{"id":28550,"date":"2025-12-30T08:55:02","date_gmt":"2025-12-30T00:55:02","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=28550"},"modified":"2025-12-30T08:55:02","modified_gmt":"2025-12-30T00:55:02","slug":"ai%e7%bc%96%e7%a8%8b%e9%a9%b1%e5%8a%a8%e7%bb%84%e7%bb%87%e5%8f%98%e9%9d%a9%ef%bc%9a%e6%95%b0%e6%8d%ae%e6%8c%91%e6%88%98%e4%b8%8eagent%e8%90%bd%e5%9c%b0%e5%9b%b0%e5%a2%83","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2025\/12\/30\/28550\/","title":{"rendered":"AI\u7f16\u7a0b\u9a71\u52a8\u7ec4\u7ec7\u53d8\u9769\uff1a\u6570\u636e\u6311\u6218\u4e0eAgent\u843d\u5730\u56f0\u5883"},"content":{"rendered":"
AI\u9a71\u52a8\u7684\u7ec4\u7ec7\u53d8\u9769\u6838\u5fc3\u76ee\u6807\u662f\u201c\u964d\u672c\u589e\u6548\u201d\uff0c\u800c\u975e\u5927\u89c4\u6a21\u88c1\u5458\u3002\u901a\u8fc7\u81ea\u52a8\u5316\u91cd\u590d\u4efb\u52a1\uff08\u5982\u4ee3\u7801\u8865\u5168\u3001\u57fa\u7840\u8c03\u8bd5\uff09\uff0cAI\u91ca\u653e\u4e86\u56e2\u961f\u751f\u4ea7\u529b\uff0c\u4f7f\u4eba\u5458\u66f4\u805a\u7126\u9ad8\u4ef7\u503c\u5de5\u4f5c\uff0c\u63a8\u52a8\u7ec4\u7ec7\u5411\u9ad8\u6548\u8f6c\u578b\u3002<\/div>\n
\n
\n

\u4e00\u3001\u524d\u8a00<\/h2>\n

\u54c8\u55bd\u5927\u5bb6\u597d\uff0c\u6211\u662f\u8001\u5468\u804a\u67b6\u6784\u7684\u4e3b\u7406\u4eba\u8001\u5468\uff0c\u4eca\u5929\u6211\u4eec\u6765\u804a\u4e00\u804aAI\u7f16\u7a0b\u9a71\u52a8\u7ec4\u7ec7\u53d8\u9769\uff1a\u6570\u636e\u6311\u6218\u4e0eAgent\u843d\u5730\u56f0\u5883\u7684\u8bdd\u9898\u3002\u524d\u4e24\u5929\u53c2\u52a0\u4e86\u817e\u8baf\u4e91\u67b6\u6784\u5e08\u957f\u6c99\u540c\u76df\u7684\u5706\u684c\u8ba8\u8bba\uff0c\u6211\u4f1a\u5bf9\u5404\u4f4d\u67b6\u6784\u5e08\u4eec\u3001\u4f01\u4e1a\u5bb6\u4eec\u3001\u8001\u5e08\u4eec\u7684\u601d\u8003\u6574\u7406\u4e0b\uff0c\u5e76\u7ed3\u5408\u81ea\u5df1\u7684\u601d\u8003\u8f93\u51fa\u6211\u67b6\u6784\u706b\u82b1\u7b2c\u4e8c\u7bc7\u6587\u7ae0\u3002<\/p>\n

\u672c\u671f\u5706\u684c\u8ba8\u8bba\u56f4\u7ed5\u4e09\u4e2a\u4e3b\u9898\u53bb\u8ba8\u8bba\u7684\uff1a<\/p>\n

    \n
  • AI\u7f16\u7a0b\u4e0e\u56e2\u961f\u7ec4\u7ec7\u53d8\u9769<\/strong><\/li>\n
  • \u6570\u636e\u4f7f\u7528\u4e0eAI Agent\u843d\u5730<\/strong><\/li>\n
  • AI \u5f00\u53d1\u8303\u5f0f\u7684\u53d8\u9769<\/strong><\/li>\n<\/ul>\n

    \u4e8c\u3001AI\u7f16\u7a0b\u4e0e\u56e2\u961f\u7ec4\u7ec7\u53d8\u9769<\/h2>\n

    AI\u7f16\u7a0b\u6210\u719f\u540e\uff0c\u5bf9\u56e2\u961f\u7ed3\u6784\u3001\u4eba\u624d\u80fd\u529b\u3001\u57f9\u517b\u65b9\u5f0f\u3001\u4ea7\u7814\u6d41\u7a0b\u7684\u5f71\u54cd\uff1f\u4f1a\u5e26\u6765\u54ea\u4e9b\u65b0\u6311\u6218\uff1f\u662f\u5426\u53ef\u80fd\u5f15\u53d1\u201cAI\u79bb\u804c\u6f6e\u201d\uff1f<\/p>\n

    \u57fa\u4e8e\u5706\u684c\u8ba8\u8bba\u5185\u5bb9\uff0c\u6211\u6574\u7406\u4e86\u56db\u4e2a\u6838\u5fc3\u70b9\uff1a<\/p>\n

    AI\u7f16\u7a0b\u7684\u8f85\u52a9\u6027\u5b9a\u4f4d\u4e0e\u4eba\u7c7b\u6838\u5fc3\u4ef7\u503c<\/h4>\n

    AI\u7f16\u7a0b\u672c\u8d28\u662f\u8f85\u52a9\u5de5\u5177\uff0c\u800c\u975e\u66ff\u4ee3\u4eba\u7c7b\u3002\u5176\u751f\u6210\u7684\u4ee3\u7801\u5728\u57fa\u7840\u4efb\u52a1\uff08\u5982HTML\u7f16\u5199\u3001\u7b80\u5355\u589e\u5220\u6539\u67e5\uff09\u4e2d\u8868\u73b0\u4f18\u5f02\uff0c\u4f46\u5b58\u5728\u663e\u8457\u5c40\u9650\u6027\uff1a\u524d\u7aef\u4ee3\u7801\u751f\u6210\u80fd\u529b\u5f3a\uff0c\u540e\u7aef\u5374\u5e38\u5ffd\u89c6\u5b89\u5168\u6027\u3001\u52a0\u5bc6\u89e3\u5bc6\u7b49\u5173\u952e\u9700\u6c42\uff0c\u4e14\u65e0\u6cd5\u72ec\u7acb\u5904\u7406\u590d\u6742\u903b\u8f91\u6216\u7ef4\u62a4\u9057\u7559\u7cfb\u7edf\u3002\u56e0\u6b64\uff0c\u7a0b\u5e8f\u5458\u4f5c\u4e3a\u201c\u7528\u4ee3\u7801\u5199\u8bd7\u7684\u827a\u672f\u5bb6\u201d\uff0c\u9700\u901a\u8fc7\u827a\u672f\u5316\u8bbe\u8ba1\u89e3\u51b3AI\u65e0\u6cd5\u5e94\u5bf9\u7684\u6311\u6218\uff0c\u4fdd\u6301\u4e0d\u53ef\u66ff\u4ee3\u6027\u3002\u4e3a\u5f3a\u5316\u7ade\u4e89\u529b\uff0c\u7a0b\u5e8f\u5458\u5e94\u6301\u7eed\u5b66\u4e60\u7406\u8bba\u57fa\u7840\uff0c\u5982\u300a\u7b97\u6cd5\u5bfc\u8bba\u300b\u300a\u6df1\u5165\u7406\u89e3\u8ba1\u7b97\u673a\u7cfb\u7edf\u300b\uff0c\u907f\u514d\u9677\u5165\u201c\u91cd\u5de5\u5177\u8f7b\u7406\u8bba\u201d\u7684\u8bef\u533a\u3002<\/p>\n

    \u7ec4\u7ec7\u53d8\u9769\uff1a\u964d\u672c\u589e\u6548\u4e0e\u56e2\u961f\u534f\u4f5c\u4f18\u5316<\/h4>\n

    AI\u9a71\u52a8\u7684\u7ec4\u7ec7\u53d8\u9769\u6838\u5fc3\u76ee\u6807\u662f\u201c\u964d\u672c\u589e\u6548\u201d\uff0c\u800c\u975e\u5927\u89c4\u6a21\u88c1\u5458\u3002\u901a\u8fc7\u81ea\u52a8\u5316\u91cd\u590d\u4efb\u52a1\uff08\u5982\u4ee3\u7801\u8865\u5168\u3001\u57fa\u7840\u8c03\u8bd5\uff09\uff0cAI\u91ca\u653e\u4e86\u56e2\u961f\u751f\u4ea7\u529b\uff0c\u4f7f\u4eba\u5458\u66f4\u805a\u7126\u9ad8\u4ef7\u503c\u5de5\u4f5c\uff0c\u63a8\u52a8\u7ec4\u7ec7\u5411\u9ad8\u6548\u8f6c\u578b\u3002\u5b9e\u9645\u8ba8\u8bba\u8868\u660e\uff0cAI\u7684\u5c40\u9650\u6027\uff08\u5982\u4ee3\u7801\u5b89\u5168\u6f0f\u6d1e\u3001\u903b\u8f91\u7f3a\u9677\uff09\u9650\u5236\u4e86\u5176\u72ec\u7acb\u5de5\u4f5c\u80fd\u529b\uff0c\u9700\u4eba\u7c7b\u6301\u7eed\u5e72\u9884\u3002\u8fd9\u79cd\u534f\u4f5c\u6a21\u5f0f\u51cf\u5c11\u4e86\u201c\u88ab\u53d6\u4ee3\u201d\u7684\u62c5\u5fe7\uff0c\u56e2\u961f\u66f4\u503e\u5411\u4e8e\u5c06AI\u89c6\u4e3a\u589e\u5f3a\u5de5\u5177\uff0c\u800c\u975e\u5a01\u80c1\u3002<\/p>\n

    \u7a0b\u5e8f\u5458\u89d2\u8272\u5347\u7ea7\uff1a\u4ece\u6267\u884c\u8005\u5230AI\u6307\u6325\u5b98<\/h4>\n

    \u9762\u5bf9AI\u666e\u53ca\uff0c\u7a0b\u5e8f\u5458\u9700\u5b8c\u6210\u4ece\u201c\u4ee3\u7801\u6267\u884c\u8005\u201d\u5230\u201cAI\u6307\u6325\u5b98\u201d\u7684\u8f6c\u53d8\uff1a<\/p>\n

      \n
    • \u638c\u63e1\u4e3b\u6d41AI\u5de5\u5177\uff1a\u5982\u4ee3\u7801\u8865\u5168\u3001\u667a\u80fd\u8c03\u8bd5\uff0c\u63d0\u5347\u5f00\u53d1\u6548\u7387\uff1b<\/li>\n
    • \u5f3a\u5316\u63d0\u793a\u8bcd\u5de5\u7a0b\u80fd\u529b\uff1a\u5c06\u7ec6\u81f4\u6280\u672f\u601d\u7ef4\u8f6c\u5316\u4e3aAI\u53ef\u7406\u89e3\u7684\u6307\u4ee4\uff0c\u907f\u514d\u201c\u60f3\u5f97\u6e05\u695a\u4f46\u8868\u8fbe\u6a21\u7cca\u201d\uff1b<\/li>\n
    • \u805a\u7126\u4e1a\u52a1\u573a\u666f\uff1aAI\u65e0\u6cd5\u66ff\u4ee3\u4eba\u7c7b\u5bf9\u4e1a\u52a1\u903b\u8f91\u7684\u6df1\u5ea6\u7406\u89e3\uff0c\u9700\u5c06\u4ee3\u7801\u4e0e\u5de5\u5382\u8d28\u91cf\u3001\u5de5\u827a\u6216\u5b89\u5168\u7b49\u5177\u4f53\u9700\u6c42\u7ed3\u5408\uff0c\u6210\u4e3a\u201c\u61c2\u4e1a\u52a1\u7684\u67b6\u6784\u5e08\u201d\u3002<\/li>\n<\/ul>\n

      \u5e02\u573a\u8d8b\u52bf\u4e0e\u804c\u4e1a\u53d1\u5c55\u5efa\u8bae<\/h4>\n

      \u521d\u7ea7\u7a0b\u5e8f\u5458\u5e02\u573a\u5df2\u9971\u548c\uff0c\u4f46\u4e2d\u9ad8\u7ea7\u7a0b\u5e8f\u5458\u4ecd\u7a00\u7f3a\u3002\u672a\u6765\u7ade\u4e89\u529b\u53d6\u51b3\u4e8e\uff1a<\/p>\n

        \n
      • \u6280\u672f\u6df1\u5ea6\u4e0e\u4e1a\u52a1\u7ed3\u5408\uff1a\u4e0d\u5c40\u9650\u4e8e\u201c\u4e3a\u4ee3\u7801\u5199\u4ee3\u7801\u201d\uff0c\u800c\u9700\u6df1\u5165\u5de5\u4e1a\u5b89\u5168\u3001\u8d28\u91cf\u63a7\u5236\u7b49\u4e1a\u52a1\u6a21\u5757\uff1b<\/li>\n
      • \u6301\u7eed\u5b66\u4e60\u4e0e\u8de8\u754c\u80fd\u529b\uff1a\u901a\u8fc7AI\u5de5\u5177\u63d0\u5347\u6548\u7387\uff0c\u540c\u65f6\u57f9\u517b\u7cfb\u7edf\u8bbe\u8ba1\u3001\u98ce\u9669\u8bc4\u4f30\u7b49\u7efc\u5408\u80fd\u529b\uff1b<\/li>\n
      • \u5fc3\u6001\u8c03\u6574\uff1aAI\u662f\u8f85\u52a9\u800c\u975e\u66ff\u4ee3\uff0c\u7a0b\u5e8f\u5458\u5e94\u805a\u7126\u590d\u6742\u7cfb\u7edf\u4f18\u5316\u6216\u521b\u65b0\u573a\u666f\u8bbe\u8ba1\uff0c\u4fdd\u6301\u804c\u4e1a\u7ade\u4e89\u529b\u3002<\/li>\n<\/ul>\n

        \u859b\u6653\u521a\u8001\u5e08\u4e5f\u5206\u4eab\u4e86\u81ea\u5df1\u7684\u770b\u6cd5\uff0c\u6211\u5370\u8c61\u8fd8\u6bd4\u8f83\u6df1\u523b\u7684\u3002\u859b\u8001\u5e08\u4e3b\u8981\u5206\u4eab\u4e86\u521a\u5165\u884c\u201c\u88c5Oracle\u201d\u7684\u6545\u4e8b\u8bf4\u8d77\uff0c\u521a\u5f00\u59cb\u5927\u5bb6\u90fd\u662f\u5c0f\u767d\uff0c\u90fd\u662f\u505a\u4e9b\u7b80\u5355\u91cd\u590d\u7684\u4e8b\u60c5\u5f00\u59cb\u8d70\u8fc7\u6765\u7684\u3002\u800cAI\u7684\u7279\u70b9\u5c31\u662f\u505a\u8fd9\u4e9b\u7b80\u5355\u91cd\u590d\u7684\uff0c\u859b\u8001\u5e08\u7684\u7126\u8651\u5012\u4e0d\u662fAI\u628a\u81ea\u5df1\u7684\u4e8b\u60c5\u90fd\u505a\u5b8c\uff0c\u800c\u662f\u5f3a\u8c03\u81ea\u8eab\u7ecf\u9a8c\uff0c\u81ea\u5df1\u7528AI\u53ef\u4ee5\u8f93\u51fa\u4e00\u6b3e\u5f88\u597d\u7528\u7684\u4ea7\u54c1\uff0c\u4f46\u4f60\u8981\u662f\u7ed9\u5176\u4ed6\u4eba\u641e\uff0c\u5bf9\u65b9\u4e5f\u53ef\u80fd\u4f1a\u7528AI\uff0c\u4f46\u6548\u679c\u6ca1\u4f60\u505a\u5f97\u597d\uff0c\u5176\u5b9e\u548c\u6211\u4eec\u6df1\u5733\u540c\u76df\u4f55\u8001\u5e08\u7ecf\u5e38\u5206\u4eab\u7684\u77e5\u8bc6\u7ecf\u9a8c\u7684\u91cd\u8981\u6027\u662f\u5982\u51fa\u4e00\u8f99\u7684\u3002<\/p>\n

        \u800c\u859b\u8001\u5e08\u771f\u6b63\u7684\u7126\u8651\u6765\u81ea\u5c31\u4e1a\u56f0\u5883\u6301\u7eed\uff0c\u672a\u6765\u5341\u5e74\u6216\u4e8c\u5341\u5e74\u53ef\u80fd\u51fa\u73b0\u201c\u4eba\u624d\u65ad\u5c42\u201d\uff1a\u65b0\u4eba\u7f3a\u4e4f\u5165\u884c\u673a\u4f1a\uff0c\u56e0\u4e3a\u90a3\u4e9b\u7b80\u5355\u91cd\u590d\u7684\u4e8b\u60c5\u4e0a\u9762\u8bf4\u4e86AI\u53ef\u4ee5\u505a\uff0c\u8fdb\u800c\u5bfc\u81f4\u6280\u672f\u3001\u7ecf\u9a8c\u65e0\u4eba\u4f20\u627f\uff0c\u5f71\u54cd\u884c\u4e1a\u53ef\u6301\u7eed\u53d1\u5c55\u3002<\/p>\n

        \u859b\u8001\u5e08\u8fd8\u5c06\u95ee\u9898\u63d0\u70bc\u4e3a\u793e\u60c5\u6c11\u610f\u63d0\u4ea4\u653f\u534f\uff0c\u5e76\u83b7\u5f97\u91c7\u7eb3\uff0c\u8bf4\u660e\u51b3\u7b56\u5c42\u5df2\u5173\u6ce8\u5230\u5c31\u4e1a\u7ed3\u6784\u6027\u77db\u76fe\u53ca\u5176\u6f5c\u5728\u98ce\u9669\u3002<\/p>\n

        \u859b\u8001\u5e08\u4fa0\u4e4b\u5927\u8005\uff0c\u4e3a\u56fd\u4e3a\u6c11\u554a\uff01<\/p>\n

        \u4e09\u3001\u6570\u636e\u4f7f\u7528\u4e0eAI Agent\u843d\u5730<\/h2>\n

        \u5982\u4f55\u66f4\u597d\u5229\u7528\u79c1\u57df\u6570\u636e\u53d1\u6325\u4ef7\u503c\uff1f\u516c\u57df\u6570\u636e\u5982\u4f55\u83b7\u53d6\u5e76\u6709\u6548\u4f7f\u7528\uff1f\u5982\u4f55\u7834\u89e3AI Agent\u843d\u5730\u96be\u7684\u95ee\u9898\uff1f<\/p>\n

        3.1 \u6570\u636e\u8d28\u91cf\u4e0e\u9884\u5904\u7406\u7684\u73b0\u5b9e\u74f6\u9888<\/h4>\n

        \u4f01\u4e1a\u6570\u5b57\u5316\u8fdb\u7a0b\u7684\u6838\u5fc3\u75db\u70b9\u5728\u4e8e\u6570\u636e\u8d28\u91cf\u4e0eAI\u9700\u6c42\u7684\u4e0d\u5339\u914d\u3002\u5c3d\u7ba1\u4f01\u4e1a\u79ef\u7d2f\u4e86\u6d77\u91cf\u6570\u636e\uff0c\u4f46\u884c\u4e1a\u9ed1\u8bdd\u3001\u672f\u8bed\u7f29\u5199\u53ca\u975e\u7ed3\u6784\u5316\u683c\u5f0f\uff08\u5982PDF\u3001\u56fe\u7247\u3001\u89c6\u9891\uff09\u4f7f\u5f97\u6570\u636e\u6e05\u6d17\u3001\u5206\u8bcd\u548c\u8bed\u4e49\u7edf\u4e00\u6210\u4e3a\u5de8\u5927\u8d1f\u62c5\u3002\u5b9e\u9645\u843d\u5730\u4e2d\uff0cOCR\u8bc6\u522b\u3001\u672c\u5730\u5316\u90e8\u7f72\u53ca\u663e\u5361\u8d44\u6e90\u6295\u5165\u6d89\u53ca\u590d\u6742\u7684\u9009\u578b\u4e0e\u5408\u89c4\u6210\u672c\uff0c\u800c\u6570\u636e\u6cbb\u7406\u7684\u9ad8\u6295\u5165\u4e0e\u96be\u4ee5\u91cf\u5316\u7684\u4ea7\u51fa\u6bd4\uff0c\u5f80\u5f80\u8ba9\u8ffd\u6c42\u201c\u89c1\u6548\u5feb\u201d\u7684\u4f01\u4e1a\u51b3\u7b56\u8005\u671b\u800c\u5374\u6b65\u3002<\/p>\n

        3.2 \u5927\u6a21\u578b\u7684\u89d2\u8272\u5b9a\u4f4d\u4e0e\u80fd\u529b\u8fb9\u754c<\/h4>\n

        AI\u5e94\u88ab\u5b9a\u4f4d\u4e3a\u201c\u4ece\u4e00\u5230N\u201d\u7684\u6548\u7387\u653e\u5927\u5668\uff0c\u800c\u975e\u201c\u4ece\u96f6\u5230\u4e00\u201d\u7684\u521b\u65b0\u51b3\u7b56\u5927\u8111\u3002\u5927\u6a21\u578b\u672c\u8d28\u662f\u6982\u7387\u6027\u7cfb\u7edf\uff0c\u5728\u5c01\u95ed\u573a\u666f\uff08\u5982\u8ba2\u7968\uff09\u5c1a\u53ef\u80dc\u4efb\uff0c\u4f46\u5728\u4fe1\u606f\u7f3a\u5931\u7684\u5f00\u653e\u4e1a\u52a1\u573a\u666f\u4e2d\u53ef\u9760\u6027\u663e\u8457\u4e0b\u964d\u3002\u56e0\u6b64\uff0c\u5fc5\u987b\u7531\u4eba\u7c7b\u67b6\u6784\u5e08\u660e\u786e\u5176\u80fd\u529b\u8fb9\u754c\uff0c\u4f9d\u9760\u4eba\u7c7b\u5bf9\u4e1a\u52a1\u903b\u8f91\u7684\u6df1\u5ea6\u7406\u89e3\u6765\u5f25\u8865AI\u9002\u5e94\u6027\u7684\u4e0d\u8db3\uff0c\u786e\u4fdd\u7cfb\u7edf\u5728\u590d\u6742\u73af\u5883\u4e0b\u7684\u5b89\u5168\u6027\u4e0e\u5408\u89c4\u6027\u3002<\/p>\n

        3.3 RAG\u6280\u672f\u7684\u5c40\u9650\u4e0eGraph RAG\u7684\u56f0\u5883<\/h4>\n

        \u5f53\u524d\u4e3b\u6d41\u7684RAG\uff08\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09\u6280\u672f\u901a\u8fc7\u5207\u7247\u68c0\u7d22\uff0c\u5f80\u5f80\u5bfc\u81f4\u77e5\u8bc6\u788e\u7247\u5316\u4e14\u7f3a\u4e4f\u4e0a\u4e0b\u6587\uff0c\u5bb9\u6613\u4ea7\u751f\u201c\u5e7b\u89c9\u201d\uff0c\u9020\u6210\u5458\u5de5\u4f7f\u7528\u7c98\u6027\u4f4e\u3002Graph RAG\u867d\u901a\u8fc7\u77e5\u8bc6\u56fe\u8c31\u63d0\u5347\u4e86\u5173\u8054\u6027\u548c\u5168\u9762\u6027\uff0c\u4f46\u9762\u4e34\u521d\u59cb\u5316\u6210\u672c\u9ad8\u3001\u6280\u672f\u95e8\u69db\u9ad8\u53ca\u79c1\u57df\u6570\u636e\u66f4\u65b0\u7ef4\u62a4\u7e41\u7410\uff08\u5982\u653f\u7b56\u53d8\u66f4\u6ede\u540e\uff09\u7684\u4e09\u5927\u96be\u9898\uff0c\u9ad8\u6602\u7684\u6210\u672c\u4e0e\u4f4e\u7075\u6d3b\u6027\u9650\u5236\u4e86\u5176\u5927\u89c4\u6a21\u5e94\u7528\u3002<\/p>\n

        3.4 \u65b0\u6280\u672f\u63a2\u7d22\u4e0e\u6570\u636e\u83b7\u53d6\u7b56\u7565<\/h4>\n

        \u9488\u5bf9\u73b0\u6709\u6280\u672f\u4e0d\u8db3\uff0c\u6a21\u62df\u4eba\u8111\u8bb0\u5fc6\u673a\u5236\u7684GSW\uff08Generative Semantic Workspace\uff09\u63d0\u4f9b\u4e86\u65b0\u601d\u8def\uff0c\u8bba\u6587\u5730\u5740\u6211\u4e5f\u7ed9\u5927\u5bb6\u627e\u5230\u4e86\uff0cCreating an AI Observer: Generative Semantic Workspaces\uff0c\u8be5\u8bba\u6587\u4e3b\u8981\u8bd5\u56fe\u901a\u8fc7\u201c\u8bb0\u5fc6\u7f16\u7801\u201d\u5e73\u8861\u957f\u671f\u4e0e\u77ed\u671f\u8bb0\u5fc6\uff0c\u4f46\u76ee\u524d\u5c1a\u4e0d\u6210\u719f\u3002\u5728\u6570\u636e\u7b56\u7565\u4e0a\uff0c\u79c1\u57df\u6570\u636e\u7684\u4ef7\u503c\u53d6\u51b3\u4e8e\u5bf9\u6838\u5fc3\u4e1a\u52a1\u7684\u7406\u89e3\uff0c\u800c\u516c\u57df\u6570\u636e\u83b7\u53d6\u5219\u503e\u5411\u4e8e\u5229\u7528\u5f00\u653e\u7684API\u3002\u5b9e\u9645\u843d\u5730\u9700\u6574\u5408\u8bed\u97f3\u8f93\u5165\u3001OCR\u8bc6\u522b\u548c\u77e5\u8bc6\u5e93\u8fd9\u201c\u4e09\u677f\u65a7\u201d\uff0c\u5728\u6210\u672c\u3001\u7075\u6d3b\u6027\u4e0e\u51c6\u786e\u6027\u4e4b\u95f4\u5bfb\u627e\u5e73\u8861\u70b9\u3002<\/p>\n

        3.5 \u4ece\u6a21\u578b\u80fd\u529b\u8f6c\u5411\u5de5\u7a0b\u5316\u4fdd\u969c\u4f53\u7cfb<\/h4>\n

        AI\u843d\u5730\u5fc5\u987b\u5efa\u7acb\u5b8c\u6574\u7684\u5de5\u7a0b\u5316\u4fdd\u969c\u4f53\u7cfb\uff0c\u800c\u975e\u5355\u7eaf\u4f9d\u8d56\u6a21\u578b\u80fd\u529b\u3002\u8fd9\u5305\u62ec\u5efa\u7acb\u7559\u5b58\u673a\u5236\u3001\u6548\u679c\u8bc4\u4f30\u3001\u53ef\u5e72\u9884\u6027\u8bbe\u8ba1\u53ca\u5b9e\u65f6\u76d1\u63a7\u3002\u4f8b\u5982\uff0c\u5728\u751f\u4ea7\u73af\u5883\u4e2d\u751f\u6210SQL\u8bed\u53e5\u65f6\uff0c\u56e0\u6d89\u53ca\u6743\u9650\u4e0e\u7ed3\u679c\u53ef\u9760\u6027\uff0c\u4f01\u4e1a\u66f4\u503e\u5411\u4e8e\u901a\u8fc7API\u5de5\u5177\u94fe\u5b9e\u73b0\u9694\u79bb\u4e0e\u63a7\u5236\u3002\u5de5\u7a0b\u5316\u4f53\u7cfb\u80fd\u4e3aAI\u5e94\u7528\u63d0\u4f9b\u5b89\u5168\u8fb9\u754c\uff0c\u6709\u6548\u5e73\u8861\u6280\u672f\u80fd\u529b\u4e0e\u4e1a\u52a1\u98ce\u9669\u3002<\/p>\n

        3.6 \u573a\u666f\u7ec6\u5206\u4e0e\u6210\u672c\u4f18\u5316\u7684\u843d\u5730\u8def\u5f84<\/h4>\n

        \u5546\u4e1a\u843d\u5730\u7684\u5173\u952e\u5728\u4e8e\u6210\u672c\u63a7\u5236\u4e0e\u573a\u666f\u7ec6\u5206\u3002\u9762\u5bf9\u9ad8\u5e76\u53d1\u4e0b\u7684Token\u6210\u672c\u538b\u529b\uff0c\u9700\u91c7\u7528\u4e2a\u6027\u5316\u7f13\u5b58\u4e0e\u538b\u7f29\u6280\u672f\u8fdb\u884c\u4f18\u5316\u3002\u540c\u65f6\uff0c\u67b6\u6784\u601d\u7ef4\u5e94\u5c06\u901a\u7528\u52a9\u624b\u62c6\u89e3\u4e3a\u89d2\u8272\u5316\u7684\u7ec6\u5206\u667a\u80fd\u4f53\uff08\u5982\u5c06\u8003\u8bd5\u7cfb\u7edf\u62c6\u5206\u4e3a\u51fa\u9898\u4e0e\u76d1\u8003\u52a9\u624b\uff09\uff0c\u8fd9\u4e0d\u4ec5\u964d\u4f4e\u4e86\u8bbe\u8ba1\u590d\u6742\u5ea6\uff0c\u63d0\u5347\u4e86\u6548\u679c\u8bc4\u4f30\u7684\u7cbe\u51c6\u5ea6\uff0c\u4e5f\u66f4\u7b26\u5408\u9ad8\u9891\u7387\u5f00\u53d1\u8005\u4e3a\u63d0\u6548\u5de5\u5177\u4ed8\u8d39\u7684\u5546\u4e1a\u903b\u8f91\u3002<\/p>\n

        \u5404\u4f4d\u8001\u5e08\u7684\u5206\u4eab\u6211\u5927\u6982\u603b\u7ed3\u4e86\u4ee5\u4e0a\u516d\u4e2a\u70b9\uff0c\u4e0b\u9762\u7684\u5185\u5bb9\u662f\u8001\u5468\u672c\u4eba\u5f53\u65f6\u7684\u53d1\u8a00\uff1a<\/p>\n

        AI Agent \u5728\u4ee3\u7801\u91cd\u6784\u4e2d\u7684\u80fd\u529b\u8fb9\u754c<\/h4>\n

        \u5728\u4ee3\u7801\u5c42\u9762\uff0cAI \u5c55\u73b0\u51fa\u660e\u663e\u7684\u201c\u504f\u79d1\u201d\u73b0\u8c61\uff1a\u5bf9\u4e8e\u786e\u5b9a\u6027\u7684\u7279\u5b9a\u77e5\u8bc6\uff08\u5982 Java Stream API \u7684\u8c03\u7528\uff09\uff0c\u5b83\u80fd\u7cbe\u51c6\u5feb\u901f\u5730\u5b8c\u6210\u4efb\u52a1\uff1b\u7136\u800c\u5728\u9762\u5bf9\u6d89\u53ca\u4e0d\u786e\u5b9a\u6027\u7684\u67b6\u6784\u91cd\u6784\u6216\u4e1a\u52a1\u6d41\u68b3\u7406\u65f6\uff0cAI \u5f80\u5f80\u675f\u624b\u65e0\u7b56\u3002\u8fd9\u4e3b\u8981\u662f\u56e0\u4e3a\u91cd\u6784\u5f80\u5f80\u6d89\u53ca\u5927\u91cf\u5386\u53f2\u9057\u7559\u95ee\u9898\u548c\u80cc\u666f\u4e0a\u4e0b\u6587\uff08\u5373\u4ee3\u7801\u4e2d\u7684\u201c\u6697\u5751\u201d\uff09\uff0c\u8fd9\u4e9b\u9690\u6027\u77e5\u8bc6\u8fde\u4eba\u7c7b\u5f00\u53d1\u8005\u90fd\u9700\u8981\u82b1\u8d39\u7cbe\u529b\u53bb\u7406\u89e3\uff0cAI \u5728\u7f3a\u4e4f\u8fd9\u4e9b\u4e0a\u4e0b\u6587\u7684\u60c5\u51b5\u4e0b\uff0c\u5f88\u96be\u72ec\u7acb\u5b8c\u6210\u4ece\u201c\u63a5\u624b\u65e7\u4ee3\u7801\u201d\u5230\u201c\u843d\u5730\u65b0\u67b6\u6784\u201d\u7684\u590d\u6742\u8fc7\u7a0b\u3002<\/p>\n

        RAG \u7cfb\u7edf\u8bbe\u8ba1\u7684\u6210\u719f\u5ea6\u4e0e\u6743\u9650\u6311\u6218<\/h4>\n

        \u9488\u5bf9\u8096\u7acb\u6210\u8001\u5e08\u63d0\u5230\u7684 RAG\uff08\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09\u4e0e\u77e5\u8bc6\u56fe\u8c31\u6280\u672f\uff0c\u76ee\u524d\u7684 RAG \u7cfb\u7edf\u8bbe\u8ba1\u5c1a\u663e\u7a1a\u5ae9\u3002\u9996\u5148\u662f\u7d22\u5f15\u7b56\u7565\u7684\u4e24\u96be\uff1a\u7d22\u5f15\u8fc7\u591a\u4f1a\u5bfc\u81f4\u4fe1\u606f\u6df7\u6dc6\u5f15\u53d1\u201c\u5e7b\u89c9\u201d\uff0c\u7d22\u5f15\u8fc7\u5c11\u5219\u7f3a\u4e4f\u6709\u6548\u4fe1\u53f7\uff0c\u4e14\u7ed3\u6784\u5316\u4e0e\u975e\u7ed3\u6784\u5316\u6570\u636e\u7684\u6df7\u5408\u5904\u7406\u4f1a\u7834\u574f Embedding \u7684\u6548\u679c\uff08\u5c31\u50cf\u5728\u4e00\u676f\u7eaf\u51c0\u7684\u5496\u5561\uff08\u6587\u672c\u8bed\u4e49\uff09\u91cc\u5012\u5165\u4e86\u9171\u6cb9\uff08\u7ed3\u6784\u5316\u6807\u7b7e\uff09\u3002\u867d\u7136\u90fd\u5728\u4e00\u4e2a\u676f\u5b50\u91cc\uff08\u540c\u4e00\u4e2a\u5411\u91cf\uff09\uff0c\u4f46\u5473\u9053\uff08\u68c0\u7d22\u6548\u679c\uff09\u5b8c\u5168\u53d8\u4e86)\u3002\u5176\u6b21\u662f\u8bb0\u5fc6\u4e0e\u6743\u9650\u7684\u6df1\u5c42\u77db\u76fe\uff1a\u4e2a\u6027\u5316\u8bb0\u5fc6\u8bbe\u8ba1\u9762\u4e34\u9690\u79c1\u6cc4\u9732\u98ce\u9669\uff0c\u800c\u4f01\u4e1a\u7ea7\u5e94\u7528\u66f4\u9700\u4e25\u683c\u7684\u6743\u9650\u7ba1\u63a7\uff08ACL\uff09\u3002\u4f8b\u5982\uff0cCEO \u4e0e\u666e\u901a\u5458\u5de5\u8be2\u95ee\u540c\u4e00\u95ee\u9898\u5e94\u5f97\u5230\u4e0d\u540c\u7ef4\u5ea6\u7684\u56de\u7b54\uff0c\u82e5 AI \u8f93\u51fa\u5185\u5bb9\u4e00\u81f4\uff0c\u867d\u7136\u529f\u80fd\u6b63\u5e38\uff0c\u4f46\u5728\u7ec4\u7ec7\u5408\u89c4\u4e0e\u6570\u636e\u5b89\u5168\u5c42\u9762\u5374\u662f\u5931\u8d25\u7684\u3002<\/p>\n

        Spec \u9a71\u52a8\u5f00\u53d1\u7684\u7406\u60f3\u4e0e\u73b0\u5b9e\u51b2\u7a81<\/h4>\n

        \u5c31\u5728\u5706\u684c\u8ba8\u8bba\u7684\u5f53\u5929\uff0c\u6211\u521a\u597d\u770b\u5230\u4e86\u4e00\u7bc7\u6587\u7ae0\uff0c\u6587\u7ae0\u63d0\u5230\u7684\u201cSpec\u4e3a\u4f55\u4f1a\u5931\u8d25\u201d\uff0c\u6838\u5fc3\u5728\u4e8e\u7406\u60f3\u5316\u7684\u5f00\u53d1\u6d41\u7a0b\u4e0e\u7d27\u6025\u7684\u73b0\u5b9e\u9700\u6c42\u5b58\u5728\u9519\u4f4d\u3002Spec \u6a21\u5f0f\u8981\u6c42\u201c\u5148\u7ef4\u62a4\u6587\u6863\/\u89c4\u5219\uff0c\u518d\u7f16\u5199\u4ee3\u7801\u201d\uff0c\u8fd9\u5728\u7ebf\u4e0a Bug \u4fee\u590d\u7b49\u7d27\u6025\u573a\u666f\u4e0b\u6781\u4e0d\u5408\u7406\u2014\u2014\u5f00\u53d1\u8005\u5fc5\u7136\u4f18\u5148\u4fee\u590d\u4ee3\u7801\u800c\u975e\u6587\u6863\u3002\u6b64\u5916\uff0c\u4e0d\u540c\u56e2\u961f\u5b9a\u4e49\u7684 Rules \u6587\u4ef6\uff08\u89c4\u5219\uff09\u6781\u6613\u4ea7\u751f\u51b2\u7a81\uff0c\u5bfc\u81f4\u534f\u4f5c\u6469\u64e6\u3002\u5c3d\u7ba1\u89c4\u8303\u5316\u7f16\u7a0b\u662f AI \u65f6\u4ee3\u7684\u5fc5\u7136\u8d8b\u52bf\uff0c\u4f46\u5982\u4f55\u5e73\u8861\u4e25\u683c\u7684\u6587\u6863\u9a71\u52a8\u4e0e\u7075\u6d3b\u7684\u5de5\u7a0b\u5b9e\u8df5\uff0c\u4ecd\u662f\u843d\u5730\u8fc7\u7a0b\u4e2d\u5fc5\u987b\u8de8\u8d8a\u7684\u969c\u788d\u3002<\/p>\n

        \u56db\u3001AI \u5f00\u53d1\u8303\u5f0f\u7684\u53d8\u9769<\/h2>\n

        4.1 AI\u5e94\u7528\u5f00\u53d1\u7684\u8303\u5f0f\u63a2\u7d22\u4e0e\u6f14\u8fdb<\/h4>\n

        \u76ee\u524dAI\u5e94\u7528\u5f00\u53d1\u5c1a\u5904\u4e8e\u201c\u65e0\u56fa\u5b9a\u8303\u5f0f\u201d\u7684\u63a2\u7d22\u671f\uff0c\u4f46\u5df2\u5448\u73b0\u51fa\u6e05\u6670\u7684\u6f14\u8fdb\u8def\u5f84\u3002\u4ece\u6a21\u578b\u8bad\u7ec3\u5c42\u9762\u7684Transformer\u8303\u5f0f\uff0c\u9010\u6b65\u8f6c\u5411\u5e94\u7528\u5c42\u9762\u7684\u843d\u5730\u5b9e\u8df5\u3002\u5f53\u524d\u5f00\u53d1\u5f62\u6001\u4e3b\u8981\u5206\u4e3a\u4e09\u7c7b\uff1a\u6700\u57fa\u7840\u7684\u7f51\u9875\u7aefAI\u52a9\u624b\u5d4c\u5165\uff0c\u8fdb\u9636\u7684\u529e\u516c\u8f6f\u4ef6\uff08\u5982\u4f01\u5fae\u3001\u98de\u4e66\uff09\u5de5\u4f5c\u6d41\u96c6\u6210\uff0c\u4ee5\u53ca\u66f4\u590d\u6742\u7684\u72ec\u7acb\u667a\u80fd\u4f53\uff08Agent\uff09\u5f00\u53d1\u3002\u5728\u5de5\u5177\u94fe\u4e0a\uff0c\u4ee5LangChain\u548cLangGraph\u4e3a\u5e95\u5ea7\u7684\u4ee3\u7801\u7f16\u6392\u5df2\u6210\u4e3a\u4e1a\u754c\u4e3b\u6d41\u8303\u5f0f\uff0c\u800c\u5728AI\u7f16\u7a0b\u8f85\u52a9\u9886\u57df\uff0cClaude Code\u7b49\u547d\u4ee4\u884c\u5de5\u5177\u6b63\u9010\u6e10\u53d6\u4ee3Cursor\u6210\u4e3a\u7b2c\u4e00\u68af\u961f\uff0c\u663e\u793a\u51fa\u5f00\u53d1\u8303\u5f0f\u6b63\u5728\u5411\u66f4\u6df1\u5ea6\u7684\u81ea\u52a8\u5316\u548c\u7f16\u6392\u5316\u8f6c\u53d8\u3002<\/p>\n

        4.2 \u843d\u5730\u8def\u5f84\u7684\u5206\u5c42\u7b56\u7565\u4e0e\u6ce8\u610f\u529b\u7ba1\u7406<\/h4>\n

        \u5b9e\u9645\u843d\u5730\u91c7\u7528\u4e86\u201c\u53cc\u8f68\u5236\u201d\u7b56\u7565\uff1a\u9762\u5411\u4e1a\u52a1\u4eba\u5458\uff0c\u4e3b\u8981\u901a\u8fc7\u4f4e\u4ee3\u7801\u5e73\u53f0\uff08\u5982n8n\u3001Dify\u3001Coze\uff09\u642d\u5efa\u5de5\u4f5c\u6d41\uff1b\u9762\u5411\u5de5\u7a0b\u5e08\uff0c\u5219\u91c7\u7528\u7eaf\u4ee3\u7801\u5f00\u53d1\uff08\u57fa\u4e8eLangChain\u7b49\uff09\uff0c\u5229\u7528\u4f20\u7edf\u7f16\u7a0b\u8bed\u8a00\uff08Java\/Python\/Go\uff09\u5904\u7406\u7e41\u91cd\u7684\u8ba1\u7b97\u4e0e\u6570\u636e\u6e05\u6d17\u4efb\u52a1\uff0c\u518d\u5c06\u7cbe\u70bc\u540e\u7684\u6570\u636e\u6295\u5582\u7ed9\u5927\u6a21\u578b\u3002\u8fd9\u79cd\u5206\u5de5\u7684\u6838\u5fc3\u539f\u56e0\u5728\u4e8e\u514b\u670d\u5927\u6a21\u578b\u7684\u4e0a\u4e0b\u6587\u9650\u5236\u4e0e\u5904\u7406\u74f6\u9888\u2014\u2014\u5927\u6a21\u578b\u5e76\u975e\u5168\u80fd\uff0c\u5de5\u7a0b\u5e08\u7684\u6838\u5fc3\u804c\u8d23\u8f6c\u53d8\u4e3a\u201c\u7ba1\u7406\u6a21\u578b\u7684\u6ce8\u610f\u529b\u673a\u5236\u201d\uff0c\u901a\u8fc7\u7cbe\u7ec6\u5316\u7684\u6570\u636e\u9884\u5904\u7406\uff0c\u786e\u4fdd\u6a21\u578b\u53ea\u805a\u7126\u4e8e\u9ad8\u4ef7\u503c\u7684\u6cdb\u5316\u4e0e\u603b\u7ed3\u5de5\u4f5c\uff0c\u800c\u975e\u5904\u7406\u539f\u59cb\u7684\u5927\u6587\u4ef6\u6216\u590d\u6742\u8ba1\u7b97\u3002<\/p>\n

        4.3 \u201cAI\u589e\u5f3a\u201d\u67b6\u6784\u4e0b\u7684\u53ef\u9760\u6027\u4e0e\u6210\u672c\u535a\u5f08<\/h4>\n

        \u672a\u6765\u7684\u67b6\u6784\u65b9\u5411\u5e76\u975e\u8ffd\u6c42\u79d1\u5e7b\u5f0f\u7684\u201c\u5168\u80fdAI\u201d\uff0c\u800c\u662f\u201cAI\u589e\u5f3a\u201d\u7684\u5de5\u7a0b\u5316\u4f53\u7cfb\u3002\u7531\u4e8e\u5927\u6a21\u578b\u672c\u8d28\u662f\u6982\u7387\u6027\u7cfb\u7edf\uff0c\u5728\u957f\u94fe\u6761\u4e1a\u52a1\u4e2d\uff08\u598210\u4e2a\u6b65\u9aa4\u7684\u6d41\u7a0b\uff09\uff0c\u5fae\u5c0f\u7684\u6982\u7387\u504f\u5dee\u4f1a\u53e0\u52a0\u5bfc\u81f4\u6574\u4f53\u53ef\u9760\u6027\u65ad\u5d16\u5f0f\u4e0b\u8dcc\uff08\u5982\u8dcc\u81f360%\u4ee5\u4e0b\uff09\u3002\u56e0\u6b64\uff0c\u5927\u6a21\u578b\u5e94\u88ab\u5b9a\u4f4d\u4e3a\u201c\u6273\u624b\u201d\u5f0f\u7684\u8f85\u52a9\u5de5\u5177\uff0c\u800c\u975e\u6838\u5fc3\u51b3\u7b56\u5927\u8111\u3002\u4ece\u6210\u672c\u4e0e\u4ea7\u51fa\u6bd4\uff08ROI\uff09\u8003\u91cf\uff0c\u4f01\u4e1a\u5e94\u4fdd\u755980%-90%\u7684\u786e\u5b9a\u6027\u903b\u8f91\u7531\u4f20\u7edf\u8f6f\u4ef6\u4fdd\u969c\uff0c\u4ec5\u5c06\u5269\u4f5910%-20%\u7684\u7075\u6d3b\u9700\u6c42\u4ea4\u7ed9Token\u8ba1\u8d39\u7684\u5927\u6a21\u578b\uff0c\u8fd9\u79cd\u201c\u4f20\u7edf\u8f6f\u4ef6\u515c\u5e95+AI\u9526\u4e0a\u6dfb\u82b1\u201d\u7684\u6a21\u5f0f\u624d\u662f\u53ef\u6301\u7eed\u7684\u843d\u5730\u4e4b\u9053\u3002<\/p>\n

        \u8fd9\u4e2a\u95ee\u9898\u7684\u8ba8\u8bba\u6211\u540e\u9762\u770b\u56de\u653e\u7684\u65f6\u5019\u53d1\u73b0\u4e3b\u6301\u4ebaCue\u5230\u6211\u4e86\uff0c\u5f53\u65f6\u5206\u4eab\u4e86\u81ea\u5df1\u611f\u5174\u8da3\u7684\u8bae\u9898\u4e86\u4e4b\u540e\u5c31\u53bb\u5fd9\u5176\u5b83\u7684\u53bb\u4e86\uff0c\u53ef\u80fd\u6ca1\u542c\u5230\uff0c\u8fd9\u91cc\u8001\u5468\u4e5f\u5206\u4eab\u4e0b\u81ea\u5df1\u7684\u4e00\u70b9\u770b\u6cd5\u3002<\/p>\n

        \u8303\u5f0f\u6838\u5fc3\u7684\u8f6c\u53d8\uff1a\u4ece\u201c\u7cbe\u786e\u7f16\u7801\u201d\u5230\u201c\u667a\u80fd\u4f53\u9a71\u52a8\u201d<\/h3>\n

        AI \u5f00\u53d1\u8303\u5f0f\u6b63\u5728\u4ece\u4f20\u7edf\u7684\u547d\u4ee4\u5f0f\u7f16\u7a0b<\/strong>\uff08\u4ee5\u7cbe\u786e\u7684\u903b\u8f91\u4ee3\u7801\u5b9e\u73b0\u529f\u80fd\uff09\u5411\u00a0\u667a\u80fd\u4f53\u4e2d\u5fc3\u7f16\u7a0b<\/strong>\uff08Agent-Centric Programming\uff09\u8f6c\u53d8\u3002<\/p>\n

          \n
        • \u667a\u80fd\u4f53\uff08Agent\uff09\u6210\u4e3a\u6838\u5fc3\u5355\u5143<\/strong>\uff1a \u8f6f\u4ef6\u7684\u6784\u5efa\u4e0d\u518d\u56f4\u7ed5\u5bf9\u8c61\uff08Object\uff09\u548c\u65b9\u6cd5\uff08Method\uff09\uff0c\u800c\u662f\u56f4\u7ed5\u5177\u5907\u76ee\u6807\u3001\u611f\u77e5\u3001\u884c\u52a8\u548c\u4e0a\u4e0b\u6587\u72b6\u6001\u7684\u81ea\u4e3b\u667a\u80fd\u4f53\u3002<\/li>\n
        • \u5f00\u53d1\u6a21\u5f0f\u7684\u5347\u7ea7<\/strong>\uff1a \u5f00\u53d1\u8005\u4ece\u7f16\u5199\u6240\u6709\u6267\u884c\u6b65\u9aa4\u7684\u201c\u4ee3\u7801\u5de5\u4eba\u201d\uff0c\u5347\u7ea7\u4e3a\u5b9a\u4e49\u667a\u80fd\u4f53\u7684\u76ee\u6807\u3001\u5de5\u5177\u96c6\u548c\u534f\u4f5c\u6d41\u7a0b\u7684AI\u7f16\u6392\u8005<\/strong>\u3002\u8fd9\u4f7f\u5f97AI\u7cfb\u7edf\u80fd\u591f\u81ea\u4e3b\u89c4\u5212\u3001\u6267\u884c\u591a\u6b65\u9aa4\u4efb\u52a1\uff0c\u5e76\u6839\u636e\u53cd\u9988\u8fed\u4ee3\u4f18\u5316\uff0c\u5927\u5927\u964d\u4f4e\u4e86\u590d\u6742\u5de5\u4f5c\u7684\u8ba4\u77e5\u8d1f\u8377\u3002<\/li>\n
        • \u65b0\u8d28\u751f\u4ea7\u529b\u7684\u4f53\u73b0<\/strong>\uff1a \u8fd9\u4e00\u53d8\u9769\u5c06\u6570\u636e\u3001\u7b97\u6cd5\u548c\u7b97\u529b\u8fdb\u884c\u6df1\u5ea6\u9002\u914d\uff0c\u63a8\u52a8\u77e5\u8bc6\u751f\u6210\u6a21\u5f0f\u4ece\u663e\u6027\u7f16\u7801\u8dc3\u8fc1\u81f3\u9690\u6027\u6d8c\u73b0\uff0c\u5c06AI\u4ece\u201c\u5355\u4e00\u4efb\u52a1\u4e13\u5bb6\u201d\u5347\u7ea7\u4e3a\u201c\u8de8\u57df\u901a\u7528\u667a\u80fd\u4f53\u201d\uff0c\u5f62\u6210\u4ef7\u503c\u521b\u9020\u7684\u6307\u6570\u7ea7\u8dc3\u5347\u3002<\/li>\n<\/ul>\n

          \u8f6f\u4ef6\u5de5\u7a0b\u7684\u6f14\u8fdb\uff1a\u8fc8\u5411\u201c\u4eba\u673a\u534f\u540c\u201d\u4e0e\u201c\u81ea\u4e3b\u7cfb\u7edf\u201d<\/h4>\n

          \u5927\u6a21\u578b\u7684\u5174\u8d77\u6807\u5fd7\u7740\u8f6f\u4ef6\u5de5\u7a0b\u8fdb\u5165\u4e86\u4e00\u4e2a\u65b0\u65f6\u4ee3\u2014\u2014\u201c\u8f6f\u4ef6\u5de5\u7a0b3.0\u201d<\/strong>\uff0c\u5176\u6838\u5fc3\u662f\u4eba\u673a\u534f\u540c\u7814\u53d1\u548c\u7cfb\u7edf\u81ea\u4e3b\u5316\u3002<\/p>\n

            \n
          • \u8f6f\u4ef6\u5f62\u6001\u7684\u8f6c\u53d8<\/strong>\uff1a AI \u4e0d\u4ec5\u662f\u4ee3\u7801\u751f\u6210\u5de5\u5177\uff0c\u66f4\u662f\u80fd\u591f\u6839\u636e\u9ad8\u5c42\u76ee\u6807\u4e0d\u65ad\u9002\u5e94\u548c\u6f14\u5316\u7684\u57fa\u7840\u8bbe\u65bd\u3002\u672a\u6765\u7684\u7cfb\u7edf\u67b6\u6784\u5c06\u4ece\u9759\u6001\u7684\u8f6f\u4ef6\u6808\uff08Stack\uff09\u8f6c\u5411\u52a8\u6001\u7684\u8f6f\u4ef6\u6d41\uff08Flow\uff09\uff0c\u5e94\u7528\u53ef\u4ee5\u6839\u636e\u9700\u8981\u88ab\u5408\u6210\u800c\u975e\u5b89\u88c5\u3002<\/li>\n
          • \u589e\u5f3a\u578b\u534f\u4f5c\u6a21\u5f0f<\/strong>\uff1a \u8f6f\u4ef6\u751f\u4ea7\u6b63\u8f6c\u5411AI\u4e3b\u5bfc\u3001\u4eba\u7c7b\u76d1\u7763<\/strong>\u7684\u534f\u4f5c\u6a21\u5f0f\u3002AI\u8d1f\u8d23\u751f\u6210\u3001\u89e3\u91ca\u3001\u8bc4\u5ba1\u548c\u4f18\u5316\u4ee3\u7801\uff0c\u5927\u5e45\u63d0\u5347\u7814\u53d1\u6548\u7387\u548c\u8d28\u91cf\uff0c\u800c\u4eba\u7c7b\u5219\u4e13\u6ce8\u4e8e\u9700\u6c42\u7406\u89e3\u3001\u95ee\u9898\u5206\u89e3\u4ee5\u53ca\u6700\u7ec8\u7684\u53ef\u9760\u6027\u628a\u5173\u3002<\/li>\n
          • \u53ef\u9760\u6027\u4e0e\u6210\u672c\u7684\u5e73\u8861<\/strong>\uff1a \u7531\u4e8e\u6982\u7387\u6a21\u578b\u7684\u5185\u5728\u4e0d\u786e\u5b9a\u6027\uff0c\u4f01\u4e1a\u843d\u5730\u503e\u5411\u4e8e\u91c7\u7528AI\u589e\u5f3a<\/strong>\u7684\u6df7\u5408\u67b6\u6784\u3002\u5373\u8ba9\u4f20\u7edf\u8f6f\u4ef6\u4fdd\u969c80%-90%\u7684\u786e\u5b9a\u6027\u3001\u9ad8\u53ef\u9760\u6027\u903b\u8f91\uff0c\u800c\u5c06\u5269\u4f5910%-20%\u7684\u7075\u6d3b\u3001\u63a2\u7d22\u6027\u4efb\u52a1\u4ea4\u7ed9\u5927\u6a21\u578b\uff0c\u4ee5\u5e73\u8861\u53ef\u9760\u6027\u4e0e\u9ad8\u5e76\u53d1\u573a\u666f\u4e0b\u7684Token\u6210\u672c\u3002<\/li>\n<\/ul>\n

            \u4e1a\u754c\u4e24\u79cd\u4e3b\u6d41\u7684\u8303\u5f0f\u5bf9\u6bd4<\/h3>\n

            \u6838\u5fc3\u8303\u5f0f\u4e00\uff1aAI \u589e\u5f3a\uff08AI-Augmented, \u6216\u4f20\u7edf\u67b6\u6784 + AI \u63d2\u4ef6\uff09<\/h4>\n

            \u8fd9\u662f\u5f53\u524d\u4f01\u4e1a\u843d\u5730\u6700\u7a33\u5065\u3001\u6700\u5e38\u89c1\u7684\u4e00\u79cd\u8303\u5f0f\uff0c\u672c\u8d28\u662f\u5728\u73b0\u6709\u5de5\u7a0b\u5316\u4f53\u7cfb\u7684\u57fa\u7840\u4e0a\uff0c\u4ee5 AI \u4f5c\u4e3a\u8f85\u52a9\u5de5\u5177\u8fdb\u884c\u8d4b\u80fd\u3002<\/p>\n

              \n
            • \u7279\u70b9<\/strong>\uff1a \u5c06\u5927\u6a21\u578b\u89c6\u4e3a\u201c\u6273\u624b\u201d\u6216\u201c\u5c40\u90e8\u667a\u80fd\u63d2\u4ef6\u201d\uff0c\u5d4c\u5165\u5230\u4f20\u7edf\u7684\u8f6f\u4ef6\u67b6\u6784\uff08\u5982\u5fae\u670d\u52a1\u3001DevOps \u6d41\u7a0b\uff09\u4e2d\u3002<\/li>\n
            • \u5b9e\u73b0\u65b9\u5f0f<\/strong>\uff1a RAG\uff08\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09\u6280\u672f\u662f\u6700\u5178\u578b\u7684\u5b9e\u73b0\uff0c\u5373\u5728\u4f20\u7edf\u77e5\u8bc6\u5e93\u6216\u6570\u636e\u5e93\u67b6\u6784\u4e2d\uff0c\u52a0\u5165\u5411\u91cf\u68c0\u7d22\u548cLLM\uff08\u5927\u6a21\u578b\uff09\u6765\u589e\u5f3a\u641c\u7d22\u3001\u95ee\u7b54\u3001\u603b\u7ed3\u7b49\u529f\u80fd\u3002\u4e5f\u5305\u62ec\u5728IDE\uff08\u5982VS Code\uff09\u4e2d\u96c6\u6210\u4ee3\u7801\u751f\u6210\u52a9\u624b\uff08\u5982CodeX\u3001Claude Code\uff09\u3002<\/li>\n
            • \u76ee\u6807\u4e0e\u4f18\u52bf<\/strong>\uff1a<\/li>\n<\/ul>\n

              \u53ef\u9760\u6027\u4f18\u5148\uff1a \u786e\u4fdd\u6838\u5fc3\u4e1a\u52a1\u903b\u8f91\u7684\u786e\u5b9a\u6027\u4ecd\u7531\u4f20\u7edf\u8f6f\u4ef6\u4ee3\u7801\u6765\u4fdd\u969c\u3002<\/p>\n

              \u6548\u7387\u63d0\u5347\uff1a \u4e3b\u8981\u76ee\u6807\u662f\u4ece\u4e00\u5230N<\/strong>\u7684\u6548\u7387\u653e\u5927\uff0c\u964d\u4f4e\u91cd\u590d\u6027\u5de5\u4f5c\u3001\u63d0\u9ad8\u5f00\u53d1\u4eba\u5458\u7684\u7f16\u7801\u901f\u5ea6\u548c\u4ee3\u7801\u8d28\u91cf\u3002<\/p>\n

              \u6210\u672c\u53ef\u63a7\uff1a \u4ec5\u5c06\u9ad8\u6210\u672c\u7684Token\u6d88\u8017\u7528\u4e8e\u5c40\u90e8\u589e\u5f3a\uff0c\u800c\u975e\u5168\u6d41\u7a0b\u4f9d\u8d56\u3002<\/p>\n

              \u6838\u5fc3\u8303\u5f0f\u4e8c\uff1aAI \u539f\u751f \/ \u667a\u80fd\u4f53\u9a71\u52a8\uff08AI Native \/ Agent-Centric\uff09<\/h4>\n

              \u8fd9\u4ee3\u8868\u7740\u8f6f\u4ef6\u67b6\u6784\u7684\u672a\u6765\u65b9\u5411\uff0c\u65e8\u5728\u5c06\u81ea\u4e3b\u51b3\u7b56\u548c\u4efb\u52a1\u5206\u89e3\u80fd\u529b\u4f5c\u4e3a\u7cfb\u7edf\u7684\u6838\u5fc3\u3002<\/p>\n

                \n
              • \u7279\u70b9<\/strong>\uff1a \u8f6f\u4ef6\u7684\u6784\u5efa\u5355\u5143\u4e0d\u518d\u662f\u201c\u5bf9\u8c61\u201d\u6216\u201c\u670d\u52a1\u201d\uff0c\u800c\u662f\u5177\u6709\u76ee\u6807\u3001\u611f\u77e5\u3001\u884c\u52a8\u548c\u8bb0\u5fc6\u7684\u667a\u80fd\u4f53\uff08Agent\uff09<\/strong>\u3002\u5b83\u5c06LLM\u7684\u80fd\u529b\u4ece\u7b80\u5355\u7684\u95ee\u7b54\u63d0\u5347\u5230\u590d\u6742\u7684\u4efb\u52a1\u7f16\u6392\u548c\u81ea\u4e3b\u6267\u884c\u3002<\/li>\n
              • \u5b9e\u73b0\u65b9\u5f0f<\/strong>\uff1a \u4e3b\u8981\u901a\u8fc7\u00a0Agent \u6846\u67b6<\/strong>\uff08\u5982LangChain\u3001LangGraph\uff09\u8fdb\u884c\u6d41\u7a0b\u7f16\u6392\u3002\u667a\u80fd\u4f53\u80fd\u591f\u81ea\u4e3b\u8c03\u7528\u5916\u90e8\u5de5\u5177\uff08Tools\uff09\u3001\u6267\u884c\u591a\u6b65\u9aa4\u4efb\u52a1\uff0c\u5e76\u6839\u636e\u7ed3\u679c\u8fdb\u884c\u81ea\u6211\u4fee\u6b63\uff08ReAct\u673a\u5236\uff09\u3002<\/li>\n
              • \u76ee\u6807\u4e0e\u4f18\u52bf<\/strong>\uff1a<\/li>\n<\/ul>\n

                \u81ea\u4e3b\u5316\u548c\u63a2\u7d22\u6027\uff1a \u80fd\u591f\u89e3\u51b3\u8fc7\u53bb\u4f20\u7edf\u7a0b\u5e8f\u96be\u4ee5\u5904\u7406\u7684\u975e\u786e\u5b9a\u6027\u3001\u590d\u6742\u3001\u591a\u6b65\u9aa4<\/strong>\u7684\u4e1a\u52a1\u573a\u666f\uff08\u4f8b\u5982\uff0c\u81ea\u52a8\u8fdb\u884c\u5e02\u573a\u8c03\u7814\u3001\u81ea\u52a8\u5b8c\u6210\u6d4b\u8bd5\u548c\u8c03\u8bd5\uff09\u3002<\/p>\n

                \u67b6\u6784\u7684\u8f6c\u53d8\uff1a\u00a0\u8f6f\u4ef6\u4ece\u201c\u9759\u6001\u4ee3\u7801\u201d\u8f6c\u53d8\u4e3a\u201c\u52a8\u6001\u6d41\u7a0b\u201d<\/strong>\uff0c\u7cfb\u7edf\u53ef\u4ee5\u6839\u636e\u9ad8\u5c42\u76ee\u6807\u81ea\u4e3b\u6f14\u5316\u548c\u9002\u5e94\u73af\u5883\u3002<\/p>\n

                \u8303\u5f0f\u5bf9\u6bd4<\/strong><\/p>\n\n\n\n\n\n\n<\/colgroup>\n\n\n\n\n
                \u8303\u5f0f\u540d\u79f0<\/td>\n\u6838\u5fc3\u7406\u5ff5<\/td>\n\u6280\u672f\u5e95\u5ea7<\/td>\n\u4ef7\u503c\u4f53\u73b0<\/td>\n\u9002\u7528\u573a\u666f<\/td>\n<\/tr>\n
                AI \u589e\u5f3a<\/td>\n\u4f20\u7edf\u67b6\u6784 + \u5c40\u90e8\u667a\u80fd\u63d2\u4ef6<\/td>\nRAG\u3001\u4f20\u7edf\u5de5\u7a0b\u5316\u4ee3\u7801\u3001IDE\u63d2\u4ef6<\/td>\n\u6548\u7387\u653e\u5927\u3001\u98ce\u9669\u63a7\u5236<\/td>\n\u4e1a\u52a1\u6d41\u7a0b\u6210\u719f\u3001\u5bf9\u53ef\u9760\u6027\u8981\u6c42\u6781\u9ad8\u7684\u573a\u666f\uff08\u5982\u91d1\u878d\u3001\u6838\u5fc3\u4ea4\u6613\uff09<\/td>\n<\/tr>\n
                AI \u539f\u751f<\/td>\n\u667a\u80fd\u4f53\uff08Agent\uff09\u9a71\u52a8<\/td>\nLangChain\/LangGraph\u3001\u591a Agent \u7cfb\u7edf<\/td>\n\u81ea\u4e3b\u51b3\u7b56\u3001\u4efb\u52a1\u7f16\u6392<\/td>\n\u63a2\u7d22\u6027\u4efb\u52a1\u3001\u590d\u6742\u534f\u4f5c\u3001\u6d41\u7a0b\u4e0d\u786e\u5b9a\u7684\u5f00\u653e\u573a\u666f<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n

                \u6587\u7ae0\u6765\u81ea\uff1a51CTO<\/p>\n<\/div>\n

                <\/div>\n

                <\/g><\/svg><\/i> \"Loading\"<\/p>\n

                <\/div>\n","protected":false},"excerpt":{"rendered":"

                AI\u9a71\u52a8\u7684\u7ec4\u7ec7\u53d8\u9769\u6838\u5fc3\u76ee\u6807\u662f\u201c\u964d\u672c\u589e\u6548\u201d\uff0c\u800c\u975e\u5927\u89c4\u6a21\u88c1\u5458\u3002\u901a\u8fc7\u81ea\u52a8\u5316\u91cd\u590d\u4efb\u52a1\uff08\u5982\u4ee3\u7801\u8865\u5168\u3001\u57fa\u7840\u8c03\u8bd5\uff09\uff0cAI\u91ca\u653e […]<\/p>\n

                <\/div>\n

                <\/g><\/svg><\/i> \"Loading\"<\/p>\n

                <\/div>\n","protected":false},"author":56,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[23,20,80],"tags":[2051],"class_list":["post-28550","post","type-post","status-publish","format-standard","hentry","category-23","category-20","category-80","tag-aiagent"],"_links":{"self":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/28550","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/users\/56"}],"replies":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/comments?post=28550"}],"version-history":[{"count":1,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/28550\/revisions"}],"predecessor-version":[{"id":28551,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/28550\/revisions\/28551"}],"wp:attachment":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media?parent=28550"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/categories?post=28550"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/tags?post=28550"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}