{"id":15371,"date":"2026-10-01T03:33:04","date_gmt":"2026-10-01T03:33:04","guid":{"rendered":"http:\/\/nxhdyxdsj.com\/?p=15371"},"modified":"2026-10-01T03:33:04","modified_gmt":"2026-10-01T03:33:04","slug":"%e4%bb%8e%e6%95%b0%e6%8d%ae%e5%88%b0%e6%99%ba%e8%83%bd%ef%bc%8c%e5%86%8d%e5%88%b0%e8%bf%9b%e5%8c%96%ef%bc%9aagent%e6%ad%a3%e5%9c%a8%e9%87%8d%e5%86%99ai%e5%9f%ba%e7%a1%80%e8%ae%be%e6%96%bd","status":"publish","type":"post","link":"https:\/\/nxhdyxdsj.com\/?p=15371","title":{"rendered":"\u4ece\u6570\u636e\u5230\u667a\u80fd\uff0c\u518d\u5230\u8fdb\u5316\uff1aAgent\u6b63\u5728\u91cd\u5199AI\u57fa\u7840\u8bbe\u65bd"},"content":{"rendered":"

<\/p>\n

 <\/p>\n

\u4e00\u4e2a\u5de5\u7a0b\u5e08\u5199\u5b8c\u6570\u636e\u5904\u7406\u4ee3\u7801\uff0c\u70b9\u4e0b\u63d0\u4ea4\uff0c\u7136\u540e\u53bb\u559d\u4e86\u676f\u5496\u5561\u3002\u5341\u51e0\u5206\u949f\u751a\u81f3\u51e0\u5341\u5206\u949f\u4e4b\u540e\uff0c\u4ed6\u624d\u56de\u5230\u5c4f\u5e55\u524d\u770b\u7ed3\u679c\u3001\u6539\u4ee3\u7801\u3001\u518d\u63d0\u4ea4\u3002\u8fd9\u6761\u300c\u7b49\u5f85— \u53cd\u9988\u300d\u7684\u7a7a\u9699\uff0c\u8fc7\u53bb\u4e00\u76f4\u662f\u6570\u636e\u5e73\u53f0\u9ed8\u8ba4\u7684\u8282\u594f\u3002<\/p>\n

Agent \u6ca1\u6709\u8fd9\u4e2a\u7a7a\u9699\u3002\u5b83\u62ff\u5230\u4e00\u6b21\u7ed3\u679c\uff0c\u7acb\u523b\u9a8c\u8bc1\uff0c\u7d27\u63a5\u7740\u5e76\u53d1\u5730\u53bb\u8bd5\u7b2c\u4e8c\u79cd\u3001\u7b2c\u4e09\u79cd\u65b9\u6848\uff0c\u98de\u5feb\u62ff\u5230\u53cd\u9988\uff0c\u518d\u53d1\u8d77\u4e0b\u4e00\u8f6e\u8c03\u7528\u3002<\/p>\n

\u4eba\u7528\u5e73\u53f0\uff0c\u53d1\u8fc7\u6765\u7684\u662f\u4e00\u4e2a\u76f8\u5bf9\u786e\u5b9a\u7684\u4efb\u52a1\uff0c\u7b97\u5b8c\u3001\u7ed9\u7ed3\u679c\u3001\u8d70\u4eba\uff1bAgent \u7528\u5e73\u53f0\uff0c\u4f1a\u4e0d\u505c\u5730\u6362\u7740\u6cd5\u5b50\u53bb\u5b8c\u6210\u4f60\u4ea4\u4ee3\u7684\u90a3\u4e2a\u76ee\u6807\u3002\u538b\u529b\u5c31\u8fd9\u6837\u88ab\u653e\u5927\u4e86—— \u7ba1\u63a7\u7684\u538b\u529b\u548c\u9690\u5f62\u8ba1\u7b97\u7684\u538b\u529b\uff0c\u4f1a\u5341\u500d\u3001\u767e\u500d\u5730\u5f80\u4e0a\u7ffb\u3002<\/p>\n

\u8fd9\u6b63\u5728\u6210\u4e3a 2026 \u5e74\u4e91\u8ba1\u7b97\u9700\u8981\u9762\u5bf9\u7684\u4e00\u79cd\u65b0\u8d1f\u8f7d\u3002<\/p>\n

AI \u6b63\u5728\u6df1\u5165\u300c\u628a\u6a21\u578b\u7528\u8d77\u6765\u300d\u7684\u9636\u6bb5\u3002\u6a21\u578b\u4e00\u65e6\u957f\u6210 Agent\uff0c\u5b83\u5c31\u4e0d\u518d\u662f\u4e00\u4e2a\u8eba\u5728\u90a3\u91cc\u7b49\u4f60\u8c03\u7528\u7684\u63a5\u53e3\uff0c\u800c\u66f4\u50cf\u4e00\u4e2a\u4f1a\u81ea\u5df1\u627e\u6570\u636e\u3001\u81ea\u5df1\u62c6\u4efb\u52a1\u3001\u81ea\u5df1\u5e76\u53d1\u8bd5\u9519\u3001\u81ea\u5df1\u4e00\u76f4\u8dd1\u4e0b\u53bb\u7684\u6570\u5b57\u5458\u5de5\u3002\u5b83\u5236\u9020\u51fa\u6765\u7684\u8d1f\u8f7d\uff0c\u548c\u8fc7\u53bb\u5341\u51e0\u5e74\u4e91\u5e73\u53f0\u4e60\u60ef\u627f\u8f7d\u7684\u90a3\u79cd\u8d1f\u8f7d\uff0c\u5b8c\u5168\u662f\u4e24\u56de\u4e8b\u3002<\/p>\n

\u963f\u91cc\u4e91\u667a\u80fd\u96c6\u56e2\u9996\u5e2d\u6280\u672f\u5b98\u674e\u98de\u98de\u5728\u4e91\u6816\u5927\u4f1a\u4e0a\u628a\u667a\u80fd\u4f53\u843d\u5730\u62c6\u6210\u4e09\u4e2a\u8bcd\uff1aModel \u51b3\u5b9a\u667a\u80fd\u7684\u4e0a\u9650\uff0cContext \u51b3\u5b9a Agent \u8bfb\u4e0d\u8bfb\u5f97\u61c2\u4f60\u7684\u4e1a\u52a1\uff0cHarness \u51b3\u5b9a\u5b83\u80fd\u4e0d\u80fd\u771f\u6b63\u8c03\u8d77\u5de5\u5177\u3001\u628a\u4e8b\u505a\u5b8c\u3001\u5e76\u4e14\u4e00\u76f4\u8dd1\u4e0b\u53bb\u3002\u60f3\u540c\u65f6\u5582\u9971\u8fd9\u4e09\u6837\uff0c\u5149\u628a\u4e00\u4e2a\u6a21\u578b\u505a\u5927\u505a\u5f3a\uff0c\u8fdc\u8fdc\u4e0d\u591f\u3002<\/p>\n

\u6570\u636e\u6d41\u52a8\u8d77\u6765\u4ea7\u751f\u667a\u80fd\uff0c\u667a\u80fd\u4ee5 Agent \u7684\u5f62\u6001\u843d\u8fdb\u4e1a\u52a1\uff0c\u4e1a\u52a1\u8dd1\u8d77\u6765\u53c8\u4ea7\u751f\u65b0\u7684\u6570\u636e\u548c\u65b0\u8d1f\u8f7d\uff0c\u56de\u8fc7\u5934\u518d\u63a8\u7740\u6574\u4e2a\u7cfb\u7edf\u5f80\u524d\u8d70\u3002\u98de\u8f6e\u8f6c\u5f97\u5feb\u4e0d\u5feb\uff0c\u53d6\u51b3\u4e8e\u4e09\u4ef6\u4e8b—— \u6a21\u578b\u751f\u4ea7\u7684\u6548\u7387\u3001\u667a\u80fd\u843d\u5730\u7684\u6548\u7387\u3001\u7cfb\u7edf\u81ea\u6211\u8fdb\u5316\u7684\u6548\u7387\u3002<\/p>\n

\u4eca\u5e74\u4e91\u6816\u5927\u4f1a\u4e0a\uff0c\u963f\u91cc\u4e91\u505a\u7684\u4e8b\uff0c\u5c31\u662f\u6cbf\u7740\u8fd9\u4e09\u4e2a\u6548\u7387\uff0c\u628a\u4ece\u6570\u636e\u5165\u6e56\u3001\u8bad\u7ec3\u96c6\u751f\u4ea7\u3001\u6a21\u578b\u8bad\u7ec3\u3001\u63a8\u7406\u670d\u52a1\uff0c\u4e00\u76f4\u5230\u7cfb\u7edf\u81ea\u5df1\u4f18\u5316\u81ea\u5df1\u7684\u6574\u6761\u94fe\u8def\uff0c\u4e00\u6b21\u6027\u5347\u7ea7\u4e86\u4e00\u904d\u3002<\/p>\n

\u8d2f\u7a7f\u8fd9\u4e9b\u5347\u7ea7\u7684\uff0c\u662f\u963f\u91cc\u4e91\u6240\u5f3a\u8c03\u7684\u300c\u82af\u4e91\u6a21\u4e00\u4f53\u300d\uff1a\u8ba9\u82af\u7247\u3001\u4e91\u5e73\u53f0\u4e0e\u6a21\u578b\u9010\u6e10\u8d70\u5411\u534f\u540c\u8bbe\u8ba1\uff0c\u6253\u901a\u4ece\u539f\u59cb\u6570\u636e\u5230\u4e1a\u52a1\u51b3\u7b56\u7684\u5168\u6808\u3002<\/p>\n

\u5f53\u6a21\u578b\u8d70\u8fdb\u771f\u5b9e\u4e16\u754c\uff0c\u6570\u636e\u5148\u6210\u4e86\u74f6\u9888<\/h1>\n

AI \u8fdb\u5165\u7269\u7406\u4e16\u754c\u4e4b\u540e\uff0c\u6570\u636e\u9996\u5148\u53d1\u751f\u4e86\u53d8\u5316\u3002<\/p>\n

\u8fc7\u53bb\u7684\u5927\u6a21\u578b\u4e3b\u8981\u5904\u7406\u6587\u672c\u548c\u4ee3\u7801\u3002\u81ea\u52a8\u9a7e\u9a76\u3001\u5177\u8eab\u667a\u80fd\u548c\u79d1\u5b66\u8ba1\u7b97\u9762\u5bf9\u7684\u5374\u662f\u89c6\u9891\u3001\u70b9\u4e91\u3001\u8fd0\u52a8\u8f68\u8ff9\u548c\u4f20\u611f\u4fe1\u53f7\u3002\u539f\u59cb\u6570\u636e\u5f88\u5bb9\u6613\u79ef\u7d2f\uff0c\u771f\u6b63\u56f0\u96be\u7684\u662f\u628a\u8fd9\u4e9b\u6570\u636e\u6e05\u6d17\u3001\u8d28\u68c0\u3001\u6807\u6ce8\u5e76\u8f6c\u6362\u6210\u6a21\u578b\u53ef\u4ee5\u4f7f\u7528\u7684\u8bad\u7ec3\u96c6\u3002<\/p>\n

\u7a79\u5f7b\u667a\u80fd\u9996\u5e2d\u79d1\u5b66\u5bb6\u5415\u5cfb\u5728\u63a5\u53d7\u91c7\u8bbf\u65f6\u63d0\u5230\uff0c\u5177\u8eab\u667a\u80fd\u7684\u6570\u636e\u4ee5\u89c6\u9891\u548c\u70b9\u4e91\u4e3a\u4e3b\uff0c\u4ece\u91c7\u96c6\u5b8c\u6210\u5230\u8fdb\u5165\u8bad\u7ec3\uff0c\u4e2d\u95f4\u53ef\u80fd\u7ecf\u8fc7\u51e0\u5341\u9053\u5904\u7406\u3002\u4e00\u6b21\u6570\u636e\u7248\u672c\u8fed\u4ee3\uff0c\u77ed\u5219\u4e24\u5468\uff0c\u957f\u5219\u4e00\u4e2a\u6708\u3002\u5b58\u50a8\u3001\u6570\u636e\u5904\u7406\u548c\u6a21\u578b\u8bad\u7ec3\u4e4b\u95f4\u53ea\u8981\u6709\u4e00\u4e2a\u73af\u8282\u8854\u63a5\u4e0d\u7545\uff0c\u6574\u4e2a\u5b9e\u9a8c\u5468\u671f\u90fd\u4f1a\u88ab\u62c9\u957f\u3002<\/p>\n

\u4ece\u957f\u671f\u770b\uff0c\u5177\u8eab\u667a\u80fd\u53ef\u7528\u7684\u6570\u636e\u89c4\u6a21\u53ef\u80fd\u4ecd\u6709\u4e24\u5230\u4e09\u4e2a\u6570\u91cf\u7ea7\u7684\u7f3a\u53e3\u3002\u4f46\u5415\u5cfb\u8ba4\u4e3a\uff0c\u73b0\u9636\u6bb5\u66f4\u76f4\u63a5\u7684\u95ee\u9898\u5df2\u7ecf\u8f6c\u5411\u6570\u636e\u8d28\u91cf\uff1a\u54ea\u4e9b\u6570\u636e\u771f\u6b63\u6709\u6548\uff0c\u600e\u6837\u5b8c\u6210\u7cbe\u7ec6\u6807\u6ce8\u548c\u524d\u540e\u8d28\u68c0\uff0c\u4ee5\u53ca\u7b97\u6cd5\u80fd\u5426\u628a\u8fd9\u4e9b\u6570\u636e\u8f6c\u5316\u6210\u6a21\u578b\u80fd\u529b\u3002<\/p>\n

\u6570\u636e\u751f\u4ea7\u65b9\u5f0f\u4e5f\u5728\u968f\u4e4b\u53d8\u5316\u3002\u4f20\u7edf\u4eba\u5de5\u6807\u6ce8\u9700\u8981\u7ec4\u5efa\u548c\u57f9\u8bad\u56e2\u961f\uff0c\u89c4\u5219\u6539\u53d8\u540e\u8fd8\u8981\u91cd\u65b0\u8c03\u6574\u6d41\u7a0b\uff1b\u6a21\u578b\u8f85\u52a9\u6807\u6ce8\u53ef\u4ee5\u66f4\u5feb\u8fed\u4ee3\uff0c\u5e76\u5c06\u4eba\u529b\u96c6\u4e2d\u5230\u8d28\u68c0\u548c\u9ad8\u96be\u5ea6\u6837\u672c\u4e0a\u3002\u5bf9\u4e8e\u5177\u8eab\u667a\u80fd\u516c\u53f8\u6765\u8bf4\uff0c\u8fd9\u79cd\u53d8\u5316\u5f71\u54cd\u7684\u4e0d\u53ea\u662f\u6210\u672c\uff0c\u8fd8\u51b3\u5b9a\u4e86\u6a21\u578b\u5b9e\u9a8c\u80fd\u5426\u8db3\u591f\u9891\u7e41\u5730\u8fdb\u884c\u3002<\/p>\n

\u963f\u91cc\u4e91\u5bf9 MaxCompute \u548c EMR \u7684\u5347\u7ea7\uff0c\u9488\u5bf9\u7684\u6b63\u662f\u8fd9\u6761\u6570\u636e\u751f\u4ea7\u94fe\u3002MaxCompute \u5c06 CPU\u3001GPU \u548c\u5927\u6a21\u578b Token \u7eb3\u5165\u7edf\u4e00\u8c03\u5ea6\uff0cMaxFrame \u548c SQL AI Function \u53ef\u4ee5\u76f4\u63a5\u8c03\u7528\u6a21\u578b\u5904\u7406\u56fe\u7247\u3001\u6587\u672c\u7b49\u5168\u6a21\u6001\u6570\u636e\u3002\u9762\u5411\u81ea\u52a8\u9a7e\u9a76\u548c\u5177\u8eab\u667a\u80fd\u7b49\u573a\u666f\uff0c\u884c\u4e1a Skill \u5219\u5c06\u6570\u636e\u7ba1\u7ebf\u8fdb\u4e00\u6b65\u5c01\u88c5\uff0c\u8ba9\u5f00\u53d1\u8005\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u7ec4\u7ec7\u5904\u7406\u4efb\u52a1\u3002<\/p>\n

EMR Serverless Spark \u652f\u6301 Spark\u3001Ray\u3001Daft \u7b49\u5168\u6a21\u6001\u5f15\u64ce\uff0c\u5e76\u4e0e Paimon\u3001Iceberg \u7b49\u5f00\u653e\u6e56\u8868\u683c\u5f0f\u8fde\u63a5\u3002\u6309\u7167\u963f\u91cc\u4e91\u516c\u5e03\u7684\u6570\u636e\uff0c\u8fd9\u5957\u65b9\u6848\u53ef\u4ee5\u8ba9\u5177\u8eab\u667a\u80fd\u6570\u636e\u5904\u7406\u8017\u65f6\u51cf\u5c11 40%\uff0cPB \u7ea7\u539f\u59cb\u6570\u636e\u80fd\u591f\u76f4\u63a5\u751f\u6210 LeRobot\u3001RLDS \u683c\u5f0f\u7684\u8bad\u7ec3\u96c6\u3002<\/p>\n

\u6570\u636e\u51c6\u5907\u5b8c\u6210\u540e\uff0c\u95ee\u9898\u6765\u5230\u4e86\u8bad\u7ec3\u7aef\u3002PAI-DLC 3.0 \u5f15\u5165 Xfuse\uff0c\u5bf9\u7b97\u529b\u5e95\u5ea7\u3001\u8bad\u7ec3\u6846\u67b6\u548c\u4efb\u52a1\u8fd0\u884c\u72b6\u6001\u8fdb\u884c\u8054\u5408\u5206\u6790\uff0c\u81ea\u52a8\u5b9a\u4f4d\u901a\u4fe1\u3001\u6570\u636e\u8bfb\u53d6\u3001\u7b97\u5b50\u548c\u8d44\u6e90\u8c03\u5ea6\u4e2d\u7684\u95ee\u9898\u3002\u963f\u91cc\u4e91\u516c\u5e03\u7684\u6d4b\u8bd5\u7ed3\u679c\u663e\u793a\uff0c\u591a\u6a21\u6001\u6a21\u578b\u7aef\u5230\u7aef\u8bad\u7ec3\u901f\u5ea6\u63d0\u5347\u4e86 2.4 \u500d\u3002<\/p>\n

\u8fd9\u7c7b\u4f18\u5316\u8d8a\u6765\u8d8a\u4f9d\u8d56\u82af\u7247\u3001\u4e91\u5e73\u53f0\u548c\u6a21\u578b\u4e4b\u95f4\u7684\u534f\u540c\u3002<\/p>\n

\u963f\u91cc\u4e91\u667a\u80fd\u96c6\u56e2\u7814\u53d1\u526f\u603b\u88c1\u3001\u8ba1\u7b97\u5e73\u53f0\u4e8b\u4e1a\u90e8\u8d1f\u8d23\u4eba\u6c6a\u519b\u534e\u5219\u5728\u63a5\u53d7\u91c7\u8bbf\u65f6\u4e3e\u4f8b\u79f0\uff0c\u4e00\u79cd\u6a21\u578b\u67b6\u6784\u5373\u4fbf\u6548\u679c\u8db3\u591f\u597d\uff0c\u5982\u679c\u4e0e\u82af\u7247\u7f13\u5b58\u3001\u901a\u4fe1\u65b9\u5f0f\u548c\u63a8\u7406\u6846\u67b6\u4e0d\u5339\u914d\uff0c\u843d\u5230\u771f\u5b9e\u786c\u4ef6\u4e0a\u4ecd\u53ef\u80fd\u4ed8\u51fa\u5f88\u9ad8\u7684\u6210\u672c\u3002AI \u57fa\u7840\u8bbe\u65bd\u7531\u6b64\u8fdb\u5165\u4e00\u4e2a\u66f4\u5f3a\u8c03\u8054\u5408\u8bbe\u8ba1\u7684\u9636\u6bb5\uff1a\u6a21\u578b\u67b6\u6784\u9700\u8981\u7406\u89e3\u786c\u4ef6\uff0c\u8ba1\u7b97\u5e73\u53f0\u4e5f\u9700\u8981\u7406\u89e3\u6a21\u578b\u7684\u5de5\u4f5c\u65b9\u5f0f\u3002<\/p>\n

<\/p>\n

 <\/p>\n

\u5bf9\u4e8e\u4f01\u4e1a\u800c\u8a00\uff0c\u6a21\u578b\u80fd\u529b\u7684\u5f62\u6210\u5df2\u7ecf\u662f\u4e00\u6761\u8fde\u7eed\u751f\u4ea7\u7ebf\u3002\u539f\u59cb\u6570\u636e\u5904\u7406\u5f97\u6709\u591a\u5feb\uff0c\u8bad\u7ec3\u95ee\u9898\u80fd\u5426\u53ca\u65f6\u5b9a\u4f4d\uff0c\u7b97\u529b\u80fd\u5426\u968f\u4efb\u52a1\u7075\u6d3b\u8c03\u5ea6\uff0c\u90fd\u4f1a\u5f71\u54cd\u6a21\u578b\u8fed\u4ee3\u7684\u6700\u7ec8\u901f\u5ea6\u3002<\/p>\n

\u667a\u80fd\u5230\u5e94\u7528\uff0cAgent \u6539\u53d8\u4e86\u5e73\u53f0\u7684\u4f7f\u7528\u65b9\u5f0f<\/h1>\n

\u6a21\u578b\u8bad\u7ec3\u5b8c\u6210\uff0c\u53ea\u89e3\u51b3\u4e86\u667a\u80fd\u4ece\u54ea\u91cc\u6765\u7684\u95ee\u9898\u3002Agent \u8fdb\u5165\u4f01\u4e1a\uff0c\u8fd8\u8981\u5148\u5b66\u4f1a\u5982\u4f55\u4f7f\u7528\u6570\u636e\u3002<\/p>\n

\u4f01\u4e1a\u6570\u636e\u901a\u5e38\u5206\u6563\u5728\u6570\u636e\u6e56\u3001\u6570\u4ed3\u3001\u641c\u7d22\u548c\u5b9e\u65f6\u8ba1\u7b97\u7cfb\u7edf\u4e2d\u3002\u4e0d\u540c\u90e8\u95e8\u5bf9\u540c\u4e00\u4e2a\u6307\u6807\u53ef\u80fd\u6709\u4e0d\u540c\u53e3\u5f84\uff0c\u5b57\u6bb5\u80cc\u540e\u8fd8\u9690\u85cf\u7740\u5927\u91cf\u4e1a\u52a1\u89c4\u5219\u3002Agent \u5373\u4f7f\u627e\u5230\u4e86\u6570\u636e\uff0c\u4e5f\u4e0d\u4e00\u5b9a\u77e5\u9053\u8fd9\u4e9b\u6570\u636e\u610f\u5473\u7740\u4ec0\u4e48\uff0c\u66f4\u4e0d\u80fd\u5728\u751f\u4ea7\u73af\u5883\u4e2d\u968f\u610f\u6267\u884c\u4fee\u6539\u548c\u5220\u9664\u64cd\u4f5c\u3002<\/p>\n

\u8fd9\u4fbf\u662f Agent \u4e0e\u4f20\u7edf\u6570\u636e\u5de5\u5177\u7684\u5dee\u522b\u3002\u8fc7\u53bb\uff0c\u5de5\u7a0b\u5e08\u7406\u89e3\u6570\u636e\u7ed3\u6784\uff0c\u4e5f\u77e5\u9053\u4e00\u6b21\u64cd\u4f5c\u53ef\u80fd\u5e26\u6765\u7684\u5f71\u54cd\uff1bAgent \u4f9d\u8d56\u4e0a\u4e0b\u6587\u3001\u8bed\u4e49\u548c\u6743\u9650\u7cfb\u7edf\u4f5c\u51fa\u5224\u65ad\u3002\u4e00\u65e6\u8fd9\u4e9b\u4fe1\u606f\u7f3a\u5931\uff0c\u5b83\u8d8a\u81ea\u52a8\u5316\uff0c\u6f5c\u5728\u98ce\u9669\u53cd\u800c\u8d8a\u5927\u3002<\/p>\n

\u963f\u91cc\u4e91\u6b64\u6b21\u63d0\u51fa\u8ba9 OpenLake \u8fdb\u4e00\u6b65\u8d70\u5411 Agentic Lake\u3002\u5f00\u653e\u6e56\u4ed3\u7ee7\u7eed\u627f\u8f7d\u7edf\u4e00\u3001\u5b9e\u65f6\u7684\u5168\u6a21\u6001\u6570\u636e\uff0c\u6e56\u4e0a\u7684\u8ba1\u7b97\u5f15\u64ce\u5219\u901a\u8fc7 Skill\u3001MCP \u548c\u8c03\u7528\u63a5\u53e3\u5411 Agent \u5f00\u653e\u3002DataWorks \u63d0\u4f9b\u8de8\u5f15\u64ce\u8bed\u4e49\u5c42\u3001\u6570\u636e\u6cbb\u7406\u4e0e\u4efb\u52a1\u7f16\u6392\uff0c\u8ba9 Agent \u53ef\u4ee5\u56f4\u7ed5\u4e1a\u52a1\u76ee\u6807\u7ec4\u7ec7\u6570\u636e\u5904\u7406\u6d41\u7a0b\u3002<\/p>\n

\u65b0\u53d1\u5e03\u7684 AI \u539f\u751f\u5927\u6570\u636e\u670d\u52a1 ADA\uff0c\u5219\u8fdb\u4e00\u6b65\u91c7\u7528\u591a\u667a\u80fd\u4f53\u534f\u540c\u3002\u7528\u6237\u4ece\u4e00\u4e2a\u81ea\u7136\u8bed\u8a00\u5165\u53e3\u63d0\u51fa\u95ee\u9898\uff0c\u7cfb\u7edf\u518d\u8c03\u52a8\u79bb\u7ebf\u8ba1\u7b97\u3001\u5b9e\u65f6\u5206\u6790\u3001\u641c\u7d22\u548c AI \u8bad\u63a8\u7b49\u4e0d\u540c\u5f15\u64ce\uff0c\u5b8c\u6210\u6570\u636e\u5206\u6790\u3001\u5de5\u7a0b\u3001\u6cbb\u7406\u548c\u8fd0\u7ef4\u4efb\u52a1\u3002<\/p>\n

\u81ea\u7136\u8bed\u8a00\u964d\u4f4e\u4e86\u6570\u636e\u4f7f\u7528\u95e8\u69db\uff0c\u4e5f\u628a\u5b89\u5168\u6cbb\u7406\u63a8\u5230\u4e86\u66f4\u91cd\u8981\u7684\u4f4d\u7f6e\u3002\u963f\u91cc\u4e91\u8d44\u6df1\u4ea7\u54c1\u89e3\u51b3\u65b9\u6848\u603b\u76d1\u3001\u5927\u6570\u636e\u548c\u4eba\u5de5\u667a\u80fd\u5e73\u53f0\u89e3\u51b3\u65b9\u6848\u8d1f\u8d23\u4eba\u9b4f\u6587\u5728\u63a5\u53d7\u91c7\u8bbf\u65f6\u63d0\u5230\uff0cAgent \u53ef\u4ee5\u62e5\u6709\u8f83\u9ad8\u7684\u81ea\u4e3b\u6027\uff0c\u4f46\u6d89\u53ca\u6570\u636e\u589e\u3001\u5220\u3001\u6539\u3001\u67e5\u7b49\u9ad8\u98ce\u9669\u64cd\u4f5c\u65f6\uff0c\u9700\u8981\u5728\u4e00\u4e2a\u53ef\u63a7\u5236\u3001\u53ef\u56de\u6eda\u3001\u53ef\u5ba1\u8ba1\u7684\u6570\u636e\u6c99\u7bb1\u4e2d\u8fd0\u884c\u3002<\/p>\n

<\/p>\n

 <\/p>\n

\u8fd9\u610f\u5473\u7740\u4f01\u4e1a\u7684\u6570\u636e\u6743\u9650\u4f53\u7cfb\u9700\u8981\u7ee7\u7eed\u7ec6\u5316\u3002\u672a\u6765\u9700\u8981\u7ba1\u7406\u7684\u4e0d\u53ea\u662f\u67d0\u4e2a\u5458\u5de5\u80fd\u5426\u8bbf\u95ee\u4e00\u5f20\u8868\uff0c\u8fd8\u5305\u62ec Agent \u80fd\u5728\u4ec0\u4e48\u4efb\u52a1\u4e0b\u8c03\u7528\u54ea\u4e9b\u6570\u636e\u3001\u53ef\u4ee5\u6267\u884c\u5230\u54ea\u4e00\u6b65\uff0c\u4ee5\u53ca\u51fa\u73b0\u5f02\u5e38\u540e\u7531\u8c01\u63a5\u7ba1\u3002<\/p>\n

Agent \u7684\u8fd0\u884c\u65b9\u5f0f\u540c\u6837\u5728\u6539\u53d8\u63a8\u7406\u57fa\u7840\u8bbe\u65bd\u3002\u5b83\u53ef\u80fd\u56f4\u7ed5\u4e00\u4e2a\u4efb\u52a1\u5de5\u4f5c\u6570\u5c0f\u65f6\uff0c\u8fde\u7eed\u8c03\u7528\u591a\u4e2a\u6a21\u578b\u548c\u5de5\u5177\uff0c\u8bf7\u6c42\u91cf\u4e5f\u4f1a\u968f\u4efb\u52a1\u9636\u6bb5\u5267\u70c8\u6ce2\u52a8\u3002\u4f01\u4e1a\u5173\u6ce8\u7684\u6307\u6807\u56e0\u6b64\u4ece\u5355\u6b21 Token \u751f\u6210\u901f\u5ea6\uff0c\u6269\u5c55\u5230\u51b7\u542f\u52a8\u3001\u7f13\u5b58\u3001\u6269\u7f29\u5bb9\u3001\u670d\u52a1\u7a33\u5b9a\u6027\u548c\u6574\u4f53\u6210\u672c\u3002<\/p>\n

PAI-InferX \u901a\u8fc7\u667a\u80fd\u8def\u7531\u3001Cache \u611f\u77e5\u8c03\u5ea6\u3001KV Cache \u5b58\u50a8\u548c\u6a21\u578b\u9884\u70ed\u7b49\u80fd\u529b\uff0c\u5904\u7406 Agent \u7684\u6301\u7eed\u63a8\u7406\u8d1f\u8f7d\uff1bPAI-RLS \u5219\u63d0\u4f9b\u6258\u7ba1\u5f0f\u5f3a\u5316\u5b66\u4e60\u670d\u52a1\uff0c\u8ba9\u4f01\u4e1a\u53ef\u4ee5\u5229\u7528\u771f\u5b9e\u4efb\u52a1\u8f68\u8ff9\u7ee7\u7eed\u8bad\u7ec3\u4e13\u5c5e\u6a21\u578b\u3002<\/p>\n

\u5728\u76f4\u64ad\u3001\u98ce\u63a7\u7b49\u5b9e\u65f6\u573a\u666f\u4e2d\uff0c\u6570\u636e\u4e0e\u884c\u52a8\u4e4b\u95f4\u7684\u8ddd\u79bb\u8fd8\u8981\u8fdb\u4e00\u6b65\u7f29\u77ed\u3002Flink Streaming Agent \u652f\u6301\u89c6\u9891\u3001\u97f3\u9891\u548c\u4e8b\u4ef6\u6d41\u7684\u5b9e\u65f6\u63a5\u5165\u4e0e\u7406\u89e3\uff0c\u5e76\u63d0\u4f9b\u52a8\u6001\u7f16\u6392\u548c\u957f\u4e2d\u77ed\u671f\u8bb0\u5fc6\u3002\u592e\u89c6\u4f53\u80b2\u7684\u5b9e\u65f6 AI \u89e3\u8bf4\u5c31\u662f\u4e00\u4e2a\u4f8b\u5b50\uff1aAgent \u9700\u8981\u540c\u6b65\u7406\u89e3\u753b\u9762\u3001\u58f0\u97f3\u548c\u8d5b\u4e8b\u4e8b\u4ef6\uff0c\u518d\u751f\u6210\u4e0e\u6bd4\u8d5b\u8fdb\u7a0b\u5bf9\u5e94\u7684\u89e3\u8bf4\u3002<\/p>\n

\u5f53\u6570\u636e\u8bed\u4e49\u3001\u6743\u9650\u6cbb\u7406\u3001\u63a8\u7406\u670d\u52a1\u548c\u5b9e\u65f6\u8ba1\u7b97\u88ab\u8fde\u5728\u4e00\u8d77\uff0cAgent \u624d\u5177\u5907\u8fdb\u5165\u771f\u5b9e\u4e1a\u52a1\u6d41\u7a0b\u7684\u57fa\u672c\u6761\u4ef6\u3002<\/p>\n

\u4ece\u5e94\u7528\u5230\u8fdb\u5316\uff0c\u5f53\u8fd0\u884c\u53cd\u9988\u6210\u4e3a\u57fa\u7840\u8bbe\u65bd\u7684\u65b0\u71c3\u6599<\/h1>\n

Agent \u8fdb\u5165\u5e94\u7528\u540e\uff0c\u4f1a\u6301\u7eed\u5236\u9020\u65b0\u7684\u6570\u636e\u3001\u4efb\u52a1\u8f68\u8ff9\u548c\u8ba1\u7b97\u8d1f\u8f7d\u3002\u63a5\u4e0b\u6765\u7684\u95ee\u9898\u662f\uff0c\u5f53\u7cfb\u7edf\u590d\u6742\u5ea6\u4e0d\u65ad\u4e0a\u5347\uff0c\u57fa\u7840\u8bbe\u65bd\u81ea\u8eab\u80fd\u5426\u8ddf\u4e0a\u53d8\u5316\u3002<\/p>\n

\u5927\u89c4\u6a21\u8bad\u7ec3\u548c\u6570\u636e\u67e5\u8be2\u7684\u4f18\u5316\uff0c\u8fc7\u53bb\u9ad8\u5ea6\u4f9d\u8d56\u4e13\u5bb6\u3002\u5de5\u7a0b\u5e08\u8981\u67e5\u770b\u4efb\u52a1\u72b6\u6001\uff0c\u5b9a\u4f4d\u6570\u636e\u8bfb\u53d6\u3001\u901a\u4fe1\u3001\u7b97\u5b50\u6216\u8005\u67e5\u8be2\u8ba1\u5212\u4e2d\u7684\u74f6\u9888\uff0c\u518d\u4fee\u6539\u53c2\u6570\u5e76\u91cd\u65b0\u8fd0\u884c\u3002\u8fd9\u79cd\u65b9\u5f0f\u9002\u5408\u76f8\u5bf9\u7a33\u5b9a\u7684\u5de5\u4f5c\u8d1f\u8f7d\uff0c\u4f46 Agent \u53d1\u8d77\u7684\u4efb\u52a1\u66f4\u9891\u7e41\uff0c\u7ec4\u5408\u4e5f\u66f4\u590d\u6742\uff0c\u4eba\u5de5\u8c03\u4f18\u5f88\u96be\u8986\u76d6\u6240\u6709\u53d8\u5316\u3002<\/p>\n

\u6c6a\u519b\u534e\u63cf\u8ff0\u4e86\u4e00\u79cd\u65b0\u7684\u4f18\u5316\u8fc7\u7a0b\uff1aAgent \u53ef\u4ee5\u4e3b\u52a8\u5728\u8bad\u7ec3\u4efb\u52a1\u4e2d\u63d2\u5165 Profiling\uff0c\u5206\u6790\u6027\u80fd\u74f6\u9888\uff1b\u53d1\u73b0\u95ee\u9898\u540e\uff0c\u518d\u8c03\u7528\u8bad\u7ec3\u6846\u67b6\u63d0\u4f9b\u7684 Skill\uff0c\u751f\u6210\u65b0\u7684\u4f18\u5316\u4efb\u52a1\uff1b\u4efb\u52a1\u5b8c\u6210\u540e\u6bd4\u8f83\u7ed3\u679c\uff0c\u5e76\u5f62\u6210\u5206\u6790\u62a5\u544a\u3002\u6574\u4e2a\u8fc7\u7a0b\u9010\u6e10\u4ece\u4e00\u6b21\u4eba\u5de5\u8bca\u65ad\uff0c\u53d8\u6210\u53ef\u4ee5\u53cd\u590d\u6267\u884c\u7684\u53cd\u9988\u95ed\u73af\u3002<\/p>\n

PAI-CrystalLLM \u4f53\u73b0\u4e86\u7c7b\u4f3c\u601d\u8def\u3002<\/p>\n

\u4e07\u5361\u8bad\u7ec3\u4e2d\u7684\u8bb8\u591a\u901a\u4fe1\u548c\u914d\u7f6e\u95ee\u9898\uff0c\u5f80\u5f80\u53ea\u6709\u8fbe\u5230\u8db3\u591f\u89c4\u6a21\u624d\u4f1a\u66b4\u9732\uff0c\u76f4\u63a5\u4f7f\u7528\u771f\u5b9e\u96c6\u7fa4\u8bd5\u9519\u4ee3\u4ef7\u5f88\u9ad8\u3002CrystalLLM \u4f7f\u7528\u4e0d\u5230 1% \u7684 GPU \u8d44\u6e90\uff0c\u6a21\u62df\u4e07\u5361\u96c6\u7fa4\u7684\u8bad\u7ec3\u6548\u679c\uff0c\u76f8\u5f53\u4e8e\u4e3a\u5927\u6a21\u578b\u8bad\u7ec3\u63d0\u4f9b\u4e00\u4e2a\u300c\u98ce\u6d1e\u300d\u3002\u6839\u636e\u963f\u91cc\u4e91\u7684\u5185\u90e8\u5b9e\u8df5\uff0c\u5b83\u4e3a\u8bad\u7ec3\u4efb\u52a1\u5e26\u6765\u4e86 2% \u81f3 10% \u7684 MFU \u7edd\u5bf9\u63d0\u5347\u3002<\/p>\n

\u5728\u6570\u636e\u67e5\u8be2\u4fa7\uff0cHologres \u7684\u81ea\u8fdb\u5316\u67e5\u8be2\u4f18\u5316\u5668\u4f1a\u5206\u6790\u771f\u5b9e Workload\uff0c\u63d0\u70bc\u5019\u9009\u4f18\u5316\u65b9\u6848\uff0c\u901a\u8fc7\u6b63\u786e\u6027\u548c\u6027\u80fd\u95e8\u7981\u5b8c\u6210\u9a8c\u8bc1\uff0c\u518d\u5c06\u6709\u6548\u7ecf\u9a8c\u6c89\u6dc0\u56de\u7cfb\u7edf\u3002\u963f\u91cc\u4e91\u516c\u5e03\u7684\u6570\u636e\u663e\u793a\uff0c\u5b83\u5728\u56db\u4e2a\u6708\u5185\u81ea\u4e3b\u53d1\u73b0\u5e76\u5b8c\u6210 28 \u9879\u4f18\u5316\uff0c\u4f18\u5316\u5668\u6027\u80fd\u63d0\u5347 100%\uff0c\u6e56\u4e0a\u67e5\u8be2\u6027\u80fd\u63d0\u5347 38%\u3002<\/p>\n

\u8fd9\u4e9b\u80fd\u529b\u7684\u5171\u540c\u70b9\uff0c\u662f\u8ba9\u5e94\u7528\u4ea7\u751f\u7684\u8d1f\u8f7d\u6210\u4e3a\u7cfb\u7edf\u4f18\u5316\u7684\u8f93\u5165\u3002\u7cfb\u7edf\u53ef\u4ee5\u89c2\u5bdf\u4efb\u52a1\u600e\u6837\u8fd0\u884c\u3001\u54ea\u91cc\u51fa\u73b0\u74f6\u9888\u3001\u54ea\u79cd\u65b9\u6848\u66f4\u52a0\u6709\u6548\uff0c\u518d\u628a\u7ecf\u8fc7\u9a8c\u8bc1\u7684\u7ecf\u9a8c\u7528\u4e8e\u4e0b\u4e00\u8f6e\u4efb\u52a1\u3002<\/p>\n

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