{"id":678820,"date":"2026-02-12T10:23:36","date_gmt":"2026-02-12T09:23:36","guid":{"rendered":"https:\/\/blog.jetbrains.com\/?post_type=ai&#038;p=678820"},"modified":"2026-02-12T11:09:09","modified_gmt":"2026-02-12T10:09:09","slug":"building-ai-agents-in-kotlin-part-3-under-observation","status":"publish","type":"ai","link":"https:\/\/blog.jetbrains.com\/zh-hans\/ai\/2026\/02\/building-ai-agents-in-kotlin-part-3-under-observation\/","title":{"rendered":"\u4f7f\u7528 Kotlin \u6784\u5efa AI \u667a\u80fd\u4f53 \u2013 \u7b2c 3 \u90e8\u5206\uff1a\u5bc6\u5207\u89c2\u5bdf"},"content":{"rendered":"<p><em>\u672c\u7cfb\u5217\u7684\u524d\u51e0\u7bc7\u6587\u7ae0\uff1a<\/em><\/p>\n<ol>\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<\/ol>\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n<p>\u8bfb\u5b8c\u4e24\u7bc7\u6587\u7ae0\uff0c\u6211\u4eec\u77e5\u9053\uff0c\u6211\u4eec\u7684\u7f16\u7801\u667a\u80fd\u4f53\u5df2\u7ecf\u80fd\u505a\u5f88\u591a\u4e8b\u60c5\u4e86\u3002\u5b83\u53ef\u4ee5\u63a2\u7d22\u9879\u76ee\u3001\u8bfb\u5199\u4ee3\u7801\u3001\u6267\u884c shell \u547d\u4ee4\u548c\u8fd0\u884c\u6d4b\u8bd5\u3002\u6211\u4eec\u5728\u4e0a\u4e00\u7bc7\u6587\u7ae0\u4e2d\u6dfb\u52a0\u4e86\u4e00\u4e2a\u5b8c\u6210\u5b9a\u4e49 (DoD)\uff0c\u4f7f\u5176\u62e5\u6709\u6240\u9700\u7684\u53cd\u9988\u5faa\u73af\uff0c\u73b0\u5728\uff0c\u667a\u80fd\u4f53\u4f1a\u8fdb\u884c\u8fed\u4ee3\uff0c\u76f4\u81f3\u6240\u6709\u6d4b\u8bd5\u90fd\u901a\u8fc7\uff0c\u800c\u4e0d\u662f\u7531\u5b83\u81ea\u5df1\u51b3\u5b9a\u4f55\u65f6\u5b8c\u6210\u3002<\/p>\n<p>\u6211\u4eec\u5e94\u8be5\u5e86\u795d\u4e00\u4e0b\uff0c\u5bf9\u5427\uff1f \u662f\uff0c\u4e5f\u4e0d\u662f\u3002<\/p>\n<p>\u968f\u7740\u667a\u80fd\u4f53\u80fd\u529b\u8d8a\u6765\u8d8a\u5f3a\uff0c\u8c03\u8bd5\u53d8\u5f97\u66f4\u5177\u6311\u6218\u6027\u3002\u6bcf\u4e2a\u5de5\u5177\u90fd\u4f1a\u589e\u52a0\u96be\u5ea6\u3002DoD \u5faa\u73af\u589e\u52a0\u4e86\u66f4\u591a\u7684\u8c03\u7528\u548c token\u3002\u53ef\u80fd\u9700\u8981\u51e0\u4e2a\u5c0f\u65f6\u624d\u80fd\u5b8c\u6210\u8bc4\u4f30\uff0c\u5f53\u8bc4\u4f30\u5931\u8d25\u65f6\uff0c\u901a\u5e38\u4e0d\u6e05\u695a\u5931\u8d25\u539f\u56e0\u6216\u95ee\u9898\u51fa\u5728\u54ea\u91cc\u3002<\/p>\n<p>\u73b0\u5728\uff0c\u6211\u4eec\u7684\u667a\u80fd\u4f53\u53ef\u4ee5\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\u4e86\u3002\u53ef\u60dc\u6211\u4eec\u770b\u4e0d\u5230\u8fc7\u7a0b\u3002<\/p>\n<p>\u5f53\u4f60\u60f3\u8981\u6539\u8fdb\u667a\u80fd\u4f53\u3001\u8c03\u8bd5\u6545\u969c\u6216\u4f30\u7b97\u6210\u672c\u65f6\uff0c\u8fd9\u5c31\u6210\u4e86\u4e00\u4e2a\u95ee\u9898\u3002\u672c\u6587\u4e2d\uff0c\u6211\u4eec\u5c06\u89e3\u51b3\u8fd9\u4e2a\u53ef\u89c1\u6027\u95ee\u9898\u3002\u6211\u4eec\u5148\u6765\u770b\u770b\u4f17\u6240\u5468\u77e5\u7684\u65b9\u6848\uff08\u867d\u7136\u5b83\u4eec\u4e0d\u592a\u594f\u6548\uff09\uff0c\u56de\u987e\u4e00\u4e0b LLM \u5e94\u7528\u7684\u5e38\u7528\u53ef\u89c2\u6d4b\u6027\u5de5\u5177\uff0c\u5e76\u5c06\u8ddf\u8e2a\u4e0e Langfuse \u76f8\u96c6\u6210\u3002\u7ed3\u679c\u662f\u6211\u4eec\u80fd\u591f\u770b\u5230\u667a\u80fd\u4f53\u7684\u5206\u6b65\u64cd\u4f5c\uff0c\u5305\u62ec\u6bcf\u4e2a\u64cd\u4f5c\u7684\u6210\u672c\u3002\u5728\u6b64\u8fc7\u7a0b\u4e2d\uff0c\u6211\u4eec\u53d1\u73b0\u4e86\u884c\u4e3a\u6a21\u5f0f\uff0c\u751a\u81f3\u53d1\u73b0\u4e86\u4e00\u4e2a\u6211\u4eec\u4ee5\u524d\u4e0d\u77e5\u9053\u7684 bug\u3002<\/p>\n<p>\u6211\u4eec\u5148\u6765\u4e86\u89e3\u4e00\u4e0b\u6211\u4eec\u7f3a\u5c11\u4ec0\u4e48\u3002<\/p>\n<h2 class=\"wp-block-heading\">\u4f60\u7684\u667a\u80fd\u4f53\u6545\u4e8b<\/h2>\n<p>\u5f53\u4f60\u7684\u667a\u80fd\u4f53\u5b8c\u6210\u7f16\u7801\u4efb\u52a1\u65f6\uff0c\u5b83\u4f1a\u4ea7\u751f\u4e00\u4e2a\u51b3\u7b56\u548c\u884c\u52a8\u94fe\u6761\uff1a\u9605\u8bfb\u6b64\u6587\u4ef6\uff0c\u5206\u6790\u8be5\u51fd\u6570\uff0c\u4fee\u6539\u6b64\u4ee3\u7801\uff0c\u8fd0\u884c\u8fd9\u4e9b\u6d4b\u8bd5\u3002\u8fd9\u4e2a\u94fe\u6761\u662f\u667a\u80fd\u4f53\u7684\u8f68\u8ff9\uff0c\u5b83\u8bb2\u8ff0\u4e86\u667a\u80fd\u4f53\u7684\u8fd0\u4f5c\u65b9\u5f0f\u3002<\/p>\n<p>\u8f68\u8ff9\u5f88\u91cd\u8981\uff0c\u56e0\u4e3a\u5b83\u4eec\u4f1a\u63ed\u793a\u667a\u80fd\u4f53\u5728\u54ea\u91cc\u6d6a\u8d39\u4e86\u65f6\u95f4\uff0c\u5728\u54ea\u91cc\u504f\u79bb\u4e86\u8f68\u9053\u3002\u5b83\u4eec\u4f1a\u5411\u4f60\u5c55\u793a\uff0c\u667a\u80fd\u4f53\u4f55\u65f6\u5bf9\u540c\u4e00\u4e2a\u6587\u4ef6\u8bfb\u53d6\u4e86 47 \u6b21\uff0c\u6216\u8005\u5f53\u4f60\u8981\u6c42\u4fee\u6b63\u4e00\u4e2a\u7b80\u5355\u7684 bug \u65f6\uff0c\u5b83\u4e3a\u4ec0\u4e48\u91cd\u5199\u4e86\u4e00\u534a\u7684\u4ee3\u7801\u5e93\u3002\u7b80\u800c\u8a00\u4e4b\uff0c\u4f60\u65e0\u6cd5\u6539\u8fdb\u89c2\u5bdf\u4e0d\u5230\u7684\u4e8b\u52a1\u3002<\/p>\n<p>\u76f4\u5230\u73b0\u5728\uff0c\u6211\u4eec\u4f9d\u7136\u90fd\u5728\u4f7f\u7528\u8fd9\u4e2a\u7b80\u5355\u7684\u8bbe\u7f6e\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=\"\">handleEvents {  \n    onToolCallStarting { ctx -&gt;  \n        println(\"Tool '${ctx.tool.name}' called with args: ${ctx.toolArgs.toString().take(100)}\")  \n    }  \n}<\/pre>\n<p>\u5728\u521d\u671f\u9636\u6bb5\uff0c\u8fd9\u6ca1\u4ec0\u4e48\u95ee\u9898\u3002\u5b83\u81f3\u5c11\u663e\u793a\u51fa\u4e86\u6d3b\u52a8\u3002\u4f46\u73b0\u5728\uff0c\u5b83\u5df2\u7ecf\u6ee1\u8db3\u4e0d\u4e86\u6211\u4eec\u4e86\u3002\u5982\u679c\u6ca1\u6709\u5b8c\u6574\u7684\u5f62\u53c2\u548c\u89c2\u5bdf\u7ed3\u679c\uff0c\u6211\u4eec\u5c31\u65e0\u6cd5\u8db3\u591f\u8be6\u7ec6\u5730\u4e86\u89e3\u667a\u80fd\u4f53\u7684\u884c\u4e3a\u3002\u5982\u679c\u6211\u4eec\u5c06\u6240\u6709\u5185\u5bb9\u90fd\u6253\u5370\u51fa\u6765\uff0c\u63a7\u5236\u53f0\u5c31\u4f1a\u53d8\u5f97\u6742\u4e71\u65e0\u7ae0\uff1a\u5bf9\u8c61\u8f6c\u50a8\u3001\u6587\u4ef6\u5185\u5bb9\u548c\u9519\u8bef\u6d88\u606f\u5168\u90fd\u6df7\u5728\u4e00\u8d77\u3002<\/p>\n<p>\u6211\u4eec\u9700\u8981\u66f4\u597d\u7684\u4e1c\u897f\u3002<\/p>\n<h3 class=\"wp-block-heading\">\u201c\u4ec5\u4ec5\u5f00\u542f\u65e5\u5fd7\u8bb0\u5f55\u201d<\/h3>\n<p>\u6211\u4eec\u5148\u6765\u8bd5\u8bd5\u663e\u800c\u6613\u89c1\u7684\u89e3\u51b3\u529e\u6cd5\u3002<a href=\"https:\/\/docs.koog.ai\/\" target=\"_blank\" rel=\"noopener\">Koog<\/a> \u5177\u6709\u5185\u7f6e\u7684\u8c03\u8bd5\u65e5\u5fd7\u8bb0\u5f55\uff0c\u56e0\u6b64\u6211\u4eec\u5c06 Logback \u4ece <code>ERROR<\/code> \u5207\u6362\u4e3a <code>DEBUG<\/code> \u5e76\u518d\u6b21\u8fd0\u884c\uff1a<\/p>\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1600\" height=\"1102\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2025\/12\/image-23.png\" alt=\"\" class=\"wp-image-668118\" \/><\/figure>\n<p>\u4e09\u5206\u949f\u540e\uff0c\u51e0\u5343\u884c\u540e\uff1a\u4fe1\u606f\u91cf\u5f88\u5927\u5417\uff1f \u662f\u3002\u65b9\u4fbf\u5417\uff1f \u5426! <\/p>\n<p>\u8be6\u7ec6\u7684\u65e5\u5fd7\u6709\u81ea\u5df1\u7684\u7528\u6b66\u4e4b\u5730\u3002\u5728\u751f\u4ea7\u4e2d\uff0c\u5b83\u4eec\u53ef\u4ee5\u534f\u52a9\u8fdb\u884c\u4e8b\u540e\u5256\u6790\u3002\u5f53\u4f60\u60f3\u8981\u5728\u591a\u6b21\u8fd0\u884c\u540e\u83b7\u53d6\u89c1\u89e3\u548c\u5206\u6790\u884c\u4e3a\u6a21\u5f0f\u65f6\uff0c\u5b83\u4eec\u4e5f\u5f88\u6709\u5e2e\u52a9\u3002\u4f46\u5f53\u4f60\u8c03\u8bd5\u5355\u6b21\u8fd0\u884c\uff0c\u8bd5\u56fe\u4e86\u89e3\u4f60\u7684\u667a\u80fd\u4f53\u4e3a\u4ec0\u4e48\u9677\u5165\u5faa\u73af\u4e2d\u65f6\uff0c\u4f60\u9700\u8981\u7684\u662f\u4e3a\u4eba\u7c7b\u6784\u5efa\u7684\u4e1c\u897f\uff0c\u800c\u4e0d\u662f\u7edf\u8ba1\u5206\u6790\u3002<\/p>\n<h3 class=\"wp-block-heading\">\u8d44\u91d1\u6d41\u5411<\/h3>\n<p>\u867d\u7136\u8fd9\u4e9b\u65e5\u5fd7\u5e76\u4e0d\u662f\u7406\u60f3\u7684\u8c03\u8bd5\u5de5\u5177\uff0c\u4f46\u5b83\u4eec\u786e\u5b9e\u63d0\u9192\u4e86\u6211\u4eec\u5176\u4ed6\u4e00\u4e9b\u5e94\u8be5\u8ddf\u8e2a\u7684\u4e8b\u60c5\uff1a\u4f7f\u7528\u60c5\u51b5\u7edf\u8ba1\u3002OpenAI \u7684\u4eea\u8868\u677f\u63d0\u4f9b\u4e86\u6bcf\u4e2a\u952e\u7684 API \u6d88\u8017\u660e\u7ec6\u3002\u5b83\u80fd\u5feb\u901f\u56de\u7b54\u4e00\u4e2a\u95ee\u9898\uff1a\u6211\u4eec\u7684\u9884\u7b97\u662f\u5426\u6b63\u5728\u8017\u5c3d\uff1f<\/p>\n<p>\u4f46\u5b83\u4ecd\u7136\u6ca1\u6709\u56de\u7b54\u5f00\u53d1\u8fc7\u7a0b\u4e2d\u81f3\u5173\u91cd\u8981\u7684\u95ee\u9898\uff1a\u8fd0\u884c\u4e00\u6b21\u7684\u6210\u672c\u662f\u591a\u5c11\uff1f<\/p>\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1580\" height=\"868\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2025\/12\/image-24.png\" alt=\"\" class=\"wp-image-668129\" \/><\/figure>\n<p>\u597d\u7684\uff0c\u4e00\u5468 25 \u7f8e\u5143\u3002\u6709\u7528\uff0c\u4f46\u5e76\u4e0d\u5168\u9762\u3002OpenAI \u4eea\u8868\u677f\u6309\u7167\u8bbe\u8ba1\u7684\u65b9\u5f0f\u8fd0\u884c\uff1a\u8ddf\u8e2a\u7ec4\u7ec7\u7ea7\u522b API \u7684\u4f7f\u7528\u60c5\u51b5\u3002\u4f46\u5bf9\u4e8e\u667a\u80fd\u4f53\u5f00\u53d1\u800c\u8a00\uff0c\u6211\u4eec\u9700\u8981\u8fd0\u884c\u7ea7\u522b\u7684\u89c1\u89e3\u3002\u6211\u4eec\u53ef\u4ee5\u770b\u5230\u603b\u8ba1\uff0c\u4f46\u770b\u4e0d\u5230\u54ea\u4e9b\u4efb\u52a1\u82b1\u8d39\u4e86 0.50 \u7f8e\u5143\uff0c\u54ea\u4e9b\u4efb\u52a1\u82b1\u8d39\u4e86 5.00 \u7f8e\u5143\u3002<\/p>\n<p>\u73b0\u5728\uff0c\u589e\u52a0\u66f4\u591a\u79fb\u52a8\u90e8\u5206\u3002\u5982\u679c\u6211\u4eec\u5c06\u5de5\u4f5c\u5206\u914d\u7ed9\u5404\u4e2a\u5b50\u667a\u80fd\u4f53\uff0c\u5e76\u4e3a\u7279\u5b9a\u6b65\u9aa4\u4f7f\u7528\u4e0d\u540c\u7684\u63d0\u4f9b\u7a0b\u5e8f\uff08\u5c06\u5728\u540e\u7eed\u6587\u7ae0\u4e2d\u8ba8\u8bba\uff09\uff0c\u6211\u4eec\u6700\u7ec8\u4f1a\u5f97\u5230\u591a\u4e2a\u4eea\u8868\u677f\uff0c\u800c\u4e0d\u662f\u5355\u4e00\u7684\u4e00\u6b21\u8fd0\u884c\u771f\u5b9e\u6210\u672c\u89c6\u56fe\u3002\u5982\u679c\u591a\u4e2a\u4eba\u5171\u4eab\u76f8\u540c\u7684\u667a\u80fd\u4f53\u8bbe\u7f6e\uff0c\u5c31\u4f1a\u66f4\u96be\u770b\u51fa\u8c01\u82b1\u4e86\u591a\u5c11\u94b1\uff0c\u82b1\u5728\u4e86\u54ea\u91cc\u3002<\/p>\n<p>API \u5bc6\u94a5\u65b9\u6cd5\u4ec5\u9488\u5bf9\u4e00\u4e2a\u667a\u80fd\u4f53\u3001\u4e00\u4e2a\u63d0\u4f9b\u7a0b\u5e8f\u548c\u6b21\u6570\u6709\u9650\u7684\u8fd0\u884c\u3002\u8fd9\u53ea\u662f\u4e2a\u5f00\u59cb\uff0c\u4f46\u5b83\u4e0d\u80fd\u6269\u5927\u89c4\u6a21\u3002\u6211\u4eec\u9700\u8981\u53ef\u89c2\u6d4b\u6027\u3002<\/p>\n<h3 class=\"wp-block-heading\">\u56db\u884c\u96c6\u6210<\/h3>\n<p>\u6211\u4eec\u4e0d\u662f\u7b2c\u4e00\u4e2a\u9047\u5230\u8fd9\u4e2a\u95ee\u9898\u7684\u4eba\u3002\u8fc7\u53bb\u51e0\u5e74\uff0c\u56f4\u7ed5 LLM \u5e94\u7528\u548c\u667a\u80fd\u4f53\u5f62\u6210\u4e86\u4e00\u4e2a\u53ef\u89c2\u6d4b\u6027\u5de5\u5177\u751f\u6001\u7cfb\u7edf\u3002\u6709 Weights &amp; Biases Weave \u548c LangSmith \u7b49\u4e13\u6709\u5de5\u5177\uff0c\u4e5f\u6709 Langfuse\u3001Opik\u3001Arize Phoenix\u3001OpenLLMetry\u3001Helicone\u3001OpenLIT \u548c Lunary \u7b49\u5f00\u6e90\u9009\u9879\u3002\u6709\u4e9b\u57fa\u4e8e\u4e91\u7aef\uff0c\u6709\u4e9b\u652f\u6301\u81ea\u6258\u7ba1\uff0c\u8fd8\u6709\u4e00\u4e9b\u4e24\u8005\u517c\u5907\u3002\u6bcf\u79cd\u90fd\u6709\u81ea\u5df1\u7684\u4f18\u70b9\u548c\u7f3a\u70b9\u3002<\/p>\n<p>\u5728\u8bc4\u4f30\u4e86\u51e0\u4e2a\u9009\u9879\u540e\uff0c\u6211\u4eec\u7684\u56e2\u961f\u9009\u62e9\u4e86 Langfuse\u3002\u505a\u51fa\u8fd9\u4e2a\u51b3\u5b9a\u8981\u5f52\u56e0\u4e8e\u4ee5\u4e0b\u5b9e\u9645\u56e0\u7d20\uff1a\u5b83\u662f\u5f00\u6e90\u7684\uff0c\u63d0\u4f9b\u81ea\u6258\u7ba1\u9009\u9879\uff08\u56e0\u6b64\u8ddf\u8e2a\u8bb0\u5f55\u5b8c\u5168\u5728\u4f60\u7684\u638c\u63a7\u4e4b\u4e2d\uff09\uff0c\u5b83\u63d0\u4f9b\u514d\u8d39\u7684\u4e91\u5c42\u7ea7\u4f9b\u4f60\u4e0a\u624b\uff0c\u7528\u6237\u754c\u9762\u4f7f\u68c0\u67e5\u8ddf\u8e2a\u8bb0\u5f55\u53d8\u5f97\u66f4\u52a0\u5bb9\u6613\uff0c\u800c\u4e14\u5f53\u51fa\u73b0\u95ee\u9898\u65f6\uff0c\u56e2\u961f\u80fd\u591f\u53ca\u65f6\u54cd\u5e94\u3002<\/p>\n<p>\u96c6\u6210\u672c\u8eab\u5f88\u7b80\u5355\u3002Koog \u9700\u8981\u56db\u884c\u4ee3\u7801\u5373\u53ef\u8fde\u63a5\u5230 Langfuse\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+   install(OpenTelemetry) {  \n+       setVerbose(true) \n+       addLangfuseExporter()  \n+   }\n    handleEvents {  \n        \/\/ existing handlers remain\n    }\n}<\/pre>\n<p>\u5c31\u662f\u8fd9\u6837\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=\"margin: 0;color: #555\">\u5982\u679c\u4f60\u4f7f\u7528\u5176\u4ed6\u4e0e OpenTelemetry \u517c\u5bb9\u7684\u670d\u52a1\uff0c<a href=\"https:\/\/docs.koog.ai\/opentelemetry-support\/#opentelemetry-http-exporter\" target=\"_blank\" rel=\"noopener\">\u901a\u7528 OpenTelemetry \u96c6\u6210<\/a>\u4e5f\u53ef\u4ee5\u3002<\/p>\n<\/aside>\n<p>\u5173\u4e8e <code>setVerbose(true)<\/code> \u7684\u7b80\u77ed\u8bf4\u660e\uff1aKoog \u9ed8\u8ba4\u4ec5\u53d1\u9001\u9065\u6d4b\u5143\u6570\u636e\u3002\u53ea\u6709\u542f\u7528\u8be6\u7ec6\u6a21\u5f0f\uff0c\u624d\u4f1a\u53d1\u9001\u5b8c\u6574\u7684\u8be6\u7ec6\u4fe1\u606f\u3002\u63d0\u793a\u548c\u54cd\u5e94\u4fdd\u6301\u9690\u85cf\u72b6\u6001\uff0c\u8fd9\u5f88\u6709\u5fc5\u8981\uff0c\u56e0\u4e3a\u8ddf\u8e2a\u8bb0\u5f55\u53ef\u80fd\u5305\u542b\u5ba2\u6237\u6570\u636e\u3002\u5728\u667a\u80fd\u4f53\u5f00\u53d1\u8fc7\u7a0b\u4e2d\uff0c\u4f60\u5f80\u5f80\u9700\u8981\u5b8c\u5168\u7684\u53ef\u89c1\u6027\uff0c\u800c\u8be6\u7ec6\u6a21\u5f0f\u53ef\u4ee5\u5b9e\u73b0\u8fd9\u4e00\u70b9\u3002<\/p>\n<p>\u8bbe\u7f6e Langfuse \u5927\u7ea6\u9700\u8981\u4e94\u5206\u949f\u3002\u5bf9\u4e8e\u672c\u6587\uff0c\u6211\u4eec\u4f7f\u7528\u7684\u662f\u4ed6\u4eec\u7684\u514d\u8d39\u4e91\u5b9e\u4f8b\uff0c\u4f60\u4e5f\u53ef\u4ee5<a href=\"https:\/\/langfuse.com\/self-hosting\/deployment\/docker-compose\" target=\"_blank\" rel=\"noopener\">\u5728 Docker \u4e2d\u672c\u5730\u8fd0\u884c\u6574\u4e2a\u5806\u6808<\/a>\u3002<\/p>\n<ol>\n<li>\u5728 <a href=\"https:\/\/cloud.langfuse.com\/\" target=\"_blank\" rel=\"noopener\">cloud.langfuse.com<\/a> \u4e2d\u521b\u5efa\u5e10\u6237\u3002<\/li>\n<li>\u521b\u5efa\u4e00\u4e2a\u7ec4\u7ec7\u3002<\/li>\n<li>\u521b\u5efa\u9879\u76ee.<\/li>\n<li>\u70b9\u51fb <em>Create API Key<\/em>\uff08\u521b\u5efa API \u5bc6\u94a5\uff09\u3002<\/li>\n<\/ol>\n<p>\u4f60\u5c06\u83b7\u5f97\u4e09\u4e2a\u503c\uff1a<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"shell\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">export LANGFUSE_HOST=\"https:\/\/cloud.langfuse.com\"\nexport LANGFUSE_PUBLIC_KEY=\"\"\nexport LANGFUSE_SECRET_KEY=\"\"<\/pre>\n<p>Koog \u4ece\u6267\u884c\u73af\u5883\u4e2d\u8bfb\u53d6\u8fd9\u4e9b\u503c\u3002\u5982\u679c\u9700\u8981\u4ee5\u4ee3\u7801\u5f62\u5f0f\u4f20\u9012\u5b83\u4eec\uff0c\u53ef\u4ee5\u76f4\u63a5\u5c06\u5176\u4f20\u9012\u5230 <code>addLangfuseExporter<\/code>\u3002\u4ee5\u4e0b\u662f\u6211\u4eec\u542f\u7528\u4e86\u53ef\u89c2\u6d4b\u6027\u7684\u5b8c\u6574\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=\"\">val executor = simpleOpenAIExecutor(System.getenv(\"OPENAI_API_KEY\"))\nval agent = AIAgent(\n    promptExecutor = executor,\n    llmModel = OpenAIModels.Chat.GPT5Codex,\n    toolRegistry = ToolRegistry {\n        tool(ListDirectoryTool(JVMFileSystemProvider.ReadOnly))\n        tool(ReadFileTool(JVMFileSystemProvider.ReadOnly))\n        tool(EditFileTool(JVMFileSystemProvider.ReadWrite))\n        tool(ExecuteShellCommandTool(JvmShellCommandExecutor(), PrintShellCommandConfirmationHandler()))\n    },\n    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 and solve given task.\n        Ensure minimal possible changes done - that guarantees minimal impact on existing functionality.\n        \n        You have shell access to execute commands and run tests.\n        After investigation, define expected behavior with test scripts, then iterate on your implementation until the tests pass.\n        Verify your changes don't break existing functionality through regression testing, but prefer running targeted tests over full test suites.\n        Note: the codebase may be fully configured or freshly cloned with no dependencies installed - handle any necessary setup steps.\n        \"\"\".trimIndent(),\n    strategy = singleRunStrategy(ToolCalls.SEQUENTIAL),\n    maxIterations = 400\n) {\n    install(OpenTelemetry) {\n        setVerbose(true) \/\/ Send full strings instead of HIDDEN placeholders\n        addLangfuseExporter()\n    }\n    handleEvents {\n        onToolCallStarting { ctx -&gt;\n            println(\"Tool '${ctx.tool.name}' called with args: ${ctx.toolArgs.toString().take(100)}\")\n        }\n    }\n}<\/pre>\n<h3 class=\"wp-block-heading\">\u7b2c\u4e00\u6761\u8ddf\u8e2a\u8bb0\u5f55<\/h3>\n<p>\u6211\u4eec\u4ece\u4e00\u4e2a\u7b80\u5355\u7684\u4efb\u52a1\u5f00\u59cb\uff1a\u5728\u4f60\u7684\u9879\u76ee\u4e2d\u627e\u5230 <code>main()<\/code> \u51fd\u6570\u3002\u8fd0\u884c\u8be5\u51fd\u6570\uff0c\u7b49\u5f85\u5176\u5b8c\u6210\uff0c\u7136\u540e\u5728 Langfuse \u9879\u76ee\u4e2d\u6253\u5f00 <em>Tracing<\/em>\uff08\u8ddf\u8e2a\uff09\u6807\u7b7e\u9875\u3002<\/p>\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1600\" height=\"790\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2025\/12\/image-28.png\" alt=\"\" class=\"wp-image-668292\" \/><\/figure>\n<p>\u8868\u683c\u7acb\u5373\u4f1a\u663e\u793a\u4e00\u4e9b\u6709\u7528\u7684\u5185\u5bb9\uff1a<em>Total Cost<\/em>\uff08\u603b\u6210\u672c\uff09\u5217\u3002Koog \u4f1a\u62a5\u544a token \u8ba1\u6570\uff0cLangfuse \u4f1a\u5e94\u7528\u5b9a\u4ef7\uff0c\u4f60\u53ef\u4ee5\u770b\u5230\u67e5\u627e <code>main()<\/code> \u9700\u8981 0.016 \u7f8e\u5143\u3002<\/p>\n<p>\u6253\u5f00\u8ddf\u8e2a\u8bb0\u5f55\u4ee5\u67e5\u770b\u5b8c\u6574\u8fd0\u884c\u3002<\/p>\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1600\" height=\"762\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2025\/12\/image-26.png\" alt=\"\" class=\"wp-image-668146\" \/><\/figure>\n<p>\u5de6\u4fa7\u9762\u677f\u6309\u987a\u5e8f\u663e\u793a\u667a\u80fd\u4f53\u7684\u8f68\u8ff9\uff1a\u6d88\u606f\u3001\u5de5\u5177\u8c03\u7528\u548c\u89c2\u5bdf\u7ed3\u679c\uff0c\u7f29\u8fdb\u8868\u793a\u8c03\u7528\u5c42\u6b21\u7ed3\u6784\u3002\u53f3\u4fa7\u9762\u677f\u663e\u793a\u6bcf\u4e2a\u6b65\u9aa4\u7684\u8be6\u7ec6\u4fe1\u606f\uff1a\u63d0\u793a\u3001\u54cd\u5e94\u3001\u5de5\u5177\u5f62\u53c2\u548c\u6309 span \u6210\u672c\u660e\u7ec6\u3002<\/p>\n<p>\u5728\u5e95\u90e8\uff0c\u4f60\u8fd8\u4f1a\u770b\u5230\u4e00\u4e2a\u6267\u884c\u56fe\uff0c\u540e\u8005\u76f4\u89c2\u5730\u663e\u793a\u4e86\u8fd9\u4e2a\u6d41\u7a0b\u3002\u6709\u5173 Koog \u57fa\u4e8e\u56fe\u8868\u7684\u7b56\u7565\u7684\u66f4\u591a\u4fe1\u606f\uff0c\u8bf7\u53c2\u9605\u6b64<a href=\"https:\/\/docs.koog.ai\/custom-strategy-graphs\/\" target=\"_blank\" rel=\"noopener\">\u6587\u6863<\/a>\u3002\u4f60\u4e5f\u53ef\u4ee5\u9605\u8bfb Koog \u6280\u672f\u4e3b\u7ba1\u64b0\u5199\u7684\u6df1\u5165\u63a2\u7a76\uff1a<a href=\"https:\/\/blog.kotlin-academy.com\/how-to-design-a-flexible-graph-based-strategy-in-koog-52b1fb24802d\" target=\"_blank\" rel=\"noopener\">Mixing the Secret AI Sauce: How to Design a Flexible, Graph-Based Strategy in Koog<\/a>\uff08\u6df7\u5408\u79d8\u5236 AI \u9171\u6599\uff1a\u5982\u4f55\u5728 Koog \u4e2d\u8bbe\u8ba1\u7075\u6d3b\u3001\u57fa\u4e8e\u56fe\u8868\u7684\u7b56\u7565\uff09\u3002<\/p>\n<h3 class=\"wp-block-heading\">\u901a\u8fc7\u53ef\u89c2\u6d4b\u6027\u53d1\u73b0\u95ee\u9898<\/h3>\n<p>\u5728\u4e3a\u672c\u6587\u51c6\u5907\u793a\u4f8b\u65f6\uff0c\u6211\u4eec\u6ce8\u610f\u5230\u4e00\u4e2a\u5931\u8d25\u7684\u5de5\u5177\u8c03\u7528\uff0c\u5b83\u4ee5\u7ea2\u8272\u9ad8\u4eae\u663e\u793a\u3002<\/p>\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1600\" height=\"680\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2025\/12\/image-25.png\" alt=\"\" class=\"wp-image-668144\" \/><\/figure>\n<p>\u89c2\u5bdf\u7ed3\u679c\u5982\u4e0b\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=\"\">endLine=400 must be &lt;= lineCount=394 or -1<\/pre>\n<p>\u667a\u80fd\u4f53\u8bf7\u6c42\u4e86 0\u2013400 \u884c\uff0c\u4f46\u8be5\u6587\u4ef6\u53ea\u6709 394 \u884c\u3002\u8fd9\u8868\u660e\u6211\u4eec\u7684\u5de5\u5177\u5b9e\u73b0\u5b58\u5728\u5c40\u9650\u6027\u3002\u5b83\u5e94\u8be5\u7f29\u5c0f\u8303\u56f4\u5e76\u8fd4\u56de\u53ef\u7528\u884c (0\u2013394)\uff0c\u800c\u4e0d\u662f\u5931\u8d25\uff0c\u4ece\u800c\u5141\u8bb8\u667a\u80fd\u4f53\u7ee7\u7eed\u8fd0\u884c\u3002\u5982\u679c\u6ca1\u6709\u8ddf\u8e2a\u8bb0\u5f55\uff0c\u6b64\u7c7b\u95ee\u9898\u5f80\u5f80\u4f1a\u88ab\u63a9\u57cb\u5728\u65e5\u5fd7\u4e2d\u3002\u6709\u4e86\u8ddf\u8e2a\u8bb0\u5f55\uff0c\u4f60\u53ef\u4ee5\u5728\u786e\u5207\u7684\u8fd0\u884c\u3001\u786e\u5207\u7684\u6b65\u9aa4\u548c\u786e\u5207\u7684\u8f93\u5165\u4e2d\u770b\u5230\u5b83\u3002<\/p>\n<p>\u8fd9\u5c31\u662f\u53ef\u89c2\u6d4b\u6027\u5f88\u91cd\u8981\u7684\u539f\u56e0\u3002\u5b83\u4e0d\u4ec5\u4f1a\u663e\u793a<em>\u54ea\u91cc<\/em>\u51fa\u4e86\u95ee\u9898\uff0c\u8fd8\u4f1a\u663e\u793a<em>\u600e\u4e48<\/em>\u4ee5\u53ca<em>\u4e3a\u4ec0\u4e48<\/em>\u4f1a\u51fa\u73b0\u95ee\u9898\uff0c\u4f7f\u5f97\u4fee\u6b63\u53d8\u5f97\u66f4\u52a0\u5bb9\u6613\u3002<\/p>\n<h3 class=\"wp-block-heading\">\u5904\u7406\u8bc4\u4f30\u8fd0\u884c<\/h3>\n<p>\u5355\u4e2a\u8ddf\u8e2a\u8bb0\u5f55\u5bf9\u8c03\u8bd5\u6765\u8bf4\u5df2\u7136\u8db3\u591f\uff0c\u4f46\u8bc4\u4f30\u8fd0\u884c\u9700\u8981\u6279\u5904\u7406\u89c6\u56fe\u3002\u00a0<\/p>\n<p>\u5f53\u4f60\u5728\u591a\u4e2a <a href=\"https:\/\/openai.com\/index\/introducing-swe-bench-verified\/\" target=\"_blank\" rel=\"noopener\">SWE-bench Verified<\/a> \u4efb\u52a1\uff08\u7f16\u7801\u667a\u80fd\u4f53\u7684\u6807\u51c6\u57fa\u51c6\uff09\u4e2d\u8fd0\u884c\u667a\u80fd\u4f53\u65f6\uff0c\u9700\u8981\u5bf9\u8ddf\u8e2a\u8bb0\u5f55\u548c\u6c47\u603b\u6210\u672c\u8fdb\u884c\u5206\u7ec4\u3002<\/p>\n<p>Langfuse \u901a\u8fc7\u4f1a\u8bdd\u652f\u6301\u8fd9\u4e00\u70b9\u3002\u6dfb\u52a0\u4f1a\u8bdd ID\uff0c\u4f5c\u4e3a\u8ddf\u8e2a\u8bb0\u5f55\u7279\u6027\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=\"\">install(OpenTelemetry) {\n    setVerbose(true)\n    addLangfuseExporter(  \n        traceAttributes = listOf(  \n            CustomAttribute(\"langfuse.session.id\", \"eval-run-1\"),  \n        )  \n    )\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\">\u4f60\u4e5f\u53ef\u4ee5\u6dfb\u52a0\u5176\u4ed6\u7279\u6027\uff0c\u5982\u7528\u6237 ID \u6216\u73af\u5883\u6807\u8bb0\u3002\u5982\u679c\u9700\u8981\uff0c\u8bf7\u53c2\u9605<a href=\"https:\/\/langfuse.com\/integrations\/native\/opentelemetry#trace-level-attributes\" target=\"_blank\" rel=\"noopener\">\u8ddf\u8e2a\u7ea7\u522b\u7279\u6027\u6587\u6863<\/a>\u3002\u5c31\u76ee\u524d\u6765\u770b\uff0c\u4f1a\u8bdd\u200b\u200b\u5206\u7ec4\u5df2\u8db3\u591f\u7528\u3002<\/p>\n<\/aside>\n<p>\u4f7f\u7528\u6b64\u914d\u7f6e\uff0c\u901a\u8fc7\u8be5\u8bc4\u4f30\u83b7\u5f97\u7684\u8ddf\u8e2a\u8bb0\u5f55\u4f1a\u5171\u4eab\u4f1a\u8bdd ID\u3002\u5728 Langfuse \u4e2d\uff0c\u5bfc\u822a\u5230 <em>Sessions<\/em>\uff08\u4f1a\u8bdd\uff09\u6807\u7b7e\u9875\uff0c\u67e5\u770b\u603b\u6301\u7eed\u65f6\u95f4\u548c\u603b\u6210\u672c\u3002<\/p>\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1600\" height=\"432\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2025\/12\/image-27.png\" alt=\"\" class=\"wp-image-668173\" \/><\/figure>\n<p>\u5728\u6211\u4eec\u7684\u8fd0\u884c\u4e2d\uff0c\u6211\u4eec\u6267\u884c\u4e86 50 \u4e2a SWE-bench Verified \u4efb\u52a1\uff08\u5171 500 \u4e2a\uff09\u3002\u6709 10 \u4e2a\u5e76\u884c\u5b9e\u4f8b\uff0c\u8fd0\u884c\u8017\u65f6 30 \u5206\u949f\uff0c\u6210\u672c\u4e3a 66 \u7f8e\u5143\u3002\u8fd9\u4e3a\u672a\u6765\u7684\u5b9e\u9a8c\u63d0\u4f9b\u4e86\u57fa\u51c6\uff1a\u6210\u529f\u7387\u3001\u8fd0\u884c\u65f6\u95f4<em><\/em>\u548c\u6210\u672c\u3002<\/p>\n<p>Langfuse \u9ed8\u8ba4\u60c5\u51b5\u4e0b\u4e0d\u663e\u793a\u6210\u529f\u5206\u6570\u3002\u8fd9\u5728\u610f\u6599\u4e4b\u4e2d\u3002\u8ddf\u8e2a\u4f1a\u8bb0\u5f55\u53d1\u751f\u4e86\u4ec0\u4e48\uff0c\u800c\u4e0d\u662f\u8fd0\u884c\u662f\u5426\u901a\u8fc7\u3002\u5982\u679c\u60f3\u8981\u5728 Langfuse \u4e2d\u83b7\u5f97\u6210\u529f\u6307\u6807\uff0c\u4f60\u7684\u8bc4\u4f30\u5de5\u5177\u5c31\u9700\u8981\u5bf9\u6bcf\u6b21\u5c1d\u8bd5\u8fdb\u884c\u8bc4\u5206\u5e76\u62a5\u544a<a href=\"https:\/\/langfuse.com\/docs\/evaluation\/evaluation-methods\/custom-scores\" target=\"_blank\" rel=\"noopener\">\u81ea\u5b9a\u4e49\u5206\u6570<\/a>\u3002\u5982\u679c\u62e5\u6709\u914d\u5957\u7684\u57fa\u7840\u67b6\u6784\uff0c\u5c31\u503c\u5f97\u5b9e\u73b0\u3002<\/p>\n<h3 class=\"wp-block-heading\">\u5c55\u671b\u672a\u6765<\/h3>\n<p>\u53ef\u89c2\u6d4b\u6027\u4e0d\u4ec5\u4ec5\u4e0e\u8c03\u8bd5\u6709\u5173\u3002\u5b83\u4e5f\u662f\u4f60\u4e86\u89e3\u667a\u80fd\u4f53\u884c\u4e3a\u7684\u65b9\u5f0f\u3002\u00a0<\/p>\n<p>\u901a\u8fc7\u51e0\u884c\u4ee3\u7801\uff0c\u6211\u4eec\u5c31\u5c06\u667a\u80fd\u4f53\u4ece\u4e00\u4e2a\u9ed1\u76d2\u5b50\u53d8\u6210\u4e86\u53ef\u4ee5\u68c0\u67e5\u7684\u4e1c\u897f\u3002\u6211\u4eec\u53d1\u73b0\u4e86\u53ef\u80fd\u88ab\u5ffd\u89c6\u7684\u884c\u8303\u56f4\u9519\u8bef\u3002\u6211\u4eec\u4e86\u89e3\u5230\uff0c\u6211\u4eec\u7684 50 \u6b21\u4efb\u52a1\u8bc4\u4f30\u6210\u672c\u4e3a 66 \u7f8e\u5143\u3002\u73b0\u5728\uff0c\u6211\u4eec\u53ef\u4ee5\u770b\u5230\u54ea\u4e9b\u4efb\u52a1\u6d88\u8017\u4e86 token\uff0c\u54ea\u4e9b\u4efb\u52a1\u9ad8\u6548\u8fd0\u884c\u3002<\/p>\n<p>\u5728\u4e0b\u4e00\u7bc7\u6587\u7ae0\u4e2d\uff0c\u6211\u4eec\u5c06\u4ecb\u7ecd\u4e00\u4e2a\u5b50\u667a\u80fd\u4f53\u6a21\u5f0f\uff1a\u5c06\u7279\u5b9a\u4efb\u52a1\u59d4\u6258\u7ed9\u66f4\u5c0f\u3001\u66f4\u4fbf\u5b9c\u7684\u6a21\u578b\u3002\u6709\u4e86\u8ddf\u8e2a\u8bb0\u5f55\uff0c\u4f60\u53ef\u4ee5\u6839\u636e\u667a\u80fd\u4f53\u5728\u6bcf\u6b21\u8fd0\u884c\u4e2d\u6267\u884c\u7684\u64cd\u4f5c\u6765\u51b3\u5b9a\u59d4\u6258\u54ea\u4e9b\u4efb\u52a1\u3002\u4e0d\u518d\u80e1\u4e71\u731c\u6d4b\u3002<\/p>\n<h3 class=\"wp-block-heading\">\u8d44\u6e90<\/h3>\n<ul>\n<li><a href=\"https:\/\/github.com\/JetBrains\/koog\/tree\/develop\/examples\/code-agent\/step-03-add-observability\" target=\"_blank\" rel=\"noopener\">\u672c\u6587\u7684\u5b8c\u6574\u4ee3\u7801<\/a><\/li>\n<li><a href=\"https:\/\/docs.koog.ai\/opentelemetry-support\/\" target=\"_blank\" rel=\"noopener\">Koog OpenTelemetry \u6587\u6863<\/a><\/li>\n<li><a href=\"https:\/\/docs.koog.ai\/opentelemetry-langfuse-exporter\/\" target=\"_blank\" rel=\"noopener\">Koog Langfuse \u96c6\u6210<\/a><\/li>\n<li><a href=\"https:\/\/langfuse.com\/integrations\/native\/opentelemetry\" target=\"_blank\" rel=\"noopener\">Langfuse OpenTelemetry \u652f\u6301<\/a><\/li>\n<\/ul>\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n<p><em>\u611f\u8c22\u9605\u8bfb\uff01 \u6211\u5f88\u4e50\u610f\u4e86\u89e3\u4f60\u81ea\u5df1\u7684\u8ddf\u8e2a\u8bb0\u5f55\u5206\u6790\u65b9\u6cd5 \u2013 \u4f60\u901a\u8fc7\u667a\u80fd\u4f53\u7684\u884c\u4e3a\u53d1\u73b0\u4e86\u4ec0\u4e48\u6a21\u5f0f\uff1f \u6709\u4ec0\u4e48\u4ee4\u4f60\u60ca\u8bb6\u7684\u4e8b\u60c5\u5417\uff1f \u6b22\u8fce\u5728\u8bc4\u8bba\u533a\u5206\u4eab\u4f60\u7684\u7ecf\u9a8c\uff01<\/em><\/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\/07\/012-copy.jpeg\" width=\"200\" height=\"200\" alt=\"Denis Domanskii\" 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>Denis Domanskii<\/h4>\n                                                        <\/div>\n            <\/div>\n        <\/div>\n    <\/div>\n","protected":false},"author":1297,"featured_media":680278,"comment_status":"closed","ping_status":"closed","template":"","categories":[4113,2347],"tags":[6847,8724],"cross-post-tag":[6355],"acf":[],"_links":{"self":[{"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/ai\/678820"}],"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=678820"}],"version-history":[{"count":4,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/ai\/678820\/revisions"}],"predecessor-version":[{"id":680301,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/ai\/678820\/revisions\/680301"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/media\/680278"}],"wp:attachment":[{"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/media?parent=678820"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/categories?post=678820"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/tags?post=678820"},{"taxonomy":"cross-post-tag","embeddable":true,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/cross-post-tag?post=678820"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}