{"id":678821,"date":"2026-02-12T10:23:20","date_gmt":"2026-02-12T09:23:20","guid":{"rendered":"https:\/\/blog.jetbrains.com\/?post_type=ai&#038;p=678821"},"modified":"2026-02-12T12:28:47","modified_gmt":"2026-02-12T11:28:47","slug":"building-ai-agents-in-kotlin-part-4-delegation-and-sub-agents","status":"publish","type":"ai","link":"https:\/\/blog.jetbrains.com\/zh-hans\/ai\/2026\/02\/building-ai-agents-in-kotlin-part-4-delegation-and-sub-agents\/","title":{"rendered":"\u5728 Kotlin \u4e2d\u6784\u5efa AI \u667a\u80fd\u4f53 \u2013 \u7b2c 4 \u90e8\u5206\uff1a\u59d4\u6258\u548c\u5b50\u667a\u80fd\u4f53"},"content":{"rendered":"<p>\u672c\u7cfb\u5217\u7684\u524d\u51e0\u7bc7\u6587\u7ae0\uff1a<\/p>\n<ul>\n<li><a href=\"https:\/\/blog.jetbrains.com\/ai\/2025\/11\/building-ai-agents-in-kotlin-part-1-a-minimal-coding-agent\/\">\u4f7f\u7528 Kotlin \u6784\u5efa AI \u667a\u80fd\u4f53 \u2013 \u7b2c 1 \u90e8\u5206\uff1a\u6781\u7b80\u7f16\u7801\u667a\u80fd\u4f53<\/a><\/li>\n<li><a href=\"https:\/\/blog.jetbrains.com\/ai\/2025\/11\/building-ai-agents-in-kotlin-part-2-a-deeper-dive-into-tools\/\">\u4f7f\u7528 Kotlin \u6784\u5efa AI \u667a\u80fd\u4f53 \u2013 \u7b2c 2 \u90e8\u5206\uff1a\u6df1\u5165\u63a2\u8ba8\u5de5\u5177<\/a><\/li>\n<li><a href=\"https:\/\/blog.jetbrains.com\/ai\/2025\/12\/building-ai-agents-in-kotlin-part-3-under-observation\/\">\u4f7f\u7528 Kotlin \u6784\u5efa AI \u667a\u80fd\u4f53 \u2013 \u7b2c 3 \u90e8\u5206\uff1a\u5bc6\u5207\u89c2\u5bdf<\/a><\/li>\n<\/ul>\n<p>\u5728\u4e0a\u4e00\u7bc7\u6587\u7ae0\u4e2d\uff0c\u6211\u4eec\u4e86\u89e3\u4e86\u5982\u4f55\u8bbe\u7f6e\u8ddf\u8e2a\uff0c\u8fd9\u7ed9\u6211\u4eec\u63d0\u51fa\u4e86\u4e24\u4e2a\u65b0\u95ee\u9898\uff1a\u6839\u636e\u6b64\u5de5\u5177\u63d0\u4f9b\u7684\u4fe1\u606f\uff0c\u6211\u4eec\u5e94\u8be5\u8fdb\u884c\u54ea\u4e9b\u5c1d\u8bd5\uff1f \u6211\u4eec\u53ef\u4ee5\u5229\u7528\u667a\u80fd\u4f53\u7684\u89c2\u5bdf\u7ed3\u679c\u6539\u8fdb\u667a\u80fd\u4f53\u7684\u54ea\u4e9b\u90e8\u5206\uff1f<\/p>\n<p>\u6211\u4eec\u6700\u521d\u7684\u60f3\u6cd5\u662f<a href=\"https:\/\/github.com\/JetBrains\/koog\/tree\/develop\/examples\/code-agent\/step-04-add-subagent\" target=\"_blank\" rel=\"noopener\">\u8bd5\u9a8c\u5b50\u667a\u80fd\u4f53<\/a>\uff0c\u6216\u8005\u66f4\u5177\u4f53\u5730\u8bf4\uff0c\u4f7f\u7528 <code>find<\/code> \u5b50\u667a\u80fd\u4f53\u3002\u8fd9\u5c06\u8ba9\u6211\u4eec\u6709\u673a\u4f1a\u4e86\u89e3\uff0cKoog \u5982\u4f55\u4f7f\u5b9e\u73b0\u5b50\u667a\u80fd\u4f53\u7b49\u5e38\u89c1\u6a21\u5f0f\u53d8\u5f97\u66f4\u52a0\u5bb9\u6613\u3002\u6211\u4eec\u7684\u5047\u8bbe\u662f\uff0c<code>find<\/code> \u5b50\u667a\u80fd\u4f53\u53ef\u4ee5\u5728\u4fdd\u6301\u751a\u81f3\u63d0\u5347\u6027\u80fd\u7684\u540c\u65f6\u964d\u4f4e\u603b\u4f53\u6210\u672c\u3002<\/p>\n<p>\u6211\u4eec\u4e3a\u4ec0\u4e48\u4f1a\u8fd9\u6837\u60f3\u5462\uff1f \u5bfc\u81f4\u6210\u672c\u4e0a\u5347\u7684\u4e3b\u8981\u56e0\u7d20\u662f\u4e0a\u4e0b\u6587\u589e\u957f\u3002\u6bcf\u4e2a LLM \u8bf7\u6c42\u90fd\u5305\u542b\u4ece\u5934\u5230\u5c3e\u7684\u5b8c\u6574\u4e0a\u4e0b\u6587\uff0c\u8fd9\u610f\u5473\u7740\u6bcf\u4e2a\u540e\u7eed\u8bf7\u6c42\u90fd\u6bd4\u524d\u4e00\u4e2a\u8bf7\u6c42\u66f4\u6602\u8d35\uff08\u81f3\u5c11\u5728\u8f93\u5165 token \u65b9\u9762\uff09\u3002\u5982\u679c\u6211\u4eec\u80fd\u9650\u5236\u4e0a\u4e0b\u6587\u589e\u957f\uff0c\u5c24\u5176\u662f\u5728\u667a\u80fd\u4f53\u8fd0\u884c\u7684\u65e9\u671f\uff0c\u6211\u4eec\u6216\u8bb8\u53ef\u4ee5\u663e\u8457\u964d\u4f4e\u6210\u672c\u3002\u4e0d\u5fc5\u8981\u7684\u8fc7\u5927\u4e0a\u4e0b\u6587\u4e5f\u53ef\u80fd\u4f1a\u5206\u6563\u667a\u80fd\u4f53\u7684\u6ce8\u610f\u529b\uff0c\u4f7f\u5176\u65e0\u6cd5\u4e13\u6ce8\u4e8e\u6838\u5fc3\u4efb\u52a1\u3002\u56e0\u6b64\uff0c\u901a\u8fc7\u7f29\u5c0f\u4e0a\u4e0b\u6587\u8303\u56f4\uff0c\u6211\u4eec\u751a\u81f3\u53ef\u80fd\u4f1a\u770b\u5230\u6027\u80fd\u7684\u63d0\u5347\uff0c\u5c3d\u7ba1\u8fd9\u5f88\u96be\u9884\u6d4b\u3002<\/p>\n<p><code>find<\/code> \u529f\u80fd\u7279\u522b\u9002\u7528\u4e8e\u6446\u8131\u957f\u671f\u79ef\u7d2f\u7684\u4e0a\u4e0b\u6587\u3002\u5728\u641c\u7d22\u67d0\u4e9b\u5185\u5bb9\u65f6\uff0c\u4f60\u901a\u5e38\u4f1a\u6253\u5f00\u8bb8\u591a\u4e0d\u542b\u76ee\u6807\u5185\u5bb9\u7684\u6587\u4ef6\u3002\u7ea0\u7ed3\u4e8e\u90a3\u4e9b\u6b7b\u80e1\u540c\u6beb\u65e0\u610f\u4e49\u3002\u8bb0\u5f97\u4f60\u771f\u6b63\u8981\u627e\u7684\u662f\u4ec0\u4e48\u3002\u53ef\u4ee5\u628a\u8fd9\u770b\u4f5c\u662f\u538b\u7f29\u667a\u80fd\u4f53\u5386\u53f2\u8bb0\u5f55\u7684\u4e00\u79cd\u81ea\u7136\u65b9\u5f0f\uff08\u6211\u4eec\u5c06\u5728\u540e\u7eed\u6587\u7ae0\u4e2d\u63a2\u8ba8\u5b9e\u9645\u7684\u538b\u7f29\uff09\u3002<\/p>\n<p>\u8fd9\u9879\u4efb\u52a1\u4e5f\u975e\u5e38\u9002\u5408\u7531\u5b50\u667a\u80fd\u4f53\u6765\u5b8c\u6210\uff0c\u56e0\u4e3a\u5b83\u76f8\u5bf9\u7b80\u5355\u3002\u8fd9\u79cd\u7b80\u4fbf\u6027\u610f\u5473\u7740\u6211\u4eec\u8fd8\u53ef\u4ee5\u5229\u7528\u5b50\u667a\u80fd\u4f53\u7684\u80fd\u529b\u4f7f\u7528\u4e0d\u540c\u7684 LLM \u6a21\u578b\u3002\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u53ef\u4ee5\u9009\u62e9\u901f\u5ea6\u66f4\u5feb\u3001\u4ef7\u683c\u66f4\u4f4e\u7684\u6a21\u578b\u3002\u8fd9\u63d0\u4f9b\u4e86\u5e38\u89c4\u538b\u7f29\u6240\u4e0d\u5177\u5907\u7684\u7075\u6d3b\u6027\u3002<\/p>\n<p>\u5f53\u7136\uff0c\u6211\u4eec\u672c\u53ef\u4ee5\u6784\u5efa\u4f20\u7edf\u7684\u7a0b\u5e8f\u5316\u5de5\u5177\u6765\u5b9e\u73b0\u8fd9\u4e00\u70b9\u3002\u4e8b\u5b9e\u4e0a\uff0c\u6211\u4eec\u786e\u5b9e\u6784\u5efa\u4e86\u4e00\u4e2a\u540d\u4e3a <code>RegexSearchTool<\/code> \u7684\u5de5\u5177\uff0c\u4f46\u4e3a\u4e86\u672c\u6b21\u8bd5\u9a8c\uff0c\u6211\u4eec\u5c06\u5176\u653e\u5728\u4e86 <code>find<\/code> \u667a\u80fd\u4f53\u4e2d\uff0c\u800c\u4e0d\u662f\u76f4\u63a5\u653e\u5728 <code>main<\/code> \u667a\u80fd\u4f53\u4e2d\u3002\u8fd9\u79cd\u65b9\u5f0f\u5728\u6a21\u578b\u9009\u62e9\u65b9\u9762\u4e3a\u6211\u4eec\u63d0\u4f9b\u4e86\u7075\u6d3b\u6027\uff0c\u540c\u65f6\u4e5f\u589e\u6dfb\u4e86\u4e00\u5c42\u989d\u5916\u7684\u667a\u80fd\u3002<\/p>\n<h2 class=\"wp-block-heading\"><code>find<\/code> \u667a\u80fd\u4f53<\/h2>\n<p>\u4e3a\u4e86\u80fd\u591f\u62e5\u6709\u5b50\u667a\u80fd\u4f53\u6a21\u5f0f\uff0c\u6211\u4eec\u9996\u5148\u9700\u8981\u53e6\u4e00\u4e2a\u667a\u80fd\u4f53\u3002\u6211\u4eec\u5df2\u7ecf\u5728\u672c\u7cfb\u5217\u6587\u7ae0\u7684<a href=\"https:\/\/blog.jetbrains.com\/ai\/2025\/11\/building-ai-agents-in-kotlin-part-1-a-minimal-coding-agent\/\">\u7b2c 1 \u90e8\u5206<\/a>\u6df1\u5165\u63a2\u8ba8\u4e86\u667a\u80fd\u4f53\u521b\u5efa\uff0c\u6240\u4ee5\u73b0\u5728\u4e0d\u4f1a\u5728\u8fd9\u4e0a\u9762\u82b1\u8d39\u592a\u591a\u65f6\u95f4\u3002\u4e0d\u8fc7\uff0c\u4ecd\u6709\u4e00\u4e9b\u7ec6\u8282\u503c\u5f97\u6ce8\u610f\u3002<\/p>\n<p>\u9996\u5148\uff0c\u6709\u4e00\u4e2a\u5c0f\u95ee\u9898\uff1a\u6211\u4eec\u4e3a\u6b64\u5b50\u667a\u80fd\u4f53\u4f7f\u7528\u7684\u662f GPT4.1 Mini\uff0c\u56e0\u4e3a\u5b83\u7684\u4efb\u52a1\u8981\u6bd4 <code>main<\/code> \u667a\u80fd\u4f53\u7b80\u5355\u5f97\u591a\uff0c\u4e0d\u9700\u8981\u4f7f\u7528\u529f\u80fd\u540c\u6837\u5f3a\u5927\u7684\u6a21\u578b\u3002<\/p>\n<p>\u5176\u6b21\uff0c\u4e86\u89e3\u6b64\u667a\u80fd\u4f53\u53ef\u4ee5\u8bbf\u95ee\u54ea\u4e9b\u5de5\u5177\u4e5f\u5f88\u6709\u7528\u3002\u4e0e <code>main<\/code> \u667a\u80fd\u4f53\u4e00\u6837\uff0c\u5b83\u53ef\u4ee5\u8bbf\u95ee <code>ListDirectoryTool<\/code> \u548c <code>ReadFileTool<\/code>\uff0c\u4f46\u4e0d\u80fd\u8bbf\u95ee <code>EditFileTool<\/code> \u6216 <code>ExecuteShellCommandTool<\/code>\u3002\u6211\u4eec\u8fd8\u5141\u8bb8\u5176\u8bbf\u95ee\u524d\u9762\u63d0\u5230\u7684\u65b0\u7a0b\u5e8f\u5316\u641c\u7d22\u5de5\u5177 <code>RegexSearchTool<\/code>\uff0c\u8fd9\u6837\uff0c\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528\u6b63\u5219\u8868\u8fbe\u5f0f\u6a21\u5f0f\u6765\u641c\u7d22\u6587\u4ef6\u5939\u53ca\u5176\u5b50\u6587\u4ef6\u5939\u4e2d\u7684\u5404\u79cd\u6587\u4ef6\u3002<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"kotlin\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">ToolRegistry {\n    tool(ListDirectoryTool(JVMFileSystemProvider.ReadOnly))\n    tool(ReadFileTool(JVMFileSystemProvider.ReadOnly))\n    tool(RegexSearchTool(JVMFileSystemProvider.ReadOnly))\n}<\/pre>\n<p>\u6709\u5173\u8be6\u60c5\uff0c\u8bf7\u67e5\u770b<a href=\"https:\/\/github.com\/JetBrains\/koog\/blob\/develop\/examples\/code-agent\/step-04-add-subagent\/src\/main\/kotlin\/FindAgent.kt\" target=\"_blank\" rel=\"noopener\">\u6b64\u5904<\/a>\u7684\u5b8c\u6574\u5b9e\u73b0\u3002<\/p>\n<h2 class=\"wp-block-heading\">\u6784\u5efa <code>find<\/code> \u5b50\u667a\u80fd\u4f53<\/h2>\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"381\" height=\"401\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2026\/01\/image-20.png\" alt=\"\" class=\"wp-image-673091\" \/><\/figure>\n<p>\u9996\u5148\uff0c\u4ec0\u4e48\u662f\u5b50\u667a\u80fd\u4f53\uff1f \u5b50\u667a\u80fd\u4f53\u5b9e\u9645\u4e0a\u975e\u5e38\u7b80\u5355\uff1b\u5b83\u662f\u7531\u53e6\u4e00\u4e2a\u667a\u80fd\u4f53\u63a7\u5236\u7684\u667a\u80fd\u4f53\u3002\u5728\u8fd9\u4e2a\u5177\u4f53\u7684\u4f8b\u5b50\u4e2d\uff0c\u6211\u4eec\u4f7f\u7528\u7684\u662f\u667a\u80fd\u4f53\u5373\u5de5\u5177\u5b50\u667a\u80fd\u4f53\u6a21\u5f0f\uff0c\u5176\u4e2d\u5b50\u667a\u80fd\u4f53\u5728\u63d0\u4f9b\u7ed9 <code>main<\/code> \u667a\u80fd\u4f53\u7684\u5de5\u5177\u4e2d\u8fd0\u884c\u3002<\/p>\n<p>\u4e8b\u5b9e\u8bc1\u660e\uff0c\u521b\u5efa\u5b50\u667a\u80fd\u4f53\u975e\u5e38\u7b80\u5355\u3002\u6211\u4eec\u77e5\u9053\u5de5\u5177\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u4e0e\u63cf\u8ff0\u7b26\u914d\u5bf9\u7684\u51fd\u6570\uff0c\u667a\u80fd\u4f53\u53ef\u4ee5\u8bfb\u53d6\u8fd9\u4e9b\u63cf\u8ff0\u7b26\u6765\u4e86\u89e3\u4f55\u65f6\u4ee5\u53ca\u5982\u4f55\u8c03\u7528\u5b83\u3002\u6211\u4eec\u53ef\u4ee5\u7b80\u5355\u5730\u5b9a\u4e49<a href=\"https:\/\/github.com\/JetBrains\/koog\/blob\/3a8b1174458fe0d5a3e02a8c60bbaaf14f6f4caf\/agents\/agents-core\/src\/commonMain\/kotlin\/ai\/koog\/agents\/core\/agent\/AIAgentTool.kt#L79\" target=\"_blank\" rel=\"noopener\">\u4e00\u4e2a\u5de5\u5177<\/a>\uff0c\u5176 <a href=\"https:\/\/github.com\/JetBrains\/koog\/blob\/7feb6d49a45fbc8ed7cbb30f5aed67909969a8d1\/agents\/agents-core\/src\/commonMain\/kotlin\/ai\/koog\/agents\/core\/agent\/AIAgentTool.kt#L119\" target=\"_blank\" rel=\"noopener\"><code>.execute()<\/code><\/a> \u51fd\u6570\u4f1a\u8c03\u7528\u6211\u4eec\u7684\u5b50\u667a\u80fd\u4f53\u3002\u4f46 Koog \u63d0\u4f9b\u4e86\u4e00\u4e9b\u5de5\u5177\uff0c\u4f60\u751a\u81f3\u4e0d\u5fc5\u4f7f\u7528\u8fd9\u4e9b\u6837\u677f\u4ee3\u7801\uff1a<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"kotlin\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">fun createFindAgentTool(): Tool {\n    return AIAgentService\n        .fromAgent(findAgent as GraphAIAgent)\n        .createAgentTool(\n            agentName = \"__find_in_codebase_agent__\",\n            agentDescription = \"\"\"\n                \n            \"\"\".trimIndent(),\n            inputDescription = \"\"\"\n                \n            \"\"\".trimIndent()\n        )\n}<\/pre>\n<p>\u4f60\u53ef\u4ee5\u8ba4\u4e3a\u5b83\u5927\u81f4\u76f8\u5f53\u4e8e\uff1a<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"kotlin\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">public class FindAgentTool(): Tool() {\n   override val name: String = \"__find_in_codebase_agent__\"\n   override val description: String = \"\"\"\n      \n   \"\"\"\n   @Serializable\n   public data class Args(\n      @property: LLMDescription(\n         \"\"\"\n            \n         \"\"\"\n      )\n      val input: String\n   )\n   @Serializable\n   public data class Result(\n\tval output: String\n   )\n   override suspend fun execute(args: Args): Result = when {\n      output = findAgent.run(args.input)\n      Result(output)\n   }\n}<\/pre>\n<p>\u65e0\u8bba\u54ea\u79cd\u60c5\u51b5\uff0c\u6211\u4eec\u552f\u4e00\u8981\u505a\u7684\u5c31\u662f\uff1a\u00a0<\/p>\n<ol>\n<li>\u521b\u5efa\u5b50\u667a\u80fd\u4f53\u3002<\/li>\n<li>\u7ed9\u5b83\u8d77\u4e2a\u540d\u79f0 (<code>agentName<\/code>)\u3002<\/li>\n<li>\u901a\u8fc7 <code>agentDescription<\/code> \u63d0\u793a\u6307\u5b9a<strong>\u4f55\u65f6<\/strong>\u8c03\u7528\u8be5\u667a\u80fd\u4f53\u3002<\/li>\n<li>\u901a\u8fc7 <code>inputDescription<\/code> \u63d0\u793a\u6307\u5b9a<strong>\u5982\u4f55<\/strong>\u8c03\u7528\u8be5\u667a\u80fd\u4f53\u3002<\/li>\n<\/ol>\n<p>\u63d0\u793a\u6216\u8bb8\u662f\u6700\u68d8\u624b\u7684\u90e8\u5206\u3002\u6709\u5f88\u5927\u7684\u7a7a\u95f4\u53ef\u4ee5\u5fae\u8c03\u3002\u4f46\u6709\u8ff9\u8c61\u8868\u660e\uff0c\u8f83\u65b0\u7684 LLM \u4e0d\u592a\u9700\u8981\u7cbe\u786e\u7684\u63d0\u793a\uff0c\u56e0\u6b64\u53ef\u80fd\u4e0d\u503c\u5f97\u6211\u4eec\u82b1\u8d39\u65f6\u95f4\u5bf9\u63d0\u793a\u8fdb\u884c\u5b8c\u7f8e\u7684\u8c03\u6574\u3002\u6211\u4eec\u81ea\u5df1\u4ecd\u5728\u63a2\u7d22\u8fd9\u4e2a\u8bfe\u9898\uff0c\u8fd8\u9700\u8981\u8fdb\u884c\u66f4\u591a\u5c1d\u8bd5\u624d\u80fd\u5f97\u51fa\u5f3a\u6709\u529b\u7684\u7ed3\u8bba\u3002<\/p>\n<p>\u6211\u4eec\u6ce8\u610f\u5230\u7684\u4e00\u70b9\u662f\uff0c\u5982\u679c\u6211\u4eec\u4e0d\u8c28\u614e\u5730\u5bf9\u5f85\u63d0\u793a\uff0c<code>main<\/code> \u667a\u80fd\u4f53\u6709\u65f6\u4f1a\u5c06 <code>find<\/code> \u667a\u80fd\u4f53\u4e0e\u7b80\u5355\u7684 <em>Ctrl+F <\/em>\/<em> \u2318F<\/em> \u529f\u80fd\u641e\u9519\uff0c\u4ec5\u53d1\u9001\u5b83\u8981\u67e5\u627e\u7684 token\u3002\u8fd9\u663e\u7136\u4e0d\u662f\u7406\u60f3\u4e4b\u9009\u3002\u7531\u4e8e\u4e0a\u4e0b\u6587\u4fe1\u606f\u592a\u5c11\uff0c<code>find<\/code> \u667a\u80fd\u4f53\u65e0\u6cd5\u63a8\u65ad\u5b83\u5b9e\u9645\u5e94\u8be5\u67e5\u627e\u4ec0\u4e48\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u6211\u4eec\u52a0\u5165\u4e86\u4e00\u4e9b\u6307\u4ee4\uff0c\u8981\u6c42 main \u667a\u80fd\u4f53\u6307\u5b9a\u5b83\u4e3a\u4ec0\u4e48\u8981\u627e\u8fd9\u4e2a\u5185\u5bb9\u3002\u8fd9\u6837\uff0c<code>find<\/code> \u667a\u80fd\u4f53\u5c31\u53ef\u4ee5\u5145\u5206\u5229\u7528\u5176\u667a\u529b\u6765\u67e5\u627e <code>main<\/code> \u667a\u80fd\u4f53\u8981\u627e\u7684\u5b9e\u9645\u5185\u5bb9\u3002<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"kotlin\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">\"\"\"\n\u6b64\u5de5\u5177\u7531\u667a\u80fd\u5fae\u667a\u80fd\u4f53\u63d0\u4f9b\u652f\u6301\uff0c\u53ef\u4ee5\u5206\u6790\u548c\u7406\u89e3\u4ee3\u7801\u4e0a\u4e0b\u6587\uff0c\u4ece\u800c\u67e5\u627e\u4ee3\u7801\u5e93\u4e2d\u7684\u7279\u5b9a\u5143\u7d20\u3002\u4e0d\u540c\u4e8e\u7b80\u5355\u7684\u6587\u672c\u641c\u7d22 (Ctrl+F \/ \u2318F)\uff0c\u5b83\u53ef\u4ee5\u667a\u80fd\u5730\u89e3\u91ca\u4f60\u7684\u67e5\u8be2\uff0c\u627e\u5230\u6700\u7b26\u5408\u4f60\u7684\u610f\u56fe\u7684\u7c7b\u3001\u51fd\u6570\u3001\u53d8\u91cf\u6216\u6587\u4ef6\u3002\u5b83\u9700\u8981\u4e00\u4e2a\u8be6\u7ec6\u7684\u67e5\u8be2\uff0c\u63cf\u8ff0\u8981\u641c\u7d22\u4ec0\u4e48\u3001\u4e3a\u4ec0\u4e48\u9700\u8981\u8fd9\u4e9b\u4fe1\u606f\uff0c\u4ee5\u53ca\u5b9a\u4e49\u641c\u7d22\u8303\u56f4\u7684\u7edd\u5bf9\u8def\u5f84\u3002...\n\"\"\"<\/pre>\n<figure class=\"wp-block-table\">\n<table>\n<thead>\n<tr>\n<th>\u5e26\u9ad8\u4eae\u663e\u793a\u7684\u67e5\u8be2\uff08\u4e0d\u662f <em>Ctrl+F <\/em>\/<em>\u2318F<\/em>\uff09<\/th>\n<th>\u4e0d\u5e26\u9ad8\u4eae\u663e\u793a\u7684\u67e5\u8be2\uff08\u4e0d\u662f <em>Ctrl+F <\/em>\/<em>\u2318F<\/em>\uff09<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u5728 <code>get_Search_results<\/code> \u4e2d\u641c\u7d22\u5173\u4e8e\u4e0d\u5fc5\u8981\u7684 <code>joins<\/code> \u64cd\u4f5c\u7684\u66f4\u6539\uff0c\u67e5\u770b\u662f\u5426\u6709\u5173\u4e8e\u4e0d\u5fc5\u8981\u7684 <code>joins<\/code> \u64cd\u4f5c\u7684\u6ce8\u91ca\u6216\u903b\u8f91\u3002<\/td>\n<td><code>get_search_results<\/code><\/td>\n<\/tr>\n<tr>\n<td>\u5728\u4ed3\u5e93\u4e2d\u4f7f\u7528 <code>SKLEARN_ALLOW<\/code> \u6216\u7c7b\u4f3c\u67e5\u8be2\u641c\u7d22\u73af\u5883\u53d8\u91cf\u7684\u7528\u6cd5\uff0c\u4ee5\u67e5\u627e\u7ed5\u8fc7 <code>check_build<\/code> \u7684\u6f5c\u5728\u65b9\u6cd5\u3002<\/td>\n<td><code>SKLEARN_ALLOW<\/code><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/figure>\n<p>\u6211\u4eec\u8fd8\u6ce8\u610f\u5230\uff0c<code>main<\/code> \u667a\u80fd\u4f53\u6709\u65f6\u4ecd\u4f1a\u9009\u62e9\u4f7f\u7528 <code>grep<\/code> \u547d\u4ee4\u800c\u4e0d\u662f <code>find<\/code> \u667a\u80fd\u4f53\u6765\u8c03\u7528 shell \u5de5\u5177\uff0c\u8fd9\u5b8c\u5168\u8fdd\u80cc\u4e86\u6211\u4eec\u8bbe\u7acb\u4e13\u95e8\u7684\u5b50\u667a\u80fd\u4f53\u7684\u521d\u8877\u3002\u4e3a\u4e86\u907f\u514d\u51fa\u73b0\u8fd9\u79cd\u60c5\u51b5\uff0c\u6211\u4eec\u5728\u4e3b\u7cfb\u7edf\u63d0\u793a\u4e2d\u6dfb\u52a0\u4e86\u4ee5\u4e0b\u90e8\u5206\uff1a<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"kotlin\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">\"\"\"\n...\n\u4f60\u8fd8\u53ef\u4ee5\u4f7f\u7528\u667a\u80fd\u7684 find \u5fae\u667a\u80fd\u4f53\uff0c\u5b83\u53ef\u4ee5\u5e2e\u4f60\u627e\u5230\u4ee3\u7801\u7ec4\u4ef6\u548c\u5176\u4ed6\u6784\u9020\uff0c\u800c\u4e14\u6bd4\u4f60\u81ea\u884c\u67e5\u627e\u66f4\u52a0\u4fbf\u5b9c\u3002\u53ef\u4ee5\u5c06\u5176\u7528\u4e8e\u4efb\u4f55\u641c\u7d22\u64cd\u4f5c\u3002\u4e0d\u8981\u4e3a\u67e5\u627e\u4efb\u52a1\u6267\u884c shell \u547d\u4ee4\u3002...\n\"\"\"<\/pre>\n<aside style=\"background: #f8f9fa;border-left: 4px solid #007bff;padding: 1rem 1.5rem;margin: 1.5rem 0;border-radius: 4px\">\n<p style=\"margin: 0;color: #555\">\u5728\u591a\u5e74\u7684 IDE \u5f00\u53d1\u4e2d\uff0c\u6211\u4eec\u4e5f\u5438\u53d6\u4e86\u4e00\u4e9b\u7ecf\u9a8c\u6559\u8bad\u3002\u5728 IDE \u4e2d\u8fdb\u884c\u641c\u7d22\u65f6\uff0c\u4f60\u4e0d\u4ec5\u4ec5\u4f1a\u83b7\u5f97\u6587\u4ef6\u8def\u5f84\u548c\u884c\u53f7\u3002\u8fd8\u53ef\u4ee5\u83b7\u5f97\u4e0e\u6bcf\u9879\u5339\u914d\u76f8\u5173\u7684\u4ee3\u7801\u6bb5\u3002\u8fd9\u6837\uff0c\u4f60\u65e0\u9700\u6253\u5f00\u6bcf\u4e2a\u6587\u4ef6\uff0c\u5373\u53ef\u5feb\u901f\u786e\u5b9a\u8fd9\u662f\u5426\u662f\u4f60\u8981\u627e\u7684\u5185\u5bb9\u3002<\/p>\n<p>\u6211\u4eec\u5e0c\u671b\u5728 <code>main<\/code> \u667a\u80fd\u4f53\u4e2d\u83b7\u5f97\u7c7b\u4f3c\u7684\u4f53\u9a8c\uff0c\u6240\u4ee5\u6211\u4eec\u63d0\u793a <code>find<\/code> \u5b50\u667a\u80fd\u4f53\u5728\u5176\u7ed3\u679c\u4e2d\u5305\u542b\u4ee3\u7801\u6bb5\uff1a<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"kotlin\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">\"\"\"\n...\n\u5728\u641c\u7d22\u7ed3\u679c\u4e2d\u4f18\u5148\u8003\u8651\u51c6\u786e\u6027\u548c\u76f8\u5173\u6027\u3002* \u5bf9\u4e8e\u6bcf\u4e2a\u7ed3\u679c\uff0c\u63d0\u4f9b\u4e00\u4e2a\u6e05\u6670\u7b80\u6d01\u7684\u89e3\u91ca\uff0c\u8bf4\u660e\u4e3a\u4f55\u9009\u5b83\u3002* \u89e3\u91ca\u4e2d\u5e94\u8bf4\u660e\u5176\u5177\u4f53\u7684\u9009\u62e9\u6807\u51c6\u3002* \u5982\u679c\u8be5\u5339\u914d\u662f\u90e8\u5206\u5339\u914d\u6216\u63a8\u65ad\u7684\u7ed3\u679c\uff0c\u5219\u660e\u786e\u8bf4\u660e\u5c40\u9650\u6027\u548c\u6f5c\u5728\u7684\u4e0d\u51c6\u786e\u4e4b\u5904\u3002* \u7ed3\u679c\u4e2d\u4ec5\u5305\u542b\u76f8\u5173\u4ee3\u7801\u6bb5\u3002...<\/pre>\n<p>\u8fd9\u6837\uff0c<code>main<\/code> \u667a\u80fd\u4f53\u5c31\u53ef\u4ee5\u50cf\u5de5\u7a0b\u5e08\u4e00\u6837\u83b7\u5f97\u4e30\u5bcc\u7684\u4e0a\u4e0b\u6587\uff0c\u800c\u65e0\u9700\u901a\u8bfb\u6574\u4e2a\u6587\u4ef6\u6765\u786e\u8ba4\u627e\u5230\u4e86\u6b63\u786e\u7684\u5185\u5bb9\u3002<\/p>\n<\/aside>\n<p>\u8fd9\u5c31\u662f\u6211\u4eec\u5728\u6587\u7ae0\u5f00\u5934\u63d0\u5230\u7684\u201c\u81ea\u7136\u538b\u7f29\u201d\u3002<code>find<\/code> \u667a\u80fd\u4f53\u4f1a\u6253\u5f00\u8bb8\u591a\u6587\u4ef6\uff0c\u9677\u5165\u6b7b\u80e1\u540c\uff0c\u5e76\u63a2\u7d22\u4ee3\u7801\u5e93\u3002\u4f46 <code>main<\/code> \u667a\u80fd\u4f53\u53ea\u67e5\u770b\u7ed3\u679c\uff1a\u76f8\u5173\u7684\u6587\u4ef6\u8def\u5f84\u3001\u4ee3\u7801\u6bb5\u548c\u89e3\u91ca\u3002\u6240\u6709\u8fd9\u4e9b\u63a2\u7d22\u90fd\u4fdd\u7559\u5728 <code>find<\/code> \u667a\u80fd\u4f53\u7684\u4e0a\u4e0b\u6587\u4e2d\uff0c\u5e76\u5728\u5176\u8fd4\u56de\u540e\u6d88\u5931\u3002\u53ea\u6709\u771f\u6b63\u91cd\u8981\u7684\u5185\u5bb9\u624d\u4f1a\u88ab\u6dfb\u52a0\u5230 <code>main<\/code> \u667a\u80fd\u4f53\u7684\u4e0a\u4e0b\u6587\u4e2d\u3002<\/p>\n<h2 class=\"wp-block-heading\">\u53d6\u820d<\/h2>\n<p>\u4f7f\u7528\u5b50\u667a\u80fd\u4f53\u6709\u5176\u4f18\u70b9\uff0c\u4f46\u4e5f\u6709\u7f3a\u70b9\u3002\u8fd9\u65e0\u7591\u662f\u4e00\u79cd\u503c\u5f97\u5c1d\u8bd5\u7684\u6539\u53d8\uff0c\u4ee5\u8bc1\u660e\u5b83\u80fd\u5426\u5728\u4e0d\u4ed8\u51fa\u592a\u591a\u4ee3\u4ef7\u7684\u60c5\u51b5\u4e0b\u63d0\u4f9b\u6211\u4eec\u6240\u671f\u671b\u7684\u597d\u5904\u3002<\/p>\n<p>\u7b2c\u4e00\u4e2a\u7f3a\u70b9\u662f\u6210\u672c\u548c\u65f6\u95f4\u3002\u867d\u7136\u7f29\u77ed\u4e3b\u7ebf\u7a0b\u4e2d\u7684\u4e0a\u4e0b\u6587\u6709\u52a9\u4e8e\u964d\u4f4e\u6210\u672c\u548c\u7f29\u77ed\u65f6\u95f4\uff0c\u4f46\u6211\u4eec\u73b0\u5728\u4e5f\u4e0d\u5f97\u4e0d\u4e3a\u5b50\u667a\u80fd\u4f53\u4e2d\u7684\u8bb8\u591a LLM \u8c03\u7528\u652f\u4ed8\u8d39\u7528\u5e76\u7b49\u5f85\u5176\u5b8c\u6210\u3002\u6211\u4eec\u5e0c\u671b\u603b\u6210\u672c\u548c\u65f6\u95f4\u66f4\u5c11\uff0c\u4f46\u8fd9\u53d6\u51b3\u4e8e <code>main<\/code> \u667a\u80fd\u4f53\u5982\u4f55\u4f7f\u7528\u5b50\u667a\u80fd\u4f53\u3002\u5982\u679c\u5b83\u6700\u7ec8\u6267\u884c\u4e86\u5927\u91cf\u5c0f\u578b\u67e5\u8be2\uff0c\u8fd9\u4e2a\u4f18\u70b9\u53ef\u80fd\u65e0\u6cd5\u5b9e\u73b0\u3002\u6211\u4eec\u5c06\u5728\u540e\u7eed\u7ae0\u8282\u4e2d\u518d\u6b21\u8fd0\u884c\u57fa\u51c6\u6d4b\u8bd5\u65f6\u67e5\u770b\u6210\u672c\uff0c\u800c\u4e14\u6211\u4eec\u5047\u8bbe\u6210\u672c\u4e0e\u65f6\u95f4\u76f8\u5173\u3002<\/p>\n<p>\u6211\u4eec\u786e\u5b9e\u6ce8\u610f\u5230\u5728\u67d0\u4e9b\u8fd0\u884c\u4e2d\u53d1\u751f\u4e86\u8fd9\u79cd\u60c5\u51b5\uff0c\u56e0\u6b64\u6211\u4eec\u5728\u8be5\u5de5\u5177\u7684 <code>agentDescription<\/code> \u4e2d\u6dfb\u52a0\u4e86\u4e00\u4e2a\u90e8\u5206\uff0c\u7528\u4e8e\u5411 <code>main<\/code> \u667a\u80fd\u4f53\u89e3\u91ca\u8fd9\u4e00\u95ee\u9898\uff0c\u5e76\u8bd5\u56fe\u9650\u5236\u5927\u91cf\u5c0f\u578b\u67e5\u8be2\u7684\u6267\u884c\u9891\u7387\uff1a<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"kotlin\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">\"\"\"\n...\n\u867d\u7136\u6b64\u667a\u80fd\u4f53\u5728\u6267\u884c\u641c\u7d22\u65b9\u9762\u6bd4\u4f7f\u7528 shell \u547d\u4ee4\u66f4\u52a0\u7ecf\u6d4e\u9ad8\u6548\uff0c\u4f46\u5b83\u5728\u4e0d\u540c\u7684\u641c\u7d22\u4e4b\u95f4\u4f1a\u4e22\u5931\u4e0a\u4e0b\u6587\u4fe1\u606f\u3002\u56e0\u6b64\uff0c\u6700\u597d\u5c06\u7c7b\u4f3c\u7684\u641c\u7d22\u5408\u5e76\u4e3a\u4e00\u4e2a\u8c03\u7528\uff0c\u800c\u4e0d\u662f\u591a\u6b21\u8c03\u7528\u6b64\u5de5\u5177\u3002...\n\"\"\"\n<\/pre>\n<p>\u7b2c\u4e8c\u4e2a\u7f3a\u70b9\u662f\uff0c\u8fd9\u79cd\u65b9\u5f0f\u5bf9\u4e0a\u4e0b\u6587\u4fdd\u7559\u7684\u5904\u7406\u65b9\u5f0f\u6bd4\u4eba\u7c7b\u8981\u201c\u975e\u9ed1\u5373\u767d\u201d\u5f97\u591a\u3002\u6211\u4eec\u53ef\u80fd\u65e0\u6cd5\u5c06\u8fc7\u53bb\u53d1\u751f\u7684\u6240\u6709\u4e8b\u60c5\u90fd\u5b58\u50a8\u5728\u6211\u4eec\u7684\u8bb0\u5fc6\u4e2d\uff0c\u4f46\u6211\u4eec\u4f1a\u5bf9\u6240\u53d1\u751f\u7684\u4e8b\u60c5\u7559\u6709\u6a21\u7cca\u7684\u5370\u8c61\uff0c\u5e76\u5728\u9700\u8981\u65f6\u68c0\u7d22\u66f4\u591a\u80cc\u666f\u4fe1\u606f\u3002\u53ef\u4ee5\u901a\u8fc7\u591a\u79cd\u65b9\u5f0f\u6a21\u62df\u8fd9\u79cd\u884c\u4e3a\uff0c\u4f46\u5b83\u4eec\u8fdc\u8fdc\u8d85\u51fa\u4e86\u6211\u4eec\u5f53\u524d\u7248\u672c\u7684\u667a\u80fd\u4f53\u7684\u8303\u56f4\uff0c\u5e76\u4e14\u4e0e\u667a\u80fd\u4f53\u8bb0\u5fc6\u8fd9\u4e00\u6df1\u523b\u800c\u590d\u6742\u7684\u4e3b\u9898\u66f4\u76f8\u5173\u3002<\/p>\n<p>\u53e6\u4e00\u9879\u6311\u6218\u662f\u5b83\u589e\u52a0\u4e86\u8ddf\u8e2a\u7684\u590d\u6742\u6027\u3002\u5728 Langfuse \u4e2d\uff0c\u6211\u4eec\u4e0d\u518d\u53ea\u9700\u8981\u67e5\u770b\u4e00\u4e2a\u667a\u80fd\u4f53\u7684\u8ddf\u8e2a\u8bb0\u5f55\u3002\u4e8b\u5b9e\u4e0a\uff0c\u6211\u4eec\u751a\u81f3\u53ef\u80fd\u9700\u8981\u4ece\u591a\u4e2a\u89d2\u5ea6\u6765\u770b\u5f85\u8be5\u884c\u4e3a \u2013 \u5373\u5305\u62ec\u5b8c\u6574\u89c6\u56fe\uff0c\u4e5f\u5305\u62ec\u6bcf\u4e2a\u667a\u80fd\u4f53\u3002<\/p>\n<h2 class=\"wp-block-heading\">\u62d3\u5bbd\u601d\u7ef4\uff1a\u5de5\u7a0b\u56e2\u961f\u6bd4\u7167<\/h2>\n<p>\u8fd9\u79cd\u4f7f\u7528\u5b50\u667a\u80fd\u4f53\u7684\u6280\u672f\u5e76\u4e0d\u5c40\u9650\u4e8e\u50cf <code>find<\/code> \u667a\u80fd\u4f53\u8fd9\u6837\u7684\u7b80\u5355\u60c5\u51b5\u3002\u4f8b\u5982\uff0c\u4f60\u53ef\u4ee5\u901a\u8fc7\u5c06\u5206\u6790\u3001\u5b9e\u73b0\u3001\u6d4b\u8bd5\u548c\u89c4\u5212\u6307\u5b9a\u7ed9\u4e0d\u540c\u7684\u5b50\u667a\u80fd\u4f53\uff0c\u590d\u5236\u56e2\u961f\u7ed3\u6784\u4e2d\u7684\u5173\u6ce8\u70b9\u5206\u79bb\u3002\u00a0<\/p>\n<p>\u62e5\u6709\u6240\u6709\u8fd9\u4e9b\u80fd\u529b\u7684\u667a\u80fd\u4f53\u6bd4\u5c06\u8fd9\u4e9b\u80fd\u529b\u6307\u5b9a\u7ed9\u5b50\u667a\u80fd\u4f53\u7684\u7cfb\u7edf\u8868\u73b0\u5f97\u66f4\u597d\u8fd8\u662f\u66f4\u5dee\uff0c\u4ecd\u7136\u662f\u4e00\u4e2a\u60ac\u800c\u672a\u51b3\u7684\u95ee\u9898\uff0c\u4f46\u5176\u6f5c\u5728\u7684\u597d\u5904\u5e76\u4e0d\u96be\u60f3\u8c61\u3002\u60f3\u60f3\u5eb7\u5a01\u5b9a\u5f8b\uff1a\u201c\u8bbe\u8ba1\u7cfb\u7edf\u7684\u67b6\u6784\u53d7\u5236\u4e8e\u4ea7\u751f\u8fd9\u4e9b\u8bbe\u8ba1\u7684\u7ec4\u7ec7\u7684\u6c9f\u901a\u7ed3\u6784\u3002\u201d \u4e00\u79cd\u89e3\u91ca\u662f\uff0c\u8fd9\u4e9b\u6c9f\u901a\u7ed3\u6784\u4f1a\u4e0d\u65ad\u6f14\u53d8\uff0c\u76f4\u81f3\u53d1\u73b0\u503c\u5f97\u4fdd\u7559\u7684\u9ad8\u6548\u6a21\u5f0f\u3002\u53cd\u5411\u7684\u5eb7\u5a01\u7b56\u7565\u751a\u81f3\u8868\u660e\u8fd9\u662f\u53ef\u53d6\u7684\u3002<\/p>\n<p>\u89d2\u8272\u5206\u914d\u662f\u5426\u4e5f\u662f\u5982\u6b64\uff1f \u6216\u8bb8\uff0c\u8f6f\u4ef6\u56e2\u961f\u4e2d\u4e0d\u540c\u4e13\u4e1a\u4eba\u5458\u4e4b\u95f4\u7684\u4efb\u52a1\u5206\u5de5\u4e5f\u5728\u4e0d\u65ad\u6f14\u53d8\uff0c\u4ee5\u63a2\u7d22\u9ad8\u6548\u7684\u5de5\u4f5c\u65b9\u5f0f\u3002\u6216\u8bb8 LLM \u4e5f\u80fd\u4ece\u4e2d\u53d7\u76ca\u3002<\/p>\n<p>\u4f46\u4e5f\u4e0d\u4e00\u5b9a\u3002\u6548\u7387\u7684\u63d0\u9ad8\u53ef\u80fd\u5f88\u5927\u7a0b\u5ea6\u4e0a\u6e90\u4e8e\u4eba\u7c7b\u5b66\u4e60\u8fc7\u7a0b\u7684\u4f20\u64ad\uff0c\u4f46\u8fd9\u53ef\u80fd\u5e76\u4e0d\u9002\u7528\u4e8e LLM\u3002\u4f46\u5728 <a href=\"https:\/\/frc3624wiki.readthedocs.io\/en\/latest\/docs\/software\/advanced\/read\/CleanCode.html\" target=\"_blank\" rel=\"noopener\"><em>Clean Code<\/em><\/a> \u8fd9\u672c\u4e66\u4e2d\uff0c\u6211\u4eec\u4e86\u89e3\u5230\u4e0d\u540c\u89d2\u8272\u7684\u6982\u5ff5\uff1a\u7f16\u5199\u8005\u89d2\u8272\uff08\u521b\u5efa\u8005\uff09\u3001\u9605\u8bfb\u8005\u89d2\u8272\uff08\u7ef4\u62a4\u8005\uff09\u548c\u6d4b\u8bd5\u8005\u89d2\u8272\uff08\u6d4b\u8bd5\u8005\uff09\u3002\u5176\u4e2d\u7684\u7406\u5ff5\u662f\u4e13\u6ce8\u4e8e\u4e00\u4e2a\u89d2\u8272\uff0c\u4e0d\u53d7\u4ed6\u4eba\u89c2\u70b9\u7684\u5e72\u6270\u3002\u8fd9\u8868\u660e\u4efb\u52a1\u5212\u5206\u4e0d\u4ec5\u4ec5\u662f\u5b66\u4e60\u6548\u7387\u7684\u95ee\u9898\uff0c\u8fd9\u610f\u5473\u7740\u5b83\u53ef\u80fd\u4e0e LLM \u5bc6\u5207\u76f8\u5173\u3002<\/p>\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"882\" height=\"482\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2026\/01\/image-8.png\" alt=\"\" class=\"wp-image-672692\" \/><\/figure>\n<p>\u8fd9\u4e00\u5207\u90fd\u8868\u660e\uff0c\u4f60\u53ef\u4ee5\u66f4\u8fdb\u4e00\u6b65\u53d1\u6325\u5b50\u667a\u80fd\u4f53\u7684\u4f5c\u7528\uff0c\u4f46\u8fd9\u662f\u5426\u662f\u4e00\u79cd\u6709\u76ca\u7684\u65b9\u5f0f\u4ecd\u6709\u5f85\u8bc1\u660e\u3002\u76ee\u524d\uff0c\u5b83\u4ecd\u7136\u662f\u4e00\u79cd\u827a\u672f\u5f62\u5f0f\uff0c\u800c\u4e0d\u662f\u7eaf\u7cb9\u7684\u79d1\u5b66\u3002<\/p>\n<h2 class=\"wp-block-heading\">\u57fa\u51c6\u6d4b\u8bd5\u7ed3\u679c\uff1a\u6d4b\u8bd5\u5047\u8bbe<\/h2>\n<p>\u6211\u4eec\u5f88\u9ad8\u5174\u5730\u62a5\u544a\uff0c\u6ca1\u6709\u4f7f\u7528 <code>find<\/code> \u5b50\u667a\u80fd\u4f53\u7684\u7248\u672c\u6210\u672c\u7ea6\u4e3a 814 \u7f8e\u5143\uff0c\u5373\u6bcf\u4e2a\u5b9e\u4f8b 1.63 \u7f8e\u5143\uff1b\u800c\u4f7f\u7528\u6b64\u5b50\u667a\u80fd\u4f53\u7684\u7248\u672c\u6210\u672c\u7ea6\u4e3a 733 \u7f8e\u5143\uff0c\u5373\u6bcf\u4e2a\u5b9e\u4f8b 1.47 \u7f8e\u5143\u3002<strong>\u6210\u672c\u8282\u7701\u4e86 10%<\/strong>\uff0c\u8fd9\u7edd\u5bf9\u503c\u5f97\u6ce8\u610f\u3002<\/p>\n<p>\u6211\u4eec\u89c2\u5bdf\u5230\u4e00\u4ef6\u6709\u8da3\u7684\u4e8b\u60c5\uff0c\u8fd9\u4e2a\u7ed3\u679c\u5f88\u5927\u7a0b\u5ea6\u4e0a\u53d6\u51b3\u4e8e\u4e3a\u5b50\u667a\u80fd\u4f53\u9009\u62e9\u7684 LLM\u3002\u5728\u4e00\u4e2a\u5c0f\u89c4\u6a21\u7684\u5c1d\u8bd5\u4e2d\uff0c\u6211\u4eec\u5c1d\u8bd5\u8ba9\u5b50\u667a\u80fd\u4f53\u4e0e GPT-5 Codex \u4fdd\u6301\u8fde\u63a5\uff0c\u8fd9\u4f7f\u5f97 50 \u4e2a\u6837\u672c\u7684\u5e73\u5747\u6210\u672c\u5927\u5e45\u589e\u52a0\u5230\u6bcf\u4e2a\u793a\u4f8b 3.30 \u7f8e\u5143\u3002<\/p>\n<figure class=\"wp-block-table\">\n<table>\n<tbody>\n<tr>\n<td>\u8bd5\u9a8c<\/td>\n<td>\u6210\u529f\u7387<\/td>\n<td>\u6bcf\u4e2a\u5b9e\u4f8b\u7684\u6210\u672c<\/td>\n<\/tr>\n<tr>\n<td>\u7b2c 3 \u90e8\u5206 (Langfuse)<\/td>\n<td>56% (278\/500)<\/td>\n<td>1.63 \u7f8e\u5143\uff08814 \u7f8e\u5143\/500\uff09<\/td>\n<\/tr>\n<tr>\n<td>\u7b2c 4 \u90e8\u5206\uff08\u5b50\u667a\u80fd\u4f53 GPT4.1 mini\uff09<\/td>\n<td>58% (290\/500)<\/td>\n<td>1.47 \u7f8e\u5143\uff08733 \u7f8e\u5143\/500\uff09\u00a0<\/td>\n<\/tr>\n<tr>\n<td>\u7b2c 4 \u90e8\u5206\uff08\u5b50\u667a\u80fd\u4f53 GPT-5 Codex\uff09<\/td>\n<td>58% (29\/50)<\/td>\n<td>3.30 \u7f8e\u5143\uff08165 \u7f8e\u5143\/50\uff09<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/figure>\n<p>\u4e0d\u8fc7\uff0c\u6709\u8da3\u7684\u662f\uff0c\u6211\u4eec\u5047\u8bbe\u4e86\u4e24\u79cd\u964d\u4f4e\u6210\u672c\u7684\u65b9\u5f0f\u3002\u7b2c\u4e00\u79cd\u65b9\u5f0f\u662f\u901a\u8fc7\u4efb\u52a1\u4ea4\u63a5\u5b9e\u73b0\u7684\u81ea\u7136\u538b\u7f29\u6765\u7f29\u51cf\u4e0a\u4e0b\u6587\u5927\u5c0f\uff0c\u7b2c\u4e8c\u79cd\u65b9\u5f0f\u662f\u5c06\u5de5\u4f5c\u8f6c\u79fb\u7ed9\u66f4\u4fbf\u5b9c\u7684\u6a21\u578b\u3002\u6570\u636e\u8868\u660e\uff0c\u7b80\u5355\u5730\u62c6\u5206\u4e00\u4e2a\u5b50\u667a\u80fd\u4f53\uff08\u5e76\u4fdd\u7559 GPT-5 Codex \u6a21\u578b\uff09\u5b9e\u9645\u4e0a\u4f1a\u663e\u8457\u589e\u52a0\u6210\u672c\uff0c\u56e0\u6b64\uff0c\u6211\u4eec\u7684\u7b2c\u4e00\u79cd\u65b9\u5f0f\u4f3c\u4e4e\u884c\u4e0d\u901a\uff0c\u800c\u7b2c\u4e8c\u79cd\u65b9\u5f0f\uff08\u66f4\u4fbf\u5b9c\u7684\u6a21\u578b\uff09\u4f3c\u4e4e\u786e\u5b9e\u6709\u6548 \u2013 \u5c3d\u7ba1\u8fd9\u53ef\u80fd\u4e0d\u662f\u4e25\u683c\u7684\u8bc1\u636e\u3002<\/p>\n<p>\u5728\u6027\u80fd\u63d0\u5347\u65b9\u9762\uff0c\u6211\u4eec\u770b\u5230\u4e86\u4ece 56% \u5230 58% \u7684\u5c0f\u5e45\u63d0\u5347\u3002\u8fd9\u6216\u8bb8\u5728\u5bb9\u8bb8\u7684\u7edf\u8ba1\u8bef\u5dee\u8303\u56f4\u5185\uff0c\u4f46\u4ee4\u4eba\u9f13\u821e\u7684\u662f\uff0c\u5728\u6211\u4eec\u964d\u4f4e\u6210\u672c\u7684\u540c\u65f6\uff0c\u6027\u80fd\u81f3\u5c11\u4fdd\u6301\u4e86\u7a33\u5b9a\u3002<\/p>\n<h2 class=\"wp-block-heading\">\u7ed3\u8bba<\/h2>\n<p>\u6211\u4eec\u770b\u5230\uff0c\u521b\u5efa\u5b50\u667a\u80fd\u4f53\u65e2\u64cd\u4f5c\u7b80\u5355\uff0c\u529f\u80fd\u4e5f\u53ef\u80fd\u5f88\u5f3a\u5927\u3002Koog \u63d0\u4f9b\u4e86\u4fbf\u6377\u7684\u5de5\u5177\u6765\u8fdb\u4e00\u6b65\u7b80\u5316\u6d41\u7a0b\uff0c\u4f60\u53ea\u9700\u5b9a\u4e49\u667a\u80fd\u4f53\u5373\u5de5\u5177\u7684\u63d0\u793a\u5373\u53ef\u3002<\/p>\n<p>\u663e\u7136\uff0c\u8fd9\u9879\u6280\u672f\u53ef\u4ee5\u663e\u8457\u964d\u4f4e\u6210\u672c\u3002\u6211\u4eec\u5b9e\u73b0\u4e86\u5c06\u8fd1 <strong>10% \u7684\u964d\u4f4e<\/strong> \u2013 \u6539\u8fdb\u5f88\u660e\u663e\uff0c\u800c\u4e14\u53ef\u8861\u91cf\u3002\u5bf9\u6027\u80fd\u7684\u5f71\u54cd\u5c1a\u4e0d\u5b8c\u5168\u6e05\u695a\uff0c\u4f46\u4f3c\u4e4e\u5728\u8fd9\u65b9\u9762\u4e5f\u53ef\u80fd\u4f1a\u6709\u6240\u63d0\u5347\u3002<\/p>\n<p>\u540c\u65f6\uff0c\u8fd9\u79cd\u8bc4\u4f30\u8d39\u7528\u9ad8\u6602\u3002\u5373\u4f7f\u6210\u672c\u964d\u4f4e\uff0c\u8fd9\u9879\u57fa\u51c6\u6d4b\u8bd5\u7684\u603b\u6210\u672c\u4f9d\u7136\u9ad8\u8fbe 730 \u7f8e\u5143\u3002\u56e0\u6b64\uff0c\u5728\u4e0b\u4e00\u7bc7\u6587\u7ae0\u4e2d\uff0c\u6211\u4eec\u5c06\u66f4\u6df1\u5165\u5730\u63a2\u8ba8\u53e6\u4e00\u79cd\u964d\u4f4e\u6210\u672c\u7684\u7b56\u7565\uff1a\u4e00\u79cd\u66f4\u901a\u7528\u7684\u538b\u7f29\u65b9\u5f0f\u3002\u5c4a\u65f6\uff0c\u6211\u4eec\u5c06\u56de\u7b54\u4ee5\u4e0b\u95ee\u9898\uff1a\u201c\u5982\u4f55\u9632\u6b62\u4f60\u7684\u4e0a\u4e0b\u6587\u65e0\u9650\u589e\u957f\uff0c\u4ee5\u53ca\u4e0e\u4e4b\u76f8\u5173\u7684\u6210\u672c\u589e\u957f\uff1f\u201d<\/p>\n\n\n<p><\/p>\n\n\n\n<p>\u672c\u535a\u6587\u82f1\u6587\u539f\u4f5c\u8005\uff1a<\/p>\n\n\n    <div class=\"about-author \">\n        <div class=\"about-author__box\">\n            <div class=\"row\">\n                <div class=\"about-author__box-img\">\n                    <img decoding=\"async\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2025\/11\/picture_cropped-1.jpg\" width=\"200\" height=\"200\" alt=\"Bruno Lannoo\" loading=\"lazy\"  class=\"avatar avatar-200 wp-user-avatar wp-user-avatar-200 photo avatar-default\">\n                <\/div>\n                <div class=\"about-author__box-text\">\n                                            <h4>Bruno Lannoo<\/h4>\n                                                        <\/div>\n            <\/div>\n        <\/div>\n    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