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<\/p>\n

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<\/p>\n

01<\/em><\/strong><\/h1>\n

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\u4e24\u5e74\u8fc7\u53bb\u4e86\uff0c\u7528\u6237\u5e76\u6ca1\u6709\u88ab\u6253\u52a8\u3002\u963f\u91cc\u4e91\u667a\u80fd\u96c6\u56e2\u516c\u5171\u4e91\u4e8b\u4e1a\u90e8 AI \u6c7d\u8f66\u884c\u4e1a\u89e3\u51b3\u65b9\u6848\u603b\u7ecf\u7406\u970d\u5065\u63d0\u5230\uff0c\u4ed6\u8fd1\u671f\u5728\u4e0e\u591a\u5bb6\u8f66\u4f01\u5ea7\u8231\u56e2\u961f\u4ea4\u6d41\u65f6\u89c2\u5bdf\u5230\uff0c\u95f2\u804a\u5e76\u4e0d\u662f\u7528\u6237\u4f7f\u7528\u5ea7\u8231\u7684\u6838\u5fc3\u9ad8\u9891\u573a\u666f\u3002\u76f8\u6bd4\u957f\u65f6\u95f4\u5bf9\u8bdd\uff0c\u7528\u6237\u66f4\u5173\u5fc3\u7cfb\u7edf\u80fd\u5426\u5728\u5408\u9002\u7684\u65f6\u673a\uff0c\u9ad8\u6548\u5b8c\u6210\u8f66\u63a7\u3001\u5bfc\u822a\u548c\u670d\u52a1\u4efb\u52a1\u3002<\/p>\n

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\u6240\u4ee5\uff0c\u5ea7\u8231 AI \u4eca\u5e74\u6700\u5927\u7684\u53d8\u5316\uff0c\u662f\u4ece\u804a\u5929\u5230\u529e\u4e8b\u3002\u8fd9\u4e0d\u662f\u5728\u65e7\u7cfb\u7edf\u4e0a\u6253\u8865\u4e01\uff0c\u662f\u63a8\u5012\u91cd\u6765\u3002\u65e7\u7684\u5ea7\u8231\u7cfb\u7edf\u5efa\u7acb\u5728\u89c4\u5219\u5f15\u64ce\u548c\u591a\u6a21\u5757\u62fc\u63a5\u4e4b\u4e0a\uff0c\u6bcf\u589e\u52a0\u4e00\u4e2a\u65b0\u529f\u80fd\uff0c\u5c31\u610f\u5473\u7740\u65b0\u4e00\u8f6e\u7684\u5de5\u7a0b\u5806\u780c\u3002<\/p>\n

\u8fd9\u5957\u903b\u8f91\u5728\u5927\u6a21\u578b\u65f6\u4ee3\u5c31\u662f\u4e00\u5835\u5899\u3002\u65b0\u8303\u5f0f\u7684\u6838\u5fc3\u662f Harness\uff08\u5de5\u7a0b\u6cbb\u7406\u6846\u67b6\uff09+ \u5927\u6a21\u578b\uff0c\u8ba9\u6a21\u578b\u672c\u8eab\u627f\u62c5\u610f\u56fe\u7406\u89e3\u3001\u4efb\u52a1\u5206\u89e3\u548c\u5de5\u5177\u8c03\u7528\u7684\u5168\u90e8\u804c\u8d23\u3002<\/p>\n

\u963f\u91cc\u4e91\u7684\u5b9a\u4f4d\u5f88\u6e05\u9192\uff0c\u5b83\u6ca1\u6709\u53bb\u505a\u5b8c\u6574\u7684\u5ea7\u8231\u4ea7\u54c1\uff1b\u800c\u662f\u63d0\u4f9b\u4e91\u3001\u6a21\u578b\u7b49\u5168\u6808 AI \u80fd\u529b\uff0c\u4ee5\u53ca\u963f\u91cc\u751f\u6001\u670d\u52a1 Agent\u3002\u539f\u56e0\u5f88\u76f4\u63a5——\u5ea7\u8231\u662f\u6781\u5ea6\u5b9a\u5236\u5316\u7684\u4ea7\u54c1\uff0c\u8f66\u4f01\u6700\u4e86\u89e3\u81ea\u5df1\u7684\u7528\u6237\u548c\u54c1\u724c\u8c03\u6027\uff0c\u963f\u91cc\u4e91\u505a\u5b8c\u6574\u65b9\u6848\uff0c\u53cd\u800c\u662f\u5728\u9519\u8bef\u7684\u5730\u65b9\u53d1\u529b\u3002<\/p>\n

\u6240\u4ee5\uff0c\u5343\u95ee\u5ea7\u8231 Agent \u7684\u6838\u5fc3\u80fd\u529b\u53ea\u6709\u4e24\u5757\uff1a\u4e00\u4e2a\u662f\u95f2\u804a\u68c0\u7d22\u3002\u8fd9\u90e8\u5206\u80fd\u529b\u6765\u81ea\u5343\u95ee C \u7aef APP \u7684\u79ef\u7d2f\uff0c\u662f\u963f\u91cc\u5728\u6d88\u8d39\u8005\u4fa7\u591a\u5e74\u6c89\u6dc0\u80fd\u529b\u7684\u8f66\u7aef\u5316\u3002<\/p>\n

\u53e6\u4e00\u4e2a\u662f\u963f\u91cc\u96c6\u56e2\u751f\u6001 Agent\u3002\u8fd9\u624d\u662f\u771f\u6b63\u7684\u6740\u624b\u950f\u3002\u8fc7\u53bb\uff0c\u4e00\u5bb6\u8f66\u4f01\u5982\u679c\u60f3\u5728\u5ea7\u8231\u91cc\u96c6\u6210\u6dd8\u5b9d\u95ea\u8d2d\u3001\u9ad8\u5fb7\u3001\u98de\u732a\uff0c\u9700\u8981\u5206\u522b\u4e0e\u4e09\u4e2a\u4e0d\u540c\u7684\u4e1a\u52a1\u56e2\u961f\u8c08\u5224\uff0c\u63a5\u53e3\u6807\u51c6\u4e0d\u7edf\u4e00\uff0c\u7ef4\u62a4\u6210\u672c\u6781\u9ad8\u3002<\/p>\n

\u5343\u95ee\u5ea7\u8231 Agent \u505a\u7684\u4e8b\uff0c\u662f\u628a\u8fd9\u4e9b\u80fd\u529b\u539f\u5b50\u5316\u5c01\u88c5\u6210\u7edf\u4e00\u7684 Agent \u63a5\u53e3\u3002\u8f66\u4f01\u4e00\u6b21\u63a5\u5165\uff0c\u5c31\u80fd\u8c03\u7528\u6574\u4e2a\u963f\u91cc\u96c6\u56e2\u7684\u751f\u6001\u80fd\u529b\u3002<\/p>\n

\u4e3e\u4e2a\u4f8b\u5b50\uff0c\u4e0b\u73ed\u5f00\u8f66\u56de\u5bb6\uff0c\u4e0d\u60f3\u505a\u996d\uff0c\u5728\u884c\u9a76\u9014\u4e2d\u5bf9\u5ea7\u8231\u8bf4\u300c\u5e2e\u6211\u70b9\u4e2a\u5916\u5356\uff0c\u6211\u5230\u5bb6\u7684\u65f6\u5019\u5916\u5356\u4e5f\u5230\u300d\u3002\u8fd9\u4e2a\u6307\u4ee4\u80cc\u540e\uff0c\u6d89\u53ca\u4f4d\u7f6e\u5224\u65ad\u3001\u9884\u8ba1\u5230\u8fbe\u65f6\u95f4\u8ba1\u7b97\u3001\u9910\u5385\u7b5b\u9009\u3001\u4e0b\u5355\u652f\u4ed8\u3001\u914d\u9001\u65f6\u95f4\u534f\u8c03\u7b49\u591a\u4e2a\u73af\u8282\u3002\u8fc7\u53bb\uff0c\u8fd9\u9700\u8981\u8f66\u4f01\u5206\u522b\u63a5\u5165\u591a\u4e2a\u670d\u52a1\u5546\u7684 API\uff0c\u5de5\u7a0b\u590d\u6742\u5ea6\u6781\u9ad8\uff1b\u73b0\u5728\uff0c\u901a\u8fc7\u5343\u95ee\u5ea7\u8231 Agent\uff0c\u4e00\u4e2a A2A \u8c03\u7528\u5373\u53ef\u5b8c\u6210\u5168\u94fe\u8def\u3002<\/p>\n

\u4f46\u5ea7\u8231 Agent \u53ea\u662f\u7528\u6237\u80fd\u770b\u89c1\u7684\u90e8\u5206\uff0c\u771f\u6b63\u7684\u6545\u4e8b\u53d1\u751f\u5728\u5e55\u540e\u3002<\/p>\n

\u76ee\u524d\u5927\u591a\u6570\u8f66\u4f01\uff0c\u5df2\u7ecf\u5728\u57fa\u4e8e\u5f00\u6e90\u7684\u5343\u95ee\u7cfb\u5217\u6a21\u578b\uff0c\u81ea\u7814\u81ea\u5df1\u7684\u5ea7\u8231\u4ea7\u54c1\u4f53\u7cfb\u3002\u7ed3\u5408\u5177\u4f53\u4efb\u52a1\u5728\u4e91\u7aef\u4e0e\u8f66\u7aef\u90e8\u7f72\u4e0d\u540c\u89c4\u6a21\u548c\u6a21\u6001\u7684\u5343\u95ee\u6a21\u578b\u3002<\/p>\n

\u5f53\u5f00\u6e90\u6a21\u578b\u8fdb\u5165\u8d8a\u6765\u8d8a\u591a\u8f66\u4f01\u7684\u7814\u53d1\u548c\u91cf\u4ea7\u4f53\u7cfb\uff0c\u5343\u95ee\u4e5f\u5728\u9010\u6b65\u6210\u4e3a\u6c7d\u8f66 AI \u7684\u91cd\u8981\u6a21\u578b\u57fa\u7840\u3002<\/p>\n

<\/p>\n

02<\/em><\/strong><\/h1>\n

\u667a\u80fd\u9a7e\u9a76\uff1a\u6218\u573a\u4ece\u7b97\u6cd5\u63a8\u5230\u4e86\u5de5\u7a0b\u80fd\u529b<\/strong><\/p>\n

\u5ea7\u8231\u7684\u6218\u4e89\uff0c\u8fd8\u5728\u53f0\u524d\u6253\u3002\u667a\u80fd\u9a7e\u9a76\u7684\u6218\u4e89\uff0c\u65e9\u5c31\u8f6c\u79fb\u5230\u4e86\u5e55\u540e\u3002<\/p>\n

\u4ece 2020 \u5e74\u5230 2025 \u5e74\uff0c\u4e2d\u56fd\u81ea\u52a8\u9a7e\u9a76\u7ecf\u5386\u4e86\u51e0\u8f6e\u8def\u7ebf\u5207\u6362\uff0c\u89c4\u5219\u9a71\u52a8\u7684\u6a21\u5757\uff0c\u6570\u636e\u9a71\u52a8\u7684\u6a21\u5757\u5316\uff0c\u518d\u5230\u4e24\u6bb5\u5f0f\u7aef\u5230\u7aef\u3001\u4e00\u6bb5\u5f0f\u7aef\u5230\u7aef\u3001VLA\u3002<\/p>\n

\u8fdb\u5165 2026 \u5e74\uff0c\u7559\u4e0b\u7684\u662f\u4e00\u6761\u8d8a\u6765\u8d8a\u6e05\u6670\u7684\u4e3b\u7ebf\uff1a\u7aef\u5230\u7aef\u539f\u751f\u591a\u6a21\u6001\u5927\u6a21\u578b + \u89c6\u89c9\u6a21\u578b + \u5f3a\u5316\u5b66\u4e60\u3002\u6838\u5fc3\u662f\u628a LLM \u9886\u57df\u9a8c\u8bc1\u8fc7\u7684 Scaling Law \u5e26\u8fdb\u81ea\u52a8\u9a7e\u9a76\u3002<\/p>\n

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\u5143\u620e\u542f\u884c CEO \u5468\u5149\u4e5f\u4ece\u4f7f\u7528\u8005\u89d2\u5ea6\u8c08\u5230\u4e86\u7b97\u529b\u9002\u914d\u3002\u5143\u620e\u542f\u884c\u662f\u8f83\u65e9\u5c06\u963f\u91cc\u771f\u6b66 AI \u82af\u7247\u7528\u4e8e\u8bad\u7ec3\u7684\u4f01\u4e1a\u4e4b\u4e00\u3002\u5468\u5149\u5728\u5706\u684c\u4e0a\u8868\u793a\uff0c\u56e2\u961f\u5b9e\u9645\u6d4b\u8bd5\u540e\u53d1\u73b0\u300c\u771f\u7684\u633a\u597d\u7528\u300d\uff0c\u80fd\u591f\u89e3\u51b3\u5927\u6a21\u578b\u8bad\u7ec3\u4e2d\u7684\u73b0\u5b9e\u9700\u6c42\u3002\u8f66\u4f01\u548c\u667a\u9a7e\u516c\u53f8\u9700\u8981\u7684\u5df2\u7ecf\u4e0d\u53ea\u662f\u53ef\u7528\u7684\u5361\uff0c\u800c\u662f\u80fd\u591f\u9002\u914d\u65b0\u6a21\u578b\u67b6\u6784\u3001\u6301\u7eed\u652f\u6491\u8bad\u7ec3\u89c4\u6a21\u6269\u5927\u7684\u57fa\u7840\u8bbe\u65bd\u3002<\/p>\n

<\/p>\n

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\u5230 2026 \u5e74\uff0c\u667a\u9a7e\u7684\u7ade\u4e89\u5df2\u7ecf\u4e0d\u5728\u7b97\u6cd5\u5c42\u4e86\u3002\u82af\u7247\u51b3\u5b9a\u4f60\u80fd\u4e0d\u80fd\u4e0a\u684c\uff0c\u6570\u636e\u4ea7\u7ebf\u51b3\u5b9a\u4f60\u8dd1\u591a\u5feb\uff0c\u6a21\u578b\u57fa\u5ea7\u51b3\u5b9a\u4f60\u80fd\u8d70\u591a\u8fdc\u3002<\/p>\n

03<\/em><\/strong><\/h1>\n

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