{"id":104240,"date":"2026-09-12T06:57:03","date_gmt":"2026-09-11T22:57:03","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/104240.html"},"modified":"2026-09-12T06:57:03","modified_gmt":"2026-09-11T22:57:03","slug":"2026%e5%a4%a7%e5%8e%82agent%e5%bc%80%e5%8f%91%e5%b2%97%e9%9d%a2%e8%af%95%e7%9c%9f%e9%a2%98%e5%85%a8%e8%a7%a3%e6%9e%90%ef%bc%9aagent-%e5%9f%ba%e7%a1%80%e4%b8%8e%e8%ae%be%e8%ae%a1%ef%bc%8c11%e5%a4%a7","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/104240.html","title":{"rendered":"2026\u5927\u5382Agent\u5f00\u53d1\u5c97\u9762\u8bd5\u771f\u9898\u5168\u89e3\u6790\uff1aAgent \u57fa\u7840\u4e0e\u8bbe\u8ba1\uff0c11\u5927\u7c7b107\u9053\u9ad8\u9891\u9898+\u5b8c\u6574\u7b54\u6848\uff08\u4e07\u5b57\u957f\u6587\uff09"},"content":{"rendered":"<\/p>\n<h4>\u6587\u7ae0\u76ee\u5f55<\/h4>\n<ul>\n<li>\n<ul>\n<li>\n<ul>\n<li>\u8ba4\u77e5\u3001\u67b6\u6784\u4e0e\u9879\u76ee\u8868\u8ff0<\/li>\n<li>\n<ul>\n<li>1. \u81ea\u6211\u4ecb\u7ecd\uff08\u5efa\u8bae\u63a7\u5236\u5728 2 \u5206\u949f\u5185\uff0c\u7a81\u51fa\u4e0e\u5927\u6a21\u578b \/ Agent \u76f8\u5173\u7684\u7ecf\u5386\uff09\u3002<\/li>\n<li>2. \u7b80\u5355\u8bb2\u4e00\u4e2a\u4f60\u6700\u6709\u4ee3\u8868\u6027\u7684\u9879\u76ee\uff0c\u4f60\u5728\u5176\u4e2d\u89e3\u51b3\u7684\u6700\u5173\u952e\u95ee\u9898\u662f\u4ec0\u4e48\uff1f\u8ffd\u95ee\uff1a\u8fd9\u4e2a\u9879\u76ee\u7684\u6574\u4f53\u6d41\u7a0b\u662f\u600e\u6837\u7684\uff1f\u4f60\u5177\u4f53\u8d1f\u8d23\u54ea\u4e00\u90e8\u5206\u3001\u600e\u4e48\u505a\u51b3\u7b56\u7684\uff1f\u9047\u5230\u7684\u6700\u5927\u6311\u6218\u662f\u4ec0\u4e48\u3001\u600e\u4e48\u89e3\u51b3\u7684\uff1f<\/li>\n<li>3. \u4f60\u5982\u4f55\u7406\u89e3 Agent\uff1f\u76f8\u6bd4\u4f20\u7edf\u5e94\u7528\uff0c\u5b83\u5177\u5907\u54ea\u4e9b\u6838\u5fc3\u80fd\u529b\uff1f<\/li>\n<li>4. AI Agent \u548c\u666e\u901a LLM Chatbot \u6709\u4ec0\u4e48\u533a\u522b\uff1f\u4e00\u4e2a\u5b8c\u6574\u7684 Agent \u901a\u5e38\u7531\u54ea\u4e9b\u6a21\u5757\u7ec4\u6210\uff1f<\/li>\n<li>5. Agent \u548c\u4f20\u7edf LLM \u5de5\u4f5c\u6d41\uff08Workflow\uff09\u7684\u672c\u8d28\u533a\u522b\u662f\u4ec0\u4e48\uff1f\u4ec0\u4e48\u573a\u666f\u4e0d\u8be5\u7528 Agent\uff1f<\/li>\n<li>6. \u5982\u679c\u8ba9\u4f60\u8bbe\u8ba1\u4e00\u4e2a Agent \u5e94\u7528\uff0c\u9700\u8981\u4ece\u54ea\u4e9b\u65b9\u9762\u6574\u4f53\u89c4\u5212\uff1f\u5982\u679c\u4ece\u96f6\u8bbe\u8ba1\u4e00\u4e2a Agent\uff0c\u9700\u8981\u8003\u8651\u54ea\u4e9b\u6838\u5fc3\u6a21\u5757\uff1f<\/li>\n<li>7. \u753b\u4e00\u4e0b\u9879\u76ee\u7684\u6574\u4f53\u67b6\u6784\uff0c\u89c4\u5212\u3001\u8bb0\u5fc6\u3001\u5de5\u5177\u548c\u6267\u884c\u5c42\u5206\u522b\u600e\u4e48\u8bbe\u8ba1\uff1f\u9879\u76ee\u7684\u6574\u4f53\u5de5\u4f5c\u6d41\u662f\u600e\u6837\u7684\uff1f\u5404\u6a21\u5757\u5982\u4f55\u5de5\u4f5c\uff1f<\/li>\n<li>8. \u8bb2\u4e00\u4e2a\u4f60\u843d\u5730\u8fc7\u7684 AI Agent \u9879\u76ee\uff0c\u4f60\u5728\u91cc\u9762\u8d1f\u8d23\u54ea\u4e00\u5c42\uff08Harness \/ RAG \/ \u5de5\u5177\u5c42 \/ \u8bc4\u6d4b\uff09\uff1f\u4ece\u7528\u6237\u4e00\u53e5\u8bdd\u8fdb\u6765\u5230\u6700\u7ec8\u8c03\u5de5\u5177\u51fa\u7ed3\u679c\uff0c\u5168\u94fe\u8def\u753b\u4e00\u904d\u3002<\/li>\n<li>9. \u4f60\u5728 Agent \u9879\u76ee\u91cc\u8d1f\u8d23\u54ea\u4e9b\u6a21\u5757\uff1f\u54ea\u4e9b\u90e8\u5206\u662f\u81ea\u5df1\u72ec\u7acb\u5b8c\u6210\u7684\uff1f\u8fd9\u4e2a\u9879\u76ee\u662f\u72ec\u7acb\u5b8c\u6210\u8fd8\u662f\u53c2\u8003\u4e86\u5f00\u6e90\u9879\u76ee\uff1f<\/li>\n<li>10. \u9879\u76ee\u4e2d\u6700\u6709\u6311\u6218\u7684\u90e8\u5206\u662f\u4ec0\u4e48\uff1f\u4e2a\u4eba\u8d1f\u8d23\u4ec0\u4e48\uff1f\u6700\u7ec8\u4ea7\u51fa\u5982\u4f55\uff1f\u6700\u5927\u96be\u70b9\u53ca\u89e3\u51b3\u65b9\u6848\u662f\u4ec0\u4e48\uff1f<\/li>\n<li>11. \u9879\u76ee\u662f\u4e2a\u4eba\u7684\u5417\uff1f\u4e0a\u7ebf\u4e86\u5417\uff1f\u6709\u771f\u5b9e\u7528\u6237\u5927\u89c4\u6a21\u4e0a\u7ebf\u5417\uff1f\u7b80\u5386\u6570\u5b57\u771f\u5b9e\u6027\uff0c\u662f\u7ebf\u4e0a\u6570\u636e\u8fd8\u662f\u81ea\u6d4b\uff1f<\/li>\n<li>12. \u9879\u76ee\u91cc\u6700\u96be\u7684 Agent \u6545\u969c\u662f\u54ea\u6b21\uff1f\u72b6\u6001\u9519\u4e71\u8fd8\u662f\u5de5\u5177\u8d85\u65f6\uff1f\u600e\u4e48\u5b9a\u4f4d\u7684\uff1f<\/li>\n<li>13. \u7ed3\u5408\u9879\u76ee\u8bb2\u4e00\u4e2a\u6700\u96be\u5b9a\u4f4d\u7684\u7ebf\u4e0a\u95ee\u9898\uff08\u5982\u5e7b\u89c9\u3001\u5de5\u5177\u8bef\u8c03\u7528\u6216\u5ef6\u8fdf\u8fc7\u9ad8\uff09\uff0c\u4f60\u662f\u600e\u4e48\u627e\u5230\u539f\u56e0\u5e76\u4fee\u590d\u7684\uff1f<\/li>\n<li>14. \u5173\u4e8e Agent \u7684\u4f18\u7f3a\u70b9\u548c\u53d1\u5c55\u524d\u666f\uff0c\u4f60\u600e\u4e48\u770b\uff1f<\/li>\n<li>15. \u4f60\u4e4b\u524d\u5b9e\u4e60\u4e2d\u505a\u8fc7\u7684\u6a21\u5757\uff08\u5982\u7528\u6237\u753b\u50cf\uff09\u4e0e\u5f53\u524d\u5c97\u4f4d\u804c\u8d23\u6709\u591a\u5927\u4ea4\u53c9\uff1f\u8fd9\u90e8\u5206\u5177\u4f53\u662f\u600e\u4e48\u505a\u7684\uff1f<\/li>\n<li>16. \u8bb2\u4e00\u4e0b\u4f60\u4e4b\u524d\u5b9e\u4e60\u7684 Agent \u7684\u8bbe\u8ba1\u903b\u8f91\uff0c\u4ee5\u53ca\u521b\u65b0\u65b9\u6cd5\u662f\u5982\u4f55\u5b9e\u73b0\u7684\uff1f<\/li>\n<li>17. \u7b80\u5355\u4ecb\u7ecd\u9879\u76ee\u540e\uff0c\u4f60\u6709\u54ea\u4e9b\u9879\u76ee\u6700\u60f3\u8ddf\u9762\u8bd5\u5b98\u5206\u4eab\uff1f\u8bf7\u5c55\u5f00\u8bb2\u8bb2\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\u89c4\u5212\u4e0e\u63a8\u7406<\/li>\n<li>\n<ul>\n<li>1. \u5728 Agent \u7684\u8bbe\u8ba1\u4e2d\uff0c\\&#8221;\u89c4\u5212\u80fd\u529b\\&#8221;\u81f3\u5173\u91cd\u8981\u3002\u76ee\u524d\u6709\u54ea\u4e9b\u4e3b\u6d41\u65b9\u6cd5\u53ef\u4ee5\u8d4b\u4e88 LLM \u89c4\u5212\u80fd\u529b\uff1f\uff08\u4f8b\u5982 CoT\u3001ToT\u3001GoT\uff09<\/li>\n<li>2. Agent \u89c4\u5212\u80fd\u529b\u5982\u4f55\u5b9e\u73b0\uff1f\u591a\u4efb\u52a1\u534f\u540c\u600e\u4e48\u505a\uff1f<\/li>\n<li>3. ReAct \u6846\u67b6\u7684\u6838\u5fc3\u601d\u60f3\u662f\u4ec0\u4e48\uff1f\u4e3a\u4ec0\u4e48\u5b83\u6bd4\u7eaf prompting \u5728\u590d\u6742\u4efb\u52a1\u4e0a\u8868\u73b0\u66f4\u597d\uff1f<\/li>\n<li>4. ReAct \u548c Plan-and-Execute \u7684\u53d6\u820d\uff1f\u957f\u4efb\u52a1\u91cc\u4f60\u4e3a\u4ec0\u4e48\u9009\u5176\u4e2d\u4e00\u4e2a\uff1f<\/li>\n<li>5. Agent \u7684\u4efb\u52a1\u662f\u600e\u4e48\u62c6\u5206\u7684\uff1f\u62c6\u5206\u7c92\u5ea6\u600e\u4e48\u786e\u5b9a\uff1f\u62c6\u592a\u7ec6\u548c\u62c6\u592a\u7c97\u5206\u522b\u6709\u4ec0\u4e48\u95ee\u9898\uff1f<\/li>\n<li>6. \u9879\u76ee\u91cc\u7684 Modular Agent \u662f\u5982\u4f55\u5b9e\u73b0\u591a\u6b65\u89c4\u5212\u7684\uff1f<\/li>\n<li>7. \u5982\u679c\u8ba9\u4f60\u8bbe\u8ba1\u4e00\u4e2a\u80fd\u884c\u7a0b\u89c4\u5212\u7684\u65c5\u884c Agent\uff0c\u4f60\u4f1a\u5982\u4f55\u62c6\u89e3\u4efb\u52a1\uff1f\u5404\u5b50 Agent \u804c\u8d23\u600e\u4e48\u5212\u5206\uff1f<\/li>\n<li>8. \u5982\u679c\u7528\u6237\u8fde\u7eed\u8ffd\u95ee\\&#8221;\u4e3a\u4ec0\u4e48\u9009\u8fd9\u5bb6\u9152\u5e97\uff1f\\&#8221;\uff0cAgent \u5982\u4f55\u56de\u6eaf\u51b3\u7b56\u94fe\u5e76\u7ed9\u51fa\u53ef\u89e3\u91ca\u7406\u7531\uff1f<\/li>\n<\/ul>\n<\/li>\n<li>Prompt \u5de5\u7a0b\u4e0e\u7ed3\u6784\u5316\u8f93\u51fa<\/li>\n<li>\n<ul>\n<li>1. \u4f60\u7684 Agent \u7cfb\u7edf Prompt \u662f\u600e\u4e48\u8bbe\u8ba1\u548c\u8fed\u4ee3\u7684\uff1f\u6709\u6ca1\u6709\u505a\u8fc7 Prompt \u81ea\u52a8\u4f18\u5316\uff1f\u5f53\u7528\u6237\u63d0\u51fa\u4e0d\u5b8c\u6574\u7684\u8bf7\u6c42\u65f6\uff0c\u5982\u4f55\u8865\u5168\u7528\u6237\u610f\u56fe\uff1f<\/li>\n<li>2. Prompt \u901a\u5e38\u600e\u4e48\u7ec4\u7ec7\uff1fFew-shot\u3001CoT \u548c System Prompt \u5206\u522b\u653e\u5728\u54ea\u91cc\uff1f\u5982\u4f55\u51cf\u5c11\u5e7b\u89c9\uff1f<\/li>\n<li>3. \u5982\u4f55\u8bbe\u8ba1\u6709\u6548\u7684\u63d0\u793a\u8bcd\uff1f\u6709\u54ea\u4e9b\u5b9e\u7528\u6280\u5de7\uff1f\u63d0\u793a\u5de5\u7a0b\u7684\u4e3b\u8981\u65b9\u6cd5\u6709\u54ea\u4e9b\uff1f\u6709\u54ea\u4e9b\u4f18\u5316\u6280\u5de7\uff1f<\/li>\n<li>4. \u63d0\u793a\u8bcd\u6a21\u677f\u662f\u600e\u4e48\u8bbe\u8ba1\u4e0e\u8fed\u4ee3\u7684\uff1f\u5982\u4f55\u5224\u65ad\u4e00\u4e2a prompt \u6a21\u677f\u771f\u7684\u53d8\u597d\u4e86\uff1f<\/li>\n<li>5. Prompt \u81ea\u52a8\u63a8\u8350\u6a21\u5757\u7528\u4e86\u54ea\u4e9b\u4f18\u5316\u7b56\u7565\uff1f\u6709\u6ca1\u6709\u5c1d\u8bd5\u8fc7 Prompt \u538b\u7f29\u6216 embedding \u8868\u793a\u7684\u65b9\u5f0f\uff1f<\/li>\n<li>6. \u4f60\u505a Prompt \u4f18\u5316\u65f6\uff0c\u662f\u5982\u4f55\u5224\u65ad\u4f18\u5316\u540e\u7684 Prompt \u5728 Agent \u63a8\u7406\u94fe\u8def\u4e2d\u6027\u80fd\u63d0\u5347\u7684\uff1f\u7528\u4ec0\u4e48\u6307\u6807\u6765\u8861\u91cf\uff1f<\/li>\n<li>7. \u9664\u4e86\u57fa\u7840\u7ea6\u675f\u5916\uff0c\u8fd8\u4f7f\u7528\u8fc7\u54ea\u4e9b Prompt \u4f18\u5316\u65b9\u6cd5\uff1f<\/li>\n<li>8. \u5982\u4f55\u63d0\u5347\u6a21\u578b\u7ed3\u6784\u5316\u8f93\u51fa\u7684\u7a33\u5b9a\u6027\u548c\u53ef\u89e3\u6790\u6027\uff1f\u8ffd\u95ee\uff1a\u6a21\u578b\u628a\u6570\u503c\u8f93\u51fa\u6210\u4e86\u5e26\u4e2d\u6587\u5355\u4f4d\u7684\u5b57\u7b26\u4e32\uff0c\u600e\u4e48\u5904\u7406\uff1f<\/li>\n<li>9. \u6570\u636e\u7684\u8f93\u5165\u8f93\u51fa\u683c\u5f0f\u5982\u4f55\u4fdd\u8bc1\u5927\u6a21\u578b\u8f93\u51fa\u7a33\u5b9a\u7684 JSON\uff1f\u505a\u4e86\u54ea\u4e9b\u5de5\u4f5c\uff1f<\/li>\n<li>10. \u5927\u6a21\u578b\u8f93\u51fa\u524d\u540e\u4e0d\u4e00\u81f4\u600e\u4e48\u529e\uff1f\u5982\u4f55\u786e\u4fdd\u5927\u6a21\u578b\u8f93\u51fa\u5185\u5bb9\u7684\u4e00\u81f4\u6027\uff1f<\/li>\n<\/ul>\n<\/li>\n<li>\u4e0a\u4e0b\u6587\u7ba1\u7406<\/li>\n<li>\n<ul>\n<li>1. \u4e0a\u4e0b\u6587\u662f\u5982\u4f55\u6784\u5efa\u7684\uff1f\u600e\u4e48\u907f\u514d\u4e0a\u4e0b\u6587\u6c61\u67d3\u6216\u4fe1\u606f\u51b2\u7a81\uff1f<\/li>\n<li>2. \u5982\u679c\u4e0a\u4e0b\u6587\u7a97\u53e3\u4e0d\u591f\uff0c\u4f60\u4f1a\u4f18\u5148\u4fdd\u7559\u54ea\u4e9b\u4fe1\u606f\uff1f\u6709\u6ca1\u6709\u505a\u8fc7\u538b\u7f29\uff1f<\/li>\n<li>3. \u591a\u8f6e\u5bf9\u8bdd\u4e0a\u4e0b\u6587\u72b6\u6001\u7ba1\u7406\u662f\u5982\u4f55\u505a\u7684\uff1f\u5982\u4f55\u5728\u9ad8\u5e76\u53d1\u573a\u666f\u4e0b\u4fdd\u8bc1\u4e00\u81f4\u6027\uff1f<\/li>\n<li>4. \u5bf9\u8bdd\u8d85\u8fc7\u4e0a\u4e0b\u6587\u7a97\u53e3\u540e\u600e\u4e48\u538b\u7f29\uff1f\u6458\u8981\u548c\u5411\u91cf\u68c0\u7d22\u5e94\u8be5\u600e\u4e48\u914d\u5408\uff1f<\/li>\n<li>5. Agent \u8fd0\u884c\u4e0a\u4e0b\u6587\u5982\u4f55\u7ba1\u7406\uff1f\u5982\u4f55\u907f\u514d\u4e0a\u4e0b\u6587\u8fc7\u957f\u5bfc\u81f4\u6a21\u578b\u6548\u679c\u4e0b\u964d\uff1f<\/li>\n<li>6. \u4e0a\u4e0b\u6587\u538b\u7f29\uff08Context Compression\uff09\u6280\u672f\u4e86\u89e3\u591a\u5c11\uff1f\u4e3a\u4ec0\u4e48 Agent \u573a\u666f\u9700\u8981\u4e0a\u4e0b\u6587\u4f18\u5316\uff1f<\/li>\n<li>7. \u4e0a\u4e0b\u6587\u4e3a\u4ec0\u4e48\u9700\u8981\u538b\u7f29\uff1f\u538b\u7f29\u540e\u4e22\u5931\u7ec6\u8282\u5982\u4f55\u5904\u7406\uff1f<\/li>\n<li>8. Harness \u5de5\u7a0b\u91cc\\&#8221;\u4e0a\u4e0b\u6587\u538b\u7f29\\&#8221;\u4f60\u4eec\u505a\u4e86\u51e0\u5c42\uff1a\u6ed1\u7a97\u3001\u6458\u8981\u3001\u5173\u952e\u5e27\u4fdd\u7559\u3001\u5de5\u5177\u7ed3\u679c\u88c1\u526a\uff1f\u5404\u81ea token \u8282\u7701\u591a\u5c11\uff1f<\/li>\n<li>9. AI Coding \u573a\u666f\u91cc\uff0c\u8ba9 Agent \u6539\u4e00\u4e2a\u8de8\u6587\u4ef6 Bug\uff0c\u4e0a\u4e0b\u6587\u600e\u4e48\u88c1\u526a\uff1f\uff08\u4e0d\u4f1a\u628a\u6574\u4e2a\u4ed3\u5e93\u585e\u8fdb prompt \u5427\uff09<\/li>\n<li>10. \u591a\u8f6e\u5bf9\u8bdd\u91cc\u7528\u6237\u8bf4\\&#8221;\u521a\u624d\u90a3\u4e2a\u6539\u6210 MySQL\\&#8221;\uff0c\u4f60\u600e\u4e48\u628a\u6307\u4ee3\u6d88\u6b67\u5230\u524d\u4e00\u8f6e\u7684\u5177\u4f53\u5b9e\u4f53\uff1f<\/li>\n<\/ul>\n<\/li>\n<li>\u6846\u67b6\u9009\u578b\u4e0e LangChain \/ LangGraph<\/li>\n<li>\n<ul>\n<li>1. \u6709\u6ca1\u6709\u7528\u5230\u7c7b\u4f3c AutoGen \u6216 LangChain \u7684\u6846\u67b6\uff1f\u4e3a\u4ec0\u4e48\u9009\u8fd9\u4e2a\u6846\u67b6\uff1f<\/li>\n<li>2. \u4f60\u7528\u8fc7\u54ea\u4e9b Agent \u6846\u67b6\uff1f\u9009\u578b\u662f\u5982\u4f55\u9009\u7684\uff1f\u4f60\u6700\u7ec8\u573a\u666f\u7684\u8bc4\u4ef7\u6307\u6807\u662f\u4ec0\u4e48\uff1f<\/li>\n<li>3. \u4ecb\u7ecd\u4e00\u4e9b Agent \u7684\u5b9e\u73b0\u6846\u67b6\uff0c\u8fd9\u4e9b\u6846\u67b6\u6709\u4ec0\u4e48\u533a\u522b\uff1f<\/li>\n<li>4. \u4e86\u89e3\u54ea\u4e9b agent \u5f00\u53d1\u6846\u67b6\uff0c\u4f8b\u5982 LangChain \u548c LlamaIndex\uff0c\u4ed6\u4eec\u6838\u5fc3\u5e94\u7528\u573a\u666f\u6709\u4f55\u4e0d\u540c\uff1f<\/li>\n<li>5. LangChain \u6709\u54ea\u4e9b\u6838\u5fc3\u7ec4\u4ef6\uff1fLCEL \u548c\u4f20\u7edf Chain \u76f8\u6bd4\u89e3\u51b3\u4e86\u4ec0\u4e48\u95ee\u9898\uff1fLCEL \u4e3a\u4ec0\u4e48\u6bd4\u8001 Chain \u7c7b\u597d\uff1f<\/li>\n<li>6. LangChain \u7684 Chain \u548c Agent \u672c\u8d28\u533a\u522b\u662f\u4ec0\u4e48\uff1f\u4e3a\u4ec0\u4e48\u751f\u4ea7\u91cc\u4e0d\u5168\u7528 Agent\uff1f<\/li>\n<li>7. LangGraph \u548c LangChain \\&#8217;AgentExecutor\\&#8217; \u6709\u4ec0\u4e48\u533a\u522b\uff1f\u590d\u6742\u4efb\u52a1\u4e3a\u4ec0\u4e48\u66f4\u9002\u5408\u7528 LangGraph\uff1f<\/li>\n<li>8. LangGraph \u9002\u7528\u4e8e\u4ec0\u4e48\u573a\u666f\uff1fLangGraph \u6784\u5efa Agent \u7684\u65b9\u5f0f\u6709\u54ea\u51e0\u79cd\uff1f<\/li>\n<li>9. \u7528 LangGraph \u5b9e\u73b0\u591a\u8f6e\u5bf9\u8bdd Agent\uff0c\u76f8\u6bd4\u624b\u5199 prompt \u6d41\u7a0b\u6709\u54ea\u4e9b\u5de5\u7a0b\u548c\u6548\u679c\u4f18\u52bf\uff1f<\/li>\n<li>10. LangChain \u548c LangGraph \u5728\u4f60\u9879\u76ee\u91cc\u5206\u522b\u627f\u62c5\u4ec0\u4e48\uff1f\u4e3a\u4ec0\u4e48\u540e\u671f\u8981\u5207\u5230 LangGraph\uff1f<\/li>\n<li>11. StateGraph \u4e2d\u7684\u8282\u70b9\u3001\u666e\u901a\u8fb9\u548c\u6761\u4ef6\u5206\u652f\u600e\u4e48\u5b9a\u4e49\uff1fCheckpointer \u89e3\u51b3\u4e86\u4ec0\u4e48\u95ee\u9898\uff1f<\/li>\n<li>12. LangGraph \u7684 State\u3001Node\u3001Edge \u600e\u4e48\u8bbe\u8ba1\u7684\uff1freducer \u600e\u4e48\u5199\uff1f<\/li>\n<li>13. StateGraph \u91cc Node \/ Edge \/ State \u4e09\u4ef6\u5957\uff0c\u4f60\u4eec State \u662f TypedDict \u8fd8\u662f Pydantic\uff1fReducer \u600e\u4e48\u5199\uff1f<\/li>\n<li>14. LangGraph checkpoint \u7528 MemorySaver \u8fd8\u662f PostgresSaver\uff1fthread_id \u600e\u4e48\u548c\u7528\u6237\u4f1a\u8bdd\u7ed1\u5b9a\uff1f<\/li>\n<li>15. Conditional Edge \u600e\u4e48\u907f\u514d Agent \u5728\\&#8221;\u68c0\u7d22-\u91cd\u89c4\u5212\\&#8221;\u4e4b\u95f4\u6b7b\u5faa\u73af\uff1f\u6700\u5927\u6b65\u6570\u548c\u5916\u5c42 timeout \u8c01\u515c\u5e95\uff1f<\/li>\n<li>16. \u4e2d\u65ad\u6062\u590d\u600e\u4e48\u505a\uff1f\u4eba\u673a\u786e\u8ba4\u8282\u70b9\u843d\u5728\u56fe\u7684\u54ea\uff1f\u975e\u5e42\u7b49\u5de5\u5177\uff08\u6bd4\u5982\u771f\u4e0b\u5355\uff09\u600e\u4e48\u9632\u91cd\u653e\uff1f<\/li>\n<li>17. \u6280\u672f\u9009\u578b\uff1aLangGraph vs \u81ea\u7814 while-loop harness\uff0c\u4ec0\u4e48\u4f53\u91cf\u4e0b\u540e\u8005\u66f4\u5408\u9002\uff1f<\/li>\n<li>18. \u4f60\u5e26\u961f\u6216\u4e3b\u5bfc\u7684 Agent \u9879\u76ee\uff0c\u6280\u672f\u9009\u578b\u65f6 LangChain \u751f\u6001 vs \u81ea\u7814 Harness \u4f60\u600e\u4e48\u62cd\u677f\uff1f<\/li>\n<li>19. \u6a21\u578b\u9009\u578b\u4e3b\u8981\u5173\u6ce8\u54ea\u4e9b\u6307\u6807\uff08\u6548\u679c\u3001\u5ef6\u8fdf\u3001\u6210\u672c\u3001\u4e0a\u4e0b\u6587\u957f\u5ea6\uff09\uff1f\u4e3a\u4ec0\u4e48\u9009\u62e9\u5f53\u524d\u6a21\u578b\uff1f\u662f\u5426\u5bf9\u6bd4\u8fc7\u5176\u4ed6\u6a21\u578b\uff1f<\/li>\n<\/ul>\n<\/li>\n<li>Harness \u4e0e AI Coding<\/li>\n<li>\n<ul>\n<li>1. Harness \u5c42\u4f60\u7406\u89e3\u662f\u4ec0\u4e48\uff1fAgent loop \u91cc\u72b6\u6001\u3001\u8bb0\u5fc6\u3001\u5de5\u5177\u3001\u89c2\u6d4b\u56db\u4ef6\u4e8b\u5206\u522b\u653e\u54ea\uff1f<\/li>\n<li>2. \u5982\u4f55\u7406\u89e3 Spec Coding \u548c Harness\uff1f<\/li>\n<li>3. Harness \u4e3a\u4ec0\u4e48\u53ef\u80fd\u63d0\u5347 Agent \u7684\u4efb\u52a1\u5b8c\u6210\u80fd\u529b\uff1f<\/li>\n<li>4. Codex \/ Claude Code \u7c7b harness \u4f60\u5b9e\u6218\u8fc7\u6ca1\uff1ffork \u8fc7 deep-agent \u6ca1\uff1fupstream \u51b2\u7a81\u600e\u4e48\u5904\u7406\uff1f<\/li>\n<li>5. Codex \u5b9e\u6218\u9898\uff1a\u8ba9 Agent \u6539\u4e00\u4e2a Java Spring \u63a5\u53e3\u5e76\u8dd1\u901a\u5355\u5143\u6d4b\u8bd5\uff0charness \u600e\u4e48\u9694\u79bb\u6c99\u7bb1\u3001\u600e\u4e48\u628a\u7f16\u8bd1\u9519\u8bef\u5582\u56de\u6a21\u578b\uff1f<\/li>\n<li>6. AI Coding Agent \u8dd1 CI \u524d\u600e\u4e48\u9632\u5b83\u628a\u5bc6\u94a5\u5199\u8fdb\u4ee3\u7801\u63d0\u4ea4\uff1f\u6c99\u7bb1\u548c\u6743\u9650\u8fb9\u754c\u600e\u4e48\u753b\uff1f<\/li>\n<li>7. \u4f60\u662f\u5426\u5199\u8fc7 Skill\uff1f\u901a\u5e38\u5982\u4f55\u8bbe\u8ba1\u548c\u8bc4\u4f30\u4e00\u4e2a Skill\uff1f<\/li>\n<li>8. \u5e38\u7528\u54ea\u4e9b AI Coding \u5de5\u5177\uff1f\u4f7f\u7528 Claude Code \u65f6\u6709\u54ea\u4e9b\u4e60\u60ef\uff1f<\/li>\n<li>9. Vibe Coding \u662f\u4ec0\u4e48\uff1f\u4f18\u7f3a\u70b9\uff1f\u4f7f\u7528 AI Coding \u5de5\u5177\u9047\u5230\u7684\u95ee\u9898\u53ca\u89e3\u51b3\u65b9\u6848\uff1f\u628a AI \u7f16\u7a0b\u6d41\u7a0b\u62bd\u8c61\u6210\u4e00\u4e2a Skill\u3002<\/li>\n<li>10. \u65e5\u5e38\u4f7f\u7528\u54ea\u4e9b AI \u5de5\u5177\uff1f\u5982\u4f55\u7406\u89e3 MCP\u3001Skill \u548c CLI \u7684\u4f5c\u7528\uff1f<\/li>\n<\/ul>\n<\/li>\n<li>\u610f\u56fe\u8bc6\u522b<\/li>\n<li>\n<ul>\n<li>1. \u5bf9\u8bdd\u7cfb\u7edf\u91cc\u7684\u610f\u56fe\u8bc6\u522b\u600e\u4e48\u505a\uff1f\u89c4\u5219\u3001\u5c0f\u6a21\u578b\u548c LLM \u5206\u7c7b\u5206\u522b\u9002\u5408\u4ec0\u4e48\u573a\u666f\uff0c\u8fb9\u754c\u5728\u54ea\uff1f<\/li>\n<li>2. \u7528 LLM \u505a\u610f\u56fe\u5206\u7c7b\u65f6\uff0cZero-shot \u548c Few-shot \u600e\u4e48\u9009\uff1f\u6837\u672c\u5f88\u5c11\u65f6\u5982\u4f55\u4fdd\u8bc1\u7a33\u5b9a\u6027\uff1f<\/li>\n<li>3. \u662f\u5426\u505a\u8fc7\u610f\u56fe\u8bc6\u522b\uff1f\u5982\u679c\u8981\u505a\u610f\u56fe\u8bc6\u522b\uff0c\u53ef\u4ee5\u600e\u4e48\u5b9e\u73b0\uff1f<\/li>\n<li>4. \u610f\u56fe\u8bc6\u522b\u4f60\u600e\u4e48\u505a\uff1f\u89c4\u5219 + \u5206\u7c7b\u6a21\u578b + LLM \u4e09\u5957\u65b9\u6848\u8bf4\u4e0b\u53d6\u820d\uff0c\u5ea7\u8231\u573a\u666f\u4e0b\u8bef\u89e6\u600e\u4e48\u529e\uff1f<\/li>\n<li>5. \u4f60\u7b80\u5386\u4e2d\u7684\u5ba2\u670d Agent \u9879\u76ee\uff0c\u662f\u5982\u4f55\u5224\u65ad\u7528\u6237\u610f\u56fe\u662f\u5426\u9700\u8981\u8c03\u7528\u5916\u90e8 API \u7684\uff1f\u7528\u4e86\u5206\u7c7b\u6a21\u578b\u8fd8\u662f prompt \u5224\u65ad\uff1f<\/li>\n<li>6. \u610f\u56fe\u8bc6\u522b\u6a21\u5757\u7ebf\u4e0a badcase\uff1a\u7528\u6237\u8bf4\\&#8221;\u628a\u4e0a\u5468\u62a5\u8868\u53d1\u6211\\&#8221;\u4f46\u6ca1\u8bf4\u53d1\u54ea\u3001\u53d1\u7ed9\u8c01\uff0cAgent \u8be5\u5835\u4f4f\u8fd8\u662f\u53cd\u95ee\u8fd8\u662f\u9ed8\u8ba4\uff1f<\/li>\n<\/ul>\n<\/li>\n<li>\u8bc4\u4f30\u3001\u8fed\u4ee3\u4e0e\u5de5\u7a0b\u5316<\/li>\n<li>\n<ul>\n<li>1. \u5982\u4f55\u8bc4\u4f30 Agent \u6548\u679c\uff1f\u4efb\u52a1\u5b8c\u6210\u7387\u3001\u5de5\u5177\u9009\u62e9\u51c6\u786e\u7387\u3001\u63a8\u8350\u56de\u7b54\u6b63\u786e\u6027\u548c\u4eba\u5de5\u63a5\u7ba1\u7387\u5206\u522b\u600e\u4e48\u7edf\u8ba1\uff1f<\/li>\n<li>2. Agent \u8bc4\u4f30\u4f53\u7cfb\u5305\u62ec\u54ea\u4e9b\u7ef4\u5ea6\uff1f\u5982\u4f55\u8861\u91cf planning \u80fd\u529b\u548c hallucination rate\uff1f<\/li>\n<li>3. \u4f60\u4eec Agent \u8bc4\u6d4b\u96c6\u600e\u4e48\u5efa\uff1f\u4efb\u52a1\u5b8c\u6210\u7387\u3001\u5de5\u5177\u51c6\u786e\u7387\u3001\u5e7b\u89c9\u7387\u5206\u522b\u600e\u4e48\u91cf\u5316\uff1f<\/li>\n<li>4. \u5982\u4f55\u8bc4\u4f30\u4e00\u4e2a Agent \u7cfb\u7edf\u7684\u9c81\u68d2\u6027\uff1f\u9664\u4e86\u51c6\u786e\u7387\uff0c\u8fd8\u4f1a\u6d4b\u8bd5\u54ea\u4e9b\u5bf9\u6297\u6027\u6216\u8fb9\u7f18 case\uff1f<\/li>\n<li>5. \u9879\u76ee\u4e0a\u7ebf\u540e\uff0c\u4f60\u662f\u5982\u4f55\u6536\u96c6 badcase \u5e76\u8fed\u4ee3\u6a21\u578b \/ \u7b56\u7565\u7684\uff1f\u6709\u505a\u5728\u7ebf\u5b66\u4e60\u5417\uff1f<\/li>\n<li>6. Bad Case \u600e\u4e48\u56de\u6d41\uff1f\u5982\u4f55\u628a\u7ebf\u4e0a\u95ee\u9898\u6574\u7406\u6210\u7a33\u5b9a\u7684\u79bb\u7ebf\u56de\u5f52\u6d4b\u8bd5\u96c6\uff1f<\/li>\n<li>7. \u610f\u56fe\u8bc6\u522b\u6a21\u578b\u7ebf\u4e0a\u6f02\u79fb\u4e86\u600e\u4e48\u53d1\u73b0\uff1fbadcase \u600e\u4e48\u56de\u6d41\uff1f\u7528\u4e0d\u7528\u5728\u7ebf\u84b8\u998f\uff1f<\/li>\n<li>8. \u610f\u56fe\u8bc6\u522b\u6a21\u5757\u4ece LLM \u8def\u7531\u56de\u9000\u5230\u8f7b\u91cf\u5206\u7c7b\u6a21\u578b\uff0c\u4f60\u4eec\u600e\u4e48\u5b9a\u9608\u503c\uff1f\u8bef\u8def\u7531\u7387\u591a\u5c11\u80fd\u63a5\u53d7\uff1f<\/li>\n<li>9. \u6a21\u578b\u5347\u7ea7\uff08Qwen \u5207 GLM \u5207\u81ea\u7814\uff09\u65f6 Agent \u63d0\u793a\u8bcd\u548c\u5de5\u5177 Schema \u8981\u52a8\u54ea\u4e9b\uff1f\u56de\u5f52\u6d4b\u8bd5\u600e\u4e48\u8dd1\uff1f<\/li>\n<li>10. \u6700\u8fd1\u534a\u5e74\u4f60\u5b66\u7684\u6700\u79bb\u8c31\u6216\u6700\u6709\u7528\u7684\u4e00\u9879 Agent \u76f8\u5173\u6280\u672f\u662f\u4ec0\u4e48\uff1f\u600e\u4e48\u4e0a\u624b\u9a8c\u8bc1\u7684\uff1f<\/li>\n<li>11. \u7ed9\u4f60\u4e00\u4e2a\u5b8c\u5168\u6ca1\u63a5\u89e6\u8fc7\u7684\u6846\u67b6\uff08\u6bd4\u5982\u65b0\u51fa\u7684 harness runtime\uff09\uff0c\u4f60\u4e00\u5468\u5185\u600e\u4e48\u5224\u65ad\u80fd\u4e0d\u80fd\u4e0a\u751f\u4ea7\uff1f<\/li>\n<\/ul>\n<\/li>\n<li>\u6027\u80fd\u3001\u6210\u672c\u4e0e\u5b89\u5168\u843d\u5730<\/li>\n<li>\n<ul>\n<li>1. \u5982\u679c Agent \u7684 P95 \u5ef6\u8fdf\u8981\u6c42\u662f 2 \u79d2\uff0c\u4f46\u5f53\u524d\u9700\u8981 5 \u79d2\uff0c\u4f60\u4f1a\u600e\u4e48\u4ece\u5e76\u53d1\u8c03\u7528\u3001Prompt Cache\u3001Semantic Cache \u548c\u6a21\u578b\u5206\u5c42\u8c03\u5ea6\u51e0\u65b9\u5411\u4f18\u5316\uff1f<\/li>\n<li>2. \u573a\u666f\u9898\uff1a\u5047\u5982\u4e00\u4e2a Agent \u63a8\u7406\u94fe\u8def\u5305\u542b 3 \u4e2a\u5de5\u5177 + \u9ad8\u9891\u8bf7\u6c42\uff0c\u7cfb\u7edf\u6574\u4f53\u5ef6\u8fdf\u8f83\u9ad8\uff0c\u4f60\u4f1a\u5982\u4f55\u4f18\u5316\uff1f<\/li>\n<li>3. \u5982\u679c Agent \u63a8\u7406 API \u9700\u8981\u4f4e\u5ef6\u8fdf\u54cd\u5e94\uff0c\u4f60\u4f1a\u4ece\u54ea\u4e9b\u65b9\u9762\u505a\u7cfb\u7edf\u7ea7\u4f18\u5316\uff1f<\/li>\n<li>4. \u591a Agent \u6210\u672c\u600e\u4e48\u63a7\uff1ftoken \u9884\u7b97\u8d85\u9650\u65f6\u5148\u780d\u8bb0\u5fc6\u8fd8\u662f\u780d\u68c0\u7d22\u8fd8\u662f\u780d\u89c4\u5212\uff1f<\/li>\n<li>5. Token \u6d88\u8017\u8fc7\u5feb\u65f6\uff0c\u5982\u4f55\u6392\u67e5\u548c\u4f18\u5316\uff1f<\/li>\n<li>6. \u5728\u7ebf\u670d\u52a1\u5982\u4f55\u5b9e\u73b0\u9ad8\u5e76\u53d1\uff1f\u54cd\u5e94\u8d85 3 \u79d2\u600e\u4e48\u4f18\u5316\uff1f<\/li>\n<li>7. \u5728\u771f\u5b9e\u573a\u666f\u4e2d\uff0c\u5982\u4f55\u9632\u6b62 Agent \u6cc4\u9732\u7528\u6237\u9690\u79c1\u6216\u8d8a\u6743\u64cd\u4f5c\uff1f\u4ece\u7b97\u6cd5\u548c\u7cfb\u7edf\u5c42\u9762\u8c08\u8c08\u4f60\u7684\u8bbe\u8ba1\u3002<\/li>\n<li>8. ToC \u4e0a\u7ebf\u5b89\u5168\u8fc7\u6ee4\uff0c\u654f\u611f\u8bcd\u548c\u8fdd\u89c4\u5185\u5bb9\u600e\u4e48\u8fc7\u6ee4\uff1f<\/li>\n<li>9. \u5982\u679c\u4e1a\u52a1\u65b9\u575a\u6301\u4e0a\u7ebf\u4e00\u4e2a\u98ce\u9669\u8f83\u9ad8\u7684 AI \u529f\u80fd\uff0c\u4f60\u4f1a\u5982\u4f55\u8bf4\u660e\u98ce\u9669\u5e76\u63a8\u52a8\u7070\u5ea6\u3001\u4eba\u5de5\u786e\u8ba4\u6216\u964d\u7ea7\u65b9\u6848\uff1f<\/li>\n<li>10. \u4e1a\u52a1\u65b9\u8981 2 \u5468\u4e0a\u7ebf\u4e00\u4e2a Agent demo\uff0c\u4f46 RAG \u77e5\u8bc6\u5e93\u6ca1\u9f50\uff0c\u4f60\u600e\u4e48\u6392\u4f18\u5148\u7ea7\u548c\u753b\u7518\u7279\uff1f<\/li>\n<\/ul>\n<\/li>\n<li>AI \u8f85\u52a9\u4ee3\u7801\u5355\u6d4b<\/li>\n<li>\n<ul>\n<li>1. AST\u3001\u8c03\u7528\u5173\u7cfb\u8fd9\u4e9b\u4fe1\u606f\u662f\u600e\u4e48\u7528\u7684\uff1f<\/li>\n<li>2. \u5355\u6d4b\u751f\u6210\u91cc\uff0c\u54ea\u4e9b\u4ee3\u7801\u4e0d\u9002\u5408\u751f\u6210\u5355\u6d4b\uff1f\u4f60\u4eec\u662f\u5982\u4f55\u8bc6\u522b\u5e76\u8fc7\u6ee4\u8fd9\u4e9b\u4ee3\u7801\u7684\uff1f<\/li>\n<li>3. \u8986\u76d6\u7387\u5f88\u9ad8\u4f46\u6d4b\u8bd5\u8d28\u91cf\u5f88\u5dee\uff0c\u8fd9\u79cd\u60c5\u51b5\u89c1\u8fc7\u5417\uff1f\u600e\u4e48\u89e3\u51b3\uff1f<\/li>\n<li>4. mock \u5728\u5355\u6d4b\u91cc\u4ec0\u4e48\u65f6\u5019\u662f\u5fc5\u987b\u7684\uff1f\u4ec0\u4e48\u65f6\u5019 mock \u53cd\u800c\u4f1a\u964d\u4f4e\u6d4b\u8bd5\u8d28\u91cf\uff1f<\/li>\n<li>5. \u5982\u679c\u4e00\u4e2a\u51fd\u6570\u540c\u65f6\u4f9d\u8d56\u6570\u636e\u5e93\u548c RPC\uff0c\u4f60\u4f1a\u600e\u4e48\u4fdd\u8bc1\u751f\u6210\u7684\u5355\u6d4b\u7a33\u5b9a\u8fd0\u884c\uff1f\u4f60\u4f1a\u5982\u4f55\u8bbe\u8ba1\u9694\u79bb\u7b56\u7565\uff1f<\/li>\n<li>6. \u4f60\u4eec\u5982\u4f55\u8bc4\u4f30\u5355\u6d4b\u8d28\u91cf\uff1f\u9664\u8986\u76d6\u7387\u8fd8\u6709\u54ea\u4e9b\u6307\u6807\uff1f\u6709\u6ca1\u6709\u5f15\u5165 AI Review \u5de5\u5177\uff1f<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h4>\u8ba4\u77e5\u3001\u67b6\u6784\u4e0e\u9879\u76ee\u8868\u8ff0<\/h4>\n<h5>1. \u81ea\u6211\u4ecb\u7ecd\uff08\u5efa\u8bae\u63a7\u5236\u5728 2 \u5206\u949f\u5185\uff0c\u7a81\u51fa\u4e0e\u5927\u6a21\u578b \/ Agent \u76f8\u5173\u7684\u7ecf\u5386\uff09\u3002<\/h5>\n<p>\u63a8\u8350\u56de\u7b54\uff1a\u60a8\u597d\uff0c\u6211\u67093\u5e74\u5927\u6a21\u578b\u5e94\u7528\u4e0eAI Agent\u5f00\u53d1\u7ecf\u9a8c\uff0c\u719f\u6089\u4e3b\u6d41\u5927\u6a21\u578bAPI\u3001LangChain\/LangGraph\u7b49Agent\u6846\u67b6\uff0c\u5177\u5907\u4ece0\u52301\u843d\u5730\u4f01\u4e1a\u7ea7Agent\u9879\u76ee\u7684\u5b8c\u6574\u7ecf\u9a8c\u3002\u8fc7\u53bb\u4e3b\u5bfc\u8fc7\u4f01\u4e1a\u8fd0\u7ef4\u81ea\u52a8\u5316Agent\u3001\u591a\u667a\u80fd\u4f53\u5185\u5bb9\u751f\u4ea7\u7cfb\u7edf\u4e24\u4e2a\u6838\u5fc3\u9879\u76ee\uff0c\u8d1f\u8d23Agent\u67b6\u6784\u8bbe\u8ba1\u3001\u6838\u5fc3\u6a21\u5757\u5f00\u53d1\u4e0e\u6548\u679c\u4f18\u5316\uff0c\u89e3\u51b3\u4e86\u591a\u5de5\u5177\u8c03\u7528\u51c6\u786e\u7387\u4f4e\u3001\u957f\u94fe\u8def\u4efb\u52a1\u72b6\u6001\u9519\u4e71\u7b49\u5173\u952e\u95ee\u9898\uff0c\u5c06\u7aef\u5230\u7aef\u4efb\u52a1\u5b8c\u6210\u7387\u4ece65%\u63d0\u5347\u81f388%\u3002\u6b64\u5916\u6211\u5bf9RAG\u3001\u8bb0\u5fc6\u7ba1\u7406\u3001\u5de5\u5177\u7f16\u6392\u3001Agent\u8bc4\u6d4b\u90fd\u6709\u5b8c\u6574\u843d\u5730\u7ecf\u9a8c\uff0c\u5bf9Agent\u7684\u6280\u672f\u6f14\u8fdb\u548c\u843d\u5730\u75db\u70b9\u6709\u6df1\u5165\u7406\u89e3\uff0c\u5e0c\u671b\u80fd\u5728\u8d35\u53f8\u6df1\u8015\u8fd9\u4e2a\u65b9\u5411\u3002<\/p>\n<hr>\n<h5>2. \u7b80\u5355\u8bb2\u4e00\u4e2a\u4f60\u6700\u6709\u4ee3\u8868\u6027\u7684\u9879\u76ee\uff0c\u4f60\u5728\u5176\u4e2d\u89e3\u51b3\u7684\u6700\u5173\u952e\u95ee\u9898\u662f\u4ec0\u4e48\uff1f\u8ffd\u95ee\uff1a\u8fd9\u4e2a\u9879\u76ee\u7684\u6574\u4f53\u6d41\u7a0b\u662f\u600e\u6837\u7684\uff1f\u4f60\u5177\u4f53\u8d1f\u8d23\u54ea\u4e00\u90e8\u5206\u3001\u600e\u4e48\u505a\u51b3\u7b56\u7684\uff1f\u9047\u5230\u7684\u6700\u5927\u6311\u6218\u662f\u4ec0\u4e48\u3001\u600e\u4e48\u89e3\u51b3\u7684\uff1f<\/h5>\n<p>\u63a8\u8350\u56de\u7b54\uff1a<\/p>\n<ul>\n<li>\u4ee3\u8868\u6027\u9879\u76ee\uff1a\u4f01\u4e1a\u7ea7\u8fd0\u7ef4\u81ea\u52a8\u5316Agent\uff0c\u9762\u5411\u5185\u90e8\u8fd0\u7ef4\u4eba\u5458\uff0c\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u5b8c\u6210\u670d\u52a1\u6545\u969c\u6392\u67e5\u3001\u8d44\u6e90\u67e5\u8be2\u3001\u65e5\u5fd7\u5206\u6790\u7b49\u5de5\u4f5c\u3002<\/li>\n<li>\u6700\u5173\u952e\u95ee\u9898\uff1a\u89e3\u51b3\u4e86\u4f20\u7edf\u8fd0\u7ef4\u64cd\u4f5c\u95e8\u69db\u9ad8\u3001\u6b65\u9aa4\u7e41\u7410\u7684\u95ee\u9898\uff0c\u540c\u65f6\u653b\u514b\u4e86\u591a\u5de5\u5177\u534f\u540c\u4e0b\u4efb\u52a1\u5b8c\u6210\u7387\u4f4e\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/li>\n<li>\u6574\u4f53\u6d41\u7a0b\uff1a\u9700\u6c42\u8c03\u7814\u4e0e\u8fb9\u754c\u5b9a\u4e49 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