{"id":37965,"date":"2025-04-23T02:30:39","date_gmt":"2025-04-22T18:30:39","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=37965"},"modified":"2025-04-23T02:30:39","modified_gmt":"2025-04-22T18:30:39","slug":"opentelemetry%e5%9c%a8%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e9%a2%86%e5%9f%9f%e7%9a%84%e5%ba%94%e7%94%a8%e6%a1%88%e4%be%8b%e6%9c%89%e5%93%aa%e4%ba%9b","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/37965.html","title":{"rendered":"OpenTelemetry\u5728\u4eba\u5de5\u667a\u80fd\u9886\u57df\u7684\u5e94\u7528\u6848\u4f8b\u6709\u54ea\u4e9b"},"content":{"rendered":"

\n

\"OpenTelemetry\u5728\u4eba\u5de5\u667a\u80fd\u9886\u57df\u7684\u5e94\u7528\u6848\u4f8b\u6709\u54ea\u4e9b\"<\/p>\n<\/p>\n

OpenTelemetry\u662f\u4e00\u4e2a\u5f00\u6e90\u7684\u53ef\u89c2\u6d4b\u6027\u6846\u67b6\uff0c\u7528\u4e8e\u6536\u96c6\u3001\u5904\u7406\u548c\u5bfc\u51fa\u5206\u5e03\u5f0f\u7cfb\u7edf\u7684\u9065\u6d4b\u6570\u636e\uff08\u5982\u8ddf\u8e2a\u3001\u6307\u6807\u548c\u65e5\u5fd7\uff09\u3002\u5b83\u65e8\u5728\u63d0\u4f9b\u4e00\u79cd\u4e0e\u4f9b\u5e94\u5546\u65e0\u5173\u7684\u6807\u51c6\u65b9\u5f0f\u6765\u5b9e\u73b0\u7cfb\u7edf\u7684\u53ef\u89c2\u6d4b\u6027\uff0c\u4f7f\u5f97\u5f00\u53d1\u4eba\u5458\u548c\u8fd0\u7ef4\u56e2\u961f\u80fd\u591f\u66f4\u597d\u5730\u7406\u89e3\u7cfb\u7edf\u884c\u4e3a\u3001\u8bca\u65ad\u95ee\u9898\u548c\u4f18\u5316\u6027\u80fd\u3002<\/p>\n

\u4e8c\u3001OpenTelemetry\u5728\u4eba\u5de5\u667a\u80fd\u9886\u57df\u7684\u5e94\u7528\u6848\u4f8b<\/h2>\n

1. AI Agent Observability<\/h2>\n

\u6848\u4f8b\u80cc\u666f<\/strong>\uff1a<\/p>\n

\u968f\u7740\u4eba\u5de5\u667a\u80fd\u7684\u53d1\u5c55\uff0cAI\u4ee3\u7406\uff08AI Agents\uff09\u5728\u5404\u4e2a\u884c\u4e1a\u7684\u5e94\u7528\u65e5\u76ca\u5e7f\u6cdb\u3002\u7531\u4e8e\u5176\u975e\u786e\u5b9a\u6027\u7684\u672c\u8d28\uff0c\u786e\u4fddAI\u4ee3\u7406\u7684\u53ef\u9760\u6027\u3001\u6548\u7387\u548c\u53ef\u7ef4\u62a4\u6027\u9762\u4e34\u8bf8\u591a\u6311\u6218\u3002\u5bf9AI\u4ee3\u7406\u8fdb\u884c\u6709\u6548\u7684\u76d1\u63a7\u3001\u8ddf\u8e2a\u548c\u65e5\u5fd7\u8bb0\u5f55\u53d8\u5f97\u5c24\u4e3a\u91cd\u8981\u3002<\/p>\n

\u89e3\u51b3\u65b9\u6848<\/strong>\uff1a<\/p>\n

OpenTelemetry\u901a\u8fc7\u5b9a\u4e49\u6807\u51c6\u5316\u7684\u8bed\u4e49\u7ea6\u5b9a\uff0c\u4f7f\u5f97AI\u4ee3\u7406\u6846\u67b6\u548c\u5e94\u7528\u80fd\u591f\u4ee5\u7edf\u4e00\u7684\u65b9\u5f0f\u62a5\u544a\u6307\u6807\u3001\u8ddf\u8e2a\u548c\u65e5\u5fd7\u3002\u8fd9\u6837\u4e00\u6765\uff0c\u4e0d\u540c\u6846\u67b6\u548c\u5e94\u7528\u4ea7\u751f\u7684\u9065\u6d4b\u6570\u636e\u5177\u6709\u4e00\u81f4\u7684\u683c\u5f0f\uff0c\u4fbf\u4e8e\u96c6\u6210\u53ef\u89c2\u6d4b\u6027\u89e3\u51b3\u65b9\u6848\u548c\u6bd4\u8f83\u4e0d\u540c\u6846\u67b6\u4e4b\u95f4\u7684\u6027\u80fd\u3002<\/p>\n

\u5177\u4f53\u6848\u4f8b<\/strong>\uff1a<\/p>\n

  • CrewAI<\/strong>\uff1a\u4e00\u4e2a\u6d41\u884c\u7684AI\u4ee3\u7406\u6846\u67b6\uff0c\u901a\u8fc7\u5185\u7f6e\u7684OpenTelemetry\u4eea\u5668\u5316\uff0c\u5b9e\u73b0\u4e86\u5bf9\u4efb\u52a1\u6267\u884c\u3001\u8d44\u6e90\u5229\u7528\u7387\u7b49\u65b9\u9762\u7684\u65e0\u7f1d\u8ddf\u8e2a\u3002\u8fd9\u79cd\u5185\u7f6e\u7684\u4eea\u5668\u5316\u4f7f\u5f97\u7528\u6237\u53ef\u4ee5\u65b9\u4fbf\u5730\u76d1\u6d4b\u4ee3\u7406\u7684\u6027\u80fd\uff0c\u800c\u65e0\u9700\u590d\u6742\u7684\u914d\u7f6e\u3002<\/li>\n
  • GenAI Observability Project<\/strong>\uff1aOpenTelemetry\u4e2d\u7684GenAI\u53ef\u89c2\u6d4b\u6027\u9879\u76ee\u81f4\u529b\u4e8e\u5efa\u7acbAI\u4ee3\u7406\u7684\u8bed\u4e49\u7ea6\u5b9a\u3002\u901a\u8fc7\u53c2\u4e0e\u8fd9\u4e2a\u9879\u76ee\uff0c\u4e0d\u540c\u7684AI\u4ee3\u7406\u6846\u67b6\uff08\u5982IBM Bee AI\u3001IBM wxFlow\u3001AutoGen\u7b49\uff09\u80fd\u591f\u4ee5\u6807\u51c6\u5316\u7684\u65b9\u5f0f\u8fdb\u884c\u4ea4\u4e92\u548c\u534f\u4f5c\uff0c\u63d0\u9ad8\u6574\u4f53\u7684\u53ef\u89c2\u6d4b\u6027\u3002<\/li>\n

    2. \u5206\u5e03\u5f0fAI\u7cfb\u7edf\u7684\u8ddf\u8e2a\u548c\u6027\u80fd\u5206\u6790<\/h2>\n

    \u6848\u4f8b\u80cc\u666f<\/strong>\uff1a<\/p>\n

    \u5927\u578bAI\u7cfb\u7edf\u901a\u5e38\u7531\u591a\u4e2a\u5fae\u670d\u52a1\u7ec4\u6210\uff0c\u8fd9\u4e9b\u670d\u52a1\u4e4b\u95f4\u7684\u901a\u4fe1\u548c\u534f\u8c03\u5bf9\u4e8e\u7cfb\u7edf\u7684\u6574\u4f53\u6027\u80fd\u81f3\u5173\u91cd\u8981\u3002\u5728\u5206\u5e03\u5f0f\u73af\u5883\u4e0b\uff0c\u7406\u89e3\u670d\u52a1\u4e4b\u95f4\u7684\u8c03\u7528\u5173\u7cfb\u548c\u5ef6\u8fdf\u6765\u6e90\u662f\u4e00\u9879\u590d\u6742\u7684\u4efb\u52a1\u3002<\/p>\n

    \u89e3\u51b3\u65b9\u6848<\/strong>\uff1a<\/p>\n

    OpenTelemetry\u7684\u5206\u5e03\u5f0f\u8ddf\u8e2a\u529f\u80fd\u5141\u8bb8\u5f00\u53d1\u4eba\u5458\u8ffd\u8e2a\u8bf7\u6c42\u5728\u591a\u4e2a\u670d\u52a1\u4e4b\u95f4\u7684\u4f20\u64ad\u8def\u5f84\u3002\u901a\u8fc7\u5728\u670d\u52a1\u8c03\u7528\u94fe\u4e2d\u63d2\u5165\u8ddf\u8e2a\u4ee3\u7801\uff0c\u5f00\u53d1\u4eba\u5458\u53ef\u4ee5\u83b7\u5f97\u8be6\u7ec6\u7684\u8bf7\u6c42\u6d41\u7a0b\u548c\u6027\u80fd\u74f6\u9888\u4fe1\u606f\u3002<\/p>\n

    \u5177\u4f53\u6848\u4f8b<\/strong>\uff1a<\/p>\n

  • Uber<\/strong>\uff1a\u5728\u5176\u5927\u89c4\u6a21\u7684AI\u57fa\u7840\u8bbe\u65bd\u4e2d\uff0cUber\u4f7f\u7528OpenTelemetry\u6765\u8ddf\u8e2a\u6bcf\u6b21\u4e58\u8f66\u8bf7\u6c42\u7684\u751f\u547d\u5468\u671f\u3002\u4ece\u7528\u6237\u4e0b\u5355\u5f00\u59cb\uff0c\u7ecf\u8fc7\u591a\u4e2a\u5fae\u670d\u52a1\u7684\u5904\u7406\uff0c\u76f4\u5230\u884c\u7a0b\u7ed3\u675f\uff0cOpenTelemetry\u5e2e\u52a9Uber\u8bc6\u522b\u5e76\u89e3\u51b3\u4e86\u591a\u4e2a\u5bfc\u81f4\u5ef6\u8fdf\u7684\u95ee\u9898\uff0c\u5927\u5927\u63d0\u9ad8\u4e86\u7cfb\u7edf\u7684\u6574\u4f53\u54cd\u5e94\u901f\u5ea6\u3002<\/li>\n
  • Salesforce<\/strong>\uff1a\u901a\u8fc7OpenTelemetry\uff0cSalesforce\u80fd\u591f\u6df1\u5165\u4e86\u89e3\u5176AI\u9a71\u52a8\u7684\u5ba2\u6237\u5173\u7cfb\u7ba1\u7406\uff08CRM\uff09\u7cfb\u7edf\u4e2d\u5404\u4e2a\u7ec4\u4ef6\u7684\u6027\u80fd\u8868\u73b0\u3002\u5728\u5904\u7406\u590d\u6742\u7684\u9500\u552e\u6d41\u7a0b\u548c\u5ba2\u6237\u4ea4\u4e92\u65f6\uff0c\u5206\u5e03\u5f0f\u8ddf\u8e2a\u5e2e\u52a9Salesforce\u4f18\u5316\u4e86\u670d\u52a1\u95f4\u7684\u901a\u4fe1\uff0c\u51cf\u5c11\u4e86\u6f5c\u5728\u7684\u6545\u969c\u70b9\u3002<\/li>\n

    3. \u6a21\u578b\u8bad\u7ec3\u548c\u63a8\u7406\u8fc7\u7a0b\u7684\u76d1\u63a7<\/h2>\n

    \u6848\u4f8b\u80cc\u666f<\/strong>\uff1a<\/p>\n

    \u5728AI\u5f00\u53d1\u4e2d\uff0c\u6a21\u578b\u8bad\u7ec3\u548c\u63a8\u7406\u662f\u8ba1\u7b97\u5bc6\u96c6\u578b\u4efb\u52a1\uff0c\u6d89\u53ca\u5927\u91cf\u6570\u636e\u548c\u590d\u6742\u7b97\u6cd5\u3002\u76d1\u63a7\u8fd9\u4e9b\u8fc7\u7a0b\u7684\u6027\u80fd\u548c\u8d44\u6e90\u4f7f\u7528\u60c5\u51b5\u5bf9\u4e8e\u4f18\u5316\u6a21\u578b\u548c\u63d0\u9ad8\u6548\u7387\u81f3\u5173\u91cd\u8981\u3002<\/p>\n

    \u89e3\u51b3\u65b9\u6848<\/strong>\uff1a<\/p>\n

    OpenTelemetry\u63d0\u4f9b\u4e86\u5bf9\u6a21\u578b\u8bad\u7ec3\u548c\u63a8\u7406\u8fc7\u7a0b\u7684\u8be6\u7ec6\u76d1\u63a7\u80fd\u529b\u3002\u901a\u8fc7\u5728\u5173\u952e\u4ee3\u7801\u6bb5\u63d2\u5165\u8ddf\u8e2a\u548c\u6307\u6807\u6536\u96c6\u4ee3\u7801\uff0c\u5f00\u53d1\u4eba\u5458\u53ef\u4ee5\u83b7\u5f97\u6a21\u578b\u8bad\u7ec3\u7684\u6536\u655b\u901f\u5ea6\u3001\u8d44\u6e90\u5229\u7528\u7387\u4ee5\u53ca\u63a8\u7406\u8fc7\u7a0b\u7684\u54cd\u5e94\u65f6\u95f4\u7b49\u91cd\u8981\u4fe1\u606f\u3002<\/p>\n

    \u5177\u4f53\u6848\u4f8b<\/strong>\uff1a<\/p>\n

  • OpenAI<\/strong>\uff1a\u5728GPT\u7cfb\u5217\u6a21\u578b\u7684\u5f00\u53d1\u8fc7\u7a0b\u4e2d\uff0cOpenAI\u5229\u7528OpenTelemetry\u6765\u76d1\u63a7\u6a21\u578b\u8bad\u7ec3\u7684\u6027\u80fd\u548c\u8d44\u6e90\u6d88\u8017\u3002\u901a\u8fc7\u8be6\u7ec6\u7684\u6307\u6807\u548c\u8ddf\u8e2a\u6570\u636e\uff0cOpenAI\u80fd\u591f\u8c03\u6574\u8bad\u7ec3\u7b56\u7565\uff0c\u4f18\u5316\u8d85\u53c2\u6570\uff0c\u4ece\u800c\u63d0\u9ad8\u6a21\u578b\u7684\u8d28\u91cf\u548c\u6548\u7387\u3002<\/li>\n
  • NVIDIA<\/strong>\uff1a\u5728\u5176AI\u5e73\u53f0\u4e0a\uff0cNVIDIA\u4f7f\u7528OpenTelemetry\u6765\u76d1\u63a7GPU\u7684\u4f7f\u7528\u60c5\u51b5\u548c\u6a21\u578b\u63a8\u7406\u7684\u6027\u80fd\u3002\u901a\u8fc7\u5b9e\u65f6\u7684\u6027\u80fd\u6570\u636e\uff0cNVIDIA\u80fd\u591f\u52a8\u6001\u5206\u914d\u8d44\u6e90\uff0c\u4f18\u5316\u5de5\u4f5c\u8d1f\u8f7d\uff0c\u63d0\u9ad8\u6574\u4f53\u7684\u8ba1\u7b97\u6548\u7387\u3002<\/li>\n

    4. \u6545\u969c\u6392\u9664\u548c\u6839\u56e0\u5206\u6790<\/h2>\n

    \u6848\u4f8b\u80cc\u666f<\/strong>\uff1a<\/p>\n

    AI\u7cfb\u7edf\u7684\u590d\u6742\u6027\u4f7f\u5f97\u6545\u969c\u6392\u9664\u548c\u6839\u56e0\u5206\u6790\u6210\u4e3a\u4e00\u9879\u5177\u6709\u6311\u6218\u6027\u7684\u4efb\u52a1\u3002\u4f20\u7edf\u7684\u65e5\u5fd7\u8bb0\u5f55\u65b9\u6cd5\u5f80\u5f80\u65e0\u6cd5\u63d0\u4f9b\u8db3\u591f\u7684\u4e0a\u4e0b\u6587\u4fe1\u606f\u6765\u5feb\u901f\u5b9a\u4f4d\u95ee\u9898\u3002<\/p>\n

    \u89e3\u51b3\u65b9\u6848<\/strong>\uff1a<\/p>\n

    OpenTelemetry\u7684\u8be6\u7ec6\u8ddf\u8e2a\u548c\u65e5\u5fd7\u5173\u8054\u529f\u80fd\u5141\u8bb8\u5f00\u53d1\u4eba\u5458\u5728\u95ee\u9898\u53d1\u751f\u65f6\u91cd\u5efa\u5b8c\u6574\u7684\u4e8b\u4ef6\u5e8f\u5217\u3002\u901a\u8fc7\u5206\u6790\u8ddf\u8e2a\u6570\u636e\u548c\u5173\u8054\u7684\u65e5\u5fd7\u4fe1\u606f\uff0c\u53ef\u4ee5\u5feb\u901f\u5b9a\u4f4d\u6545\u969c\u7684\u6839\u672c\u539f\u56e0\u3002<\/p>\n

    \u5177\u4f53\u6848\u4f8b<\/strong>\uff1a<\/p>\n

  • Microsoft<\/strong>\uff1a\u5728\u5176Azure AI\u670d\u52a1\u4e2d\uff0cMicrosoft\u4f7f\u7528OpenTelemetry\u8fdb\u884c\u6545\u969c\u6392\u9664\u548c\u6839\u56e0\u5206\u6790\u3002\u4e00\u65e6\u51fa\u73b0\u95ee\u9898\uff0c\u5de5\u7a0b\u5e08\u53ef\u4ee5\u901a\u8fc7OpenTelemetry\u7684\u8be6\u7ec6\u8ddf\u8e2a\u6570\u636e\u8fc5\u901f\u5b9a\u4f4d\u95ee\u9898\u6240\u5728\uff0c\u5927\u5927\u7f29\u77ed\u4e86\u5e73\u5747\u4fee\u590d\u65f6\u95f4\uff08MTTR\uff09\u3002<\/li>\n
  • Alibaba Cloud<\/strong>\uff1a\u901a\u8fc7OpenTelemetry\uff0cAlibaba Cloud\u80fd\u591f\u5728\u5176AI\u670d\u52a1\u4e2d\u5feb\u901f\u5b9a\u4f4d\u548c\u89e3\u51b3\u95ee\u9898\u3002\u8be6\u7ec6\u7684\u8ddf\u8e2a\u548c\u65e5\u5fd7\u6570\u636e\u5e2e\u52a9\u5de5\u7a0b\u5e08\u5728\u590d\u6742\u7684\u5206\u5e03\u5f0f\u7cfb\u7edf\u4e2d\u627e\u5230\u95ee\u9898\u7684\u6839\u6e90\uff0c\u63d0\u9ad8\u4e86\u7cfb\u7edf\u7684\u53ef\u9760\u6027\u548c\u7a33\u5b9a\u6027\u3002<\/li>\n

    5. \u6027\u80fd\u4f18\u5316\u548c\u8d44\u6e90\u7ba1\u7406<\/h2>\n

    \u6848\u4f8b\u80cc\u666f<\/strong>\uff1a<\/p>\n

    AI\u7cfb\u7edf\u7684\u6027\u80fd\u4f18\u5316\u548c\u8d44\u6e90\u7ba1\u7406\u662f\u63d0\u9ad8\u7cfb\u7edf\u6548\u7387\u548c\u964d\u4f4e\u6210\u672c\u7684\u5173\u952e\u3002\u7531\u4e8e\u7cfb\u7edf\u7684\u590d\u6742\u6027\u548c\u52a8\u6001\u6027\uff0c\u5b9e\u73b0\u9ad8\u6548\u7684\u8d44\u6e90\u5206\u914d\u548c\u6027\u80fd\u4f18\u5316\u5e76\u4e0d\u5bb9\u6613\u3002<\/p>\n

    \u89e3\u51b3\u65b9\u6848<\/strong>\uff1a<\/p>\n

    OpenTelemetry\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u6027\u80fd\u6307\u6807\u548c\u8d44\u6e90\u4f7f\u7528\u6570\u636e\uff0c\u5e2e\u52a9\u5f00\u53d1\u4eba\u5458\u4e86\u89e3\u7cfb\u7edf\u7684\u8fd0\u884c\u72b6\u51b5\u3002\u901a\u8fc7\u8fd9\u4e9b\u6570\u636e\uff0c\u53ef\u4ee5\u5236\u5b9a\u66f4\u660e\u667a\u7684\u8d44\u6e90\u5206\u914d\u7b56\u7565\uff0c\u63d0\u9ad8\u7cfb\u7edf\u7684\u6574\u4f53\u6027\u80fd\u3002<\/p>\n

    \u5177\u4f53\u6848\u4f8b<\/strong>\uff1a<\/p>\n

  • Google<\/strong>\uff1a\u5728\u5176\u6570\u636e\u4e2d\u5fc3\u5185\uff0cGoogle\u4f7f\u7528OpenTelemetry\u6765\u76d1\u63a7\u548c\u4f18\u5316AI\u5de5\u4f5c\u8d1f\u8f7d\u7684\u8d44\u6e90\u4f7f\u7528\u60c5\u51b5\u3002\u901a\u8fc7\u5b9e\u65f6\u7684\u6027\u80fd\u6570\u636e\uff0cGoogle\u80fd\u591f\u52a8\u6001\u8c03\u6574\u8d44\u6e90\u5206\u914d\uff0c\u63d0\u9ad8\u8d44\u6e90\u5229\u7528\u7387\uff0c\u964d\u4f4e\u8fd0\u8425\u6210\u672c\u3002<\/li>\n
  • Amazon<\/strong>\uff1a\u5728\u5176AWS AI\u670d\u52a1\u4e2d\uff0cAmazon\u5229\u7528OpenTelemetry\u8fdb\u884c\u6027\u80fd\u4f18\u5316\u548c\u8d44\u6e90\u7ba1\u7406\u3002\u901a\u8fc7\u8be6\u7ec6\u7684\u6307\u6807\u548c\u8ddf\u8e2a\u6570\u636e\uff0cAmazon\u80fd\u591f\u4f18\u5316\u670d\u52a1\u914d\u7f6e\uff0c\u63d0\u9ad8\u7cfb\u7edf\u7684\u541e\u5410\u91cf\u548c\u54cd\u5e94\u901f\u5ea6\uff0c\u589e\u5f3a\u7528\u6237\u4f53\u9a8c\u3002<\/li>\n

    6. \u5b89\u5168\u548c\u5408\u89c4\u6027<\/h2>\n

    \u6848\u4f8b\u80cc\u666f<\/strong>\uff1a<\/p>\n

    \u5728AI\u7cfb\u7edf\u4e2d\uff0c\u5b89\u5168\u548c\u5408\u89c4\u6027\u81f3\u5173\u91cd\u8981\u3002\u4f01\u4e1a\u9700\u8981\u786e\u4fdd\u5176AI\u5e94\u7528\u7b26\u5408\u76f8\u5173\u6cd5\u89c4\u548c\u6807\u51c6\uff0c\u5982GDPR\u3001HIPAA\u7b49\u3002<\/p>\n

    \u89e3\u51b3\u65b9\u6848<\/strong>\uff1a<\/p>\n

    OpenTelemetry\u53ef\u4ee5\u8bb0\u5f55\u4e0e\u5b89\u5168\u76f8\u5173\u7684\u4e8b\u4ef6\u548c\u64cd\u4f5c\uff0c\u5982\u7528\u6237\u8ba4\u8bc1\u3001\u6388\u6743\u548c\u6570\u636e\u8bbf\u95ee\u3002\u8fd9\u4e9b\u65e5\u5fd7\u53ef\u4ee5\u7528\u4e8e\u5ba1\u8ba1\u548c\u5408\u89c4\u6027\u68c0\u67e5\uff0c\u786e\u4fdd\u7cfb\u7edf\u7684\u5b89\u5168\u6027\u548c\u5408\u89c4\u6027\u3002<\/p>\n

    \u5177\u4f53\u6848\u4f8b<\/strong>\uff1a<\/p>\n

  • Mastercard<\/strong>\uff1a\u4f5c\u4e3a\u4e00\u5bb6\u91d1\u878d\u670d\u52a1\u516c\u53f8\uff0cMastercard\u4f7f\u7528OpenTelemetry\u6765\u76d1\u63a7\u5176AI\u7cfb\u7edf\u7684\u5b89\u5168\u548c\u5408\u89c4\u6027\u3002\u901a\u8fc7\u8bb0\u5f55\u6240\u6709\u5b89\u5168\u76f8\u5173\u7684\u4e8b\u4ef6\u548c\u64cd\u4f5c\uff0cMastercard\u80fd\u591f\u8fdb\u884c\u5b9a\u671f\u7684\u5ba1\u8ba1\u548c\u5408\u89c4\u6027\u68c0\u67e5\uff0c\u786e\u4fdd\u7cfb\u7edf\u7b26\u5408\u91d1\u878d\u884c\u4e1a\u7684\u4e25\u683c\u8981\u6c42\u3002<\/li>\n
  • Ant Financial<\/strong>\uff1a\u5728\u4e2d\u56fd\uff0cAnt Financial\u4f7f\u7528OpenTelemetry\u6765\u786e\u4fdd\u5176AI\u7cfb\u7edf\u7684\u5b89\u5168\u6027\u548c\u5408\u89c4\u6027\u3002\u901a\u8fc7\u8be6\u7ec6\u7684\u65e5\u5fd7\u8bb0\u5f55\u548c\u5ba1\u8ba1\u529f\u80fd\uff0cAnt Financial\u80fd\u591f\u6ee1\u8db3\u56fd\u5bb6\u6cd5\u5f8b\u6cd5\u89c4\u7684\u8981\u6c42\uff0c\u4fdd\u62a4\u7528\u6237\u6570\u636e\u5b89\u5168\u3002<\/li>\n

    OpenTelemetry\u5728\u4eba\u5de5\u667a\u80fd\u9886\u57df\u7684\u5e94\u7528\u6848\u4f8b\u6db5\u76d6\u4e86\u4eceAI\u4ee3\u7406\u7684\u53ef\u89c2\u6d4b\u6027\u5230\u5206\u5e03\u5f0f\u7cfb\u7edf\u7684\u8ddf\u8e2a\u3001\u4ece\u6a21\u578b\u8bad\u7ec3\u7684\u76d1\u63a7\u5230\u6545\u969c\u6392\u9664\u548c\u6839\u56e0\u5206\u6790\u7b49\u591a\u4e2a\u65b9\u9762\u3002\u901a\u8fc7\u63d0\u4f9b\u6807\u51c6\u5316\u7684\u53ef\u89c2\u6d4b\u6027\u6846\u67b6\uff0cOpenTelemetry\u5e2e\u52a9\u4f01\u4e1a\u63d0\u9ad8AI\u7cfb\u7edf\u7684\u53ef\u9760\u6027\u3001\u6027\u80fd\u548c\u5b89\u5168\u6027\uff0c\u4ece\u800c\u63a8\u52a8\u4eba\u5de5\u667a\u80fd\u6280\u672f\u7684\u8fdb\u4e00\u6b65\u53d1\u5c55\u548c\u5e94\u7528\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

    OpenTelemetry\u662f\u4e00\u4e2a\u5f00\u6e90\u7684\u53ef\u89c2\u6d4b\u6027\u6846\u67b6\uff0c\u7528\u4e8e\u6536\u96c6\u3001\u5904\u7406\u548c\u5bfc\u51fa\u5206\u5e03\u5f0f\u7cfb\u7edf\u7684\u9065\u6d4b\u6570\u636e\uff08\u5982\u8ddf\u8e2a\u3001\u6307\u6807\u548c\u65e5\u5fd7\uff09\u3002\u5b83\u65e8\u5728\u63d0\u4f9b\u4e00\u79cd\u4e0e\u4f9b\u5e94\u5546\u65e0\u5173\u7684\u6807\u51c6\u65b9\u5f0f\u6765\u5b9e\u73b0\u7cfb\u7edf\u7684\u53ef\u89c2\u6d4b\u6027\uff0c\u4f7f\u5f97\u5f00\u53d1\u4eba\u5458\u548c\u8fd0\u7ef4\u56e2\u961f\u80fd\u591f\u66f4\u597d\u5730\u7406\u89e3\u7cfb\u7edf\u884c\u4e3a\u3001\u8bca\u65ad\u95ee\u9898\u548c\u4f18\u5316\u6027\u80fd\u3002 \u4e8c\u3001OpenTelemetry\u5728\u4eba\u5de5\u667a\u80fd\u9886\u57df\u7684\u5e94\u7528\u6848\u4f8b 1. AI Agent Observability \u6848\u4f8b\u80cc\u666f\uff1a \u968f\u7740\u4eba\u5de5\u667a\u80fd\u7684\u53d1\u5c55\uff0cAI\u4ee3\u7406\uff08AI Agents\uff09\u5728\u5404\u4e2a\u884c\u4e1a\u7684\u5e94\u7528\u65e5\u76ca\u5e7f\u6cdb\u3002\u7531\u4e8e\u5176\u975e\u786e\u5b9a\u6027\u7684\u672c\u8d28\uff0c\u786e\u4fddAI\u4ee3\u7406\u7684\u53ef\u9760\u6027\u3001\u6548\u7387\u548c\u53ef\u7ef4\u62a4\u6027\u9762\u4e34\u8bf8\u591a\u6311\u6218\u3002\u5bf9AI\u4ee3\u7406\u8fdb\u884c\u6709\u6548\u7684\u76d1\u63a7\u3001\u8ddf\u8e2a\u548c\u65e5\u5fd7\u8bb0\u5f55\u53d8\u5f97\u5c24\u4e3a\u91cd\u8981\u3002 \u89e3\u51b3\u65b9\u6848\uff1a OpenTelemetry\u901a\u8fc7\u5b9a\u4e49\u6807\u51c6\u5316\u7684\u8bed\u4e49\u7ea6\u5b9a\uff0c\u4f7f\u5f97AI\u4ee3\u7406\u6846\u67b6\u548c\u5e94\u7528\u80fd\u591f\u4ee5\u7edf\u4e00\u7684\u65b9\u5f0f\u62a5\u544a\u6307\u6807\u3001\u8ddf\u8e2a\u548c\u65e5\u5fd7\u3002\u8fd9\u6837\u4e00\u6765\uff0c\u4e0d\u540c\u6846\u67b6\u548c\u5e94\u7528\u4ea7\u751f\u7684\u9065\u6d4b\u6570\u636e\u5177\u6709\u4e00\u81f4\u7684\u683c\u5f0f\uff0c\u4fbf\u4e8e\u96c6\u6210\u53ef\u89c2\u6d4b\u6027\u89e3\u51b3\u65b9\u6848\u548c\u6bd4\u8f83\u4e0d\u540c\u6846\u67b6\u4e4b\u95f4\u7684\u6027\u80fd\u3002 \u5177\u4f53\u6848\u4f8b\uff1a CrewAI\uff1a\u4e00\u4e2a\u6d41\u884c\u7684AI\u4ee3\u7406\u6846\u67b6\uff0c\u901a\u8fc7\u5185\u7f6e\u7684OpenTelemetry\u4eea\u5668\u5316\uff0c\u5b9e\u73b0\u4e86\u5bf9\u4efb\u52a1\u6267\u884c\u3001\u8d44\u6e90\u5229\u7528\u7387\u7b49\u65b9\u9762\u7684\u65e0\u7f1d\u8ddf\u8e2a\u3002\u8fd9\u79cd\u5185\u7f6e\u7684\u4eea\u5668\u5316\u4f7f\u5f97\u7528\u6237\u53ef\u4ee5\u65b9\u4fbf\u5730\u76d1\u6d4b\u4ee3\u7406\u7684\u6027\u80fd\uff0c\u800c\u65e0\u9700\u590d\u6742\u7684\u914d\u7f6e\u3002 GenAI Observability Project\uff1aOpenTelemetry\u4e2d\u7684GenAI\u53ef\u89c2\u6d4b\u6027\u9879\u76ee\u81f4\u529b\u4e8e\u5efa\u7acbAI\u4ee3\u7406\u7684\u8bed\u4e49\u7ea6\u5b9a\u3002\u901a\u8fc7\u53c2\u4e0e\u8fd9\u4e2a\u9879\u76ee\uff0c\u4e0d\u540c\u7684AI\u4ee3\u7406\u6846\u67b6\uff08\u5982IBM Bee AI\u3001IBM wxFlow\u3001AutoGen\u7b49\uff09\u80fd\u591f\u4ee5\u6807\u51c6\u5316\u7684\u65b9\u5f0f\u8fdb\u884c\u4ea4\u4e92\u548c\u534f\u4f5c\uff0c\u63d0\u9ad8\u6574\u4f53\u7684\u53ef\u89c2\u6d4b\u6027\u3002 2. \u5206\u5e03\u5f0fAI\u7cfb\u7edf\u7684\u8ddf\u8e2a\u548c\u6027\u80fd\u5206\u6790 \u6848\u4f8b\u80cc\u666f\uff1a \u5927\u578bAI\u7cfb\u7edf\u901a\u5e38\u7531\u591a\u4e2a\u5fae\u670d\u52a1\u7ec4\u6210\uff0c\u8fd9\u4e9b\u670d\u52a1\u4e4b\u95f4\u7684\u901a\u4fe1\u548c\u534f\u8c03\u5bf9\u4e8e\u7cfb\u7edf\u7684\u6574\u4f53\u6027\u80fd\u81f3\u5173\u91cd\u8981\u3002\u5728\u5206\u5e03\u5f0f\u73af\u5883\u4e0b\uff0c\u7406\u89e3\u670d\u52a1\u4e4b\u95f4\u7684\u8c03\u7528\u5173\u7cfb\u548c\u5ef6\u8fdf\u6765\u6e90\u662f\u4e00\u9879\u590d\u6742\u7684\u4efb\u52a1\u3002 \u89e3\u51b3\u65b9\u6848\uff1a OpenTelemetry\u7684\u5206\u5e03\u5f0f\u8ddf\u8e2a\u529f\u80fd\u5141\u8bb8\u5f00\u53d1\u4eba\u5458\u8ffd\u8e2a\u8bf7\u6c42\u5728\u591a\u4e2a\u670d\u52a1\u4e4b\u95f4\u7684\u4f20\u64ad\u8def\u5f84\u3002\u901a\u8fc7\u5728\u670d\u52a1\u8c03\u7528\u94fe\u4e2d\u63d2\u5165\u8ddf\u8e2a\u4ee3\u7801\uff0c\u5f00\u53d1\u4eba\u5458\u53ef\u4ee5\u83b7\u5f97\u8be6\u7ec6\u7684\u8bf7\u6c42\u6d41\u7a0b\u548c\u6027\u80fd\u74f6\u9888\u4fe1\u606f\u3002 \u5177\u4f53\u6848\u4f8b\uff1a Uber\uff1a\u5728\u5176\u5927\u89c4\u6a21\u7684AI\u57fa\u7840\u8bbe\u65bd\u4e2d\uff0cUber\u4f7f\u7528OpenTelemetry\u6765\u8ddf\u8e2a\u6bcf\u6b21\u4e58\u8f66\u8bf7\u6c42\u7684\u751f\u547d\u5468\u671f\u3002\u4ece\u7528\u6237\u4e0b\u5355\u5f00\u59cb\uff0c\u7ecf\u8fc7\u591a\u4e2a\u5fae\u670d\u52a1\u7684\u5904\u7406\uff0c\u76f4\u5230\u884c\u7a0b\u7ed3\u675f\uff0cOpenTelemetry\u5e2e\u52a9Uber\u8bc6\u522b\u5e76\u89e3\u51b3\u4e86\u591a\u4e2a\u5bfc\u81f4\u5ef6\u8fdf\u7684\u95ee\u9898\uff0c\u5927\u5927\u63d0\u9ad8\u4e86\u7cfb\u7edf\u7684\u6574\u4f53\u54cd\u5e94\u901f\u5ea6\u3002 Salesforce\uff1a\u901a\u8fc7OpenTelemetry\uff0cSalesforce\u80fd\u591f\u6df1\u5165\u4e86\u89e3\u5176AI\u9a71\u52a8\u7684\u5ba2\u6237\u5173\u7cfb\u7ba1\u7406\uff08CRM\uff09\u7cfb\u7edf\u4e2d\u5404\u4e2a\u7ec4\u4ef6\u7684\u6027\u80fd\u8868\u73b0\u3002\u5728\u5904\u7406\u590d\u6742\u7684\u9500\u552e\u6d41\u7a0b\u548c\u5ba2\u6237\u4ea4\u4e92\u65f6\uff0c\u5206\u5e03\u5f0f\u8ddf\u8e2a\u5e2e\u52a9Salesforce\u4f18\u5316\u4e86\u670d\u52a1\u95f4\u7684\u901a\u4fe1\uff0c\u51cf\u5c11\u4e86\u6f5c\u5728\u7684\u6545\u969c\u70b9\u3002 3. \u6a21\u578b\u8bad\u7ec3\u548c\u63a8\u7406\u8fc7\u7a0b\u7684\u76d1\u63a7 \u6848\u4f8b\u80cc\u666f\uff1a \u5728AI\u5f00\u53d1\u4e2d\uff0c\u6a21\u578b\u8bad\u7ec3\u548c\u63a8\u7406\u662f\u8ba1\u7b97\u5bc6\u96c6\u578b\u4efb\u52a1\uff0c\u6d89\u53ca\u5927\u91cf\u6570\u636e\u548c\u590d\u6742\u7b97\u6cd5\u3002\u76d1\u63a7\u8fd9\u4e9b\u8fc7\u7a0b\u7684\u6027\u80fd\u548c\u8d44\u6e90\u4f7f\u7528\u60c5\u51b5\u5bf9\u4e8e\u4f18\u5316\u6a21\u578b\u548c\u63d0\u9ad8\u6548\u7387\u81f3\u5173\u91cd\u8981\u3002 \u89e3\u51b3\u65b9\u6848\uff1a OpenTelemetry\u63d0\u4f9b\u4e86\u5bf9\u6a21\u578b\u8bad\u7ec3\u548c\u63a8\u7406\u8fc7\u7a0b\u7684\u8be6\u7ec6\u76d1\u63a7\u80fd\u529b\u3002\u901a\u8fc7\u5728\u5173\u952e\u4ee3\u7801\u6bb5\u63d2\u5165\u8ddf\u8e2a\u548c\u6307\u6807\u6536\u96c6\u4ee3\u7801\uff0c\u5f00\u53d1\u4eba\u5458\u53ef\u4ee5\u83b7\u5f97\u6a21\u578b\u8bad\u7ec3\u7684\u6536\u655b\u901f\u5ea6\u3001\u8d44\u6e90\u5229\u7528\u7387\u4ee5\u53ca\u63a8\u7406\u8fc7\u7a0b\u7684\u54cd\u5e94\u65f6\u95f4\u7b49\u91cd\u8981\u4fe1\u606f\u3002 \u5177\u4f53\u6848\u4f8b\uff1a OpenAI\uff1a\u5728GPT\u7cfb\u5217\u6a21\u578b\u7684\u5f00\u53d1\u8fc7\u7a0b\u4e2d\uff0cOpenAI\u5229\u7528OpenTelemetry\u6765\u76d1\u63a7\u6a21\u578b\u8bad\u7ec3\u7684\u6027\u80fd\u548c\u8d44\u6e90\u6d88\u8017\u3002\u901a\u8fc7\u8be6\u7ec6\u7684\u6307\u6807\u548c\u8ddf\u8e2a\u6570\u636e\uff0cOpenAI\u80fd\u591f\u8c03\u6574\u8bad\u7ec3\u7b56\u7565\uff0c\u4f18\u5316\u8d85\u53c2\u6570\uff0c\u4ece\u800c\u63d0\u9ad8\u6a21\u578b\u7684\u8d28\u91cf\u548c\u6548\u7387\u3002 NVIDIA\uff1a\u5728\u5176AI\u5e73\u53f0\u4e0a\uff0cNVIDIA\u4f7f\u7528OpenTelemetry\u6765\u76d1\u63a7GPU\u7684\u4f7f\u7528\u60c5\u51b5\u548c\u6a21\u578b\u63a8\u7406\u7684\u6027\u80fd\u3002\u901a\u8fc7\u5b9e\u65f6\u7684\u6027\u80fd\u6570\u636e\uff0cNVIDIA\u80fd\u591f\u52a8\u6001\u5206\u914d\u8d44\u6e90\uff0c\u4f18\u5316\u5de5\u4f5c\u8d1f\u8f7d\uff0c\u63d0\u9ad8\u6574\u4f53\u7684\u8ba1\u7b97\u6548\u7387\u3002 4. \u6545\u969c\u6392\u9664\u548c\u6839\u56e0\u5206\u6790 \u6848\u4f8b\u80cc\u666f\uff1a 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