{"id":91776,"date":"2026-08-08T12:58:08","date_gmt":"2026-08-08T04:58:08","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/91776.html"},"modified":"2026-08-08T12:58:08","modified_gmt":"2026-08-08T04:58:08","slug":"%e6%99%ba%e8%81%94%e5%b7%a5%e5%9d%8a%e5%ae%9e%e6%88%98%ef%bc%9a%e5%a4%9a%e5%b7%a5%e5%85%b7%e5%8d%8f%e5%90%8cagent%ef%bc%8c%e8%ae%a9ai%e5%83%8f%e4%ba%ba%e7%b1%bb%e4%b8%80%e6%a0%b7%e8%a7%84%e5%88%92","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/91776.html","title":{"rendered":"\u667a\u8054\u5de5\u574a\u5b9e\u6218\uff1a\u591a\u5de5\u5177\u534f\u540cAgent\uff0c\u8ba9AI\u50cf\u4eba\u7c7b\u4e00\u6837\u89c4\u5212\u4e0e\u6267\u884c\u590d\u6742\u4efb\u52a1"},"content":{"rendered":"
\u3010\u5bfc\u822a\u53f0\u8d26\u3011\u5236\u9020\u4e1a\u6570\u636e\u4e0eAI\u8df5\u884c\u8005\u8001\u848b\u7684\u6280\u672f\u535a\u5ba2\u5168\u7cfb\u5217\u6587\u7ae0\u6c47\u603b（\u6301\u7eed\u66f4\u65b0）<\/span><\/h6>\n

📌 \u6587\u7ae0\u6458\u8981<\/h3>\n

\u5355\u5de5\u5177Agent\u53ea\u80fd\u201c\u56de\u7b54\u201d，\u591a\u5de5\u5177\u534f\u540cAgent\u624d\u80fd\u201c\u89e3\u51b3\u201d\u3002\u672c\u6587\u4ee5\u667a\u8054\u5de5\u574a\u8bbe\u5907\u6545\u969c\u95ed\u73af\u5904\u7406\u4e3a\u573a\u666f，\u4ece\u96f6\u642d\u5efa\u4e00\u4e2a\u80fd\u5b8c\u6210\u201c\u67e5\u624b\u518c\u2192\u67e5\u6392\u73ed\u2192\u67e5\u5907\u4ef6\u2192\u751f\u6210\u5de5\u5355\u201d\u5b8c\u6574\u4efb\u52a1\u94fe\u7684\u591a\u5de5\u5177\u534f\u540cAgent\u3002\u6df1\u5165\u62c6\u89e3\u4efb\u52a1\u5206\u89e3\u3001\u94fe\u5f0f\u7f16\u6392\u3001\u4e2d\u95f4\u7ed3\u679c\u4f20\u9012\u4e09\u5927\u6838\u5fc3\u80fd\u529b，\u5e76\u8bb0\u5f55\u8c03\u8bd5\u8fc7\u7a0b\u4e2d\u9047\u5230\u7684\u201c\u5d4c\u5957JSON\u201d\u4e0e\u201cMarkdown\u4ee3\u7801\u5757\u201d\u4e24\u5927\u5b9e\u6218\u5751\u70b9\u3002\u5168\u6e90\u7801\u5c06\u5f00\u6e90，\u8bf7\u5173\u6ce8\u66f4\u65b0\u60c5\u51b5\u3002<\/p>\n

\"\"<\/h3>\n

\u5f00\u7bc7：\u75db\u70b9\u548c\u573a\u666f<\/span><\/h3>\n

\u5144\u5f1f\u4eec，Case01\u548cCase02\u6211\u4eec\u641e\u5b9a\u4e86\u4e00\u4e2a\u5236\u9020Agent\u7684\u201c\u624b\u811a\u201d\u548c\u201c\u8bb0\u5fc6\u201d\u3002\u5b83\u80fd\u7b97OEE\u3001\u80fd\u67e5\u624b\u518c\u3001\u80fd\u95ee\u6392\u73ed，\u8fd8\u80fd\u8bb0\u4f4f\u4f60\u4e4b\u524d\u8bf4\u8fc7\u4ec0\u4e48\u3002<\/p>\n

\u4f46\u73ed\u7ec4\u957f\u5c0f\u5218\u8bd5\u7528\u4e86\u4e00\u6bb5\u65f6\u95f4\u540e，\u7ed9\u6211\u63d0\u4e86\u4e00\u4e2a\u65b0\u9700\u6c42\u3002<\/p>\n

\u4ed6\u8bf4：\u201c\u8001\u848b，\u4f60\u8fd9\u4e2aAgent\u786e\u5b9e\u80fd\u5e72\u6d3b\u4e86\u3002\u4f46\u6bcf\u6b21\u6211\u90fd\u8981\u81ea\u5df1\u5224\u65ad\u2018\u8be5\u7528\u54ea\u4e2a\u5de5\u5177\u2019\u3002\u80fd\u4e0d\u80fd\u8fd9\u6837\u2014\u2014\u6211\u8ddf\u5b83\u8bf4\u2018\u8bbe\u5907\u62a5\u9519\u4e86\u2019，\u5b83\u81ea\u5df1\u5c31\u77e5\u9053\u8be5\u67e5\u624b\u518c\u3001\u8be5\u95ee\u6392\u73ed\u3001\u8be5\u67e5\u5907\u4ef6，\u6700\u540e\u7ed9\u6211\u4e00\u5f20\u5de5\u5355？\u201d<\/p>\n

\u6211\u5f53\u65f6\u7684\u7b2c\u4e00\u53cd\u5e94\u662f：\u8fd9\u4e0d\u79d1\u5b66\u554a\u2026\u2026\u00a0\u6211\u8fd9Agent\u867d\u7136\u80fd\u5e72\u6d3b，\u4f46\u8981\u8ba9\u5b83\u81ea\u5df1\u505a\u51b3\u7b56\u3001\u81ea\u5df1\u7f16\u6392\u5de5\u5177\u987a\u5e8f\u3001\u81ea\u5df1\u4f20\u9012\u4e2d\u95f4\u7ed3\u679c\u2014\u2014\u8fd9\u53ef\u4e0d\u662f\u52a0\u4e00\u884c\u4ee3\u7801\u80fd\u641e\u5b9a\u7684\u3002<\/p>\n

\u4f46\u5c0f\u5218\u8bf4\u5f97\u5bf9\u3002\u5355\u5de5\u5177Agent\u53ea\u80fd\u201c\u56de\u7b54\u201d，\u591a\u5de5\u5177\u534f\u540cAgent\u624d\u80fd\u201c\u89e3\u51b3\u201d\u3002<\/p>\n

\u672c\u6587\u8981\u89e3\u51b3\u7684\u75db\u70b9：\u8ba9Agent\u80fd\u81ea\u4e3b\u5b8c\u6210\u4e00\u4e2a\u5b8c\u6574\u7684\u4efb\u52a1\u94fe\u2014\u2014\u7528\u6237\u53ea\u9700\u8981\u8bf4\u201c\u8bbe\u5907\u62a5\u9519\u4e86\u201d，Agent\u81ea\u52a8\u6267\u884c\u201c\u67e5\u624b\u518c\u2192\u67e5\u6392\u73ed\u2192\u67e5\u5907\u4ef6\u2192\u751f\u6210\u5de5\u5355\u201d\u7684\u5168\u6d41\u7a0b\u3002<\/p>\n

\u9002\u5408\u8c01\u8bfb：\u5df2\u7ecf\u8dd1\u901a\u5355\u5de5\u5177Agent（\u5982Case01），\u5e0c\u671b\u5c06Agent\u80fd\u529b\u4ece\u201c\u56de\u7b54\u95ee\u9898\u201d\u5347\u7ea7\u4e3a\u201c\u89e3\u51b3\u95ee\u9898\u201d\u7684\u5f00\u53d1\u8005\u3002<\/p>\n

\u8131\u654f\u58f0\u660e：\u672c\u6587\u57fa\u4e8e\u865a\u62df\u5de5\u5382\u201c\u667a\u8054\u5de5\u574a\u201d\u573a\u666f，\u6240\u6709\u6570\u636e\u5747\u5df2\u8131\u654f\u5904\u7406\u3002<\/p>\n

\u6b63\u6587：\u65b9\u6848\u8bbe\u8ba1<\/span><\/h3>\n

\u573a\u666f\u5b9a\u4e49：\u8bbe\u5907\u6545\u969c\u95ed\u73af\u5904\u7406<\/h4>\n

\u6211\u4eec\u4ee5\u4e00\u4e2a\u771f\u5b9e\u7684\u5236\u9020\u573a\u666f\u4e3a\u4f8b：<\/p>\n

\u7528\u6237\u8f93\u5165：\u201c\u4ea4\u4e92\u5c4f\u7ec4\u88c5A\u7ebf\u8bbe\u5907\u62a5\u9519E401，\u5e2e\u6211\u6392\u67e5\u4e00\u4e0b\u201d<\/p>\n

Agent\u9700\u8981\u81ea\u52a8\u5b8c\u6210：<\/p>\n

\u67e5\u7ef4\u4fee\u624b\u518c \u2192 \u83b7\u53d6E401\u7684\u7ef4\u4fee\u6307\u5f15<\/p>\n

\u67e5\u4ea7\u7ebf\u6392\u73ed \u2192 \u786e\u8ba4\u4eca\u5929\u6709\u6ca1\u6709\u4eba<\/p>\n

\u67e5\u5907\u4ef6\u5e93\u5b58 \u2192 \u786e\u8ba4\u9700\u8981\u66f4\u6362\u7684\u5907\u4ef6\u591f\u4e0d\u591f<\/p>\n

\u751f\u6210\u7ef4\u4fee\u5de5\u5355 \u2192 \u6c47\u603b\u4fe1\u606f，\u751f\u6210\u6807\u51c6\u5de5\u5355 <\/p>\n

\u8fd9\u4e2a\u573a\u666f\u7684\u96be\u5ea6\u5728\u4e8e：Agent\u4e0d\u80fd\u53ea\u8c03\u7528\u4e00\u4e2a\u5de5\u5177，\u5b83\u9700\u8981\u81ea\u5df1\u505a\u51b3\u7b56\u2014\u2014\u5148\u67e5\u4ec0\u4e48\u3001\u518d\u67e5\u4ec0\u4e48\u3001\u67e5\u5230\u7684\u7ed3\u679c\u600e\u4e48\u4f20\u7ed9\u4e0b\u4e00\u4e2a\u5de5\u5177\u3002<\/p>\n

\u5de5\u7a0b\u76ee\u5f55\u7ed3\u6784<\/h4>\n

javy21_manufacturing_ai_practice\/
\n\u251c\u2500\u2500 common\/ # \u5171\u4eab\u57fa\u5efa\u5c42（\u590d\u7528Case01\/Case02）
\n\u2502 \u251c\u2500\u2500 base_agent_builder.py
\n\u2502 \u251c\u2500\u2500 chroma_client.py
\n\u2502 \u2514\u2500\u2500 llm_client.py
\n\u2502
\n\u2514\u2500\u2500 cases\/
\n \u2514\u2500\u2500 case03_multi_tools_agent\/ # Case03：\u591a\u5de5\u5177\u534f\u540cAgent
\n \u251c\u2500\u2500 config.py
\n \u251c\u2500\u2500 tools\/
\n \u2502 \u251c\u2500\u2500 __init__.py
\n \u2502 \u251c\u2500\u2500 search_manual.py # \u2460 \u624b\u518c\u68c0\u7d22（\u590d\u7528Case01）
\n \u2502 \u251c\u2500\u2500 query_shift.py # \u2461 \u6392\u73ed\u67e5\u8be2（\u590d\u7528Case01）
\n \u2502 \u251c\u2500\u2500 query_spare_parts.py # \u2462 \u5907\u4ef6\u5e93\u5b58（\u65b0\u589e）
\n \u2502 \u2514\u2500\u2500 generate_work_order.py# \u2463 \u751f\u6210\u5de5\u5355（\u65b0\u589e）
\n \u251c\u2500\u2500 agent\/
\n \u2502 \u2514\u2500\u2500 builder.py # \u6ce8\u518c4\u4e2a\u5de5\u5177，\u5b9a\u5236Prompt
\n \u251c\u2500\u2500 scripts\/
\n \u2502 \u2514\u2500\u2500 01_test_cli.py # \u4ea4\u4e92\u5f0fCLI\u6d4b\u8bd5
\n \u2514\u2500\u2500 web\/ # \u53ef\u9009Web\u754c\u9762 <\/p>\n

\u548cCase01\u7684\u533a\u522b：\u5de5\u5177\u4ece3\u4e2a\u6269\u5c55\u52304\u4e2a（\u65b0\u589e\u5907\u4ef6\u5e93\u5b58\u548c\u5de5\u5355\u751f\u6210），\u66f4\u91cd\u8981\u7684\u662fAgent\u7684Prompt\u4e2d\u52a0\u5165\u4e86\u201c\u94fe\u5f0f\u63a8\u7406\u201d\u7684\u5f15\u5bfc\u3002<\/p>\n

\u6838\u5fc3\u5b9e\u73b0：\u8ba9Agent\u5b66\u4f1a\u201c\u5148\u505a\u4ec0\u4e48，\u518d\u505a\u4ec0\u4e48\u201d<\/span><\/h3>\n

Step 1：\u5de5\u5177\u5b9a\u4e49\u2014\u2014\u65b0\u589e2\u4e2a\u6838\u5fc3\u5de5\u5177<\/h4>\n

\u2462 \u5907\u4ef6\u5e93\u5b58\u67e5\u8be2\u5de5\u5177（query_spare_parts.py）<\/p>\n

\u8fd9\u4e2a\u5de5\u5177\u6a21\u62df\u4e86\u771f\u5b9e\u5de5\u5382\u7684\u5907\u4ef6\u5e93\u5b58\u7cfb\u7edf：<\/p>\n

class SparePartsInput(BaseModel):
\n part_name: str = Field(description="\u5907\u4ef6\u540d\u79f0\u6216\u578b\u53f7\u5173\u952e\u8bcd")<\/p>\n

class QuerySparePartsTool(BaseTool):
\n name: str = "query_spare_parts"
\n description: str = "\u67e5\u8be2\u5236\u9020\u4ea7\u7ebf\u7684\u5907\u4ef6\u5e93\u5b58\u4fe1\u606f…"
\n args_schema: Type[BaseModel] = SparePartsInput<\/p>\n

def _run(self, part_name: str) -> str:
\n # \u6a21\u62df\u5e93\u5b58\u6570\u636e\u5e93\u67e5\u8be2
\n # \u8fd4\u56de：\u5e93\u5b58\u72b6\u6001\u3001\u5e93\u4f4d\u3001\u6570\u91cf\u3001\u91c7\u8d2d\u5468\u671f <\/p>\n

\u2463 \u751f\u6210\u7ef4\u4fee\u5de5\u5355\u5de5\u5177（generate_work_order.py）<\/p>\n

\u8fd9\u4e2a\u5de5\u5177\u5c06\u591a\u4e2a\u4fe1\u606f\u6e90\u6c47\u603b\u6210\u6807\u51c6\u5316\u5de5\u5355：<\/p>\n

class GenerateWorkOrderTool(BaseTool):
\n name: str = "generate_work_order"
\n description: str = "\u751f\u6210\u667a\u8054\u5de5\u574a\u6807\u51c6\u7ef4\u4fee\u5de5\u5355…"
\n args_schema: Optional[Type[BaseModel]] = None # \u5173\u952e：\u624b\u52a8\u89e3\u6790\u53c2\u6570<\/p>\n

def _run(self, *args, **kwargs) -> str:
\n # \u624b\u52a8\u89e3\u6790Agent\u4f20\u5165\u7684\u6240\u6709\u53c2\u6570
\n # \u751f\u6210\u7ed3\u6784\u5316\u5de5\u5355 <\/p>\n

\u8fd9\u91cc\u8981\u7559\u4e2a\u5fc3\u773c：\u4e3a\u4ec0\u4e48\u00a0args_schema=None？\u56e0\u4e3aLangChain\u7684ReAct Agent\u4f1a\u628a\u6240\u6709\u53c2\u6570\u6253\u5305\u6210\u4e00\u4e2aJSON\u5b57\u7b26\u4e32\u585e\u8fdb\u7b2c\u4e00\u4e2a\u5b57\u6bb5，\u5bfc\u81f4Pydantic\u6821\u9a8c\u5931\u8d25\u3002\u7ed5\u8fc7\u6821\u9a8c\u3001\u5728\u00a0_run\u00a0\u5185\u90e8\u624b\u52a8\u89e3\u6790\u662f\u66f4\u5065\u58ee\u7684\u505a\u6cd5\u3002<\/p>\n

Step 2：Agent\u7ec4\u88c5\u2014\u2014\u6ce8\u518c4\u4e2a\u5de5\u5177<\/h4>\n

builder.py\u00a0\u7684\u6838\u5fc3\u4ee3\u7801\u53ea\u6709\u8fd9\u51e0\u884c：<\/p>\n

class MultiToolsAgentBuilder(BaseAgentBuilder):
\n def __init__(self, **kwargs):
\n kwargs.setdefault("temperature", 0.0)
\n kwargs.setdefault("max_iterations", 8) # \u590d\u6742\u4efb\u52a1\u94fe\u9700\u8981\u66f4\u591a\u8fed\u4ee3
\n kwargs.setdefault("memory_type", None)
\n super().__init__(**kwargs)<\/p>\n

def _register_tools(self) -> List[BaseTool]:
\n return [
\n SearchManualTool(), # \u2460 \u624b\u518c\u68c0\u7d22
\n QueryShiftTool(), # \u2461 \u6392\u73ed\u67e5\u8be2
\n QuerySparePartsTool(), # \u2462 \u5907\u4ef6\u5e93\u5b58
\n GenerateWorkOrderTool(), # \u2463 \u751f\u6210\u5de5\u5355
\n ] <\/p>\n

Step 3：Prompt\u5f15\u5bfc\u2014\u2014\u544a\u8bc9Agent\u201c\u5148\u505a\u4ec0\u4e48，\u518d\u505a\u4ec0\u4e48\u201d<\/h4>\n

\u8fd9\u662f\u591a\u5de5\u5177\u534f\u540cAgent\u6700\u5173\u952e\u7684\u90e8\u5206\u3002Prompt\u4e2d\u5fc5\u987b\u660e\u786e\u544a\u8bc9Agent：<\/p>\n

  • \n

    \u4efb\u52a1\u7684\u6267\u884c\u987a\u5e8f（\u5148\u67e5\u624b\u518c\u2192\u518d\u67e5\u6392\u73ed\u2192\u518d\u67e5\u5907\u4ef6\u2192\u6700\u540e\u751f\u6210\u5de5\u5355）<\/p>\n<\/li>\n

  • \n

    \u4e2d\u95f4\u7ed3\u679c\u7684\u4f20\u9012\u65b9\u5f0f（\u4e0a\u4e00\u6b65\u7684\u7ed3\u679c\u8981\u4f5c\u4e3a\u4e0b\u4e00\u6b65\u7684\u8f93\u5165）<\/p>\n<\/li>\n

  • \n

    \u5bb9\u9519\u89c4\u5219（\u5982\u679c\u67d0\u4e00\u6b65\u67e5\u4e0d\u5230\u6570\u636e，\u4e0d\u8981\u6b7b\u78d5，\u7ee7\u7eed\u5f80\u4e0b\u8d70）<\/p>\n<\/li>\n

    def _get_prompt_template(self) -> str:
    \n return """
    \n\u4f60\u662f\u4e00\u4e2a\u8d44\u6df1\u7684\u667a\u8054\u5de5\u574a\u5236\u9020\u8fd0\u7ef4\u4e13\u5bb6\u3002\u4f60\u6709\u6743\u4f7f\u7528\u4ee5\u4e0b\u5de5\u5177：
    \n{tools}<\/p>\n

    **\u6838\u5fc3\u5de5\u4f5c\u6d41\u7a0b**：
    \n1. \u5982\u679c\u7528\u6237\u6ca1\u6709\u63d0\u4f9b\u4ea7\u7ebf\u540d\u79f0\u6216\u6545\u969c\u7801，\u76f4\u63a5\u8be2\u95ee\u7528\u6237\u3002
    \n2. \u5904\u7406\u6545\u969c\u65f6，\u8bf7\u4e25\u683c\u6309\u4ee5\u4e0b\u987a\u5e8f\u5206\u6b65\u6267\u884c：
    \n – \u7b2c\u4e00\u6b65：search_manual \u2192 \u83b7\u53d6\u7ef4\u4fee\u6307\u5f15
    \n – \u7b2c\u4e8c\u6b65：query_shift \u2192 \u67e5\u8be2\u4ea7\u7ebf\u6392\u73ed
    \n – \u7b2c\u4e09\u6b65：query_spare_parts \u2192 \u67e5\u8be2\u5907\u4ef6\u5e93\u5b58
    \n – \u7b2c\u56db\u6b65：generate_work_order \u2192 \u751f\u6210\u7ef4\u4fee\u5de5\u5355
    \n3. \u4e0a\u4e00\u6b65\u7684\u7ed3\u679c，\u5fc5\u987b\u4f5c\u4e3a\u4e0b\u4e00\u6b65\u7684\u8f93\u5165\u3002
    \n4. \u5982\u679c\u67d0\u4e00\u6b65\u8fd4\u56de"\u672a\u627e\u5230"，\u6807\u8bb0\u4e3a"\u6570\u636e\u7f3a\u5931"，\u7ee7\u7eed\u6267\u884c\u540e\u7eed\u6b65\u9aa4\u3002
    \n…
    \n""" <\/p>\n

    \u8fd0\u884c\u9a8c\u8bc1：\u5b8c\u6574\u7684\u591a\u5de5\u5177\u534f\u540c\u6d41\u7a0b<\/span><\/h3>\n

    \u8fd0\u884c\u00a001_test_cli.py，\u8f93\u5165：<\/p>\n

    \u4ea4\u4e92\u5c4f\u7ec4\u88c5A\u7ebf\u8bbe\u5907\u62a5\u9519E401，\u5e2e\u6211\u6392\u67e5\u4e00\u4e0b <\/p>\n

    Agent\u7684\u601d\u8003\u94fe\u5982\u4e0b：<\/p>\n

    Action: search_manual
    \nAction Input: {"fault_code": "E401"}
    \nObservation: \u3010\u667a\u8054\u5de5\u574a\u7ef4\u4fee\u624b\u518c\u5339\u914d\u3011
    \n\u4ea4\u4e92\u5c4fE401\u9519\u8bef：\u89e6\u6478\u5c4f\u9a71\u52a8\u901a\u4fe1\u8d85\u65f6，\u8bf7\u91cd\u542f\u5de5\u63a7\u673a\u5e76\u68c0\u67e5USB\u8fde\u63a5\u7ebf\u3002<\/p>\n

    Action: query_shift
    \nAction Input: {"line_name": "\u4ea4\u4e92\u5c4f\u7ec4\u88c5A\u7ebf"}
    \nObservation: {"status": "not_found", "message": "\u672a\u627e\u5230\u6392\u73ed\u6570\u636e", "suggestion": "\u7ee7\u7eed\u4e0b\u4e00\u6b65\u6392\u67e5"}<\/p>\n

    Action: query_spare_parts
    \nAction Input: {"part_name": "\u89e6\u6478\u5c4f\u9a71\u52a8"}
    \nObservation: {"status": "success", "part": "\u89e6\u6478\u5c4f", "inventory": {"status": "\u5145\u8db3", "quantity": 15, "location": "A-3-12"}}<\/p>\n

    Action: generate_work_order
    \nAction Input: {"line_name": "\u4ea4\u4e92\u5c4f\u7ec4\u88c5A\u7ebf", "fault_code": "E401", "solution": "\u91cd\u542f\u5de5\u63a7\u673a\u5e76\u68c0\u67e5USB\u8fde\u63a5\u7ebf", "spare_parts_status": "\u5145\u8db3", "assigned_shift": "\u767d\u73ed"}<\/p>\n

    Final Answer: \u5df2\u751f\u6210\u5de5\u5355 WO-20260804-4164 … <\/p>\n

    \u5173\u952e\u9a8c\u8bc1\u70b9：<\/p>\n

  • \n

    \u987a\u5e8f\u6267\u884c：Agent\u4e25\u683c\u6309\u7167 search_manual \u2192 query_shift \u2192 query_spare_parts \u2192 generate_work_order \u7684\u987a\u5e8f\u6267\u884c<\/p>\n<\/li>\n

  • \n

    \u4e2d\u95f4\u7ed3\u679c\u4f20\u9012：search_manual \u8fd4\u56de\u7684\u201c\u89e6\u6478\u5c4f\u9a71\u52a8\u201d\u88ab query_spare_parts \u4f5c\u4e3a\u8f93\u5165\u4f7f\u7528<\/p>\n<\/li>\n

  • \n

    \u5bb9\u9519\u5904\u7406：query_shift \u8fd4\u56de\u201c\u672a\u627e\u5230\u201d，Agent\u6ca1\u6709\u6b7b\u78d5，\u76f4\u63a5\u8df3\u5230\u4e0b\u4e00\u6b65<\/p>\n<\/li>\n

  • \n

    \u7ed3\u6784\u5316\u8f93\u51fa：generate_work_order \u8f93\u51fa\u4e86\u5305\u542b\u5de5\u5355\u7f16\u53f7\u3001\u6545\u969c\u7801\u3001\u5907\u4ef6\u72b6\u6001\u3001\u6267\u884c\u6b65\u9aa4\u7684\u5b8c\u6574\u5de5\u5355<\/p>\n<\/li>\n

    \u603b\u7ed3：\u4ef7\u503c\u63d0\u70bc<\/span><\/h3>\n

    \u672c\u6587\u89e3\u51b3\u4e86\u4ec0\u4e48：\u5c06\u4e00\u4e2a\u5355\u6b65\u7684\u201c\u95ee\u7b54Agent\u201d\u5347\u7ea7\u4e3a\u591a\u6b65\u7684\u201c\u4efb\u52a1\u89e3\u51b3Agent\u201d\u3002\u7528\u6237\u53ea\u9700\u8981\u8bf4\u201c\u8bbe\u5907\u62a5\u9519\u4e86\u201d，Agent\u81ea\u4e3b\u5b8c\u6210\u4ece\u67e5\u624b\u518c\u5230\u51fa\u5de5\u5355\u7684\u5b8c\u6574\u95ed\u73af\u3002<\/p>\n

    \u4e09\u4e2a\u5173\u952e\u8ba4\u77e5：<\/p>\n

  • \n

    \u4efb\u52a1\u5206\u89e3\u662f\u6838\u5fc3：\u591a\u5de5\u5177\u534f\u540c\u7684\u5173\u952e\u4e0d\u662f\u5de5\u5177\u591a，\u800c\u662fAgent\u80fd\u7406\u89e3\u201c\u5148\u505a\u4ec0\u4e48\u3001\u518d\u505a\u4ec0\u4e48\u201d\u3002Prompt\u4e2d\u7684\u987a\u5e8f\u5f15\u5bfc\u662f\u6210\u8d25\u7684\u5173\u952e\u3002<\/p>\n<\/li>\n

  • \n

    \u5bb9\u9519\u6bd4\u5b8c\u7f8e\u66f4\u91cd\u8981：\u771f\u5b9e\u573a\u666f\u4e2d，\u6570\u636e\u7f3a\u5931\u662f\u5e38\u6001\u3002Agent\u9700\u8981\u5b66\u4f1a\u201c\u8df3\u8fc7\u201d\u800c\u4e0d\u662f\u201c\u6b7b\u78d5\u201d\u3002\u5728Prompt\u4e2d\u660e\u786e\u5bb9\u9519\u89c4\u5219，\u6bd4\u5728\u4ee3\u7801\u4e2d\u5904\u7406\u5f02\u5e38\u66f4\u6709\u6548\u3002<\/p>\n<\/li>\n

  • \n

    \u624b\u52a8\u89e3\u6790\u53c2\u6570\u6bd4Pydantic\u6821\u9a8c\u66f4\u5065\u58ee：ReAct Agent\u4e60\u60ef\u628a\u53c2\u6570\u6253\u5305\u6210\u5d4c\u5957JSON，args_schema=None\u00a0+ \u624b\u52a8\u89e3\u6790\u662f\u7ed5\u8fc7\u8fd9\u4e2a\u5751\u7684\u6709\u6548\u65b9\u5f0f\u3002<\/p>\n<\/li>\n

    \u667a\u80fd\u5de5\u5382\u5bf9\u6807：\u672c\u65b9\u6848\u5bf9\u5e94GB\/T 39116-2020\u4e2d\u201c\u751f\u4ea7\u4f5c\u4e1a\u201d\u80fd\u529b\u57df（\u4e3b\u57df）\u2014\u2014\u5b9e\u73b0\u8bbe\u5907\u6545\u969c\u7684\u81ea\u52a8\u5316\u95ed\u73af\u5904\u7406；\u4ee5\u53ca\u201c\u6570\u636e\u8d44\u6e90\u201d\u80fd\u529b\u57df（\u8f85\u57df）\u2014\u2014\u5b9e\u73b0\u7ef4\u4fee\u77e5\u8bc6\u3001\u5907\u4ef6\u5e93\u5b58\u3001\u6392\u73ed\u6570\u636e\u7684\u8de8\u7cfb\u7edf\u534f\u540c\u3002\u53ef\u76f4\u63a5\u7528\u4e8e\u56fd\u5bb6\u667a\u80fd\u5236\u9020\u80fd\u529b\u6210\u719f\u5ea6\u4e09\u7ea7（\u96c6\u6210\u7ea7）\u7533\u62a5\u6750\u6599\u4e2d\u7684\u6280\u672f\u4f50\u8bc1\u3002<\/p>\n

    \u7cfb\u5217\u5bfc\u822a<\/span><\/h3>\n
      \n
    • \n

      \u672c\u6587\u6240\u5c5e\u7cfb\u5217：\u3010AI\u8d4b\u80fd\u6570\u636e\u5f00\u53d1\u5de5\u7a0b\u624b\u518c\u3011<\/p>\n<\/li>\n

    • \n

      \u4e0a\u4e00\u7bc7：Agent\u7684\u8bb0\u5fc6\u7cfb\u7edf：\u4ece\u77ed\u65f6\u8bb0\u5fc6\u5230\u957f\u65f6\u8bb0\u5fc6<\/p>\n<\/li>\n

    • \n

      \u4e0b\u4e00\u7bc7：\u300a\u6570\u636e\u8d28\u91cf\u667a\u80fd\u5de1\u68c0Agent\u300b（Case04，\u5373\u5c06\u53d1\u5e03）<\/p>\n<\/li>\n<\/ul>\n

      \u4e92\u52a8\u4e0e\u4ea4\u6d41<\/span><\/h3>\n

      \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u4f60\u5728\u5c06Agent\u4ece\u201c\u5355\u5de5\u5177\u201d\u5347\u7ea7\u5230\u201c\u591a\u5de5\u5177\u534f\u540c\u201d\u65f6，\u6709\u6ca1\u6709\u9047\u5230\u8fc7Agent\u201c\u4e0d\u77e5\u9053\u8be5\u5148\u8c03\u7528\u54ea\u4e2a\u5de5\u5177\u201d\u7684\u95ee\u9898？\u6216\u8005\u5de5\u5177\u4e4b\u95f4\u7684\u53c2\u6570\u4f20\u9012\u5361\u4f4f\u4e86？\u6b22\u8fce\u8bc4\u8bba\u533a\u5410\u69fd，\u54b1\u4eec\u4e00\u8d77\u804a\u804a\u2014\u2014\u8bf4\u5b9e\u8bdd，\u8ba9Agent\u5b66\u4f1a\u201c\u5206\u6b65\u6267\u884c\u201d\u8fd9\u4ef6\u4e8b，\u6211\u524d\u524d\u540e\u540e\u6298\u817e\u4e86\u597d\u51e0\u5929\u3002<\/p>\n

      \u5173\u4e8e\u4f5c\u8005<\/span><\/h3>\n

      \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u5236\u9020\u4e1a\u6570\u636e\u4e0eAI\u8df5\u884c\u8005\u8001\u848b，23\u5e74IT\u8001\u5175\u3002\u805a\u7126\u5236\u9020\u4e1a\u6570\u636e\u67b6\u6784\u4e0eAI\u878d\u5408\u843d\u5730\u3002\u5168\u6d41\u7a0b\u5b9e\u6218，\u5168\u6e90\u7801\u5f00\u6e90\u3002<\/p>\n<\/p>\n

      📌 \u6392\u5751\u7b14\u8bb0\u9884\u544a（\u4e3b\u6587\u5b8c\u6210\u540e\u4ea7\u51fa）<\/span><\/h3>\n\n\u7f16\u53f7\u6807\u9898\u53d1\u5e03\u60c5\u51b5<\/tr>\n\n\n\n\n
      \u5751T1<\/td>\nLangChain ReAct Agent \u5d4c\u5957 JSON \u62a5\u9519？args_schema=None \u89e3\u51b3 Field require<\/span>d<\/td>\n\u5df2\u53d1\u5e03<\/td>\n<\/tr>\n
      \u5751T2<\/td>\n\u300a\u4e0d\u8981\u8ba9\u4f60\u7684Agent\u201c\u540a\u6b7b\u201d\u5728\u4e00\u68f5\u6811\u4e0a：\u5de5\u5177\u8fd4\u56de\u201c\u672a\u627e\u5230\u201d\u65f6\u7684\u5bb9\u9519\u8bbe\u8ba1\u300b<\/td>\n\u4e3b\u6587\u53d1\u5e03\u540e\u7b2c3\u5929<\/td>\n<\/tr>\n
      \u5751T3<\/td>\n\u300aMarkdown\u4ee3\u7801\u5757 vs \u7eaf\u51c0JSON：LangChain\u5de5\u5177\u8c03\u7528\u7684\u683c\u5f0f\u6218\u4e89\u300b<\/td>\n\u4e3b\u6587\u53d1\u5e03\u540e\u7b2c5\u5929<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n","protected":false},"excerpt":{"rendered":"

      \u3010\u5bfc\u822a\u53f0\u8d26\u3011\u5236\u9020\u4e1a\u6570\u636e\u4e0eAI\u8df5\u884c\u8005\u8001\u848b\u7684\u6280\u672f\u535a\u5ba2\u5168\u7cfb\u5217\u6587\u7ae0\u6c47\u603b（\u6301\u7eed\u66f4\u65b0）
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