{"id":678818,"date":"2026-02-12T10:24:03","date_gmt":"2026-02-12T09:24:03","guid":{"rendered":"https:\/\/blog.jetbrains.com\/?post_type=ai&#038;p=678818"},"modified":"2026-02-12T11:06:54","modified_gmt":"2026-02-12T10:06:54","slug":"building-ai-agents-in-kotlin-part-1-a-minimal-coding-agent","status":"publish","type":"ai","link":"https:\/\/blog.jetbrains.com\/zh-hans\/ai\/2026\/02\/building-ai-agents-in-kotlin-part-1-a-minimal-coding-agent\/","title":{"rendered":"\u4f7f\u7528 Kotlin \u6784\u5efa AI \u667a\u80fd\u4f53 \u2013 \u7b2c 1 \u90e8\u5206\uff1a\u6781\u7b80\u7f16\u7801\u667a\u80fd\u4f53\u00a0"},"content":{"rendered":"<p>\u6784\u5efa\u667a\u80fd\u4f53\u5f88\u5947\u5999\u3002\u4f60\u4e0d\u662f\u5728\u7f16\u5199\u6267\u884c\u4efb\u52a1\u7684\u4ee3\u7801\uff0c \u800c\u662f\u5728\u7f16\u5199\u8ba9 LLM \u6709\u80fd\u529b\u6267\u884c\u4efb\u52a1\u7684\u4ee3\u7801\uff0cLLM \u51b3\u5b9a\u8be5\u505a\u4ec0\u4e48\u3002<\/p>\n<aside style=\"background: #f8f9fa; border-left: 4px solid #007bff; padding: 1rem 1.5rem; margin: 1.5rem 0; border-radius: 4px;\">\n<p style=\"font-weight: 600; margin-bottom: 0.5rem; color: #333; font-size: 1.05rem;\">\u4ec0\u4e48\u662f\u667a\u80fd\u4f53\uff1f<\/p>\n<p style=\"margin: 0; color: #555;\">\u667a\u80fd\u4f53\u5c31\u662f\u4e00\u4e2a LLM\uff0c\u5b83\u4f1a\u5faa\u73af\u8c03\u7528\u4f60\u7684\u51fd\u6570\uff0c\u76f4\u81f3\u786e\u5b9a\u4efb\u52a1\u5df2\u5b8c\u6210\u3002<\/p>\n<\/aside>\n<p>\u8fd9\u79cd\u8f6c\u53d8\u9700\u8981\u4e00\u4e9b\u65f6\u95f4\u6765\u9002\u5e94\u3002\u4f60\u8d4b\u4e88\u667a\u80fd\u4f53\u8bfb\u53d6\u6587\u4ef6\u7684\u80fd\u529b\uff0c\u667a\u80fd\u4f53\u51b3\u5b9a\u8981\u8bfb\u53d6\u7684\u6587\u4ef6\u548c\u8bfb\u53d6\u65f6\u95f4\u3002\u4f60\u53ef\u80fd\u9884\u8ba1\u667a\u80fd\u4f53\u4f1a\u6700\u5148\u8bfb\u53d6\u4e3b\u6587\u4ef6\uff0c \u4f46\u667a\u80fd\u4f53\u5374\u5148\u8bfb\u53d6\u4e09\u4e2a\u6d4b\u8bd5\u6587\u4ef6\uff0c\u4ee5\u4e86\u89e3\u76f8\u5173\u6a21\u5f0f\u3002\u4f60\u6ca1\u6709\u544a\u8bc9\u667a\u80fd\u4f53\u8fd9\u6837\u505a\uff0c \u4f46\u5b83\u5c31\u662f\u8fd9\u6837\u505a\u4e86\u3002<\/p>\n<p>\u90a3\u4e48\uff0c\u4f60\u5e94\u8be5\u8d4b\u4e88\u667a\u80fd\u4f53\u54ea\u4e9b\u80fd\u529b\u5462\uff1f \u8d4b\u4e88\u667a\u80fd\u4f53\u7684\u80fd\u529b\u8fc7\u591a\uff0c\u5b83\u5c06\u65e0\u6cd5\u505a\u51fa\u6b63\u786e\u9009\u62e9\u3002\u8d4b\u4e88\u667a\u80fd\u4f53\u7684\u80fd\u529b\u8fc7\u5c11\uff0c\u5b83\u5c06\u65e0\u6cd5\u5b8c\u6210\u4efb\u52a1\u3002\u627e\u5230\u5e73\u8861\u70b9\u610f\u5473\u7740\u4e0d\u65ad\u5c1d\u8bd5\uff0c\u89c2\u5bdf\u54ea\u91cc\u51fa\u4e86\u95ee\u9898\uff0c\u7136\u540e\u518d\u8fdb\u884c\u8c03\u6574\u3002<\/p>\n<p><strong>\u5728\u672c\u7cfb\u5217\u535a\u5ba2\u4e2d<\/strong>\uff0c\u6211\u4eec\u5c06\u5171\u540c\u6784\u5efa\u4e00\u4e2a\u771f\u5b9e\u7684\u7f16\u7801\u667a\u80fd\u4f53\uff0c\u4ee5\u63a2\u7d22 AI \u667a\u80fd\u4f53\u3002\u6211\u4eec\u5c06\u4ece\u4e09\u4e2a\u57fa\u7840\u5de5\u5177\u5165\u624b\uff0c\u5e76\u901a\u8fc7\u6574\u4e2a\u7cfb\u5217\u535a\u5ba2\u9010\u6b65\u5c06\u667a\u80fd\u4f53\u8f6c\u5316\u6210\u4e00\u4e2a\u529f\u80fd\u5b8c\u5907\u7684\u667a\u80fd\u4f53\u3002\u4f60\u5c06\u5b66\u4e60\u667a\u80fd\u4f53\u7684\u5b9e\u9645\u8fd0\u4f5c\u65b9\u5f0f\u3001\u667a\u80fd\u4f53\u884c\u4e3a\u7684\u89c2\u5bdf\u548c\u8c03\u8bd5\u65b9\u6cd5\uff0c\u4ee5\u53ca\u81f3\u5173\u91cd\u8981\u7684\u67b6\u6784\u51b3\u7b56\u3002\u6700\u540e\uff0c\u4f60\u4e0d\u4ec5\u5c06\u7406\u89e3\u6b64\u667a\u80fd\u4f53\uff0c\u8fd8\u80fd\u638c\u63e1\u81ea\u884c\u6784\u5efa\u667a\u80fd\u4f53\u7684\u65b9\u6cd5\u3002\u8fd9\u4e00\u5207\u90fd\u662f\u901a\u8fc7 Kotlin \u5b9e\u73b0\u7684\u3002<\/p>\n<p>\u9996\u5148\uff0c\u6211\u4eec\u5c06\u6784\u5efa\u4e00\u4e2a\u53ef\u4ee5\u6d4f\u89c8\u4ee3\u7801\u5e93\u5e76\u8fdb\u884c\u9488\u5bf9\u6027\u66f4\u6539\u7684\u667a\u80fd\u4f53\u3002\u6211\u4eec\u5c06\u4f7f\u7528 JetBrains \u63a8\u51fa\u7684\u5f00\u6e90\u6846\u67b6 <a href=\"https:\/\/www.jetbrains.com\/koog\/\" target=\"_blank\" rel=\"noopener\">Koog<\/a>\uff0c\u5b83\u5c06\u8d1f\u8d23\u5904\u7406\u6267\u884c\u5faa\u73af\uff1a\u53d1\u9001\u63d0\u793a\u3001\u89e3\u6790\u5de5\u5177\u8c03\u7528\u5e76\u6267\u884c\uff0c\u5e76\u4e00\u76f4\u91cd\u590d\u6b64\u8fc7\u7a0b\uff0c\u76f4\u81f3\u4efb\u52a1\u5b8c\u6210\u3002\u6267\u884c\u5faa\u73af\u53ef\u80fd\u4f1a\u5f88\u590d\u6742\uff0c\u4f46\u6211\u4eec\u5c06\u4ece\u57fa\u672c\u7684\u5faa\u73af\u5165\u624b\uff0c\u5c06\u5173\u6ce8\u70b9\u653e\u5728\u66f4\u6709\u8da3\u7684\u95ee\u9898\u4e0a\uff1a\u4f60\u7684\u667a\u80fd\u4f53\u7a76\u7adf\u5e94\u8be5\u5177\u5907\u54ea\u4e9b\u80fd\u529b\uff1f<\/p>\n<h2 class=\"wp-block-heading\"><strong>\u9010\u6b65\u6784\u5efa\u667a\u80fd\u4f53<\/strong><\/h2>\n<p>\u5728\u52a8\u624b\u7f16\u5199\u4efb\u4f55\u4ee3\u7801\u4e4b\u524d\uff0c\u6211\u4eec\u5e94\u8be5\u5148\u660e\u786e\u81ea\u5df1\u7684\u9700\u6c42\u3002\u667a\u80fd\u4f53\u2026 \u5230\u5e95\u53ef\u4ee5\u505a\u4ec0\u4e48\uff1f<\/p>\n<p>\u4fee\u6b63 bug\uff1f \u7f16\u5199\u529f\u80fd\uff1f \u91cd\u6784\u539f\u6709\u4ee3\u7801\uff1f<\/p>\n<p>\u6211\u4eec\u5e0c\u671b\u5b83\u80fd\u591f\u5b8c\u6210\u6240\u6709\u8fd9\u4e9b\u4efb\u52a1\u3002\u4f46\u8fd9\u5230\u5e95\u610f\u5473\u7740\u4ec0\u4e48\uff1f \u8fd9\u610f\u5473\u7740\u6211\u4eec\u9700\u8981\u4e00\u4e2a\u80fd\u591f\u6d4f\u89c8\u4ee3\u7801\u5e93\u5e76\u8fdb\u884c\u9488\u5bf9\u6027\u66f4\u6539\u7684\u667a\u80fd\u4f53\u3002<\/p>\n<p>\u5b83\u9700\u8981\u80fd\u591f<strong>\u67e5\u770b<\/strong>\u9879\u76ee\u4e2d\u6709\u54ea\u4e9b\u6587\u4ef6\u3001<strong>\u8bfb\u53d6<\/strong>\u8fd9\u4e9b\u6587\u4ef6\u3001<strong>\u7f16\u8f91<\/strong>\u6587\u4ef6\u6216\u521b\u5efa\u65b0\u6587\u4ef6 \u2013 \u6211\u4eec\u5c06\u901a\u8fc7\u4e09\u4e2a\u5de5\u5177\u8d4b\u4e88\u667a\u80fd\u4f53\u8fd9\u4e09\u79cd\u80fd\u529b\u3002<\/p>\n<aside style=\"background: #f8f9fa; border-left: 4px solid #007bff; padding: 1rem 1.5rem; margin: 1.5rem 0; border-radius: 4px;\">\n<p style=\"font-weight: 600; margin-bottom: 0.5rem; color: #333; font-size: 1.05rem;\">\u4ec0\u4e48\u662f\u5de5\u5177\uff1f<\/p>\n<p style=\"margin: 0; color: #555;\">\u5de5\u5177\u662f LLM \u53ef\u4ee5\u6839\u636e\u9700\u8981\u8c03\u7528\u7684\u51fd\u6570\u3002\u4f60\u51b3\u5b9a\u63d0\u4f9b\u54ea\u4e9b\u5de5\u5177\uff0c\u800c LLM \u5219\u51b3\u5b9a\u4f55\u65f6\u4f7f\u7528\u5b83\u4eec\u3002<\/p>\n<\/aside>\n<p>\u4ee5\u4e0b\u4e09\u79cd\u5de5\u5177\u5df2\u6784\u5efa\u5e76\u6346\u7ed1\u5230 <a href=\"https:\/\/www.jetbrains.com\/koog\/\" target=\"_blank\" rel=\"noopener\">Koog<\/a> \u4e2d\u3002\u6211\u4eec\u5c06\u4e86\u89e3\u6bcf\u4e2a\u5de5\u5177\u7684\u8fd0\u4f5c\u65b9\u5f0f\uff0c\u7136\u540e\u5c06\u5b83\u4eec\u5168\u90e8\u8fde\u63a5\u5230 GPT-5-Codex\u3002\u8fd9\u6837\uff0c\u6211\u4eec\u4fbf\u80fd\u6784\u5efa\u51fa\u4e00\u4e2a\u80fd\u591f\u6d4f\u89c8\u4ee3\u7801\u5e93\u3001\u8bfb\u53d6\u6587\u4ef6\u5e76\u8fdb\u884c\u66f4\u6539\u7684\u529f\u80fd\u5b8c\u5907\u7684\u667a\u80fd\u4f53\u3002<\/p>\n<h3 class=\"wp-block-heading\"><strong>\u4e3a\u667a\u80fd\u4f53\u8d4b\u4e88\u67e5\u770b\u7684\u80fd\u529b<\/strong><\/h3>\n<p>\u6211\u4eec\u5148\u6dfb\u52a0\u8fd9\u4e2a\u5de5\u5177\uff0c\u8ba9\u667a\u80fd\u4f53\u5177\u5907\u67e5\u770b\u6587\u4ef6\u7684\u80fd\u529b\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=\"\">tool(ListDirectoryTool(JVMFileSystemProvider.ReadOnly))<\/pre>\n<p>\u73b0\u5728\uff0c\u667a\u80fd\u4f53\u53ef\u4ee5\u67e5\u770b\u5b58\u5728\u54ea\u4e9b\u6587\u4ef6\u3002\u4f46\u95ee\u9898\u662f\uff1a\u5982\u679c\u4f60\u53ea\u662f\u5c06\u4e00\u5806\u6587\u4ef6\u8def\u5f84\u4e22\u7ed9\u667a\u80fd\u4f53\uff0c\u5176\u5b9e\u5e2e\u52a9\u4e0d\u5927\u3002\u667a\u80fd\u4f53\u9700\u8981\u7406\u89e3\u7ed3\u6784\u3002<\/p>\n<p>\u4e3a\u4e86\u8ba9\u667a\u80fd\u4f53\u66f4\u8f7b\u677e\u5730\u7406\u89e3\u7ed3\u6784\uff0c\u5de5\u5177\u4f1a\u667a\u80fd\u5730\u5bf9\u8f93\u51fa\u8fdb\u884c\u683c\u5f0f\u5316\u3002JVM \u9879\u76ee\u91c7\u7528\u6df1\u5c42\u8f6f\u4ef6\u5305\u7ed3\u6784\uff0c \u5178\u578b\u8def\u5f84\u53ef\u80fd\u662f <code>src\/main\/kotlin\/com\/example\/service\/impl\/UserServiceImpl.kt<\/code>\u3002\u5982\u679c\u5de5\u5177\u663e\u793a\u6bcf\u4e2a\u4e2d\u95f4\u76ee\u5f55\uff0c\u8f93\u51fa\u5c31\u4f1a\u5145\u6ee1\u5927\u91cf\u4e0d\u542b\u5b9e\u7528\u4fe1\u606f\u7684\u5355\u4e00\u5b50\u76ee\u5f55\u3002<\/p>\n<p>\u56e0\u6b64\uff0c\u627e\u5230\u4e00\u957f\u4e32\u7684\u5355\u4e00\u76ee\u5f55\u65f6\uff0c\u5de5\u5177\u4f1a\u5c06\u5b83\u4eec\u6536\u8d77\uff1a<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">\/project\/src\/main\/kotlin\/Main.kt (&lt;0.1 KiB, 20 lines)<\/pre>\n<p>\u5982\u679c\u540c\u4e00\u5c42\u7ea7\u4e2d\u6709\u591a\u4e2a\u6587\u4ef6\uff0c\u5de5\u5177\u4f1a\u4ee5\u6811\u5f62\u7ed3\u6784\u663e\u793a\u8fd9\u4e9b\u6587\u4ef6\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=\"\">\/project\/src\/main\/kotlin\/\n\u00a0\u00a0Main.kt (&lt;0.1 KiB, 20 lines)\n\u00a0\u00a0Utils.kt (&lt;0.1 KiB, 10 lines)<\/pre>\n<p>\u8bf7\u6ce8\u610f\uff0c\u8fd8\u4f1a\u663e\u793a\u6587\u4ef6\u5927\u5c0f\u548c\u884c\u6570\u3002\u4e3a\u4ec0\u4e48\u8981\u663e\u793a\u8fd9\u4e9b\u4fe1\u606f\u5462\uff1f<\/p>\n<p>\u5982\u679c\u4e0d\u663e\u793a\uff0c\u4f60\u5c06\u9047\u5230\u6211\u4eec\u66fe\u9762\u4e34\u7684\u95ee\u9898\u3002\u00a0 \u6211\u4eec\u6700\u521d\u6784\u5efa\u8fd9\u4e2a\u5de5\u5177\u65f6\uff0c\u5e76\u6ca1\u6709\u5305\u542b\u6587\u4ef6\u5927\u5c0f\u3002\u667a\u80fd\u4f53\u4f1a\u6d4f\u89c8\u76ee\u5f55\u5e76\u67e5\u770b\u6587\u4ef6\u540d\uff0c\u4f46\u5bf9\u6587\u4ef6\u5927\u5c0f\u4e00\u65e0\u6240\u77e5\u3002\u56e0\u6b64\uff0c\u9700\u8981\u7406\u89e3\u67d0\u4e2a\u6587\u4ef6\u65f6\uff0c\u5b83\u5c31\u4f1a\u76f4\u63a5\u8bfb\u53d6\u6574\u4e2a\u6587\u4ef6\u3002<\/p>\n<p>\u540e\u6765\uff0c\u6211\u4eec\u9047\u5230\u4e86\u4e00\u4e2a\u771f\u5b9e\u6848\u4f8b\uff1a\u667a\u80fd\u4f53\u8bd5\u56fe\u8bfb\u53d6<a href=\"https:\/\/github.com\/pydata\/xarray\/blob\/d998eac1e7acf04dbf6f81ebe51247c02d3adb5c\/xarray\/tests\/test_dataset.py\" target=\"_blank\" rel=\"noopener\">\u4e00\u4e2a\u957f\u5ea6\u8d85\u8fc7 7,700 \u884c\u7684 Python \u6d4b\u8bd5\u6587\u4ef6<\/a>\u3002\u5355\u5355\u90a3\u4e00\u4e2a\u6587\u4ef6\u5c31\u586b\u6ee1\u4e86 LLM \u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u3002\u5f53\u667a\u80fd\u4f53\u8bd5\u56fe\u7ee7\u7eed\u5de5\u4f5c\u65f6\uff0c\u5b83\u5df2\u7ecf\u5fd8\u8bb0\u4e4b\u524d\u8bfb\u53d6\u8fc7\u7684\u5176\u4ed6\u6587\u4ef6\u3001\u81ea\u5df1\u672c\u5e94\u6267\u884c\u7684\u4efb\u52a1\u4ee5\u53ca\u9700\u8981\u505a\u51fa\u7684\u66f4\u6539\u3002\u5355\u5355\u90a3\u4e00\u4e2a\u5e9e\u5927\u7684\u6587\u4ef6\u5c31\u5c06\u5176\u4ed6\u6240\u6709\u4fe1\u606f\u6324\u51fa\u4e86\u4e0a\u4e0b\u6587\u7a97\u53e3\u3002<\/p>\n<p>\u8fd9\u5c31\u662f\u76ee\u5f55\u5217\u8868\u4e2d\u8981\u5305\u542b\u884c\u6570\u548c\u6587\u4ef6\u5927\u5c0f\u7684\u539f\u56e0\u3002\u73b0\u5728\uff0c\u5f53\u667a\u80fd\u4f53\u6d4f\u89c8\u4ee3\u7801\u5e93\u65f6\uff0c\u5b83\u53ef\u4ee5\u5728\u5c1d\u8bd5\u8bfb\u53d6 <code>test_dataset.py<\/code> \u4e4b\u524d\u770b\u5230\u8be5\u6587\u4ef6\u5305\u542b 7,700 \u884c\u3002\u667a\u80fd\u4f53\u53ef\u4ee5\u51b3\u5b9a\u53ea\u8bfb\u53d6\u7279\u5b9a\u90e8\u5206\uff0c\u800c\u4e0d\u8bfb\u53d6\u6574\u4e2a\u6587\u4ef6\uff0c\u6216\u8005\u5728\u6587\u4ef6\u4e0e\u4efb\u52a1\u65e0\u5173\u7684\u60c5\u51b5\u4e0b\u5b8c\u5168\u8df3\u8fc7\u8be5\u6587\u4ef6\u3002<\/p>\n<h3 class=\"wp-block-heading\"><strong>\u8bfb\u53d6\u4ee3\u7801<\/strong><\/h3>\n<p>\u63a5\u4e0b\u6765\uff0c\u667a\u80fd\u4f53\u9700\u8981\u8bfb\u53d6\u6587\u4ef6\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=\"\">tool(ReadFileTool(JVMFileSystemProvider.ReadOnly))<\/pre>\n<p>\u770b\u5230 <code>JVMFileSystemProvider.ReadOnly <\/code> \u4e86\u5417\uff1f\u8fd9\u662f\u56e0\u4e3a\u6b64\u5de5\u5177\u4e0d\u4f1a\u76f4\u63a5\u8c03\u7528 <code>java.nio.file<\/code> API\u3002\u5b83\u662f\u57fa\u4e8e Koog \u7684 <code>FileSystemProvider<\/code> \u63a5\u53e3\u6784\u5efa\u7684\u3002<\/p>\n<p>\u4e3a\u4ec0\u4e48\uff1f \u56e0\u6b64\uff0c\u4f60\u53ea\u9700\u7f16\u5199\u4e00\u6b21\u5de5\u5177\uff0c\u4fbf\u53ef\u5728\u4efb\u4f55\u4f4d\u7f6e\u4f7f\u7528\u5b83\u3002<code>ReadFileTool<\/code> \u53ea\u9700\u8c03\u7528\u63d0\u4f9b\u7a0b\u5e8f\u7684\u65b9\u6cd5\uff0c \u65e0\u9700\u5173\u5fc3\u8be5\u63d0\u4f9b\u7a0b\u5e8f\u662f\u4ece\u672c\u5730\u78c1\u76d8\u3001\u901a\u8fc7 SSH \u4f20\u8f93\u7684\u6587\u4ef6\u8fd8\u662f\u4e91\u5b58\u50a8\u7a7a\u95f4\u8bfb\u53d6\u6587\u4ef6\u3002\u5982\u679c\u5c06\u8be5\u5de5\u5177\u4f20\u9012\u7ed9\u5176\u4ed6\u63d0\u4f9b\u7a0b\u5e8f\uff0c\u5b83\u4f1a\u6309\u76f8\u540c\u7684\u65b9\u5f0f\u8fd0\u884c\u3002\u5982\u679c\u4f60\u8981\u6784\u5efa\u81ea\u5df1\u7684\u6587\u4ef6\u5de5\u5177\uff0c\u53ef\u4ee5\u4e3a\u5b58\u50a8\u540e\u7aef\u5b9e\u73b0 <code>FileSystemProvider<\/code>\uff0c\u5e76\u5c06\u5176\u4f20\u9012\u7ed9 Koog \u7684\u6587\u4ef6\u5de5\u5177\uff0c\u8fd9\u4e9b\u5de5\u5177\u5c31\u4f1a\u6b63\u5e38\u8fd0\u884c\u3002<\/p>\n<p>\u6211\u4eec\u5728\u8fd9\u91cc\u4f7f\u7528\u7684\u662f <code>JVMFileSystemProvider.ReadOnly<\/code>\u3002\u4e3a\u4ec0\u4e48\u5b83\u662f <code>ReadOnly<\/code> \u6743\u9650\uff1f \u901a\u8fc7\u5728\u63d0\u4f9b\u7a0b\u5e8f\u5c42\u9762\u5206\u79bb\u8bfb\u5199\u6743\u9650\uff0c\u4f60\u53ef\u4ee5\u7f16\u5199\u5177\u6709\u4e0d\u540c\u6743\u9650\u7ea7\u522b\u7684\u667a\u80fd\u4f53\u3002\u9700\u8981\u4e00\u4e2a\u53ea\u6d4f\u89c8\u548c\u5206\u6790\u4ee3\u7801\u7684\u667a\u80fd\u4f53\uff1f \u4e3a\u5b83\u63d0\u4f9b\u4f7f\u7528 <code>ReadOnly<\/code> \u63d0\u4f9b\u7a0b\u5e8f\u7684\u5de5\u5177\uff0c\u4f60\u5c31\u53ef\u4ee5\u786e\u5b9a\u5b83\u4e0d\u4f1a\u4fee\u6539\u4efb\u4f55\u5185\u5bb9\u3002\u5bf9\u4e8e\u6b64\u667a\u80fd\u4f53\uff0c\u6211\u4eec\u540e\u7eed\u5c06\u6dfb\u52a0\u4fee\u6539\u529f\u80fd\u3002<code>EditFileTool<\/code> \u5c06\u6539\u7528 <code>JVMFileSystemProvider.ReadWrite<\/code>\u3002\u660e\u786e\u5206\u79bb\u6743\u9650\u610f\u5473\u7740\u4f60\u53ef\u4ee5\u7cbe\u786e\u63a7\u5236\u6bcf\u4e2a\u667a\u80fd\u4f53\u53ef\u4ee5\u6267\u884c\u7684\u64cd\u4f5c\u548c\u4e0d\u53ef\u6267\u884c\u7684\u64cd\u4f5c\u3002<\/p>\n<p>\u5de5\u5177\u8fd8\u652f\u6301\u884c\u8303\u56f4\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=\"\">readFile(\"Main.kt\", startLine = 45, endLine = 72)<\/pre>\n<p>\u8bb0\u5f97 <code>ListDirectoryTool<\/code> \u4e2d\u7684\u90a3\u4e9b\u884c\u6570\u5417\uff1f \u8fd9\u5c31\u662f\u8bbe\u7f6e\u5b83\u7684\u539f\u56e0\u3002\u5f53\u667a\u80fd\u4f53\u5728\u76ee\u5f55\u5217\u8868\u4e2d\u770b\u5230\u5305\u542b\u6570\u5343\u884c\u6570\u636e\u7684\u6587\u4ef6\u65f6\uff0c\u5b83\u5c31\u77e5\u9053\u9700\u8981\u91c7\u53d6\u66f4\u5177\u7b56\u7565\u6027\u7684\u65b9\u5f0f\u6765\u8bfb\u53d6\u6587\u4ef6\u3002\u5b83\u53ef\u80fd\u4f1a\u5206\u5757\u8bfb\u53d6\u6587\u4ef6\uff0c\u4ee5\u514d\u591a\u6b21\u91cd\u590d\u8bfb\u53d6\uff0c\u6216\u8005\u63d0\u53d6\u7279\u5b9a\u90e8\u5206\u3002\u8fd9\u79cd\u505a\u6cd5\u80fd\u5e2e\u52a9\u907f\u514d\u56e0\u8bfb\u53d6\u50cf 7,700 \u884c Python \u6d4b\u8bd5\u6587\u4ef6\u793a\u4f8b\u90a3\u6837\u7684\u5927\u6587\u4ef6\u800c\u5bfc\u81f4\u4e0a\u4e0b\u6587\u8017\u5c3d\u3002<\/p>\n<h3 class=\"wp-block-heading\"><strong>\u4fee\u6539\u4ee3\u7801<\/strong><\/h3>\n<p>\u73b0\u5728\uff0c\u6211\u4eec\u5c06\u8d4b\u4e88\u667a\u80fd\u4f53\u5b9e\u9645\u66f4\u6539\u5185\u5bb9\u7684\u80fd\u529b\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=\"\">tool(EditFileTool(JVMFileSystemProvider.ReadWrite))<\/pre>\n<p><code>EditFileTool<\/code> \u6267\u884c\u67e5\u627e\u5e76\u66ff\u6362\u64cd\u4f5c\u3002\u5411\u5176\u63d0\u4f9b\u6587\u4ef6\u8def\u5f84\u3001\u8981\u67e5\u627e\u7684\u6587\u672c\u548c\u66ff\u6362\u5185\u5bb9\u3002\u5c31\u662f\u8fd9\u4e48\u7b80\u5355\u3002<\/p>\n<p>\u4f46\u6709\u8da3\u7684\u662f\uff1a\u8fd9\u4e09\u4e2a\u5f62\u53c2\u53ef\u4ee5\u6267\u884c\u4e0d\u540c\u7684\u4efb\u52a1\uff0c\u5177\u4f53\u53d6\u51b3\u4e8e\u4f60\u4f20\u9012\u7684\u5185\u5bb9\u3002<\/p>\n<p>\u60f3\u8981\u66ff\u6362\u6587\u672c\uff1f \u6307\u5b9a\u539f\u59cb\u6587\u672c\u548c\u66ff\u6362\u6587\u672c\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=\"\">edit_file(\n    path = \"Main.kt\", \n    original = \"Hello World!\", \n    replacement = \"Hello Koog!\"\n)<\/pre>\n<p>\u60f3\u8981\u5220\u9664\u4e00\u4e9b\u5185\u5bb9\uff1f \u53ea\u9700\u5c06\u66ff\u6362\u90e8\u5206\u8bbe\u4e3a\u7a7a\u767d\u5373\u53ef\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=\"\">edit_file(\n    path = \"Main.kt\", \n    original = \"Hello World!\", \n    replacement = \"\"\n)<\/pre>\n<p>\u60f3\u8981\u521b\u5efa\u5168\u65b0\u7684\u6587\u4ef6\uff1f \u5c06\u539f\u59cb\u6587\u672c\u7559\u7a7a\u5373\u53ef\uff1a<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\">edit_file(\n    path = \"Main.kt\", \n    original = \"\", \n    replacement = \"fun main() { println(\\\"Hello World!\\\") }\"\n)<\/pre>\n<\/p>\n<p>\u540c\u4e00\u4e2a\u5de5\u5177\u3002\u4e09\u79cd\u4e0d\u540c\u7684\u64cd\u4f5c\u3002<\/p>\n<h4 class=\"wp-block-heading\"><strong>\u4ece\u5931\u8d25\u4e2d\u5b66\u4e60<\/strong><\/h4>\n<p>\u5de5\u5177\u6b63\u5e38\u8fd0\u884c\uff0c\u4f46\u6211\u4eec\u5728\u7528\u771f\u5b9e\u667a\u80fd\u4f53\u8fdb\u884c\u6d4b\u8bd5\u65f6\u53d1\u73b0\u4e86\u4e00\u4e9b\u95ee\u9898\u3002\u7ecf\u8fc7\u591a\u6b21\u7f16\u8f91\u540e\uff0c\u6587\u4ef6\u5df2\u53d1\u751f\u53d8\u5316\u3002\u667a\u80fd\u4f53\u8bd5\u56fe\u518d\u8fdb\u884c\u4e00\u5904\u7f16\u8f91\uff0c\u4f46\u5b83\u8981\u67e5\u627e\u7684\u6587\u672c\u5df2\u4e0d\u5b58\u5728\u3002\u4e4b\u524d\u7684\u7f16\u8f91\u5df2\u66f4\u6539\u4e86\u6587\u672c\u3002<\/p>\n<p>\u5de5\u5177\u5c06\u8fd4\u56de\u201cEdit failed\u201d\uff08\u7f16\u8f91\u5931\u8d25\uff09\u3002\u6211\u4eec\u539f\u4ee5\u4e3a\u667a\u80fd\u4f53\u4f1a\u91cd\u65b0\u8bfb\u53d6\u6587\u4ef6\u5e76\u518d\u8bd5\u4e00\u6b21\u3002\u731c\u731c\u5b9e\u9645\u53d1\u751f\u4e86\u4ec0\u4e48\uff1f<\/p>\n<p>\u667a\u80fd\u4f53\u770b\u5230\u201cEdit failed\u201d\uff08\u7f16\u8f91\u5931\u8d25\uff09\uff0c\u5e76\u8ba4\u4e3a\u201c\u8fd9\u4e2a\u6587\u4ef6\u6709\u95ee\u9898\u3002\u53ef\u80fd\u662f\u6211\u6ca1\u6709\u6743\u9650\uff1f \u90a3\u6211\u5c31\u521b\u5efa\u4e00\u4e2a\u5305\u542b\u6240\u6709\u66f4\u6539\u7684\u65b0\u6587\u4ef6\uff01\u201d \u7a81\u7136\u4e4b\u95f4\uff0c\u5230\u5904\u90fd\u662f\u65b0\u6587\u4ef6\u3002\u672c\u5e94\u88ab\u7f16\u8f91\u7684\u4ee3\u7801\u6700\u540e\u5374\u51fa\u73b0\u5728\u65b0\u6587\u4ef6\u4e2d\u3002\u00a0<\/p>\n<p>\u8fd9\u4e2a\u95ee\u9898\u4fee\u6b63\u8d77\u6765\u5f88\u7b80\u5355\u3002\u6211\u4eec\u53ea\u9700\u8981\u544a\u8bc9\u667a\u80fd\u4f53\u5b9e\u9645\u4e0a\u51fa\u4e86\u4ec0\u4e48\u95ee\u9898\u3002\u6211\u4eec\u5c06\u9519\u8bef\u6d88\u606f\u66f4\u6539\u4e3a<a href=\"https:\/\/github.com\/JetBrains\/koog\/blob\/c433b8e14c9450c5800245c36efe36021d2740b2\/agents\/agents-ext\/src\/commonMain\/kotlin\/ai\/koog\/agents\/ext\/tool\/file\/patch\/TokenNormalizedPatchApplier.kt#L55\" target=\"_blank\" rel=\"noopener\">\u201c\u5728\u6587\u4ef6\u5185\u5bb9\u4e2d\u672a\u627e\u5230\u8981\u66ff\u6362\u7684\u539f\u59cb\u6587\u672c\u3002\u8003\u8651\u91cd\u65b0\u8bfb\u53d6\u6587\u4ef6\uff0c\u4ee5\u68c0\u67e5\u81ea\u4e0a\u6b21\u8bfb\u53d6\u4ee5\u6765\u539f\u59cb\u6587\u672c\u662f\u5426\u66f4\u6539\u201d<\/a>\u3002\u8fd9\u79cd\u65b9\u6cd5\u594f\u6548\u4e86\u3002\u667a\u80fd\u4f53\u4eec\u5b66\u5230\uff1a\u201c\u54e6\uff0c\u6ca1\u6709\u627e\u5230\u6587\u672c\uff0c\u90a3\u6211\u5e94\u8be5\u91cd\u65b0\u8bfb\u53d6\u6587\u4ef6\u5e76\u518d\u8bd5\u4e00\u6b21\u3002\u201d<\/p>\n<h2 class=\"wp-block-heading\"><strong>\u5c06\u5404\u90e8\u5206\u6574\u5408\u8d77\u6765<\/strong><\/h2>\n<p>\u6211\u4eec\u6709\u4e09\u4e2a\u5de5\u5177\u3002\u73b0\u5728\uff0c\u6211\u4eec\u9700\u8981\u5c06\u8fd9\u4e9b\u5de5\u5177\u8fde\u63a5\u5230 GPT-5-Codex\u3002<\/p>\n<p>\u5982\u679c\u4f60\u4ece\u5934\u5f00\u59cb\u6784\u5efa\uff0c\u800c\u4e0d\u4f7f\u7528\u6846\u67b6\uff0c\u5219\u9700\u8981\u7f16\u5199\u4e00\u4e2a\u6267\u884c\u5faa\u73af\uff1a\u5411 GPT-5-Codex \u53d1\u9001\u63d0\u793a\uff0c\u89e3\u6790\u54cd\u5e94\uff0c\u68c0\u67e5\u5b83\u662f\u5426\u8981\u8c03\u7528\u5de5\u5177\uff0c\u6267\u884c\u8be5\u5de5\u5177\uff0c\u53d1\u56de\u7ed3\u679c\uff0c\u91cd\u590d\u6267\u884c\u6b64\u8fc7\u7a0b\u3002\u4f60\u9700\u8981\u5904\u7406 API \u8bf7\u6c42\u3001\u9519\u8bef\u6848\u4f8b\u3001token \u9650\u5236\u4ee5\u53ca\u5de5\u5177\u8c03\u7528\u534f\u8bae\u3002\u8fd9\u4e00\u8fc7\u7a0b\u7275\u6d89\u5230\u5927\u91cf\u7684\u8bbe\u7f6e\u5de5\u4f5c\u548c\u7cbe\u529b\u3002<\/p>\n<p>\u5728\u8fd9\u91cc\uff0cKoog \u7684 <code>AIAgent<\/code> \u4f1a\u5904\u7406\u8be5\u5faa\u73af\u3002\u4f60\u4e3a\u5b83\u63d0\u4f9b LLM\u3001\u5de5\u5177\u548c\u6307\u4ee4\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=\"\">val executor = simpleOpenAIExecutor(System.getenv(\"OPENAI_API_KEY\"))\nval agent = AIAgent(\n    promptExecutor = executor,\n    llmModel = OpenAIModels.Chat.GPT5Codex,<\/pre>\n<p>\u8fd9\u6837\u4fbf\u53ef\u5c06\u667a\u80fd\u4f53\u8fde\u63a5\u5230 GPT-5-Codex\u3002promptExecutor \u662f Koog \u5904\u7406 LLM \u901a\u4fe1\u7684\u65b9\u5f0f\u3002\u4f60\u4e3a\u5b83\u63d0\u4f9b API \u5bc6\u94a5\u548c\u6a21\u578b\u5373\u53ef\uff0c\u5b83\u5c06\u641e\u5b9a\u5269\u4f59\u7684\u5de5\u4f5c\u3002<\/p>\n<p>\u73b0\u5728\uff0c\u4e3a\u5b83\u63d0\u4f9b\u4f60\u7684\u5de5\u5177\u7684\u76f8\u5173\u4fe1\u606f\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=\"\">    toolRegistry = ToolRegistry {\n        tool(ListDirectoryTool(JVMFileSystemProvider.ReadOnly))\n        tool(ReadFileTool(JVMFileSystemProvider.ReadOnly))\n        tool(EditFileTool(JVMFileSystemProvider.ReadWrite))\n    },<\/pre>\n<p><code>ToolRegistry<\/code> \u662f\u4f60\u5217\u51fa\u5de5\u5177\u7684\u4f4d\u7f6e\u3002Koog \u4f1a\u63d0\u53d6\u6bcf\u4e2a\u5de5\u5177\uff0c\u5c06\u5176\u8f6c\u6362\u4e3a GPT-5-Codex \u8981\u6c42\u7684 JSON \u683c\u5f0f\uff0c\u5e76\u5728 GPT-5-Codex \u8bf7\u6c42\u65f6\u5904\u7406\u8c03\u7528\u6d41\u7a0b\u3002<\/p>\n<p>\u4e3a\u5b83\u63d0\u4f9b\u6307\u4ee4\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=\"\">    systemPrompt = \"\"\"\n        You are a highly skilled programmer tasked with updating the provided codebase according to the given task.\n        Your goal is to deliver production-ready code changes that integrate seamlessly with the existing codebase \n        and solve given task.\n    \"\"\".trimIndent(),<\/pre>\n<p>\u8fd9\u662f\u7cfb\u7edf\u63d0\u793a\uff0c\u7528\u4e8e\u544a\u77e5\u667a\u80fd\u4f53\u5176\u5177\u4f53\u4efb\u52a1\u3002\u6ce8\u610f\u5230\u201cupdating the provided codebase\u201d\u4e86\u5417\uff1f \u6b63\u662f\u5b83\u8ba9\u667a\u80fd\u4f53\u5b9e\u9645\u4fee\u6539\u6587\u4ef6\uff0c\u800c\u975e\u4ec5\u4ec5\u8bf4\u660e\u5e94\u5f53\u66f4\u6539\u7684\u5185\u5bb9\u3002<\/p>\n<p>\u544a\u8bc9\u5b83\u5982\u4f55\u8fd0\u884c\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=\"\">    strategy = singleRunStrategy(),\n    maxIterations = 100<\/pre>\n<p>\u91c7\u53d6\u7684\u7b56\u7565\u662f\u667a\u80fd\u4f53\u5faa\u73af\u3002<a href=\"https:\/\/api.koog.ai\/agents\/agents-core\/ai.koog.agents.core.agent\/single-run-strategy.html\" target=\"_blank\" rel=\"noopener\">singleRunStrategy()<\/a> \u662f Koog \u7684\u5185\u7f6e\u57fa\u7840\u7248\u672c\u3002\u667a\u80fd\u4f53\u4f1a\u6301\u7eed\u8c03\u7528\u5de5\u5177\uff0c\u76f4\u81f3\u5176\u786e\u5b9a\u4efb\u52a1\u5df2\u5b8c\u6210\u3002\u5728\u540e\u7eed\u6587\u7ae0\u4e2d\uff0c\u6211\u4eec\u5c06\u63a2\u8ba8\u5982\u4f55\u7f16\u5199\u590d\u6742\u7684\u81ea\u5b9a\u4e49\u7b56\u7565\uff0c\u4f46\u6b64\u7b56\u7565\u9002\u7528\u4e8e\u5927\u591a\u6570\u4efb\u52a1\u3002<\/p>\n<p>\u4f46\u5982\u679c\u8c03\u7528\u65e0\u9650\u5faa\u73af\uff0c\u8be5\u600e\u4e48\u529e\uff1f \u6211\u4eec\u66fe\u7ecf\u9047\u5230\u8fc7\u4e00\u79cd\u60c5\u51b5\uff0c\u667a\u80fd\u4f53\u8bfb\u53d6 7,000 \u884c\u7684\u6587\u4ef6\uff0c\u89e6\u53d1\u4e86 token \u9650\u5236\uff0c\u4e22\u5931\u4e86\u4e0a\u4e0b\u6587\uff0c\u7136\u540e\u53c8\u91cd\u65b0\u8bfb\u53d6\u540c\u4e00\u4e2a\u6587\u4ef6\uff0c\u5982\u6b64\u53cd\u590d\u3002\u5e78\u597d\u8bbe\u7f6e\u4e86 <code>maxIterations = 200<\/code>\uff0c\u6700\u540e\u5728\u8017\u5c3d API \u9884\u7b97\u524d\u505c\u6b62\u4e86\u5faa\u73af\u3002\u6267\u884c 200 \u6b65\u540e\uff0c\u667a\u80fd\u4f53\u9000\u51fa\u3002\u6bcf\u6b21\u5de5\u5177\u8c03\u7528\u6d88\u8017 2 \u6b65\uff08\u4e00\u6b65\u7528\u4e8e\u8c03\u7528\uff0c\u4e00\u6b65\u7528\u4e8e\u54cd\u5e94\uff09\uff0c\u56e0\u6b64\u6700\u591a\u8fdb\u884c 100 \u6b21\u8c03\u7528\u3002<\/p>\n<p>\u6709\u65f6\u667a\u80fd\u4f53\u7684\u8fd0\u884c\u65f6\u95f4\u4f1a\u6bd4\u8f83\u957f\uff0c\u8ba9\u4f60\u4e0d\u7981\u60f3\u77e5\u9053\u5b83\u662f\u5728\u6b63\u5e38\u5de5\u4f5c\u8fd8\u662f\u5361\u4f4f\u4e86\u3002\u6211\u4eec\u60f3\u8981\u4e3a\u667a\u80fd\u4f53\u589e\u52a0\u4e00\u4e9b\u53ef\u89c1\u6027\uff0c\u4ee5\u4e86\u89e3\u5176\u8fd0\u884c\u60c5\u51b5\u3002\u5728 Koog \u4e2d\uff0c\u53ef\u4ee5\u901a\u8fc7 <code>handleEvents<\/code> \u5757\u89c2\u5bdf\u667a\u80fd\u4f53\u8fd0\u884c\u60c5\u51b5\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    handleEvents {\n        onToolCallStarting { ctx -&gt; println(\"Tool '${ctx.tool.name}' called with args:\" +\n                \" ${ctx.toolArgs.toString().take(100)}\")\n        }\n    }\n}<\/pre>\n<p>Koog \u63d0\u4f9b\u4e86\u4e0d\u540c\u7684\u53ef\u6302\u63a5\u4e8b\u4ef6\uff0c\u4f8b\u5982 <code>onToolCallStarting<\/code>\u3001<code>onToolCallFinished<\/code>\u3001<code>onAgentFinished<\/code> \u548c<a href=\"https:\/\/docs.koog.ai\/agent-events\/\" target=\"_blank\" rel=\"noopener\">\u5176\u4ed6\u4e8b\u4ef6<\/a>\u3002\u6211\u4eec\u5728\u8fd9\u91cc\u4f7f\u7528\u7684\u662f <code>onToolCallStarting<\/code>\uff0c\u5b83\u4f1a\u5728\u6bcf\u4e2a\u5de5\u5177\u6267\u884c\u524d\u8fd0\u884c\uff0c\u8fd9\u6837\uff0c\u6211\u4eec\u4fbf\u80fd\u8bb0\u5f55\u5373\u5c06\u53d1\u751f\u7684\u4e8b\u4ef6\u3002\u00a0<\/p>\n<p>\u4f46\u662f\uff0c\u4f60\u5c06\u9700\u8981\u8c03\u8bd5\u8bb0\u5f55\u7684\u5185\u5bb9\u3002\u6211\u4eec\u7b2c\u4e00\u6b21\u8c03\u8bd5\u65f6\u6253\u5370\u4e86\u5168\u90e8\u5185\u5bb9\u3002<code>EditFileTool<\/code> \u6eda\u52a8\u4e86\u51e0\u767e\u884c\u3002\u968f\u540e\uff0c\u6211\u4eec\u5c1d\u8bd5\u53ea\u6253\u5370\u5de5\u5177\u540d\u79f0\u3002<code>EditFileTool<\/code> \u8fd0\u884c\u4e86\u4e09\u6b21\uff0c\u4f46\u6211\u4eec\u4e0d\u77e5\u9053\u5b83\u5728\u7f16\u8f91\u54ea\u4e9b\u5185\u5bb9\u3002\u73b0\u5728\uff0c\u6211\u4eec\u4f1a\u6253\u5370 100 \u4e2a\u5b57\u7b26\u3002\u4f60\u53ef\u4ee5\u8ddf\u8e2a\u4e8b\u4ef6\u8fdb\u5c55\uff0c\u4e14\u4e0d\u5fc5\u67e5\u770b\u8fc7\u591a\u7684\u6587\u672c\u5185\u5bb9\u3002<\/p>\n<h2 class=\"wp-block-heading\"><strong>\u8fd0\u884c\u6211\u4eec\u7684\u667a\u80fd\u4f53<\/strong><\/h2>\n<p>\u667a\u80fd\u4f53\u5df2\u6784\u5efa\u3002\u73b0\u5728\uff0c\u6211\u4eec\u9700\u8981\u901a\u8fc7\u4e00\u79cd\u65b9\u6cd5\u5b9e\u9645\u5e94\u7528\u667a\u80fd\u4f53\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=\"\">suspend fun main(args: Array) {\n    if (args.size &lt; 2) {\n        println(\"Error: Please provide the project absolute path and a task as arguments\")\n        println(\"Usage:  \")\n        return\n    }\n\n    val (path, task) = args\n    val input = \"Project absolute path: $pathnn## Taskn$task\"\n    try {\n        val result = agent.run(input)\n        println(result)\n    } finally {\n        executor.close()\n    }\n}<\/pre>\n<p>\u667a\u80fd\u4f53\u9700\u8981\u77e5\u9053\u4e24\u4ef6\u4e8b\uff1a\u9879\u76ee\u6240\u5728\u4f4d\u7f6e\u548c\u9879\u76ee\u4efb\u52a1\u3002\u501f\u52a9\u6b64\u4ee3\u7801\u5757\uff0c\u6211\u4eec\u53ef\u4ee5\u4ece\u547d\u4ee4\u884c\u5b9e\u53c2\u83b7\u53d6\u8fd9\u4e24\u9879\u4fe1\u606f\u3002\u5982\u679c\u8fd9\u4e24\u9879\u4fe1\u606f\u7f3a\u5931\uff0c\u6211\u4eec\u4f1a\u663e\u793a\u9519\u8bef\u3002\u5426\u5219\uff0c\u6211\u4eec\u4f1a\u5c06\u8fd9\u4e9b\u4fe1\u606f\u5408\u5e76\u5230\u4e00\u4e2a\u8f93\u5165\u5b57\u7b26\u4e32\u4e2d\uff0c\u5e76\u8c03\u7528 <code>agent.run()<\/code>\u3002<\/p>\n<p>\u6b64\u540e\uff0c\u667a\u80fd\u4f53\u4f1a\u63a5\u7ba1\u4efb\u52a1\u3002\u667a\u80fd\u4f53\u4f1a\u6d4f\u89c8\u9879\u76ee\u3001\u8bfb\u53d6\u6587\u4ef6\u5e76\u8fdb\u884c\u66f4\u6539\uff0c\u5b83\u4f1a\u5faa\u73af\u6267\u884c\u6b64\u8fc7\u7a0b\uff0c\u76f4\u81f3\u4efb\u52a1\u5b8c\u6210\u3002\u5728\u667a\u80fd\u4f53\u5b8c\u6210\u4efb\u52a1\u540e\uff0c\u6211\u4eec\u6253\u5370\u7ed3\u679c\u3002<\/p>\n<p>\u4ee5\u4e0b\u662f\u5b9e\u9645\u8fd0\u4f5c\u793a\u4f8b\uff1a<\/p>\n<figure class=\"wp-block-image\"><img decoding=\"async\" class=\"wp-image-657876\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2025\/11\/output.gif\" alt=\"\" width=\"800\" \/><\/figure>\n<h2 class=\"wp-block-heading\"><strong>\u667a\u80fd\u4f53\u662f\u5426\u53ef\u4ee5\u5b8c\u6210\u4efb\u52a1\uff1f<\/strong><\/h2>\n<p>\u8ba9\u667a\u80fd\u4f53\u8fd0\u884c\u540e\uff0c\u6211\u4eec\u60f3\u770b\u770b\u8fd9\u4e09\u4e2a\u5de5\u5177\u7a76\u7adf\u80fd\u5b8c\u6210\u4ec0\u4e48\u4efb\u52a1\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u57fa\u4e8e SWE-bench Verified \u5bf9\u667a\u80fd\u4f53\u8fdb\u884c\u4e86\u6d4b\u8bd5\uff0cSWE-bench Verified \u662f\u4e00\u4e2a\u5305\u542b GitHub \u95ee\u9898\u4e2d 500 \u4e2a\u7f16\u7801\u4efb\u52a1\u7684\u57fa\u51c6\u3002\u00a0<\/p>\n<p>\u5b83\u5b8c\u6210\u4e86\u5176\u4e2d\u7ea6 50% \u7684\u4efb\u52a1\uff0c\u5bf9\u4e8e 50 \u884c\u7684\u4ee3\u7801\u6765\u8bf4\uff0c\u8fd9\u4e2a\u7ed3\u679c\u4e0d\u9519\u3002<\/p>\n<p>\u4f46\u667a\u80fd\u4f53\u4ece\u4e0d\u8fdb\u884c\u4efb\u4f55\u9a8c\u8bc1\u3002\u4e0d\u80fd\u7f16\u8bd1\u3002\u4e0d\u80fd\u8fd0\u884c\u6d4b\u8bd5\u3002\u5b83\u4f1a\u8bfb\u53d6\u4ee3\u7801\u5e76\u6839\u636e\u770b\u5230\u7684\u5185\u5bb9\u8fdb\u884c\u66f4\u6539\uff0c\u4f46\u65e0\u6cd5\u901a\u8fc7\u4efb\u4f55\u65b9\u5f0f\u786e\u8ba4\u8fd9\u4e9b\u66f4\u6539\u662f\u5426\u5b9e\u9645\u751f\u6548\u3002<\/p>\n<p>\u6211\u4eec\u5df2\u4f7f\u7528\u4e09\u4e2a\u5de5\u5177\uff0c\u5374\u6ca1\u6709\u5c55\u793a\u5982\u4f55\u6784\u5efa\u5de5\u5177\u3002\u4f60\u77e5\u9053\u8fd9\u4e9b\u5de5\u5177\u7684\u7528\u9014\uff0c\u5374\u4e0d\u77e5\u9053\u5b83\u4eec\u7684\u8fd0\u4f5c\u65b9\u5f0f\uff0c\u4e5f\u4e0d\u77e5\u9053\u5982\u4f55\u521b\u5efa\u81ea\u5df1\u7684\u5de5\u5177\u3002<\/p>\n<p><strong>\u6211\u7684\u540c\u4e8b Bruno \u5c06\u5728\u672c\u7cfb\u5217\u7684\u4e0b\u4e00\u7bc7\u6587\u7ae0\u4e2d\u5411\u5927\u5bb6\u5c55\u793a\u76f8\u5173\u5185\u5bb9<\/strong>\u3002\u4ed6\u5c06\u4ece\u5934\u5f00\u59cb\u6784\u5efa shell \u6267\u884c\u5de5\u5177\uff0c\u4ee5\u4fbf\u667a\u80fd\u4f53\u53ef\u4ee5\u8fd0\u884c\u547d\u4ee4\u3001\u67e5\u770b\u8f93\u51fa\uff0c\u5e76\u4ece\u5931\u8d25\u4e2d\u5b66\u4e60\u3002\u4ed6\u8fd8\u4f1a\u6df1\u5165\u4ecb\u7ecd Koog \u5de5\u5177\u7684\u8fd0\u4f5c\u65b9\u5f0f\uff0c\u56e0\u4e3a\u53ea\u6709\u5f53\u4f60\u53ef\u4ee5\u9488\u5bf9\u7279\u5b9a\u95ee\u9898\u4f7f\u7528\u5de5\u5177\u5bf9\u667a\u80fd\u4f53\u8fdb\u884c\u6269\u5c55\u65f6\uff0c\u8fd9 50 \u884c\u4ee3\u7801\u624d\u80fd\u771f\u6b63\u53d1\u6325\u4f5c\u7528\u3002<\/p>\n<p><a href=\"https:\/\/github.com\/JetBrains\/koog\/blob\/develop\/examples\/code-agent\/step-01-minimal-agent\/src\/main\/kotlin\/Main.kt\" target=\"_blank\" rel=\"noopener\">\u4ee3\u7801\u4f4d\u4e8e GitHub \u4e0a<\/a>\u3002\u6b22\u8fce\u5c1d\u8bd5\u5e76\u4e0e\u6211\u4eec\u5206\u4eab\u4f60\u7684\u4f53\u9a8c\u3002<\/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\/IMG_2717-1_1_50.jpg\" width=\"200\" height=\"200\" alt=\"Fatimazahra El Akkary\" 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>Fatimazahra El Akkary<\/h4>\n                                        <p>Machine Learning Engineer<\/p>\n                <\/div>\n            <\/div>\n        <\/div>\n    <\/div>\n","protected":false},"author":1297,"featured_media":680255,"comment_status":"closed","ping_status":"closed","template":"","categories":[2347],"tags":[6847,8724],"cross-post-tag":[6355],"acf":[],"_links":{"self":[{"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/ai\/678818"}],"collection":[{"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/ai"}],"about":[{"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/types\/ai"}],"author":[{"embeddable":true,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/users\/1297"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/comments?post=678818"}],"version-history":[{"count":6,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/ai\/678818\/revisions"}],"predecessor-version":[{"id":680266,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/ai\/678818\/revisions\/680266"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/media\/680255"}],"wp:attachment":[{"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/media?parent=678818"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/categories?post=678818"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/tags?post=678818"},{"taxonomy":"cross-post-tag","embeddable":true,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/cross-post-tag?post=678818"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}