{"id":113309,"date":"2026-10-05T23:09:18","date_gmt":"2026-10-05T15:09:18","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/113309.html"},"modified":"2026-10-05T23:09:18","modified_gmt":"2026-10-05T15:09:18","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%ac1%e7%ab%a0%e7%ac%ac4%e8%8a%82-2026%e5%be%aa%e7%8e%af%e5%b7%a5%e7%a8%8b%e5%85%83%e5%b9%b4-%e5%9b%9b%e5%b1%82%e8%8c%83%e5%bc%8f","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/113309.html","title":{"rendered":"AI\u667a\u80fd\u4f53\u5faa\u73af\u5de5\u7a0b-\u7b2c1\u7ae0\u7b2c4\u8282-2026\u5faa\u73af\u5de5\u7a0b\u5143\u5e74-\u56db\u5c42\u8303\u5f0f\u6f14\u8fdb\u53f2Prompt\u5de5\u7a0bContext\u5de5\u7a0bHarness\u5de5\u7a0bLoop\u5de5\u7a0b"},"content":{"rendered":"<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261005150917-6ac3bd9dd45fa.png\" alt=\"\u5c01\u9762\u56fe\u7247\" \/><\/p>\n<h2>\u7b2c4\u8282 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Engineering \u6ca1\u6709\u6b7b\u4ea1\u3002\u5b83\u53d8\u6210\u4e86 Loop Engineering \u5185\u90e8\u7684\u4e00\u4e2a\u539f\u5b50\u6b65\u9aa4\u2014\u2014\u4f60\u5728\u5faa\u73af\u7684\u6bcf\u4e00\u8f6e\u91cc&#xff0c;\u4ecd\u7136\u9700\u8981\u5199\u597d\u63d0\u793a\u8bcd\u3002\u4e8b\u5b9e\u4e0a\u5faa\u73af\u5de5\u7a0b\u5bf9\u63d0\u793a\u8bcd\u7684\u8981\u6c42\u66f4\u9ad8\u4e86&#xff0c;\u56e0\u4e3a\u5faa\u73af\u91cc\u7684\u63d0\u793a\u8bcd\u8981\u80fd\u88ab\u673a\u5668\u7ec4\u88c5\u3001\u88ab\u7248\u672c\u7ba1\u7406\u3001\u88ab\u53cd\u590d\u8fd0\u884c&#xff0c;\u800c\u4e0d\u662f\u9760\u4f60\u73b0\u573a\u7684\u624b\u611f\u3002<\/p>\n<p>\u8e29\u5751\u63d0\u793a&#xff1a;\u522b\u4fe1&#034;\u63d0\u793a\u8bcd\u5de5\u7a0b\u5df2\u6b7b&#034;\u7684\u8bba\u8c03\u5c31\u653e\u5f03\u79ef\u7d2f\u63d0\u793a\u8bcd\u5e93\u3002\u6b63\u786e\u7684\u59ff\u52bf\u662f\u628a\u63d0\u793a\u8bcd\u4ece&#034;\u804a\u5929\u6846\u91cc\u7684\u53e3\u7656&#034;\u5347\u7ea7\u6210&#034;\u4ed3\u5e93\u91cc\u7684\u6587\u4ef6&#034;\u2014\u2014\u653e\u8fdb Skills\u3001\u5199\u8fdb\u6a21\u677f\u3001\u7eb3\u5165\u4ee3\u7801\u8bc4\u5ba1\u3002\u624b\u827a\u53d8\u6210\u8d44\u4ea7&#xff0c;\u624d\u4e0d\u4f1a\u968f\u6a21\u578b\u5347\u7ea7\u84b8\u53d1\u3002<\/p>\n<hr \/>\n<h3>\u4e09\u3001\u7b2c\u4e8c\u4ee3&#xff1a;Context Engineering&#xff08;\u4e0a\u4e0b\u6587\u5de5\u7a0b&#xff09;<\/h3>\n<h4>\u6838\u5fc3\u95ee\u9898<\/h4>\n<p>\u6a21\u578b\u9762\u524d\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u662f\u6709\u9650\u7684&#xff0c;\u5982\u4f55\u51b3\u5b9a&#034;\u653e\u4ec0\u4e48\u8fdb\u53bb\u3001\u62ff\u8d70\u4ec0\u4e48&#034;&#xff1f;<\/p>\n<h4>\u89e6\u53d1\u4e8b\u4ef6<\/h4>\n<p>2024\u5e74\u5e95\u52302025\u5e74&#xff0c;\u51e0\u4e2a\u5173\u952e\u4eba\u7269\u7684\u8868\u6001\u8ba9\u8fd9\u4e2a\u8bcd\u51fa\u5708&#xff1a;<\/p>\n<ul>\n<li>Tobi L\u00fctke&#xff08;Shopify CEO&#xff09;&#xff1a;\u628aContext Engineering\u5b9a\u4e49\u4e3a&#034;\u4e3a\u6a21\u578b\u7ec4\u88c5\u6070\u5230\u597d\u5904\u7684\u4fe1\u606f\u96c6&#xff0c;\u8ba9\u5b83\u5b8c\u6210\u4e0b\u4e00\u6b65&#034;\u7684\u827a\u672f<\/li>\n<li>Andrej Karpathy \u8f6c\u53d1\u80cc\u4e66&#xff0c;\u6307\u51fa&#034;\u4eba\u4eec\u5e94\u8be5\u5c11\u8c08Prompt&#xff0c;\u591a\u8c08Context&#034;<\/li>\n<\/ul>\n<h4>\u5de5\u7a0b\u5bf9\u8c61<\/h4>\n<p>\u6574\u4e2a\u4e0a\u4e0b\u6587\u7a97\u53e3\u2014\u2014\u4e0d\u53ea\u662f\u5f53\u524d\u90a3\u6761\u63d0\u793a\u8bcd&#xff0c;\u8fd8\u5305\u62ec\u5386\u53f2\u5bf9\u8bdd\u3001\u5de5\u5177\u8fd4\u56de\u7ed3\u679c\u3001\u68c0\u7d22\u5230\u7684\u6587\u6863\u3001\u7cfb\u7edf\u63d0\u793a\u8bcd\u3002<\/p>\n<h4>\u6838\u5fc3\u5fc3\u667a\u6a21\u578b&#xff1a;\u6ce8\u610f\u529b\u9884\u7b97<\/h4>\n<p>  #mermaid-svg-DKz6uLvGEK12jr64{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;fill:#333;}@keyframes edge-animation-frame{from{stroke-dashoffset:0;}}@keyframes 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.image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-DKz6uLvGEK12jr64 .icon-shape p,#mermaid-svg-DKz6uLvGEK12jr64 .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-DKz6uLvGEK12jr64 .icon-shape .label rect,#mermaid-svg-DKz6uLvGEK12jr64 .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-DKz6uLvGEK12jr64 .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-DKz6uLvGEK12jr64 .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-DKz6uLvGEK12jr64 :root{&#8211;mermaid-font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;}<\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u585e\u5f97\u8d8a\u591a&#xff0c;\u53cd\u800c\u8d8a\u7b28<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u4e0a\u4e0b\u6587\u7a97\u53e3\u4f8b\u5982 200K tokens<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u6ce8\u610f\u529b\u9884\u7b97<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u7cfb\u7edf\u63d0\u793a\u8bcd<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u5386\u53f2\u5bf9\u8bdd<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u5de5\u5177\u7ed3\u679c<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u68c0\u7d22\u6587\u6863<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u5f53\u524d\u4efb\u52a1<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>Context Rot\u4e0a\u4e0b\u6587\u8150\u70c2<\/p>\n<p><\/span><\/p>\n<p>\u5173\u952e\u6d1e\u5bdf&#xff1a;\u4e0a\u4e0b\u6587\u4e0d\u662f\u514d\u8d39\u7684RAM\u3002\u585e\u6ee1100K token\u7684\u5386\u53f2&#xff0c;\u6a21\u578b\u53cd\u800c\u4f1a&#xff1a;<\/p>\n<ul>\n<li>\u5ffd\u7565\u4e2d\u95f4\u90e8\u5206&#xff08;\u201clost in the middle\u201d&#xff09;<\/li>\n<li>\u88ab\u65e0\u5173\u4fe1\u606f\u5e72\u6270<\/li>\n<li>\u63a8\u7406\u80fd\u529b\u4e0b\u964d<\/li>\n<\/ul>\n<p>\u6211\u505a\u8fc7\u4e00\u6b21\u5f88\u571f\u4f46\u5f88\u6709\u8bf4\u670d\u529b\u7684\u5b9e\u9a8c&#xff1a;\u540c\u4e00\u4e2aBug\u4fee\u590d\u4efb\u52a1&#xff0c;\u4e00\u4efd\u4e0a\u4e0b\u6587\u91cc\u585e\u4e86\u5b8c\u6574\u5bf9\u8bdd\u5386\u53f2&#xff08;\u7ea690K token&#xff09;&#xff0c;\u53e6\u4e00\u4efd\u53ea\u4fdd\u7559\u526a\u679d\u540e\u7684\u9ad8\u4fe1\u53f7\u5185\u5bb9&#xff08;\u7ea612K token&#xff09;\u3002\u7ed3\u679c\u7cbe\u7b80\u7248\u4e00\u8f6e\u5c31\u4fee\u5bf9\u4e86&#xff0c;\u5168\u91cf\u7248\u8dd1\u4e86\u4e94\u8f6e\u8fd8\u5728\u539f\u5730\u7ed5\u3002\u4e0a\u4e0b\u6587\u5de5\u7a0b\u7684\u672c\u8d28\u4e0d\u662f&#034;\u585e\u5f97\u591a&#034;&#xff0c;\u662f&#034;\u6bcf\u4e00token\u90fd\u503c\u5f97\u88ab\u6a21\u578b\u770b\u4e00\u773c&#034;\u3002<\/p>\n<h4>\u5178\u578b\u6280\u672f<\/h4>\n<table>\n<tr>\u6280\u672f\u8bf4\u660e\u9002\u7528\u65f6\u673a<\/tr>\n<tbody>\n<tr>\n<td>Compaction<\/td>\n<td>\u5386\u53f2\u592a\u957f\u65f6\u538b\u7f29\u6210\u6458\u8981<\/td>\n<td>\u5bf9\u8bdd\u8d85\u8fc7\u7a97\u53e3\u4e00\u534a\u65f6<\/td>\n<\/tr>\n<tr>\n<td>Tool-result clearing<\/td>\n<td>\u6e05\u9664\u65e7\u7684\u5de5\u5177\u8fd4\u56de\u7ed3\u679c<\/td>\n<td>\u5de5\u5177\u8f93\u51fa\u5de8\u5927\u65f6<\/td>\n<\/tr>\n<tr>\n<td>JIT\u68c0\u7d22<\/td>\n<td>\u6309\u9700\u62c9\u53d6&#xff0c;\u800c\u975e\u63d0\u524d\u5168\u91cf\u88c5\u8f7d<\/td>\n<td>\u4ee3\u7801\u5e93\u5927\u3001\u76f8\u5173\u6027\u7a00\u758f\u65f6<\/td>\n<\/tr>\n<tr>\n<td>\u5916\u90e8\u8bb0\u5fc6<\/td>\n<td>\u72b6\u6001\u5b58\u78c1\u76d8&#xff0c;\u4e0d\u5360\u4e0a\u4e0b\u6587<\/td>\n<td>\u8de8\u4f1a\u8bdd\u4efb\u52a1<\/td>\n<\/tr>\n<tr>\n<td>\u4e0a\u4e0b\u6587\u526a\u679d<\/td>\n<td>\u53ea\u4fdd\u7559\u9ad8\u4fe1\u53f7token<\/td>\n<td>\u4efb\u4f55\u957f\u4efb\u52a1\u7684\u6bcf\u4e00\u8f6e<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4>\u5de5\u4f5c\u5355\u5143<\/h4>\n<p>\u4e00\u4e2a\u4efb\u52a1\u5468\u671f &#061; \u4e00\u7ec4\u4e0a\u4e0b\u6587\u7ba1\u7406\u7b56\u7565<\/p>\n<h4>\u9057\u7559\u8d44\u4ea7<\/h4>\n<p>Context Engineering \u540c\u6837\u6ca1\u6709\u6b7b\u4ea1\u3002\u5b83\u662f Loop Engineering \u5185\u90e8\u7684\u71c3\u6599\u7ba1\u7406\u7cfb\u7edf\u2014\u2014\u5faa\u73af\u6bcf\u4e00\u8f6e\u90fd\u8981\u91cd\u65b0\u7ec4\u88c5\u4e0a\u4e0b\u6587\u3002\u5faa\u73af\u8dd1\u5f97\u8d8a\u4e45&#xff0c;\u8fd9\u5c42\u8d8a\u503c\u94b1&#xff1a;\u4e00\u4e2a\u8dd120\u8f6e\u7684\u5faa\u73af&#xff0c;\u5982\u679c\u6ca1\u6709Compaction&#xff0c;\u7b2c15\u8f6e\u7684\u4e0a\u4e0b\u6587\u5fc5\u7136\u8150\u70c2\u6210\u4e00\u9505\u7ca5\u3002<\/p>\n<p>\u672c\u8bfe\u7a0b\u7b2c4\u7ae0\u300a\u4e0a\u4e0b\u6587\u5de5\u7a0b&#xff1a;\u5faa\u73af\u7684\u71c3\u6599\u7ba1\u7406\u7cfb\u7edf\u300b\u4f1a\u75288\u7bc7\u6df1\u5ea6\u89e3\u5256\u8fd9\u4e00\u5c42\u3002<\/p>\n<hr \/>\n<h3>\u56db\u3001\u7b2c\u4e09\u4ee3&#xff1a;Harness Engineering&#xff08;\u73af\u5883\u5de5\u7a0b&#xff09;<\/h3>\n<h4>\u6838\u5fc3\u95ee\u9898<\/h4>\n<p>\u6a21\u578b\u518d\u806a\u660e&#xff0c;\u5982\u679c\u5b83\u770b\u4e0d\u89c1\u6587\u4ef6\u3001\u8dd1\u4e0d\u4e86\u547d\u4ee4\u3001\u62ff\u4e0d\u5230\u53cd\u9988&#xff0c;\u5b83\u4ec0\u4e48\u90fd\u5e72\u4e0d\u4e86\u3002\u5982\u4f55\u4e3a\u5b83\u642d\u5efa&#034;\u80fd\u5e72\u6d3b\u7684\u73af\u5883&#034;&#xff1f;<\/p>\n<h4>\u5de5\u7a0b\u5bf9\u8c61<\/h4>\n<p>\u6a21\u578b\u6240\u5904\u7684\u6574\u4e2a\u5de5\u4f5c\u73af\u5883&#xff08;harness&#xff09;&#xff1a;<\/p>\n<ul>\n<li>\u6709\u54ea\u4e9b\u5de5\u5177\u53ef\u8c03\u7528&#xff08;\u6587\u4ef6\u8bfb\u5199\u3001Shell\u6267\u884c\u3001\u641c\u7d22&#xff09;<\/li>\n<li>\u6709\u54ea\u4e9b\u6587\u4ef6\u53ef\u89c1&#xff08;\u4ee3\u7801\u5e93\u3001\u6587\u6863\u3001\u914d\u7f6e&#xff09;<\/li>\n<li>\u6709\u54ea\u4e9b\u89c4\u8303\u7ea6\u675f&#xff08;AGENTS.md\u3001\u7f16\u7801\u7ea6\u5b9a&#xff09;<\/li>\n<li>\u6709\u54ea\u4e9b\u53cd\u9988\u4fe1\u53f7&#xff08;\u7f16\u8bd1\u9519\u8bef\u3001\u6d4b\u8bd5\u7ed3\u679c\u3001lint&#xff09;<\/li>\n<\/ul>\n<h4>\u6838\u5fc3\u6bd4\u55bb<\/h4>\n<p>\u5982\u679c\u8bf4\u6a21\u578b\u662f&#034;\u5f15\u64ce&#034;&#xff0c;\u90a3harness\u5c31\u662f&#034;\u6574\u53f0\u8f66&#034;\u2014\u2014\u5f15\u64ce\u518d\u597d&#xff0c;\u6ca1\u6709\u65b9\u5411\u76d8\u3001\u8f6e\u5b50\u3001\u4eea\u8868\u76d8\u4e5f\u5f00\u4e0d\u52a8\u3002<\/p>\n<p> 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class=\"nodeLabel\"><\/p>\n<p>\u73af\u5883 Harness<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"edgeLabel\"><\/span><\/p>\n<p>           <span class=\"edgeLabel\"><\/span><\/p>\n<p>           <span class=\"edgeLabel\"><\/span><\/p>\n<p>           <span class=\"edgeLabel\"><\/p>\n<p>\u7ed3\u6784\u5316\u5582\u56de<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"edgeLabel\"><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>\u6a21\u578b Model<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>\u5de5\u5177\u7bb1 Tools<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>\u6587\u4ef6\u7cfb\u7edf Files<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>\u53cd\u9988\u4fe1\u53f7 Feedback<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>\u89c4\u8303\u7ea6\u5b9a Conventions<\/p>\n<p><\/span><\/p>\n<h4>\u5178\u578b\u6280\u672f<\/h4>\n<table>\n<tr>\u6280\u672f\u8bf4\u660e\u6211\u8e29\u8fc7\u7684\u5751<\/tr>\n<tbody>\n<tr>\n<td>\u5de5\u5177\u6ce8\u518c\u8868<\/td>\n<td>\u5b9a\u4e49\u6a21\u578b\u53ef\u8c03\u7528\u7684\u51fd\u6570<\/td>\n<td>\u5de5\u5177\u63cf\u8ff0\u5199\u5f97\u542b\u7cca&#xff0c;\u6a21\u578b\u5c31\u4e71\u8c03<\/td>\n<\/tr>\n<tr>\n<td>MCP\u534f\u8bae<\/td>\n<td>\u6807\u51c6\u5316\u8fde\u63a5\u5916\u90e8\u7cfb\u7edf<\/td>\n<td>52%\u7684\u7aef\u70b9\u5df2\u505c\u7ef4\u62a4&#xff0c;\u9009\u578b\u770b\u7ef4\u62a4\u8005<\/td>\n<\/tr>\n<tr>\n<td>AGENTS.md<\/td>\n<td>\u628a\u9879\u76ee\u610f\u56fe\u5199\u5728\u667a\u80fd\u4f53\u5916\u9762<\/td>\n<td>\u5199\u6210\u5c0f\u8bf4\u6ca1\u4eba\u8bfb&#xff0c;\u8981\u5199\u6210\u6761\u4ee4<\/td>\n<\/tr>\n<tr>\n<td>\u786e\u5b9a\u6027\u9a8c\u8bc1\u5668<\/td>\n<td>\u7f16\u8bd1\/lint\/\u6d4b\u8bd5\u4e09\u4ef6\u5957<\/td>\n<td>\u522b\u7528\u6a21\u578b\u81ea\u8bc4\u5192\u5145\u9a8c\u8bc1\u5668<\/td>\n<\/tr>\n<tr>\n<td>\u6c99\u7bb1\u9694\u79bb<\/td>\n<td>\u5b89\u5168\u7684\u547d\u4ee4\u6267\u884c\u73af\u5883<\/td>\n<td>\u6ca1\u6c99\u7bb1\u8dd1rm\u7684\u4e8b\u6545\u6211\u89c1\u8fc7\u4e00\u6b21\u5c31\u591f<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4>\u5de5\u4f5c\u5355\u5143<\/h4>\n<p>\u4e00\u4e2a\u667a\u80fd\u4f53 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Engineering&#xff08;\u5faa\u73af\u5de5\u7a0b&#xff09;<\/h3>\n<h4>\u6838\u5fc3\u95ee\u9898<\/h4>\n<p>\u6a21\u578b\u80fd\u5e72\u6d3b\u4e86&#xff0c;\u4f46\u8c01\u6765\u51b3\u5b9a&#034;\u4e0b\u4e00\u6b65\u5e72\u4ec0\u4e48&#034;&#xff1f;\u8c01\u6765\u68c0\u67e5&#034;\u5e72\u5f97\u5bf9\u4e0d\u5bf9&#034;&#xff1f;\u8c01\u6765\u8bb0\u4f4f&#034;\u5df2\u7ecf\u5e72\u8fc7\u4ec0\u4e48&#034;&#xff1f;\u5982\u4f55\u8ba9\u6574\u4e2a\u8fc7\u7a0b\u81ea\u4e3b\u8fd0\u884c\u8d77\u6765&#xff1f;<\/p>\n<h4>\u5de5\u7a0b\u5bf9\u8c61<\/h4>\n<p>\u6574\u4e2a\u63a7\u5236\u7cfb\u7edf\u2014\u2014\u4e0d\u53ea\u662f\u5355\u6b21\u4efb\u52a1\u7684\u73af\u5883&#xff0c;\u800c\u662f&#xff1a;<\/p>\n<ul>\n<li>\u63d0\u793a\u7684\u81ea\u52a8\u751f\u6210&#xff08;\u8c01\u6765\u5199\u4e0b\u4e00\u8f6e\u7684prompt&#xff09;<\/li>\n<li>\u7ed3\u679c\u7684\u81ea\u52a8\u68c0\u67e5&#xff08;\u8c01\u6765\u5224\u5b9a\u6210\u529f\u4e0e\u5426&#xff09;<\/li>\n<li>\u72b6\u6001\u7684\u81ea\u52a8\u8bb0\u5fc6&#xff08;\u8de8\u8f6e\u6b21\u3001\u8de8\u4f1a\u8bdd\u4fdd\u7559\u4ec0\u4e48&#xff09;<\/li>\n<li>\u6d41\u7a0b\u7684\u81ea\u52a8\u91cd\u8dd1&#xff08;\u5931\u8d25\u540e\u5982\u4f55\u81ea\u6211\u4fee\u6b63&#xff09;<\/li>\n<\/ul>\n<h4>\u6838\u5fc3\u6bd4\u55bb<\/h4>\n<p>\u5982\u679c&#xff1a;<\/p>\n<ul>\n<li>Prompt Engineering \u662f&#034;\u5199\u4e00\u5c01\u597d\u90ae\u4ef6&#034;<\/li>\n<li>Context Engineering \u662f&#034;\u6574\u7406\u597d\u529e\u516c\u684c&#034;<\/li>\n<li>Harness Engineering \u662f&#034;\u7ed9\u5458\u5de5\u914d\u9f50\u5de5\u5177\u548c\u7535\u8111&#034;<\/li>\n<li>\u90a3 Loop Engineering \u5c31\u662f&#034;\u8bbe\u8ba1\u6574\u4e2a\u516c\u53f8\u7684\u5de5\u4f5c\u6d41&#034;\u2014\u2014\u8c01\u6d3e\u6d3b\u3001\u8c01\u9a8c\u6536\u3001\u8c01\u5b58\u6863<\/li>\n<\/ul>\n<p>  #mermaid-svg-SH9sZB28G6cAasIb{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-SH9sZB28G6cAasIb .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-SH9sZB28G6cAasIb .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear 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.node .label,#mermaid-svg-SH9sZB28G6cAasIb .image-shape .label,#mermaid-svg-SH9sZB28G6cAasIb .icon-shape .label{text-align:center;}#mermaid-svg-SH9sZB28G6cAasIb .node.clickable{cursor:pointer;}#mermaid-svg-SH9sZB28G6cAasIb .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-SH9sZB28G6cAasIb .arrowheadPath{fill:#333333;}#mermaid-svg-SH9sZB28G6cAasIb .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-SH9sZB28G6cAasIb .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-SH9sZB28G6cAasIb .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-SH9sZB28G6cAasIb .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-SH9sZB28G6cAasIb .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-SH9sZB28G6cAasIb .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-SH9sZB28G6cAasIb .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-SH9sZB28G6cAasIb .cluster text{fill:#333;}#mermaid-svg-SH9sZB28G6cAasIb .cluster span{color:#333;}#mermaid-svg-SH9sZB28G6cAasIb 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-SH9sZB28G6cAasIb .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-SH9sZB28G6cAasIb rect.text{fill:none;stroke-width:0;}#mermaid-svg-SH9sZB28G6cAasIb .icon-shape,#mermaid-svg-SH9sZB28G6cAasIb .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-SH9sZB28G6cAasIb .icon-shape p,#mermaid-svg-SH9sZB28G6cAasIb .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-SH9sZB28G6cAasIb .icon-shape .label 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class=\"edgeLabel\"><\/p>\n<p>\u8fbe\u6210<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>Prompt\u5de5\u7a0b\u5199\u672c\u8f6e\u6307\u4ee4<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>Context\u5de5\u7a0b\u7ec4\u88c5\u71c3\u6599<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>Harness\u5de5\u7a0b\u63d0\u4f9b\u5de5\u5177\u73af\u5883<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>\u9a8c\u8bc1\u5668\u68c0\u67e5\u7ed3\u679c<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>\u8bb0\u5fc6\u5916\u7f6e\u72b6\u6001<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>\u4ea4\u4ed8<\/p>\n<p><\/span><\/p>\n<h4>\u5178\u578b\u6280\u672f<\/h4>\n<table>\n<tr>\u6280\u672f\u8bf4\u660e<\/tr>\n<tbody>\n<tr>\n<td>\/goal<\/td>\n<td>\u53ef\u9a8c\u8bc1\u7ec8\u6b62\u6761\u4ef6<\/td>\n<\/tr>\n<tr>\n<td>Sub-agents<\/td>\n<td>Maker\/Checker\u5206\u79bb<\/td>\n<\/tr>\n<tr>\n<td>Worktrees<\/td>\n<td>\u5e76\u884c\u5faa\u73af\u9694\u79bb<\/td>\n<\/tr>\n<tr>\n<td>Automations<\/td>\n<td>\u5b9a\u65f6\u5fc3\u8df3<\/td>\n<\/tr>\n<tr>\n<td>Hooks<\/td>\n<td>\u751f\u547d\u5468\u671f\u62e6\u622a<\/td>\n<\/tr>\n<tr>\n<td>\u8f68\u8ff9\u843d\u76d8<\/td>\n<td>\u53ef\u56de\u653e\u65e5\u5fd7<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4>\u5de5\u4f5c\u5355\u5143<\/h4>\n<p>\u4e00\u4e2a\u53ef\u4ea4\u4ed8\u6210\u679c &#061; 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\/>\n<h3>\u516d\u3001\u56db\u4ee3\u5bf9\u7167\u603b\u8868\u4e0e\u8dc3\u8fc1\u89c4\u5f8b<\/h3>\n<table>\n<tr>\u7ef4\u5ea6Prompt\u5de5\u7a0bContext\u5de5\u7a0bHarness\u5de5\u7a0bLoop\u5de5\u7a0b<\/tr>\n<tbody>\n<tr>\n<td>\u8bde\u751f\u5e74\u4efd<\/td>\n<td>2023<\/td>\n<td>2024<\/td>\n<td>2025<\/td>\n<td>2026<\/td>\n<\/tr>\n<tr>\n<td>\u6838\u5fc3\u95ee\u9898<\/td>\n<td>\u600e\u4e48\u63aa\u8f9e<\/td>\n<td>\u653e\u4ec0\u4e48\u8fdb\u53bb<\/td>\n<td>\u914d\u4ec0\u4e48\u73af\u5883<\/td>\n<td>\u600e\u4e48\u81ea\u4e3b\u8dd1<\/td>\n<\/tr>\n<tr>\n<td>\u5de5\u7a0b\u5bf9\u8c61<\/td>\n<td>\u4e00\u6bb5\u6587\u672c<\/td>\n<td>\u4e00\u4e2a\u4e0a\u4e0b\u6587\u7a97\u53e3<\/td>\n<td>\u4e00\u6574\u5957\u73af\u5883<\/td>\n<td>\u4e00\u4e2a\u63a7\u5236\u7cfb\u7edf<\/td>\n<\/tr>\n<tr>\n<td>\u5de5\u4f5c\u5355\u5143<\/td>\n<td>\u4e00\u6761\u63d0\u793a\u8bcd<\/td>\n<td>\u4e00\u7ec4\u4e0a\u4e0b\u6587\u7b56\u7565<\/td>\n<td>\u4e00\u4e2a\u667a\u80fd\u4f53\u73af\u5883<\/td>\n<td>\u4e00\u4e2a\u53ef\u4ea4\u4ed8\u5faa\u73af<\/td>\n<\/tr>\n<tr>\n<td>\u5173\u952e\u6307\u6807<\/td>\n<td>\u8f93\u51fa\u8d28\u91cf<\/td>\n<td>\u6ce8\u610f\u529b\u6548\u7387<\/td>\n<td>\u5de5\u5177\u6210\u529f\u7387<\/td>\n<td>\u65e0\u4eba\u503c\u5b88\u6210\u529f\u7387<\/td>\n<\/tr>\n<tr>\n<td>\u4ee3\u8868\u6280\u672f<\/td>\n<td>CoT\/Few-shot<\/td>\n<td>Compaction\/\u526a\u679d<\/td>\n<td>MCP\/AGENTS.md<\/td>\n<td>\/goal\/Sub-agents<\/td>\n<\/tr>\n<tr>\n<td>\u5931\u8d25\u6a21\u5f0f<\/td>\n<td>\u63aa\u8f9e\u4e0d\u5f53<\/td>\n<td>\u4e0a\u4e0b\u6587\u8150\u70c2<\/td>\n<td>\u5de5\u5177\u7ffb\u8f66<\/td>\n<td>doom 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span{color:#333;}#mermaid-svg-sDDJjSxKLkGsRdv5 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-sDDJjSxKLkGsRdv5 .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-sDDJjSxKLkGsRdv5 rect.text{fill:none;stroke-width:0;}#mermaid-svg-sDDJjSxKLkGsRdv5 .icon-shape,#mermaid-svg-sDDJjSxKLkGsRdv5 .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-sDDJjSxKLkGsRdv5 .icon-shape p,#mermaid-svg-sDDJjSxKLkGsRdv5 .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-sDDJjSxKLkGsRdv5 .icon-shape .label rect,#mermaid-svg-sDDJjSxKLkGsRdv5 .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-sDDJjSxKLkGsRdv5 .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-sDDJjSxKLkGsRdv5 .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-sDDJjSxKLkGsRdv5 :root{&#8211;mermaid-font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;}<\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>Loop \u5faa\u73af\u5de5\u7a0b<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>Harness \u73af\u5883\u5de5\u7a0b<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>Context \u4e0a\u4e0b\u6587\u5de5\u7a0b<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u5305\u542b<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u5305\u542b<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u5305\u542b<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>Prompt \u63d0\u793a\u8bcd\u5de5\u7a0b<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>\u63d0\u793a\u8bcd<\/p>\n<p><\/span><\/p>\n<p>\u5173\u952e\u6d1e\u5bdf&#xff1a;\u9ad8\u4e00\u5c42\u4e0d\u662f\u629b\u5f03\u4f4e\u4e00\u5c42&#xff0c;\u800c\u662f\u628a\u4f4e\u4e00\u5c42\u4f5c\u4e3a\u7ec4\u4ef6\u5c01\u88c5\u8fdb\u6765\u3002<\/p>\n<ul>\n<li>\u4f60\u8bbe\u8ba1\u4e00\u4e2a\u5faa\u73af&#xff08;Loop&#xff09;&#xff0c;\u5faa\u73af\u7684\u6bcf\u4e00\u8f6e\u8fd8\u662f\u8981\u5199\u597d\u63d0\u793a\u8bcd&#xff08;Prompt&#xff09;<\/li>\n<li>\u4f60\u7ba1\u7406\u4e0a\u4e0b\u6587&#xff08;Context&#xff09;&#xff0c;\u4f46\u4e0a\u4e0b\u6587\u91cc\u88c5\u7684\u8fd8\u662f\u63d0\u793a\u8bcd\u7ec4\u88c5\u7684\u7ed3\u679c<\/li>\n<li>\u4f60\u642d\u5efa\u73af\u5883&#xff08;Harness&#xff09;&#xff0c;\u73af\u5883\u91cc\u7684\u6a21\u578b\u4f9d\u7136\u9700\u8981\u597d\u7684\u4e0a\u4e0b\u6587\u548c\u63d0\u793a\u8bcd<\/li>\n<\/ul>\n<hr \/>\n<h4>\u4e3a\u4ec0\u4e48\u662f&#034;\u5305\u88f9&#034;\u800c\u975e&#034;\u53d6\u4ee3&#034;<\/h4>\n<h5>\u4e09\u7c7b\u5173\u7cfb\u8fa8\u6790<\/h5>\n<table>\n<tr>\u5173\u7cfb\u7c7b\u578b\u4f8b\u5b50\u662f\u5426\u6210\u7acb\u5224\u636e<\/tr>\n<tbody>\n<tr>\n<td>\u53d6\u4ee3<\/td>\n<td>\u6c7d\u8f66\u53d6\u4ee3\u9a6c\u8f66<\/td>\n<td>\u9a6c\u8f66\u771f\u7684\u6d88\u5931\u4e86<\/td>\n<td>\u65e7\u4e8b\u7269\u9000\u51fa\u4f7f\u7528<\/td>\n<\/tr>\n<tr>\n<td>\u5e76\u5217<\/td>\n<td>\u524d\u7aef vs \u540e\u7aef<\/td>\n<td>\u5404\u7ba1\u5404\u7684\u9886\u57df<\/td>\n<td>\u8fb9\u754c\u6e05\u6670\u4e0d\u91cd\u53e0<\/td>\n<\/tr>\n<tr>\n<td>\u5305\u88f9<\/td>\n<td>\u51fd\u6570\u8c03\u7528\u5d4c\u5957<\/td>\n<td>\u9ad8\u5c42\u6bcf\u6b21\u8fd0\u884c\u90fd\u8c03\u7528\u4f4e\u5c42<\/td>\n<td>\u65e7\u4e8b\u7269\u6210\u4e3a\u5185\u90e8\u7ec4\u4ef6<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u56db\u4ee3\u8303\u5f0f\u662f\u5305\u88f9\u5173\u7cfb&#xff1a;<\/p>\n<p>Loop Engineering<br \/>\n    \u2514\u2500\u2500 \u4f9d\u8d56 Harness Engineering&#xff08;\u6267\u884c\u73af\u5883&#xff09;<br \/>\n            \u2514\u2500\u2500 \u4f9d\u8d56 Context Engineering&#xff08;\u4e0a\u4e0b\u6587\u7ba1\u7406&#xff09;<br \/>\n                    \u2514\u2500\u2500 \u4f9d\u8d56 Prompt Engineering&#xff08;\u63d0\u793a\u8bcd\u7ec4\u88c5&#xff09;<\/p>\n<p>\u5224\u65ad&#034;\u53d6\u4ee3\u8fd8\u662f\u5305\u88f9&#034;\u6709\u4e2a\u5f88\u5b9e\u7528\u7684\u68c0\u9a8c\u6cd5&#xff1a;\u628a\u9ad8\u5c42\u62c6\u5f00&#xff0c;\u770b\u4f4e\u5c42\u8fd8\u5728\u4e0d\u5728\u91cc\u9762\u5e72\u6d3b\u3002\u62c6\u5f00\u4efb\u4f55\u4e00\u4e2a\u5faa\u73af&#xff0c;\u4f60\u90fd\u80fd\u770b\u5230\u6bcf\u4e00\u8f6e\u7684\u63d0\u793a\u8bcd\u7ec4\u88c5\u3001\u4e0a\u4e0b\u6587\u526a\u679d\u3001\u5de5\u5177\u8c03\u7528\u2014\u2014\u4f4e\u5c42\u6d3b\u5f97\u597d\u597d\u7684&#xff0c;\u53ea\u662f\u4e0d\u518d\u7531\u4f60\u4eb2\u624b\u5e72\u4e86\u3002\u8fd9\u5c31\u53eb\u5305\u88f9\u3002<\/p>\n<h5>\u4e00\u4e2a\u5177\u4f53\u4f8b\u5b50&#xff1a;\u4e00\u4e2aBug\u7684\u56db\u5c42\u65c5\u884c<\/h5>\n<p>\u5047\u8bbe\u4f60\u8981\u5b9e\u73b0&#034;\u591c\u95f4\u81ea\u52a8\u4feeBug\u5faa\u73af&#034;&#xff0c;\u62c6\u5f00\u770b\u6bcf\u4e00\u5c42\u7684\u8d21\u732e&#xff1a;<\/p>\n<p><span class=\"token comment\"># Loop\u5c42&#xff1a;\u5b9a\u4e49\u6574\u4e2a\u63a7\u5236\u7cfb\u7edf<\/span><br \/>\n<span class=\"token keyword\">while<\/span> <span class=\"token keyword\">not<\/span> goal_achieved<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><\/p>\n<p>    <span class=\"token comment\"># Context\u5c42&#xff1a;\u7ec4\u88c5\u672c\u8f6e\u4e0a\u4e0b\u6587&#xff08;\u4e0d\u662f\u5168\u91cf\u5386\u53f2&#xff0c;\u800c\u662f\u526a\u679d\u540e\u7684\u9ad8\u4fe1\u53f7\u96c6&#xff09;<\/span><br \/>\n    context <span class=\"token operator\">&#061;<\/span> build_context<span class=\"token punctuation\">(<\/span><br \/>\n        recent_turns<span class=\"token operator\">&#061;<\/span>last_3<span class=\"token punctuation\">,<\/span><br \/>\n        summary<span class=\"token operator\">&#061;<\/span>compacted_summary<span class=\"token punctuation\">,<\/span><br \/>\n        relevant_files<span class=\"token operator\">&#061;<\/span>jit_retrieve<span class=\"token punctuation\">(<\/span>bug_keywords<span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># Prompt\u5c42&#xff1a;\u7ec4\u88c5\u672c\u8f6e\u5177\u4f53\u6307\u4ee4<\/span><br \/>\n    prompt <span class=\"token operator\">&#061;<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;&#034;&#034;<br \/>\n    \u5f53\u524d\u76ee\u6807&#xff1a;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>goal<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"><br \/>\n    \u6700\u8fd1\u5931\u8d25\u4fe1\u606f&#xff1a;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>context<span class=\"token punctuation\">.<\/span>last_error<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"><br \/>\n    \u7ea6\u675f&#xff1a;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>context<span class=\"token punctuation\">.<\/span>conventions<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"><br \/>\n    &#034;&#034;&#034;<\/span><\/span><\/p>\n<p>    <span class=\"token comment\"># Harness\u5c42&#xff1a;\u63d0\u4f9b\u5de5\u5177\u5e76\u6709\u80fd\u529b\u6267\u884c<\/span><br \/>\n    response <span class=\"token operator\">&#061;<\/span> model<span class=\"token punctuation\">.<\/span>chat<span class=\"token punctuation\">(<\/span>prompt<span class=\"token punctuation\">,<\/span> tools<span class=\"token operator\">&#061;<\/span><span class=\"token punctuation\">[<\/span>read_file<span class=\"token punctuation\">,<\/span> edit_file<span class=\"token punctuation\">,<\/span> run_test<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># \u6267\u884c\u52a8\u4f5c&#xff08;Harness\u5c42&#xff09;<\/span><br \/>\n    result <span class=\"token operator\">&#061;<\/span> dispatch_tool<span class=\"token punctuation\">(<\/span>response<span class=\"token punctuation\">.<\/span>tool_call<span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># \u9a8c\u8bc1&#xff08;Loop\u5c42\u7684\u6838\u5fc3\u52a8\u4f5c&#xff09;<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> validate<span class=\"token punctuation\">(<\/span>result<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>  <span class=\"token comment\"># \u786e\u5b9a\u6027\u9a8c\u8bc1\u5668<\/span><br \/>\n        <span class=\"token keyword\">break<\/span><\/p>\n<p>    <span class=\"token comment\"># \u8bb0\u5fc6\u5916\u7f6e&#xff08;Loop\u5c42&#xff09;<\/span><br \/>\n    save_trace<span class=\"token punctuation\">(<\/span>result<span class=\"token punctuation\">)<\/span><\/p>\n<p>\u4e00\u7bc7\u6587\u7ae0\u91cc&#xff0c;\u56db\u5c42\u540c\u65f6\u5728\u573a\u3002\u8fd9\u5c31\u662f&#034;\u5305\u88f9&#034;\u7684\u542b\u4e49\u3002<\/p>\n<p>\u6211\u518d\u7ed9\u4f60\u8bb2\u4e2a\u66f4\u5177\u4f53\u7684\u6848\u4f8b\u6545\u4e8b\u3002\u53bb\u5e74\u6211\u63a5\u624b\u8fc7\u4e00\u4e2a\u8dd1\u4e86\u534a\u5e74\u7684&#034;\u4f9d\u8d56\u5347\u7ea7\u5faa\u73af&#034;&#xff0c;\u5b83\u72b6\u6001\u5f88\u5dee&#xff1a;\u6210\u529f\u7387\u53ea\u670941%&#xff0c;\u56e2\u961f\u60f3\u63a8\u5012\u91cd\u6765\u3002\u6211\u62c6\u5f00\u770b&#xff0c;\u95ee\u9898\u6839\u672c\u4e0d\u5728\u5faa\u73af\u2014\u2014\u662f\u7b2c13\u8f6e\u5de6\u53f3\u4e0a\u4e0b\u6587\u5f00\u59cb\u8150\u70c2&#xff08;Context\u5c42\u6ca1\u505aCompaction&#xff09;&#xff0c;\u6a21\u578b\u5728\u88ab\u6c61\u67d3\u7684\u4e0a\u4e0b\u6587\u91cc\u8d8a\u4fee\u8d8a\u9519\u3002\u6211\u53ea\u52a0\u4e86\u4e00\u4e2a&#034;\u6bcf8\u8f6e\u538b\u7f29\u5386\u53f2\u4e3a\u6458\u8981&#034;\u7684\u7b56\u7565&#xff0c;\u5176\u4ed6\u4e00\u884c\u6ca1\u52a8&#xff0c;\u6210\u529f\u7387\u56de\u523078%\u3002\u9ad8\u5c42\u7684\u75c5&#xff0c;\u75c5\u6839\u5728\u4f4e\u5c42\u2014\u2014\u8fd9\u662f\u5305\u88f9\u5173\u7cfb\u6700\u5b9e\u7528\u7684\u63a8\u8bba&#xff1a;\u6392\u67e5\u95ee\u9898\u65f6\u56db\u5c42\u90fd\u8981\u770b&#xff0c;\u522b\u53ea\u4f1a\u91cd\u542f\u5faa\u73af\u3002<\/p>\n<p>\u8e29\u5751\u63d0\u793a&#xff1a;\u5305\u88f9\u5173\u7cfb\u7684\u53cd\u9762\u6559\u6750\u662f&#034;\u8df3\u5c42&#034;\u3002\u6211\u89c1\u8fc7\u6709\u4eba\u8fde\u63d0\u793a\u8bcd\u90fd\u5199\u4e0d\u5229\u7d22\u5c31\u4e0a\u591aAgent\u7f16\u6392&#xff0c;\u7ed3\u679c15\u4e2a\u5e76\u884c\u5faa\u73af\u6bcf\u4e2a\u90fd\u4ea7\u51fa\u5783\u573e\u2014\u2014\u5faa\u73af\u53ea\u662f\u628a\u5783\u573e\u7684\u751f\u4ea7\u6548\u7387\u63d0\u9ad8\u4e8615\u500d\u3002\u9ad8\u5c42\u653e\u5927\u7684\u662f\u4f4e\u5c42\u7684\u6c34\u5e73&#xff0c;\u65e0\u8bba\u597d\u574f\u3002<\/p>\n<hr \/>\n<h4>\u8303\u5f0f\u8dc3\u8fc1\u7684\u9a71\u52a8\u529b<\/h4>\n<p>\u4e3a\u4ec0\u4e48\u4f1a\u51fa\u73b0\u8fd9\u56db\u6b21\u8dc3\u8fc1&#xff1f;\u80cc\u540e\u6709\u5171\u540c\u89c4\u5f8b&#xff1a;<\/p>\n<p>  #mermaid-svg-RPsXACZgXPKzY26w{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-RPsXACZgXPKzY26w .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-RPsXACZgXPKzY26w .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-RPsXACZgXPKzY26w .error-icon{fill:#552222;}#mermaid-svg-RPsXACZgXPKzY26w .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-RPsXACZgXPKzY26w .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-RPsXACZgXPKzY26w 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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-RPsXACZgXPKzY26w .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-RPsXACZgXPKzY26w rect.text{fill:none;stroke-width:0;}#mermaid-svg-RPsXACZgXPKzY26w .icon-shape,#mermaid-svg-RPsXACZgXPKzY26w .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-RPsXACZgXPKzY26w .icon-shape p,#mermaid-svg-RPsXACZgXPKzY26w .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-RPsXACZgXPKzY26w .icon-shape .label rect,#mermaid-svg-RPsXACZgXPKzY26w .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-RPsXACZgXPKzY26w .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-RPsXACZgXPKzY26w .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-RPsXACZgXPKzY26w :root{&#8211;mermaid-font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;}<\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u89e6\u53d1<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u8f6c\u5411<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u80fd\u529b\u5929\u82b1\u677f\u66b4\u9732<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u5de5\u7a0b\u91cd\u5fc3\u4e0a\u79fb<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u65b0\u8303\u5f0f\u8bde\u751f<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u65e7\u8303\u5f0f\u964d\u7ea7\u4e3a\u5b50\u6b65\u9aa4<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u63d0\u793a\u8bcd\u5199\u4e0d\u51fa\u66f4\u597d\u7ed3\u679c<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u4ece\u4f18\u5316\u8f93\u5165&#xff0c;\u5230\u4f18\u5316\u7cfb\u7edf<\/p>\n<p><\/span><\/p>\n<table>\n<tr>\u8dc3\u8fc1\u89e6\u53d1\u7684\u5929\u82b1\u677f\u91cd\u5fc3\u8f6c\u79fb<\/tr>\n<tbody>\n<tr>\n<td>Prompt\u2192Context<\/td>\n<td>\u63d0\u793a\u8bcd\u518d\u7cbe\u5999\u4e5f\u65e0\u6cd5\u7a81\u7834\u4e0a\u4e0b\u6587\u9650\u5236<\/td>\n<td>\u4ece&#034;\u4e00\u6761\u6587\u672c&#034;\u5230&#034;\u6574\u4e2a\u7a97\u53e3&#034;<\/td>\n<\/tr>\n<tr>\n<td>Context\u2192Harness<\/td>\n<td>\u4e0a\u4e0b\u6587\u518d\u597d\u6a21\u578b\u4e5f\u65e0\u624b\u65e0\u811a<\/td>\n<td>\u4ece&#034;\u770b&#034;\u5230&#034;\u505a&#034;<\/td>\n<\/tr>\n<tr>\n<td>Harness\u2192Loop<\/td>\n<td>\u73af\u5883\u518d\u597d\u4e5f\u9700\u4eba\u6309\u6309\u94ae<\/td>\n<td>\u4ece&#034;\u5de5\u5177&#034;\u5230&#034;\u81ea\u4e3b&#034;<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h5>\u4e00\u4e2a\u6709\u7528\u7684\u5224\u65ad\u6cd5\u5219<\/h5>\n<p>\u5f53\u4f60\u5728\u67d0\u4e00\u5c42\u53cd\u590d\u8c03\u4f18\u5374\u6536\u6548\u751a\u5fae\u65f6&#xff0c;\u8bf4\u660e\u74f6\u9888\u5df2\u7ecf\u8f6c\u79fb\u5230\u66f4\u9ad8\u4e00\u5c42\u3002<\/p>\n<ul>\n<li>\u63d0\u793a\u8bcd\u600e\u4e48\u5199\u90fd\u4e0d\u6ee1\u610f 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\/>\n<h3>\u4e03\u3001\u5b9e\u64cd&#xff1a;\u5b9a\u4f4d\u4f60\u7684\u5c42\u7ea7\u5e76\u5f80\u4e0a\u722c<\/h3>\n<h4>\u9636\u6bb51&#xff1a;\u786e\u8ba4\u4f60\u7684\u5f53\u524d\u5c42\u7ea7<\/h4>\n<p>\u81ea\u6d4b\u6e05\u5355&#xff1a;<br \/>\n&#8211; [ ] \u6211\u662f\u5426\u8fd8\u5728\u7ea0\u7ed3&#034;\u6362\u4e2a\u63aa\u8f9e\u8bd5\u8bd5&#034;&#xff1f;\u2192 \u4f60\u505c\u5728 Prompt \u5c42<br \/>\n&#8211; [ ] \u6211\u662f\u5426\u5f00\u59cb\u5173\u6ce8&#034;\u8be5\u7ed9\u6a21\u578b\u770b\u4ec0\u4e48\u6587\u4ef6&#034;&#xff1f;\u2192 \u4f60\u5230\u4e86 Context \u5c42<br \/>\n&#8211; [ ] \u6211\u662f\u5426\u5728\u642d\u5efa\u5de5\u5177\/\u914d\u7f6eMCP\/\u5199AGENTS.md&#xff1f;\u2192 \u4f60\u5230\u4e86 Harness \u5c42<br \/>\n&#8211; [ ] \u6211\u662f\u5426\u5728\u8bbe\u8ba1\u5faa\u73af\u3001\u9a8c\u8bc1\u5668\u3001\u505c\u6b62\u6761\u4ef6&#xff1f;\u2192 \u4f60\u5230\u4e86 Loop \u5c42<\/p>\n<h4>\u9636\u6bb52&#xff1a;\u7528\u4ee3\u7801\u5ea6\u91cf\u4f60\u7684\u5c42\u7ea7<\/h4>\n<p>\u81ea\u6d4b\u6e05\u5355\u662f\u4e3b\u89c2\u7684&#xff0c;\u6211\u66f4\u559c\u6b22\u80fd\u8dd1\u51fa\u6570\u5b57\u7684\u5ea6\u91cf\u3002\u4e0b\u9762\u8fd9\u4e2a\u5c0f\u5de5\u5177\u626b\u63cf\u4f60\u7684\u9879\u76ee\u76ee\u5f55&#xff0c;\u6309\u56db\u5c42\u8d44\u4ea7\u7684\u5b58\u5728\u6027\u7ed9\u51fa\u91cf\u5316\u8bc4\u5206\u2014\u2014\u5de5\u7a0b\u89c4\u8303\u7167\u65e7&#xff1a;pydantic \u6821\u9a8c\u914d\u7f6e&#xff0c;\u65e5\u5fd7\u63a7\u5236\u53f0&#043;\u6587\u4ef6\u53cc\u8f93\u51fa\u3001\u6309\u6708\u6eda\u52a8\u4fdd\u755912\u4e2a\u6708&#xff0c;\u9000\u51fa\u6253\u5370\u603b\u7ed3&#xff1a;<\/p>\n<p><span class=\"token triple-quoted-string string\">&#034;&#034;&#034;layer_scout.py \u2014 \u56db\u5c42\u8303\u5f0f\u6210\u719f\u5ea6\u5ea6\u91cf\u5668<br \/>\n\u7528\u6cd5: uv run python layer_scout.py &#8211;path .<br \/>\n\u4f9d\u8d56: uv add pydantic<br \/>\n&#034;&#034;&#034;<\/span><br \/>\n<span class=\"token keyword\">import<\/span> logging<span class=\"token punctuation\">,<\/span> logging<span class=\"token punctuation\">.<\/span>handlers<br \/>\n<span class=\"token keyword\">from<\/span> pathlib <span class=\"token keyword\">import<\/span> Path<br \/>\n<span class=\"token keyword\">from<\/span> pydantic <span class=\"token keyword\">import<\/span> BaseModel<\/p>\n<p><span class=\"token comment\"># \u65e5\u5fd7&#xff1a;\u63a7\u5236\u53f0&#043;\u6587\u4ef6\u53cc\u8f93\u51fa&#xff0c;\u6309\u6708\u5206\u5272&#xff0c;\u4fdd\u755912\u4e2a\u6708<\/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;scout&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\nlog<span class=\"token punctuation\">.<\/span>setLevel<span class=\"token punctuation\">(<\/span>logging<span class=\"token punctuation\">.<\/span>INFO<span class=\"token punctuation\">)<\/span><br \/>\nlog<span class=\"token punctuation\">.<\/span>addHandler<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><br \/>\nfh <span class=\"token operator\">&#061;<\/span> logging<span class=\"token punctuation\">.<\/span>handlers<span class=\"token punctuation\">.<\/span>TimedRotatingFileHandler<span class=\"token punctuation\">(<\/span><br \/>\n    <span class=\"token string\">&#034;logs\/scout.log&#034;<\/span><span class=\"token punctuation\">,<\/span> when<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;MIDNIGHT&#034;<\/span><span class=\"token punctuation\">,<\/span> interval<span class=\"token operator\">&#061;<\/span><span class=\"token number\">30<\/span><span class=\"token punctuation\">,<\/span> backupCount<span class=\"token operator\">&#061;<\/span><span class=\"token number\">12<\/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><br \/>\nfh<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 punctuation\">)<\/span><br \/>\nlog<span class=\"token punctuation\">.<\/span>addHandler<span class=\"token punctuation\">(<\/span>fh<span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">LayerScore<\/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;\u56db\u5c42\u8bc4\u5206\u7ed3\u679c&#xff0c;pydantic\u4fdd\u8bc1\u5b57\u6bb5\u7c7b\u578b\u6b63\u786e&#034;&#034;&#034;<\/span><br \/>\n    prompt<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">int<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">0<\/span>      <span class=\"token comment\"># \u63d0\u793a\u8bcd\u6a21\u677f\u6587\u4ef6\u6570<\/span><br \/>\n    context<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">int<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">0<\/span>     <span class=\"token comment\"># \u4e0a\u4e0b\u6587\u7b56\u7565\u75d5\u8ff9&#xff08;compaction\/memory&#xff09;<\/span><br \/>\n    harness<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">int<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">0<\/span>     <span class=\"token comment\"># \u5de5\u5177\/MCP\/AGENTS.md<\/span><br \/>\n    loop<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">int<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">0<\/span>        <span class=\"token comment\"># \u5faa\u73af\u914d\u7f6e\/\u9a8c\u8bc1\u5668\/CI\u95e8\u7981<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">level<\/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        total <span class=\"token operator\">&#061;<\/span> self<span class=\"token punctuation\">.<\/span>prompt <span class=\"token operator\">&#043;<\/span> self<span class=\"token punctuation\">.<\/span>context <span class=\"token operator\">&#043;<\/span> self<span class=\"token punctuation\">.<\/span>harness <span class=\"token operator\">&#043;<\/span> self<span class=\"token punctuation\">.<\/span>loop<br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;Loop\u67b6\u6784\u5e08&#034;<\/span> <span class=\"token keyword\">if<\/span> total <span class=\"token operator\">&gt;&#061;<\/span> <span class=\"token number\">12<\/span> <span class=\"token keyword\">else<\/span> <span class=\"token string\">&#034;Harness\u5c42&#034;<\/span><br \/>\n                <span class=\"token keyword\">if<\/span> total <span class=\"token operator\">&gt;&#061;<\/span> <span class=\"token number\">8<\/span> <span class=\"token keyword\">else<\/span> <span class=\"token string\">&#034;Context\u5c42&#034;<\/span> <span class=\"token keyword\">if<\/span> total <span class=\"token operator\">&gt;&#061;<\/span> <span class=\"token number\">4<\/span> <span class=\"token keyword\">else<\/span> <span class=\"token string\">&#034;Prompt\u5c42&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">scan<\/span><span class=\"token punctuation\">(<\/span>root<span class=\"token punctuation\">:<\/span> Path<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> LayerScore<span class=\"token punctuation\">:<\/span><br \/>\n    files <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span>p <span class=\"token keyword\">for<\/span> p <span class=\"token keyword\">in<\/span> root<span class=\"token punctuation\">.<\/span>rglob<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;*&#034;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">if<\/span> p<span class=\"token punctuation\">.<\/span>is_file<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">]<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> LayerScore<span class=\"token punctuation\">(<\/span><br \/>\n        prompt<span class=\"token operator\">&#061;<\/span><span class=\"token builtin\">sum<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;prompt&#034;<\/span> <span class=\"token keyword\">in<\/span> p<span class=\"token punctuation\">.<\/span>name<span class=\"token punctuation\">.<\/span>lower<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">or<\/span> <span class=\"token string\">&#034;template&#034;<\/span> <span class=\"token keyword\">in<\/span> p<span class=\"token punctuation\">.<\/span>name<span class=\"token punctuation\">.<\/span>lower<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">for<\/span> p <span class=\"token keyword\">in<\/span> files<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        context<span class=\"token operator\">&#061;<\/span><span class=\"token builtin\">sum<\/span><span class=\"token punctuation\">(<\/span><span class=\"token builtin\">any<\/span><span class=\"token punctuation\">(<\/span>k <span class=\"token keyword\">in<\/span> p<span class=\"token punctuation\">.<\/span>name<span class=\"token punctuation\">.<\/span>lower<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">for<\/span> k <span class=\"token keyword\">in<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;memory&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;compact&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;summary&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">for<\/span> p <span class=\"token keyword\">in<\/span> files<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        harness<span class=\"token operator\">&#061;<\/span><span class=\"token builtin\">sum<\/span><span class=\"token punctuation\">(<\/span><span class=\"token builtin\">any<\/span><span class=\"token punctuation\">(<\/span>k <span class=\"token keyword\">in<\/span> p<span class=\"token punctuation\">.<\/span>name<span class=\"token punctuation\">.<\/span>lower<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">for<\/span> k <span class=\"token keyword\">in<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;agents&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;mcp&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;tool&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">for<\/span> p <span class=\"token keyword\">in<\/span> files<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        loop<span class=\"token operator\">&#061;<\/span><span class=\"token builtin\">sum<\/span><span class=\"token punctuation\">(<\/span><span class=\"token builtin\">any<\/span><span class=\"token punctuation\">(<\/span>k <span class=\"token keyword\">in<\/span> p<span class=\"token punctuation\">.<\/span>name<span class=\"token punctuation\">.<\/span>lower<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">for<\/span> k <span class=\"token keyword\">in<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;loop&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;goal&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;validator&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;workflow&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">for<\/span> p <span class=\"token keyword\">in<\/span> files<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <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    score <span class=\"token operator\">&#061;<\/span> scan<span class=\"token punctuation\">(<\/span>Path<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;.&#034;<\/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;Prompt\u5c42&#061;%d Context\u5c42&#061;%d Harness\u5c42&#061;%d Loop\u5c42&#061;%d&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n             score<span class=\"token punctuation\">.<\/span>prompt<span class=\"token punctuation\">,<\/span> score<span class=\"token punctuation\">.<\/span>context<span class=\"token punctuation\">,<\/span> score<span class=\"token punctuation\">.<\/span>harness<span class=\"token punctuation\">,<\/span> score<span class=\"token punctuation\">.<\/span>loop<span class=\"token punctuation\">)<\/span><br \/>\n    log<span class=\"token punctuation\">.<\/span>info<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u5f53\u524d\u5b9a\u4f4d&#061;%s&#034;<\/span><span class=\"token punctuation\">,<\/span> score<span class=\"token punctuation\">.<\/span>level<span class=\"token punctuation\">(<\/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;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061; \u5ea6\u91cf\u603b\u7ed3 &#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#034;<\/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;\u77ed\u677f\u5c42&#061;%s&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token builtin\">min<\/span><span class=\"token punctuation\">(<\/span>score<span class=\"token punctuation\">.<\/span>model_dump<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> key<span class=\"token operator\">&#061;<\/span>score<span class=\"token punctuation\">.<\/span>model_dump<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>\u8dd1\u5b8c\u7684\u63a7\u5236\u53f0\u8f93\u51fa\u957f\u8fd9\u6837&#xff1a;<\/p>\n<p>$ uv run python layer_scout.py &#8211;path .<br \/>\n2026-09-15 20:11:03 [INFO] Prompt\u5c42&#061;6 Context\u5c42&#061;1 Harness\u5c42&#061;2 Loop\u5c42&#061;0<br \/>\n2026-09-15 20:11:03 [INFO] \u5f53\u524d\u5b9a\u4f4d&#061;Context\u5c42<br \/>\n2026-09-15 20:11:03 [INFO] &#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061; \u5ea6\u91cf\u603b\u7ed3 &#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;<br \/>\n2026-09-15 20:11:03 [INFO] \u77ed\u677f\u5c42&#061;loop<\/p>\n<p>\u8fd9\u4e2a\u8f93\u51fa\u7684\u542b\u4e49\u5f88\u76f4\u767d&#xff1a;\u63d0\u793a\u8bcd\u8d44\u4ea7\u4e0d\u5c11\u3001\u73af\u5883\u521a\u8d77\u6b65\u3001\u5faa\u73af\u8fd8\u6ca1\u5f71\u2014\u2014\u5178\u578b\u7684&#034;\u4e0a\u5c42\u5730\u57fa\u6ca1\u6253\u597d\u5c31\u60f3\u8df3\u697c&#034;\u3002\u522b\u6025\u7740\u4e0a\u591aAgent&#xff0c;\u5148\u628a loop \u5b57\u6bb5\u4ece0\u53d81&#xff1a;\u5199\u4e00\u4e2a\u5e26\u505c\u6b62\u6761\u4ef6\u7684\u6700\u5c0f\u5faa\u73af\u3002<\/p>\n<h4>\u9636\u6bb53&#xff1a;\u4e0d\u8981\u8df3\u8fc7\u4efb\u4f55\u4e00\u5c42<\/h4>\n<p>\u5f88\u591a\u4eba\u60f3\u76f4\u63a5\u4e0a\u5faa\u73af\u5de5\u7a0b&#xff0c;\u4f46\u5e95\u5c42\u4e0d\u7262&#xff0c;\u5faa\u73af\u4e00\u5b9a\u8dd1\u4e0d\u7a33&#xff1a;<\/p>\n<table>\n<tr>\u8df3\u8fc7\u540e\u679c\u8865\u6551<\/tr>\n<tbody>\n<tr>\n<td>\u8df3\u8fc7Prompt<\/td>\n<td>\u6bcf\u8f6e\u8f93\u51fa\u8d28\u91cf\u5dee&#xff0c;\u5faa\u73af\u5728\u5783\u573e\u4e0a\u8fed\u4ee3<\/td>\n<td>\u5148\u6c89\u6dc05\u4e2a\u9ad8\u9891\u4efb\u52a1\u7684\u63d0\u793a\u8bcd\u6a21\u677f<\/td>\n<\/tr>\n<tr>\n<td>\u8df3\u8fc7Context<\/td>\n<td>\u51e0\u8f6e\u540e\u4e0a\u4e0b\u6587\u7206\u70b8\u6216\u8150\u70c2&#xff0c;\u5faa\u73af\u5931\u667a<\/td>\n<td>\u5148\u4e0aCompaction&#043;\u5916\u90e8\u8bb0\u5fc6<\/td>\n<\/tr>\n<tr>\n<td>\u8df3\u8fc7Harness<\/td>\n<td>\u6a21\u578b\u65e0\u53cd\u9988\u4fe1\u53f7&#xff0c;\u53ea\u80fd\u9760\u81ea\u6211\u8bc4\u4f30&#xff08;\u4e0d\u53ef\u4fe1&#xff09;<\/td>\n<td>\u5148\u63a5\u901a\u7f16\u8bd1\/\u6d4b\u8bd5\/lint\u4e09\u4ef6\u5957<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4>\u9636\u6bb54&#xff1a;\u6309&#034;\u5305\u88f9&#034;\u601d\u8def\u5efa\u8bbe\u8d44\u4ea7<\/h4>\n<p> 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