{"id":590217,"date":"2025-08-06T13:19:24","date_gmt":"2025-08-06T12:19:24","guid":{"rendered":"https:\/\/blog.jetbrains.com\/?post_type=ai&p=590217"},"modified":"2025-09-11T14:50:32","modified_gmt":"2025-09-11T13:50:32","slug":"when-tool-calling-becomes-an-addiction-debugging-llm-patterns-in-koog","status":"publish","type":"ai","link":"https:\/\/blog.jetbrains.com\/zh-hans\/ai\/2025\/08\/when-tool-calling-becomes-an-addiction-debugging-llm-patterns-in-koog\/","title":{"rendered":"\u5de5\u5177\u8c03\u7528\u6210\u763e\uff1a\u5728 Koog \u4e2d\u8c03\u8bd5 LLM \u6a21\u5f0f"},"content":{"rendered":"

Koog<\/a> \u662f JetBrains \u7684\u5f00\u6e90\u6846\u67b6\uff0c\u7528\u4e8e\u5728 Kotlin \u4e2d\u6784\u5efa AI \u667a\u80fd\u4f53\uff0c\u6709\u4e00\u5929\u6211\u6d4b\u8bd5\u4e86\u4ee5\u5b83\u4e3a\u57fa\u7840\u6784\u5efa\u7684\u667a\u80fd\u4f53\u3002 \u6211\u7ed9\u667a\u80fd\u4f53\u6295\u5582\u4e86\u4e00\u4e2a\u6765\u81ea SWE-bench-Verified \u7684\u4efb\u52a1\uff0c\u8fd9\u662f\u4e00\u4e2a\u771f\u5b9e\u4e16\u754c GitHub \u95ee\u9898\uff0c\u6d4b\u8bd5 AI \u662f\u5426\u771f\u7684\u80fd\u591f\u7f16\u5199\u4ee3\u7801\u3002<\/p>\n

\u524d 100 \u6761\u6d88\u606f\u770b\u8d77\u6765\u4e00\u5207\u987a\u5229\u3002 \u667a\u80fd\u4f53\u7cfb\u7edf\u5730\u6d4f\u89c8\u4ee3\u7801\u5e93\u3001\u8bc6\u522b bug\u3001\u7f16\u5199\u6d4b\u8bd5\u7528\u4f8b\uff0c\u5e76\u5c1d\u8bd5\u4fee\u6b63\u95ee\u9898\u3002 \u4f46\u968f\u7740\u5bf9\u8bdd\u7684\u6df1\u5165\uff0c\u5b83\u9047\u5230\u4e00\u4e2a\u6839\u672c\u6027\u9650\u5236\uff1a\u4e0a\u4e0b\u6587\u7a97\u53e3\u3002<\/p>\n

\u6bcf\u4e2a LLM \u90fd\u6709\u4e0a\u4e0b\u6587\u5927\u5c0f\u4e0a\u9650\uff08\u53ef\u4ee5\u540c\u65f6\u5904\u7406\u7684\u6587\u672c\u603b\u91cf\uff09\u3002 \u5f53\u667a\u80fd\u4f53\u7684\u5bf9\u8bdd\u5386\u53f2\u8bb0\u5f55\u63a5\u8fd1\u4e0a\u9650\u65f6\uff0c\u4f60\u9700\u8981\u60f3\u529e\u6cd5\u538b\u7f29\u3002 \u5355\u7eaf\u622a\u65ad\u65e7\u6d88\u606f\u4f1a\u4e22\u5931\u5173\u952e\u4fe1\u606f\uff0c\u7c97\u7565\u7684\u603b\u7ed3\u5f80\u5f80\u53c8\u4f1a\u9057\u6f0f\u91cd\u8981\u7ec6\u8282\u3002<\/p>\n

Koog<\/a> \u7684\u65b9\u6cd5\u66f4\u4e3a\u590d\u6742\uff0c \u5b83\u6839\u636e\u4f60\u5b9a\u4e49\u7684\u5177\u4f53\u6982\u5ff5\u63d0\u53d6\u4e8b\u5b9e\uff0c\u4f7f\u7528\u7ecf\u8fc7\u63d0\u70bc\u7684\u6d1e\u5bdf\u66ff\u6362\u6574\u4e2a\u5bf9\u8bdd\u5386\u53f2\u8bb0\u5f55\uff1a<\/p>\n

RetrieveFactsFromHistory(\n   Concept(\n       \"project-structure\",\n       \"What is the project structure of this project?\",\n       FactType.MULTIPLE\n   ),\n   Concept(\n       \"important-achievements\",\n       \"What has been achieved during the execution of this current agent\",\n       FactType.MULTIPLE\n   ),\n   Concept(\n       \"pending-tasks-and-issues\",\n       \"What are the immediate next steps planned or required? Are there any unresolved questions, issues, decisions to be made, or blockers encountered?\",\n       FactType.MULTIPLE\n   )\n   \/\/ ... more concepts\n)\n<\/pre>\n
\u5f53\u538b\u7f29\u89e6\u53d1\u65f6\uff0c\u667a\u80fd\u4f53\u5e94\u5f53\u7ee7\u7eed\u5904\u7406\u63d0\u53d6\u7684\u4e8b\u5b9e\uff0c\u4f8b\u5982\u201cbug \u5728 sympy\/parsing\/latex\/_parse_latex.py<\/code> \u4e2d\u201d\u548c\u201c\u6d4b\u8bd5\u5728 sympy\/parsing\/tests\/<\/code> \u4e2d\u201d\u3002 \u76f8\u53cd\uff0c\u5b83\u4ece\u5934\u5f00\u59cb\u6574\u4e2a\u4efb\u52a1\uff0c\u597d\u50cf\u5931\u5fc6\u75c7\u5927\u53d1\u4f5c\u3002<\/p>\n
\u6211\u4eec\u7684\u538b\u7f29\u903b\u8f91\u51fa\u4e86\u95ee\u9898\uff0c\u662f\u65f6\u5019\u8c03\u8bd5\u4e86\u3002<\/p>\n
\u8c03\u67e5<\/h2>\n
\u9996\u5148\uff0c\u6211\u68c0\u67e5\u4e86\u4f7f\u7528\u4e8b\u5b9e\u63d0\u53d6\u903b\u8f91\u53d1\u9001\u7ed9 LLM \u7684\u5185\u5bb9\u3002 \u68c0\u67e5\u4e86\u5927\u7ea6 100 \u6761\u5de5\u5177\u8c03\u7528\u548c\u7ed3\u679c\u7684\u804a\u5929\u6d88\u606f\u540e\uff0c\u6211\u53d1\u73b0\uff1a<\/p>\n
User: Based on our previous conversation, what are the key facts about \"project-structure\" (What is the structure of this project?)<\/pre>\n
\u8fd9\u662f\u6211\u4eec\u6700\u521d\u7684\u5b9e\u73b0\uff0c\u4e5f\u53ef\u80fd\u662f\u6700\u660e\u663e\u7684\u65b9\u5f0f \u2013 \u8ba9 LLM \u63d0\u53d6\u4e8b\u5b9e\u3002 \u5f88\u7b80\u5355\uff0c\u5bf9\u5427\uff1f<\/p>\n
\u6211\u4eec\u5e94\u5f53\u5f97\u5230\u4e00\u4e2a\u603b\u7ed3\uff0c\u4f46\u5b9e\u9645\u5f97\u5230\u7684\u5374\u662f\uff1a<\/p>\n
Assistant: tool_name=report_plan(...)<\/pre>\n
\u8fd9\u4e0d\u662f\u4e00\u4e2a\u603b\u7ed3\uff0c\u800c\u662f\u53e6\u4e00\u4e2a\u5de5\u5177\u8c03\u7528\u3002 \u5931\u5fc6\u4e00\u4e0b\u5c31\u8bf4\u5f97\u901a\u4e86\u3002 \u538b\u7f29\u7684\u5386\u53f2\u8bb0\u5f55\u4e2d\u6ca1\u6709\u6709\u7528\u7684\u4e8b\u5b9e\uff0c\u800c\u662f tool_name=report_plan(...)<\/code> \u8fd9\u6837\u7684\u80e1\u8a00\u4e71\u8bed\u3002 \u96be\u602a\u667a\u80fd\u4f53\u4f1a\u4ece\u5934\u5f00\u59cb \u2013 \u5b83\u5bf9\u4e8e\u4e4b\u524d\u7684\u5de5\u4f5c\u6ca1\u6709\u4efb\u4f55\u6709\u610f\u4e49\u7684\u4fe1\u606f\u3002<\/p>\n
\"before.png\"<\/p>\n
\u8981\u6c42\u7684\u662f\u603b\u7ed3\uff0c\u6a21\u578b\u56de\u590d\u7684\u662f\u53e6\u4e00\u4e2a\u5de5\u5177\u8c03\u7528\u3002<\/em><\/p>\n
\u8fd9\u5c31\u63d0\u51fa\u4e86\u4e00\u4e2a\u66f4\u4ee4\u4eba\u4e0d\u5b89\u7684\u95ee\u9898\uff1a\u4e3a\u4ec0\u4e48 LLM \u5728\u6211\u660e\u786e\u8981\u6c42\u603b\u7ed3\u65f6\u56de\u590d\u5de5\u5177\u8c03\u7528\uff1f<\/p>\n
\u6211\u4e00\u5f00\u59cb\u60f3\u7684\u662f\uff0c\u4e5f\u8bb8\u53ef\u7528\u5de5\u5177\u9020\u6210\u4e86\u6df7\u4e71\u3002 \u6211\u8bd5\u7740\u53d1\u9001\u4e00\u4e2a\u7a7a\u7684\u5de5\u5177\u5217\u8868\u6765\u660e\u786e\u963b\u6b62\u4efb\u4f55\u5de5\u5177\u8c03\u7528\u3002<\/p>\n
\u56de\u590d\u662f\u4ec0\u4e48\uff1f<\/p>\n
Assistant: Tool call: read_dir(\".\/src\")<\/pre>\n
\u5b83\u8c03\u7528\u4e86\u4e00\u4e9b\u5df2\u7ecf\u4e0d\u5b58\u5728\u7684\u5de5\u5177\u3002<\/p>\n
\u60c5\u51b5\u5f88\u5feb\u53d8\u5f97\u6709\u70b9\u602a\u3002 \u4e5f\u8bb8\u662f\u7cfb\u7edf\u63d0\u793a\u51fa\u4e86\u95ee\u9898\uff1f \u6211\u7684\u539f\u59cb\u667a\u80fd\u4f53\u7cfb\u7edf\u63d0\u793a\u662f\uff1a\u201c\u4f60\u662f\u4e00\u4f4d\u5f00\u53d1\u8005\uff0c \u4f60\u8981\u89e3\u51b3\u7528\u6237\u7684\u4efb\u52a1\uff0c\u7f16\u5199\u6d4b\u8bd5\uff0c\u7b49\u7b49\u3002\u201d \u96be\u9053\u8fd9\u6761\u63d0\u793a\u91cd\u5199\u4e86\u603b\u7ed3\u8bf7\u6c42\uff1f<\/p>\n
\u6211\u5c1d\u8bd5\u5c06\u603b\u7ed3\u6307\u4ee4\u4f5c\u4e3a\u7cfb\u7edf\u63d0\u793a\uff0c\u5e76\u5c06\u539f\u59cb\u7cfb\u7edf\u6d88\u606f\u964d\u7ea7\u4e3a\u7528\u6237\u6d88\u606f\uff08\u56e0\u4e3a\u4e0d\u80fd\u6709\u4e24\u6761\u7cfb\u7edf\u6d88\u606f\uff09\u3002<\/p>\n
\u4f46\u5de5\u5177\u8c03\u7528\u8fd8\u662f\u4e0d\u65ad\u51fa\u73b0\u3002<\/p>\n
\u7136\u540e\uff0c\u6211\u505c\u4e0b\u6765\u4ed4\u7ec6\u67e5\u770b\u4e86\u6d88\u606f\u6a21\u5f0f\uff1a<\/p>\n
System: You are a developer, help the user complete their task... \nUser: Latex parsing of fractions yields wrong expression... \nTool call: read_dir(\".\") \nTool result: [directory contents] \nTool call: read_file(\".\/README.md\") \nTool result: [file contents] \nTool call: write_file(\".\/test\/reproduce.py\", ...) \nTool result: File created successfully \nTool call: run_command(\"python -m pytest\") \nTool result: Tests failed \n[... 96 more tool calls and results ...] \nUser: Summarize the conversation above focusing on the following... \n<\/pre>\n
\u6211\u7a81\u7136\u610f\u8bc6\u5230 \u2013 \u5b83\u5e76\u6ca1\u6709\u5ffd\u89c6\u6211\u7684\u6307\u793a\u3002 \u7ecf\u8fc7 Tool call \u2192 Tool result \u2192 Tool call \u2192 Tool result<\/code> \u6a21\u5f0f\u7684 100 \u4e2a\u793a\u4f8b\uff0c\u6a21\u578b\u4e86\u89e3\u5230\u5bf9\u8bdd\u53ea\u6709\u4e00\u79cd\u53ef\u63a5\u53d7\u7684\u56de\u590d\u683c\u5f0f\uff1a\u66f4\u591a\u5de5\u5177\u8c03\u7528\u3002<\/p>\n
\u6a21\u5f0f\u76d1\u72f1<\/h2>\n
\u5c0f\u6837\u672c\u5b66\u4e60\u662f\u6211\u4eec\u6700\u5f3a\u5927\u7684\u63d0\u793a\u5de5\u7a0b\u6280\u672f\u4e4b\u4e00\u3002 \u5411\u6a21\u578b\u5c55\u793a\u4e00\u4e9b\u8f93\u5165-\u8f93\u51fa\u5bf9\u7684\u793a\u4f8b\uff0c\u5b83\u5c31\u4f1a\u5b66\u4e60\u8fd9\u4e2a\u6a21\u5f0f\u3002 \u6211\u4eec\u4e00\u76f4\u5728\u6709\u610f\u4f7f\u7528\u5b83\u3002<\/p>\n
\u4f46\u6211\u4eec\u65e0\u610f\u4e2d\u521b\u5efa\u4e86\u4e00\u4e2a\u9690\u5f0f\u5c0f\u6837\u672c\u5b66\u4e60\u793a\u4f8b\u3002 \u4ece\u6a21\u578b\u7684\u89d2\u5ea6\u8003\u8651\u3002 \u5b83\u770b\u5230\u4e86 100 \u4e2a\u8fde\u7eed\u6837\u672c\uff1a<\/p>\n
    \n
  1. \u63a5\u6536\u6d88\u606f<\/li>\n
  2. \u56de\u590d\u5de5\u5177\u8c03\u7528<\/li>\n
  3. \u63a5\u6536\u5de5\u5177\u7ed3\u679c<\/li>\n
  4. \u56de\u590d\u53e6\u4e00\u4e2a\u5de5\u5177\u8c03\u7528<\/li>\n<\/ol>\n
    \u5230\u7b2c 101 \u6761\u6d88\u606f\uff0c\u8fd9\u79cd\u6a21\u5f0f\u7ecf\u8fc7\u4e86\u6781\u5176\u6df1\u5165\u7684\u5f3a\u5316\uff0c\u4ee5\u81f3\u4e8e\u663e\u5f0f\u76f8\u53cd\u6307\u4ee4\u4e5f\u65e0\u6cd5\u6253\u7834\u3002 \u6a21\u578b\u7684\u6ce8\u610f\u529b\u673a\u5236 \u2013 \u7cfb\u7edf\u51b3\u5b9a\u8981\u5173\u6ce8\u4e0a\u4e0b\u6587\u7684\u54ea\u4e9b\u90e8\u5206 \u2013 \u5b8c\u5168\u9501\u5b9a\u5728\u5de5\u5177\u8c03\u7528\u6a21\u5f0f\u4e0a\u3002<\/p>\n
    \u6211\u751a\u81f3\u53d1\u73b0\u6a21\u578b\u8bd5\u56fe\u9075\u5b88\u4f46\u65e0\u6cd5\u6446\u8131\u6a21\u5f0f\u7684\u60c5\u51b5\u3002 \u4e00\u4e2a\u56de\u590d\u662f\uff1a<\/p>\n
    Tool call: write_file(\n path=\"summary.txt\",\n content=\"Here is the summary of modified files: ...\"\n)\n<\/pre>\n
    \u5b83\u5728\u7f16\u5199\u603b\u7ed3\uff0c\u4e0d\u8fc7\u662f\u4f5c\u4e3a\u6587\u4ef6\u64cd\u4f5c\u3002 \u8fd9\u79cd\u6a21\u5f0f\u975e\u5e38\u5f3a\u5927\uff0c\u5373\u4f7f\u5728\u8bd5\u56fe\u9075\u5faa\u65b0\u6307\u793a\u65f6\u5b83\u4e5f\u4f1a\u91cd\u5851\u56de\u590d\u683c\u5f0f\u3002<\/p>\n
    \u6253\u7834\u67b7\u9501<\/h2>\n
    \u89e3\u51b3\u65b9\u6848\u9700\u8981\u7ed3\u6784\u6027\u601d\u8003\uff0c\u800c\u4e0d\u662f\u8bed\u4e49\u6027\u601d\u8003\u3002 \u6211\u4eec\u9700\u8981\u6253\u7834\u6d88\u606f\u7684\u6a21\u5f0f\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u6dfb\u52a0\u66f4\u597d\u7684\u6307\u4ee4\u3002<\/p>\n
    \u5173\u952e\u6d1e\u5bdf\u662f LLM \u4f7f\u7528\u6807\u8bb0\u6d88\u606f\u8fb9\u754c\u7684\u7279\u6b8a token\uff08\u5982 < |im_start| ><\/code>\u548c < |im_end| ><\/code>\uff09\u5904\u7406\u5bf9\u8bdd\u3002 \u8fd9\u4e9b token \u662f\u8bad\u7ec3\u7684\u4e00\u90e8\u5206\uff0c\u6559\u5bfc\u5b83\u4eec\u8bc6\u522b\u591a\u8f6e\u5bf9\u8bdd\u7684\u7ed3\u6784\u3002 \u5f53\u6a21\u578b\u5728\u4e25\u683c\u7684\u6a21\u5f0f\u4e2d\u770b\u5230 100 \u4e2a\u8fd9\u6837\u7684 token \u5b9e\u4f8b\u65f6\uff0c\u5b83\u5c31\u77e5\u9053\u5bf9\u8bdd\u5fc5\u987b\u8fd9\u6837\u7ee7\u7eed\u4e0b\u53bb\u3002<\/p>\n
    \u6211\u7684\u89e3\u51b3\u65b9\u6cd5\u662f\u5c06\u6240\u6709\u6d88\u606f\u5408\u5e76\u4e3a\u4e00\u4e2a\u5b57\u7b26\u4e32\uff0c\u5305\u88c5\u5728\u81ea\u5b9a\u4e49 XML \u5f0f\u6807\u8bb0\u4e2d\uff1a<\/p>\n
    val combinedChatHistory = buildString {\n   append(\"n\")\n   messages.forEach { message ->\n       when (message) {\n           is ToolCall -> append(\"${message.content}n\")\n           is ToolResult -> append(\"${message.content}n\")\n           \/\/ ... handle other message types\n       }\n   }\n   append(\"n\")\n}<\/pre>\n
    \u7136\u540e\uff0c\u6784\u5efa\u6700\u7ec8\u63d0\u793a\uff1a<\/p>\n
    Prompt.build(id = \"swe-agent\") { \n   system (\"Summarize the content inside  focusing on 'project-structure' (What is the structure of this project?).\") \n   user (combinedChatHistory) \n}<\/pre>\n
    \u8fd9\u9a6c\u4e0a\u8d77\u4e86\u4f5c\u7528\u3002 \u53d8\u5316\u5982\u4e0b\uff1a<\/p>\n
      \n
    1. \u4e4b\u524d<\/strong>\uff1a100 \u591a\u6761\u72ec\u7acb\u6d88\u606f\uff0c\u6bcf\u6761\u6d88\u606f\u90fd\u5f3a\u5316\u4e86\u5de5\u5177\u8c03\u7528\u6a21\u5f0f\uff0c\u540e\u9762\u8ddf\u7740\u4e00\u6761\u7528\u6237\u8bf7\u6c42\u3002<\/li>\n
    2. \u4e4b\u540e<\/strong>\uff1a\u603b\u5171\u53ea\u6709\u4e24\u6761\u6d88\u606f\uff1a\u4e00\u6761\u662f\u538b\u7f29\u5386\u53f2\u8bb0\u5f55\u7684\u7cfb\u7edf\u6307\u4ee4\uff0c\u53e6\u4e00\u6761\u662f\u5305\u88c5\u7684\u5bf9\u8bdd\u6570\u636e\u3002<\/li>\n<\/ol>\n
      \u5bf9\u4e8e LLM\uff0c\u6211\u4eec\u7684 XML \u6807\u8bb0\u53ea\u662f\u5185\u5bb9\uff0c\u800c\u4e0d\u662f\u7ed3\u6784\u6d88\u606f\u8fb9\u754c\u3002 \u8fd9\u8ba9\u5b83\u6700\u7ec8\u201c\u542c\u5230\u201d\u4e86\u603b\u7ed3\u8bf7\u6c42\uff0c\u800c\u4e0d\u662f\u88ab\u56f0\u5728\u5b66\u4e60\u6a21\u5f0f\u4e2d\u3002<\/p>\n
      \u6700\u540e\u4e00\u73af<\/h2>\n
      \u6253\u7834\u6a21\u5f0f\u53ea\u662f\u89e3\u51b3\u65b9\u6848\u7684\u4e00\u534a\u3002 \u5373\u4f7f\u8fdb\u884c\u4e86\u6709\u6548\u538b\u7f29\uff0c\u667a\u80fd\u4f53\u5728\u6062\u590d\u540e\u4ecd\u7136\u8868\u73b0\u51fa\u56f0\u60d1\u3002 \u5b83\u4f1a\u8bfb\u53d6\u538b\u7f29\u7684\u4e8b\u5b9e\uff0c\u7136\u540e\u4ece\u5934\u5f00\u59cb\u6d4f\u89c8\u9879\u76ee\uff0c\u5f97\u76ca\u4e8e\u6d1e\u5bdf\u786e\u5b9e\u53ef\u4ee5\u66f4\u6709\u6548\u5730\u8fdb\u884c\uff0c\u4f46\u4ecd\u7136\u662f\u4ece\u5934\u5f00\u59cb\u3002<\/p>\n
      \u8003\u8651\u5230\u8fd9\u4e00\u70b9\uff0c\u95ee\u9898\u5c31\u53d8\u5f97\u5f88\u660e\u663e\u4e86 \u2013 \u6211\u4eec\u4ece\u6765\u6ca1\u6709\u544a\u8bc9\u667a\u80fd\u4f53\u53d1\u751f\u4e86\u4ec0\u4e48\u3002 \u4ece\u5b83\u7684\u89d2\u5ea6\uff0c\u5b83\u662f\u7a81\u7136\u770b\u5230\u4e00\u4efd\u4e0d\u8bb0\u5f97\u81ea\u5df1\u521b\u5efa\u8fc7\u7684\u9879\u76ee\u603b\u7ed3\uff0c\u5c31\u50cf\u4f60\u6216\u6211\u9192\u6765\u65f6\u53d1\u73b0\u684c\u5b50\u4e0a\u653e\u7740\u522b\u4eba\u7684\u7b14\u8bb0\u3002<\/p>\n
      \u8fd9\u63ed\u793a\u4e86 LLM \u5fc3\u7406\u7684\u53e6\u4e00\u4e2a\u602a\u7656\u3002 \u4fee\u6b63\u65b9\u5f0f\u51fa\u5947\u7684\u7b80\u7ec3 \u2013 \u8ba9\u667a\u80fd\u4f53\u81ea\u5df1\u89e3\u91ca\u60c5\u51b5\uff1a<\/p>\n
      System: You are a developer, help the user complete their task... \n\nUser: Latex parsing of fractions yields wrong expression... \n\nAssistant: I was actively working on this task when I needed to compress my memory due to context limits. \nHere's what I accomplished so far: \n[summary of progress, modified files, current state] \nI'm ready to continue from where I left off.\n\nUser: Great, please continue.\n<\/pre>\n
      \u4e24\u4e2a\u5fae\u5999\u7684\u56e0\u7d20\u8ba9\u8fd9\u79cd\u505a\u6cd5\u594f\u6548\uff1a<\/p>\n
        \n
      1. \u81ea\u6211\u4fe1\u4efb<\/strong>\uff1a\u8ba9 Assistant \u89d2\u8272\u89e3\u91ca\u60c5\u51b5\uff0c\u6211\u4eec\u53ef\u4ee5\u5229\u7528\u6a21\u578b\u7684\u4fe1\u4efb\u503e\u5411\u5e76\u4fdd\u6301\u4e0e\u5176\u81ea\u8eab\u9648\u8ff0\u7684\u4e00\u81f4\u6027\u3002 \u6765\u81ea\u81ea\u8eab\u7684\u4fe1\u606f\u6bd4\u5916\u90e8\u8bf4\u6cd5\u66f4\u53ef\u4fe1\u3002<\/li>\n
      2. \u81ea\u7136\u5ef6\u7eed<\/strong>\uff1a\u6700\u7ec8\u7528\u6237\u6d88\u606f\uff08\u201c\u592a\u597d\u4e86\uff0c\u8bf7\u7ee7\u7eed\u201d\uff09\u4e3a\u64cd\u4f5c\u63d0\u4f9b\u4e86\u81ea\u7136\u63d0\u793a\u3002 \u5982\u679c\u6211\u4eec\u4ee5 Assistant \u7684\u89e3\u91ca\u7ed3\u675f\uff0c\u6a21\u578b\u53ef\u80fd\u4f1a\u8ba4\u4e3a\u5bf9\u8bdd\u5df2\u7ecf\u5b8c\u6210\uff0c\u56e0\u4e3a\u6ca1\u6709\u7528\u6237\u56de\u590d\u901a\u5e38\u6807\u5fd7\u7740\u4e92\u52a8\u7ed3\u675f\u3002<\/li>\n<\/ol>\n
        \u667a\u80fd\u4f53\u65e0\u7f1d\u5730\u4ece\u4e2d\u65ad\u5904\u7ee7\u7eed\uff0c\u7406\u89e3\u4e3a\u4ec0\u4e48\u5b83\u4eec\u4e22\u5931\u4e86\u6240\u6709\u804a\u5929\u8bb0\u5f55\u3002<\/p>\n
        \u8fd9\u610f\u5473\u7740\u4ec0\u4e48<\/h2>\n
        \u8fd9\u79cd\u884c\u4e3a\u63ed\u793a\u4e86 LLM \u5904\u7406\u4e0a\u4e0b\u6587\u7684\u4e00\u4e9b\u57fa\u672c\u539f\u7406\u3002 \u4e0a\u4e0b\u6587\u7a97\u53e3\u4e0d\u4ec5\u4ec5\u662f\u8bb0\u5fc6\uff0c\u5b83\u662f\u5b9e\u65f6\u5851\u9020\u884c\u4e3a\u7684\u4e3b\u52a8\u8bad\u7ec3\u6570\u636e\u3002 \u5f53\u8be5\u4e0a\u4e0b\u6587\u4e2d\u7684\u6a21\u5f0f\u8db3\u591f\u5f3a\u5927\u65f6\uff0c\u5b83\u4eec\u53ef\u4ee5\u91cd\u5199\u663e\u5f0f\u6307\u4ee4\u3002<\/p>\n
        \u6784\u5efa\u667a\u80fd\u4f53\u6216\u957f\u671f\u8fd0\u884c\u7684 LLM \u5e94\u7528\u7a0b\u5e8f\u65f6\uff1a<\/p>\n
          \n
        1. \u6ce8\u610f\u4f60\u7684\u6a21\u5f0f<\/strong>\uff1a\u91cd\u590d\u7684\u6d88\u606f\u7ed3\u6784\u4f1a\u5bfc\u81f4\u884c\u4e3a\u60ef\u6027\u3002 \u5982\u679c\u4f60\u7684\u667a\u80fd\u4f53\u9700\u8981\u6267\u884c\u4e0d\u540c\u7c7b\u578b\u7684\u4efb\u52a1\uff0c\u5219\u5e94\u5f53\u786e\u4fdd\u6d88\u606f\u6a21\u5f0f\u591a\u6837\u5316\u3002<\/li>\n
        2. \u7ed3\u6784\u80dc\u8fc7\u6307\u4ee4<\/strong>\uff1a\u5f53\u4f60\u9700\u8981\u6253\u7834\u6a21\u5f0f\u65f6\uff0c\u6539\u53d8\u7ed3\u6784\uff08\u5982\u6211\u4eec\u7684 XML \u5305\u88c5\uff09\u6bd4\u6dfb\u52a0\u6307\u4ee4\u66f4\u6709\u6548\u3002<\/li>\n
        3. \u81ea\u4e00\u81f4\u6027\u975e\u5e38\u5f3a\u5927<\/strong>\uff1aLLM \u4e0e\u5176\u5148\u524d\u7684\u9648\u8ff0\u4fdd\u6301\u7740\u5f88\u5f3a\u7684\u4e00\u81f4\u6027\uff0c\u8fd9\u53ef\u4ee5\u7528\u6765\u4fdd\u6301\u8de8\u4e0a\u4e0b\u6587\u8fb9\u754c\u7684\u8fde\u7eed\u6027\u3002<\/li>\n<\/ol>\n
          \u4fee\u6b63\u73b0\u5df2\u6210\u4e3a Koog \u538b\u7f29\u7cfb\u7edf\u7684\u4e00\u90e8\u5206\u3002 \u8c03\u7528 RetrieveFactsFromHistory(...)<\/code> \u65f6\uff0c\u5b83\u4f1a\u81ea\u52a8\u5904\u7406\uff0c\u6253\u7834\u6a21\u5f0f\u3001\u4fdd\u7559\u4e0a\u4e0b\u6587\u5e76\u4fdd\u6301\u8fde\u7eed\u6027\u3002 \u4f60\u4e0d\u9700\u8981\u8003\u8651\u4efb\u4f55\u4e8b \u2013 \u53ea\u9700\u8981\u63d0\u4f9b\u6982\u5ff5\u3002<\/p>\n
          \u5982\u679c\u4f60\u60f3\u4e86\u89e3\u5b9e\u73b0\u7ec6\u8282\uff0c\u53ef\u4ee5\u67e5\u770b\u516c\u5f00\u7684\u62c9\u53d6\u8bf7\u6c42<\/a>\u3002<\/p>\n
          \n
          Denis Domanskii \u662f JetBrains \u7684 AI \u667a\u80fd\u4f53\u5de5\u7a0b\u5e08\u3002 \u4ed6\u4e0d\u662f\u5728\u6559 LLM \u5fd8\u8bb0\u65e7\u7684\u4e60\u60ef\uff0c\u5c31\u662f\u5728\u521b\u9020\u65b0\u7684\u4e60\u60ef\u3002<\/p>\n
          \u7531 Anthropic \u7684 Claude Opus 4 \u5171\u540c\u64b0\u5199\uff0c\u5b83\u82b1\u4e86 100 \u6761\u6d88\u606f\u6765\u5e2e\u52a9\u64b0\u5199\u8fd9\u7bc7\u6587\u7ae0\uff0c\u800c\u6ca1\u6709\u4e00\u6b21\u5c1d\u8bd5\u8c03\u7528\u4e0d\u5b58\u5728\u7684\u5de5\u5177\u3002 \u6709\u8fdb\u6b65\uff01 \u2013 Claude<\/p>\n\n\n
          <\/p>\n\n\n\n
          \u672c\u535a\u6587\u82f1\u6587\u539f\u4f5c\u8005\uff1a<\/p>\n\n\n    
          \n        
          \n            
          \n                
          \n                    \"Denis\n                <\/div>\n                
          \n                                            
          Denis Domanskii<\/h4>\n                                                        <\/div>\n            <\/div>\n        <\/div>\n    <\/div>\n","protected":false},"author":1297,"featured_media":590985,"comment_status":"closed","ping_status":"closed","template":"","categories":[8397],"tags":[6847,8724],"cross-post-tag":[6355],"acf":[],"_links":{"self":[{"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/ai\/590217"}],"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=590217"}],"version-history":[{"count":8,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/ai\/590217\/revisions"}],"predecessor-version":[{"id":599219,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/ai\/590217\/revisions\/599219"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/media\/590985"}],"wp:attachment":[{"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/media?parent=590217"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/categories?post=590217"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/tags?post=590217"},{"taxonomy":"cross-post-tag","embeddable":true,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/cross-post-tag?post=590217"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}