{"id":93910,"date":"2026-08-13T11:40:49","date_gmt":"2026-08-13T03:40:49","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/93910.html"},"modified":"2026-08-13T11:40:49","modified_gmt":"2026-08-13T03:40:49","slug":"ai-agent-%e5%8f%af%e8%a7%82%e6%b5%8b%e6%80%a7%ef%bc%9a%e7%a0%b4%e8%a7%a3%e5%a4%9a%e6%ad%a5%e6%8e%a8%e7%90%86%e9%bb%91%e7%9b%92","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/93910.html","title":{"rendered":"AI Agent \u53ef\u89c2\u6d4b\u6027\uff1a\u7834\u89e3\u591a\u6b65\u63a8\u7406\u9ed1\u76d2"},"content":{"rendered":"

AI Agent \u53ef\u89c2\u6d4b\u6027\uff1a\u7834\u89e3\u591a\u6b65\u63a8\u7406\u9ed1\u76d2<\/h2>\n

\u4f60\u4e0a\u7ebf\u4e86\u4e00\u4e2a AI Agent\uff0c\u5b83\u8868\u73b0\u4e0d\u9519\u2014\u2014\u76f4\u5230\u67d0\u5929\u5ba2\u670d\u7529\u6765\u4e00\u6761\u6295\u8bc9\uff1a\u201c\u4f60\u4eec\u7684\u667a\u80fd\u5ba2\u670d\u628a\u7528\u6237\u7684\u9000\u6b3e\u91d1\u989d\u7b97\u9519\u4e86\uff0c\u7528\u6237\u8981\u8d77\u8bc9\u3002\u201d \u4f60\u6253\u5f00\u4ee3\u7801\uff0c\u4e00\u8138\u61f5\uff1a\u5b83\u5230\u5e95\u54ea\u4e00\u6b65\u63a8\u7406\u9519\u4e86\uff1f\u662f\u68c0\u7d22\u6f0f\u4e86\u9000\u6b3e\u653f\u7b56\uff1f\u8fd8\u662f\u67d0\u4e2a\u5de5\u5177\u8fd4\u56de\u4e86\u9519\u8bef\u6570\u636e\uff1f \u8fd9\u5c31\u662f\u591a\u6b65\u63a8\u7406\u7684\u9ed1\u76d2\u95ee\u9898\u2014\u2014\u4e00\u4e2a\u8bf7\u6c42\u5185\u90e8\u8981\u7ecf\u5386\u300c\u89c4\u5212 \u2192 \u68c0\u7d22 \u2192 \u8c03\u5de5\u5177 \u2192 \u53cd\u601d \u2192 \u56de\u7b54\u300d\u597d\u51e0\u6b65\uff0c\u4efb\u4f55\u4e00\u6b65\u51fa\u9519\uff0c\u6700\u7ec8\u90fd\u8868\u73b0\u4e3a\\”\u7b54\u6848\u9519\u4e86\\”\uff0c\u4f46\u4f60\u6839\u672c\u5b9a\u4f4d\u4e0d\u5230\u662f\u54ea\u4e00\u6b65\u3002 \u672c\u6587\u5e26\u4f60\u641e\u61c2 Agent \u53ef\u89c2\u6d4b\u6027\uff0c\u628a\u9ed1\u76d2\u62c6\u5f00\u770b\u3002<\/p>\n

\n

\u4e00\u3001\u4e3a\u4ec0\u4e48\u4f20\u7edf\u76d1\u63a7\u5728 Agent \u9762\u524d\u5931\u7075\u4e86<\/h3>\n

\u5148\u770b\u4e00\u4e2a\u624e\u5fc3\u7684\u5bf9\u6bd4\uff1a<\/p>\n\n\n \u7ef4\u5ea6
\n \u4f20\u7edf\u540e\u7aef\u76d1\u63a7\uff08APM\uff09
\n AI Agent \u53ef\u89c2\u6d4b\u6027
\n <\/tr>\n\n\n\n\n\n\n
\u5931\u8d25\u7c7b\u578b<\/td>\n\u673a\u68b0\u6545\u969c\uff08500 \u9519\u8bef\u3001\u8d85\u65f6\uff09<\/td>\n\u8bed\u4e49\u6545\u969c\uff08\u7b54\u6848\u9519\u4e86\u3001\u5e7b\u89c9\uff09<\/td>\n<\/tr>\n
\u5931\u8d25\u5b9a\u4f4d<\/td>\n\u5355\u6b21\u8c03\u7528\uff0c\u62a5\u9519\u5373\u77e5\u9053<\/td>\n\u591a\u6b65\u56e0\u679c\u94fe\uff0c\u5f97\u56de\u6eaf\u6bcf\u4e00\u6b65<\/td>\n<\/tr>\n
\u884c\u4e3a<\/td>\n\u786e\u5b9a\u6027<\/td>\n\u975e\u786e\u5b9a\u6027\uff08\u540c\u8f93\u5165\u4e0d\u540c\u8f93\u51fa\uff09<\/td>\n<\/tr>\n
\u8f93\u5165\u7a7a\u95f4<\/td>\n\u56fa\u5b9a API \u7aef\u70b9<\/td>\n\u65e0\u9650\u7684\u81ea\u7136\u8bed\u8a00<\/td>\n<\/tr>\n
\u8d28\u91cf\u5ea6\u91cf<\/td>\n\u7cfb\u7edf\u6307\u6807\uff08CPU\u3001QPS\uff09<\/td>\n\u5bf9\u8bdd\u8d28\u91cf\uff08\u6709\u6ca1\u6709\u7b54\u5bf9\uff09<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u4e00\u53e5\u8bdd\u603b\u7ed3\uff1a\u4f20\u7edf\u76d1\u63a7\u53ea\u80fd\u56de\u7b54\\”\u670d\u52a1\u8fd8\u6d3b\u7740\u5417\\”\uff0cAgent \u53ef\u89c2\u6d4b\u6027\u8981\u56de\u7b54\\”\u7b54\u6848\u5bf9\u4e0d\u5bf9\u3001\u6210\u672c\u5408\u4e0d\u5408\u7406\u3001\u63a8\u7406\u8def\u5f84\u8bb2\u4e0d\u8bb2\u5f97\u901a\\”\u3002<\/p>\n

\u800c Agent \u6700\u8ba9\u4eba\u5934\u75bc\u7684\u5730\u65b9\u6070\u6070\u5728\u4e8e\uff1a\u4e00\u4e2a\u8bf7\u6c42\u5185\u90e8\u4f1a\u7ecf\u5386\u300c\u89c4\u5212 \u2192 \u68c0\u7d22 \u2192 \u8c03\u7528\u5de5\u5177 A \u2192 \u8c03\u7528\u5de5\u5177 B \u2192 \u53cd\u601d \u2192 \u56de\u7b54\u300d\u8fd9\u6837\u4e00\u4e32\u6b65\u9aa4\u3002\u4efb\u4f55\u4e00\u6b65\u51fa\u9519\uff0c\u6700\u7ec8\u90fd\u8868\u73b0\u4e3a\\”\u7b54\u6848\u9519\u4e86\\”\uff0c\u4f46\u4f60\u6839\u672c\u4e0d\u77e5\u9053\u662f\u54ea\u4e00\u6b65\u3002<\/p>\n

\n

\u4e8c\u3001\u6838\u5fc3\u6b66\u5668\uff1aTrace\uff08\u8ffd\u8e2a\uff09<\/h3>\n

\u7834\u89e3\u9ed1\u76d2\u7684\u7b2c\u4e00\u628a\u94a5\u5319\uff0c\u662f\u628a\u4e00\u6b21 Agent \u6267\u884c\u8bb0\u5f55\u6210\u4e00\u68f5 Span \u6811\u3002<\/p>\n

    \n
  • Span\uff1a\u4e00\u6b21\u52a8\u4f5c\uff08\u4e00\u6b21 LLM \u8c03\u7528\u3001\u4e00\u6b21\u5de5\u5177\u8c03\u7528\u3001\u4e00\u6b21\u5411\u91cf\u68c0\u7d22\uff09<\/li>\n
  • Trace\uff1a\u4e00\u6b21\u5b8c\u6574\u7684\u7528\u6237\u8bf7\u6c42\uff0c\u7531\u591a\u4e2a Span \u5d4c\u5957\u800c\u6210<\/li>\n
  • Thread\uff1a\u4e00\u6b21\u5b8c\u6574\u5bf9\u8bdd\uff08\u591a\u8f6e Trace \u4e32\u8d77\u6765\uff09<\/li>\n<\/ul>\n

    \u4e00\u4e2a\u591a\u6b65 Agent \u7684 Trace \u957f\u8fd9\u6837\uff1a<\/p>\n

    \u7528\u6237\u8bf7\u6c42
    \n \u2514\u2500 [Span] \u89c4\u5212\uff08LLM \u8c03\u7528 #1\uff09
    \n \u251c\u2500 \u8f93\u5165\uff1a\u5b8c\u6574\u4e0a\u4e0b\u6587 + \u7528\u6237\u95ee\u9898
    \n \u2514\u2500 \u8f93\u51fa\uff1a\u8ba1\u5212\u300c\u5148\u67e5\u5929\u6c14\uff0c\u518d\u67e5\u673a\u7968\uff0c\u6700\u540e\u5bf9\u6bd4\u300d
    \n \u251c\u2500 [Span] \u5de5\u5177\u8c03\u7528\uff1aget_weather(\\”\u4e0a\u6d77\\”)
    \n \u251c\u2500 \u53c2\u6570\uff1a{\\”city\\”: \\”\u4e0a\u6d77\\”}
    \n \u2514\u2500 \u7ed3\u679c\uff1a\u6674\uff0c32\u2103
    \n \u251c\u2500 [Span] \u5de5\u5177\u8c03\u7528\uff1asearch_flights(…)
    \n \u2502 \u2514\u2500 \u7ed3\u679c\uff1a3 \u6761\u822a\u73ed
    \n \u2514\u2500 [Span] \u751f\u6210\u56de\u7b54\uff08LLM \u8c03\u7528 #2\uff09
    \n \u251c\u2500 \u8f93\u5165\uff1a\u5929\u6c14 + \u822a\u73ed\u7ed3\u679c
    \n \u2514\u2500 \u8f93\u51fa\uff1a\u6700\u7ec8\u7b54\u6848<\/p>\n

    \u6709\u4e86\u8fd9\u68f5\u6811\uff0c\u4e00\u4e2a\u5931\u8d25\u7684\u8bf7\u6c42\u5c31\u4e0d\u518d\u662f\u8c1c\uff1a\u4f60\u6253\u5f00\u5b83\u7684 Trace\uff0c\u5c31\u80fd\u770b\u5230\u5b83\u68c0\u7d22\u5230\u4e86\u4ec0\u4e48\u3001\u8ba1\u5212\u662f\u4ec0\u4e48\u3001\u54ea\u4e00\u6b65\u8d70\u504f\u4e86\u3002<\/p>\n

    \u7edf\u4e00\u6807\u51c6\uff1a\u73b0\u5728\u884c\u4e1a\u5df2\u7ecf\u5f62\u6210\u5171\u8bc6\u2014\u2014\u7528 **OpenTelemetry \u7684 GenAI \u8bed\u4e49\u7ea6\u5b9a\uff08GenAI Semantic Conventions\uff09**\u6765\u5b9a\u4e49\u8fd9\u4e9b Span\u3002\u5b83\u89c4\u5b9a\u4e86\u6807\u51c6\u7684 Span \u540d\u79f0\uff08create_agent\u3001invoke_agent\u3001execute_tool\uff09\u548c\u5c5e\u6027\uff08gen_ai.usage.input_tokens\u3001gen_ai.usage.output_tokens \u7b49\uff09\u3002\u9009\u4e00\u4e2a\u652f\u6301\u8fd9\u4e2a\u6807\u51c6\u7684\u5de5\u5177\uff0c\u7b49\u4e8e\u7ed9\u81ea\u5df1\u4e0a\u4e86\\”\u9632\u9501\u6b7b\\”\u4fdd\u9669\u3002<\/p>\n

    \n

    \u4e09\u3001Agent \u7279\u6709\u7684\u89c2\u6d4b\u6307\u6807<\/h3>\n

    \u9664\u4e86\u901a\u7528\u7684\u5ef6\u8fdf\u3001\u6210\u672c\u3001\u9519\u8bef\u7387\uff0cAgent \u8fd8\u9700\u8981\u4e00\u7ec4\u4e13\u5c5e\u6307\u6807\uff0c\u8fd9\u4e9b\u624d\u662f\u591a\u6b65\u63a8\u7406\u7684\\”\u4f53\u68c0\u62a5\u544a\\”\uff1a<\/p>\n\n\n \u6307\u6807
    \n \u542b\u4e49
    \n \u4e3a\u4ec0\u4e48\u91cd\u8981
    \n <\/tr>\n\n\n\n\n\n\n\n\n
    \u63a8\u7406\u6df1\u5ea6<\/td>\n\u505c\u6b62\u524d\u8d70\u4e86\u591a\u5c11\u6b65<\/td>\n156 \u6b65 = \u4efb\u52a1\u592a\u590d\u6742\uff0c\u6216\u8005 Agent \u5728\\”\u6253\u8f6c\\”<\/td>\n<\/tr>\n
    \u56de\u6eaf\u6b21\u6570<\/td>\n\u653e\u5f03\u5b50\u76ee\u6807\u7684\u6b21\u6570<\/td>\n\u6bcf\u4f1a\u8bdd 3 \u6b21\u6b63\u5e38\uff1b\u6bcf\u6b21\u90fd\u6709 = \u8ba1\u5212\u662f\u574f\u7684<\/td>\n<\/tr>\n
    \u5de5\u5177\u9519\u8bef\u7387<\/td>\n\u6bcf\u4e2a\u5de5\u5177\u7684\u5931\u8d25\u7387<\/td>\n\u9ad8\u9891\u5de5\u5177 32% \u9519\u8bef\u7387 = \u8be5\u4fee\u4e86<\/td>\n<\/tr>\n
    \u5faa\u73af\u6b21\u6570<\/td>\n\u91cd\u590d\u6267\u884c\u540c\u4e00\u52a8\u4f5c\u7684\u6b21\u6570<\/td>\n\u9ad8\u5faa\u73af = Agent \u5361\u4f4f\u4e86<\/td>\n<\/tr>\n
    \u5931\u8d25\u5b50\u76ee\u6807<\/td>\nAgent \u81ea\u8ba4\u65e0\u6cd5\u5b8c\u6210\u7684\u76ee\u6807<\/td>\n\u5b9a\u4f4d Agent \u80fd\u529b\u8fb9\u754c\u7684\u5e72\u51c0\u4fe1\u53f7<\/td>\n<\/tr>\n
    \u5355\u6b65\u6210\u672c<\/td>\n\u6bcf\u6b21 LLM\/\u5de5\u5177\u8c03\u7528\u7684\u82b1\u8d39<\/td>\n\u627e\u51fa\u70e7\u94b1\u7684\u90a3\u4e00\u6b65<\/td>\n<\/tr>\n
    \u63a5\u5730\u6027\uff08Groundedness\uff09<\/td>\n\u8f93\u51fa\u662f\u5426\u57fa\u4e8e\u5de5\u5177\u7ed3\u679c<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n","protected":false},"excerpt":{"rendered":"

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