56\u7565\u524d\u671f\u66f4\u7d2f&#xff0c;\u4f46\u7b2c8-10\u4e2a\u6708\u540e\u66f2\u7ebf\u660e\u663e\u4e0a\u626c&#xff0c;\u4e14\u5355\u70b9\u5931\u6548\u4e0d\u4f1a\u5f52\u96f6\u3002&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token keyword\">if<\/span> __name__ <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#034;__main__&#034;<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    main<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>\u771f\u5b9e\u8fd0\u884c\u8f93\u51fa&#xff08;\u4e09\u79cd\u7b56\u7565\u6a2a\u5411\u5bf9\u6bd4&#xff09;&#xff1a;<\/p>\n<p>12:07:33 INFO &#061;&#061; \u7b56\u7565: \u5355\u5e72\u63a5\u5355 &#061;&#061;<br \/>\n12:07:33 INFO \u6708\u4efd          \u63a5\u5355          \u5408\u8ba1          \u7d2f\u8ba1<br \/>\n12:07:33 INFO   1\u6708      -1,500      -1,500      -1,500<br \/>\n12:07:33 INFO   2\u6708       6,500       6,500       5,000<br \/>\n12:07:33 INFO   3\u6708      14,500      14,500      19,500<br \/>\n12:07:33 INFO   4\u6708      22,500      22,500      42,000<br \/>\n12:07:33 INFO   5\u6708      22,500      22,500      64,500<br \/>\n12:07:33 INFO   6\u6708      22,500      22,500      87,000<br \/>\n12:07:33 INFO   7\u6708      22,500      22,500     109,500<br \/>\n12:07:33 INFO   8\u6708      22,500      22,500     132,000<br \/>\n12:07:33 INFO   9\u6708      22,500      22,500     154,500<br \/>\n12:07:33 INFO  10\u6708      22,500      22,500     177,000<br \/>\n12:07:33 INFO 11\u6708      22,500      22,500     199,500<br \/>\n12:07:33 INFO 12\u6708      22,500      22,500     222,000<br \/>\n12:07:33 INFO \u7b2c12\u4e2a\u6708\u5355\u6708: 22,500\u5143 | 12\u4e2a\u6708\u7d2f\u8ba1: 222,000\u5143 | \u6708\u5747: 18,500\u5143<\/p>\n<p>12:07:33 INFO &#061;&#061; \u7b56\u7565: \u5185\u5bb9&#043;\u63a5\u5355 &#061;&#061;<br \/>\n12:07:33 INFO \u6708\u4efd          \u5185\u5bb9        \u63a5\u5355          \u5408\u8ba1          \u7d2f\u8ba1<br \/>\n12:07:33 INFO   1\u6708        -400    -1,500      -1,900      -1,900<br \/>\n12:07:33 INFO   2\u6708        -400     5,000       4,600       2,700<br \/>\n12:07:33 INFO   3\u6708       1,000    11,500      12,500      15,200<br \/>\n12:07:33 INFO   4\u6708       2,400    18,000      20,400      35,600<br \/>\n12:07:33 INFO   5\u6708       3,800    18,000      21,800      57,400<br \/>\n12:07:33 INFO   6\u6708       5,200    18,000      23,200      80,600<br \/>\n12:07:33 INFO   7\u6708       6,600    18,000      24,600     105,200<br \/>\n12:07:33 INFO   8\u6708       8,000    18,000      26,000     131,200<br \/>\n12:07:33 INFO   9\u6708       8,000    18,000      26,000     157,200<br \/>\n12:07:33 INFO  10\u6708       8,000    18,000      26,000     183,200<br \/>\n12:07:33 INFO 11\u6708       8,000    18,000      26,000     209,200<br \/>\n12:07:33 INFO 12\u6708       8,000    18,000      26,000     235,200<br \/>\n12:07:33 INFO \u7b2c12\u4e2a\u6708\u5355\u6708: 26,000\u5143 | 12\u4e2a\u6708\u7d2f\u8ba1: 235,200\u5143 | \u6708\u5747: 19,600\u5143<\/p>\n<p>12:07:33 INFO &#061;&#061; \u7b56\u7565: \u5185\u5bb9&#043;\u63a5\u5355&#043;\u54a8\u8be2 &#061;&#061;<br \/>\n12:07:33 INFO \u6708\u4efd          \u5185\u5bb9        \u63a5\u5355        \u54a8\u8be2          \u5408\u8ba1          \u7d2f\u8ba1<br \/>\n12:07:33 INFO   1\u6708        -400    -1,300      -800      -2,500      -2,500<br \/>\n12:07:33 INFO   2\u6708        -400     3,833      -800       2,633         133<br \/>\n12:07:33 INFO   3\u6708       1,000     8,967      -800       9,167       9,300<br \/>\n12:07:33 INFO   4\u6708       2,400    14,100      -800      15,700      25,000<br \/>\n12:07:33 INFO   5\u6708       3,800    14,100     2,950      20,850      45,850<br \/>\n12:07:33 INFO   6\u6708       5,200    14,100     6,700      26,000      71,850<br \/>\n12:07:33 INFO   7\u6708       6,600    14,100    10,450      31,150     103,000<br \/>\n12:07:33 INFO   8\u6708       8,000    14,100    14,200      36,300     139,300<br \/>\n12:07:33 INFO   9\u6708       8,000    14,100    14,200      36,300     175,600<br \/>\n12:07:33 INFO  10\u6708       8,000    14,100    14,200      36,300     211,900<br \/>\n12:07:33 INFO 11\u6708       8,000    14,100    14,200      36,300     248,200<br \/>\n12:07:33 INFO 12\u6708       8,000    14,100    14,200      36,300     284,500<br \/>\n12:07:33 INFO \u7b2c12\u4e2a\u6708\u5355\u6708: 36,300\u5143 | 12\u4e2a\u6708\u7d2f\u8ba1: 284,500\u5143 | \u6708\u5747: 23,708\u5143<br \/>\n12:07:33 INFO \u7ed3\u8bba&#xff1a;\u7ec4\u5408\u7b56\u7565\u524d\u671f\u66f4\u7d2f&#xff0c;\u4f46\u7b2c8-10\u4e2a\u6708\u540e\u66f2\u7ebf\u660e\u663e\u4e0a\u626c&#xff0c;\u4e14\u5355\u70b9\u5931\u6548\u4e0d\u4f1a\u5f52\u96f6\u3002<\/p>\n<p>\u8bfb\u8fd9\u4efd\u8f93\u51fa\u65f6\u6ce8\u610f\u4e09\u4e2a\u6570\u5b57\u80cc\u540e\u7684\u542b\u4e49\u3002\u7b2c2\u4e2a\u6708&#xff1a;\u4e09\u7ebf\u7ec4\u5408\u662f 133 \u5143&#xff0c;\u51e0\u4e4e\u6253\u5e73\u2014\u2014\u7ec4\u5408\u7b56\u7565\u524d\u56db\u4e2a\u6708\u662f\u771f\u91d1\u767d\u94f6\u5730\u6bd4\u5355\u7ebf\u5c11\u8d5a&#xff0c;\u56e0\u4e3a\u63a5\u5355\u5929\u82b1\u677f\u88ab\u538b\u7f29&#xff08;\u4ece 30000 \u964d\u5230 22000&#xff0c;\u817e\u65f6\u95f4\u7ed9\u5185\u5bb9\u548c\u54a8\u8be2&#xff09;&#xff0c;\u800c\u65b0\u7ebf\u8fd8\u5728\u722c\u5761\u3002\u7b2c8\u4e2a\u6708&#xff1a;\u4e09\u7ebf\u7ec4\u5408\u6708\u6536\u5165 36300 \u5143\u53cd\u8d85\u5355\u7ebf\u7684 22500 \u5143\u7ea6 61%\u300212\u4e2a\u6708\u7d2f\u8ba1&#xff1a;284500 vs 222000&#xff0c;\u591a\u51fa 62500 \u5143&#xff0c;\u800c\u4e14\u8fd9\u4e2a\u5dee\u8ddd\u5728\u7b2c\u4e8c\u5e74\u4f1a\u7ee7\u7eed\u62c9\u5927&#xff0c;\u56e0\u4e3a\u5185\u5bb9\u548c\u54a8\u8be2\u8fd8\u5728\u590d\u5229\u66f2\u7ebf\u4e0a\u3002<\/p>\n<p>\u6a21\u578b\u91cc\u6211\u7279\u610f\u4fdd\u7559\u4e86 win_rate&#xff08;\u6210\u4ea4\u6982\u7387\u671f\u671b&#xff09;\u8fd9\u4e2a\u53c2\u6570&#xff0c;\u800c\u4e0d\u662f\u6309\u6ee1\u8840\u6536\u5165\u7b97\u3002\u63a5\u5355 0.7-0.8 \u662f&#034;\u62a5\u4ef7\u5341\u5355\u6210\u4e03\u516b\u5355&#034;\u7684\u73b0\u5b9e\u503c&#xff0c;\u54a8\u8be2\u53ea\u6709 0.5\u2014\u2014\u54a8\u8be2\u5355\u91cf\u5c11\u4f46\u5355\u4ef7\u9ad8&#xff0c;\u534a\u5e74\u6210\u4e00\u5355\u4e5f\u591f\u3002\u7528\u671f\u671b\u503c\u800c\u4e0d\u662f\u6700\u597d\u60c5\u51b5\u505a\u89c4\u5212&#xff0c;\u662f\u6240\u6709\u5546\u4e1a\u6a21\u62df\u7684\u5e95\u7ebf\u3002<\/p>\n<h3>\u4e03\u3001\u8e29\u5751\u5b9e\u5f55&#xff1a;\u6211\u7b2c\u4e00\u5e74\u72af\u7684\u4e09\u4e2a\u9519<\/h3>\n<p>\u5730\u56fe\u753b\u5b8c\u4e86&#xff0c;\u6700\u540e\u4ea4\u4e09\u4e2a\u5b66\u8d39\u4e70\u6765\u7684\u6559\u8bad\u3002<\/p>\n<p>\u9519\u4e00&#xff1a;\u516d\u7ebf\u5168\u5f00&#xff0c;\u7cbe\u529b\u5747\u644a\u3002 \u5f00\u5934\u8bb2\u8fc7&#xff0c;\u4e24\u4e2a\u6708\u56db\u6761\u7ebf\u5168\u60ac\u7a7a\u3002\u4fee\u590d\u52a8\u4f5c\u662f\u780d\u5230\u4e24\u6761&#xff1a;\u63a5\u5355&#043;\u5185\u5bb9\u3002\u780d\u7684\u65f6\u5019\u8089\u75bc\u2014\u2014MCP \u90a3\u4e2a\u4ed3\u5e93\u771f\u7684\u5199\u4e86\u4e00\u534a\u3002\u4f46\u540e\u6765\u60f3\u901a\u4e86&#xff1a;\u672a\u5b8c\u6210\u7684\u8def\u5f84\u4e0d\u53ea\u662f\u4e0d\u8d5a\u94b1&#xff0c;\u5b83\u8fd8\u5728\u6301\u7eed\u6d88\u8017\u4f60\u7684\u5fc3\u7406\u8d26\u6237\u3002\u780d\u7ebf\u4e0d\u662f\u653e\u5f03&#xff0c;\u662f\u628a\u60f3\u6cd5\u8bb0\u8fdb backlog&#xff0c;\u7b49\u73b0\u91d1\u6d41\u7a33\u5b9a\u540e\u518d\u542f\u52a8\u3002<\/p>\n<p>\u9519\u4e8c&#xff1a;\u628a\u8df3\u69fd\u5f53\u4fdd\u5e95&#xff0c;\u4f4e\u4f30\u4e86\u5b83\u7684\u673a\u4f1a\u6210\u672c\u3002 \u6709\u6bb5\u65f6\u95f4\u6211\u628a&#034;\u5927\u4e0d\u4e86\u8df3\u69fd&#034;\u6302\u5728\u5634\u8fb9&#xff0c;\u7ed3\u679c\u9762\u8bd5\u51c6\u5907\u65ad\u65ad\u7eed\u7eed\u8017\u4e86\u4e00\u4e2a\u591a\u6708&#xff0c;\u7b80\u5386\u6539\u4e86\u516b\u7248\u3002\u8df3\u69fd\u770b\u4f3c\u95e8\u69db\u4f4e&#xff0c;\u5b9e\u9645\u662f\u4e00\u6b21\u6027\u91cd\u4ed3\u51b3\u7b56&#xff1a;\u5165\u804c\u540e\u4f60\u7684\u65f6\u95f4\u5c31\u6574\u4f53\u5356\u7ed9\u5c97\u4f4d\u4e86&#xff0c;\u5176\u4ed6\u8def\u5f84\u7684\u65f6\u95f4\u9884\u7b97\u77ac\u95f4\u5f52\u96f6\u3002\u6b63\u786e\u59ff\u52bf\u662f\u7ed9\u8df3\u69fd\u4e00\u4e2a\u660e\u786e\u7684\u542f\u52a8\u6761\u4ef6&#xff08;\u6bd4\u5982&#034;\u63a5\u5355\u6536\u5165\u8fde\u7eed\u4e09\u4e2a\u6708\u4f4e\u4e8e X&#034;&#xff09;\u548c\u622a\u6b62\u65f6\u95f4&#xff08;\u4e09\u5468\u5185\u5b8c\u6210\u6240\u6709\u9762\u8bd5&#xff09;&#xff0c;\u5f53\u6210\u9879\u76ee\u53bb\u6253&#xff0c;\u800c\u4e0d\u662f\u5f53\u9000\u8def\u4f9b\u7740\u3002<\/p>\n<p>\u9519\u4e09&#xff1a;\u5185\u5bb9\u5f53\u5174\u8da3\u505a&#xff0c;\u6ca1\u5f53\u8d44\u4ea7\u7ba1\u3002 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