{"id":32489,"date":"2025-07-16T03:52:48","date_gmt":"2025-07-15T19:52:48","guid":{"rendered":"https:\/\/www.kdjingpai.com\/?p=32489"},"modified":"2025-07-16T03:54:40","modified_gmt":"2025-07-15T19:54:40","slug":"iconiqfabu2025a","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/pt\/iconiqfabu2025a\/","title":{"rendered":"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357"},"content":{"rendered":"<h2>\u76ee\u5f55<\/h2>\n<h3>1. \u5f15\u8a00<\/h3>\n<p>\u6211\u4eec\u8ba4\u4e3a\uff0c\u6784\u5efa\u548c\u8fd0\u8425AI\u4ea7\u54c1\u662f\u7ade\u4e89\u7684\u65b0\u524d\u6cbf\uff0c\u800c\u63a8\u52a8\u8fd9\u9879\u5de5\u4f5c\u7684\u67b6\u6784\u5e08\u3001\u5de5\u7a0b\u5e08\u548c\u4ea7\u54c1\u9886\u5bfc\u8005\u4eec\u7684\u610f\u89c1\u5e94\u5f53\u5f97\u5230\u66f4\u591a\u5173\u6ce8\u3002\u867d\u7136\u53bb\u5e74\u7684AI\u62a5\u544a\u4fa7\u91cd\u4e8e\u8d2d\u4e70\u65c5\u7a0b\u548c\u4f01\u4e1a\u91c7\u7528\u52a8\u6001\uff0c\u4f462025\u5e74\u7684\u62a5\u544a\u5219\u5c06\u91cd\u70b9\u8f6c\u5411\u4e86\u201c\u5982\u4f55\u505a\u201d\uff1a\u5982\u4f55\u4ece\u5934\u5230\u5c3e\u6784\u601d\u3001\u4ea4\u4ed8\u548c\u6269\u5c55AI\u9a71\u52a8\u7684\u4ea7\u54c1\u3002<\/p>\n<p>\u4eca\u5e74\u7684\u62a5\u544a\u6df1\u5165\u63a2\u8ba8\u4e86\u6784\u5efa\u8005\u624b\u518c\u7684\u6838\u5fc3\u7ef4\u5ea6\uff1a<\/p>\n<ol>\n<li><strong>\u4ea7\u54c1\u8def\u7ebf\u56fe\u4e0e\u67b6\u6784<\/strong>\uff1a\u5728\u6a21\u578b\u6f14\u8fdb\u7684\u6bcf\u4e2a\u9636\u6bb5\uff0c\u5e73\u8861\u5b9e\u9a8c\u3001\u4e0a\u7ebf\u901f\u5ea6\u548c\u6027\u80fd\u7684\u65b0\u5174\u6700\u4f73\u5b9e\u8df5\u3002<\/li>\n<li><strong>\u5e02\u573a\u8fdb\u5165\u7b56\u7565<\/strong>\uff1a\u56e2\u961f\u5982\u4f55\u8c03\u6574\u5b9a\u4ef7\u6a21\u578b\u548c\u5e02\u573a\u8fdb\u5165\u7b56\u7565\uff0c\u4ee5\u53cd\u6620AI\u72ec\u7279\u7684\u4ef7\u503c\u9a71\u52a8\u56e0\u7d20\u3002<\/li>\n<li><strong>\u4eba\u5458\u4e0e\u4eba\u624d<\/strong>\uff1a\u7ec4\u5efa\u5408\u9002\u7684\u56e2\u961f\u4ee5\u5229\u7528AI\u4e13\u4e1a\u77e5\u8bc6\uff0c\u4fc3\u8fdb\u8de8\u804c\u80fd\u534f\u4f5c\uff0c\u5e76\u4fdd\u6301\u957f\u671f\u521b\u65b0\u3002<\/li>\n<li><strong>\u6210\u672c\u7ba1\u7406\u4e0e\u6295\u8d44\u56de\u62a5\u7387<\/strong>\uff1a\u4e0e\u6784\u5efa\u548c\u63a8\u51faAI\u4ea7\u54c1\u76f8\u5173\u7684\u652f\u51fa\u7b56\u7565\u548c\u57fa\u51c6\u3002<\/li>\n<li><strong>\u5185\u90e8\u751f\u4ea7\u529b\u4e0e\u8fd0\u8425<\/strong>\uff1a\u516c\u53f8\u5982\u4f55\u5c06AI\u5d4c\u5165\u65e5\u5e38\u5de5\u4f5c\u6d41\u7a0b\uff0c\u4ee5\u53ca\u63d0\u9ad8\u751f\u4ea7\u529b\u7684\u6700\u5927\u9a71\u52a8\u56e0\u7d20\u3002<\/li>\n<\/ol>\n<h3>2. \u6784\u5efa\u751f\u6210\u5f0fAI\u4ea7\u54c1<\/h3>\n<h4>2.1 AI\u4ea7\u54c1\u7c7b\u578b<\/h4>\n<ul>\n<li><strong>\u4ee3\u7406\u5de5\u4f5c\u6d41\u548c\u5e94\u7528\u5c42<\/strong>\u662fAI\u539f\u751f\u516c\u53f8\u548cAI\u8d4b\u80fd\u516c\u53f8\u6784\u5efa\u7684\u6700\u5e38\u89c1\u7684\u4ea7\u54c1\u7c7b\u578b\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u7ea680%\u7684AI\u539f\u751f\u516c\u53f8\u76ee\u524d\u6b63\u5728\u6784\u5efa\u4ee3\u7406\u5de5\u4f5c\u6d41\u3002<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-32490\" title=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/218caaa969020f0.jpg\" alt=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-1\" width=\"2529\" height=\"942\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/218caaa969020f0.jpg 2529w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/218caaa969020f0-1536x572.jpg 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/218caaa969020f0-2048x763.jpg 2048w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/218caaa969020f0-18x7.jpg 18w\" sizes=\"auto, (max-width: 2529px) 100vw, 2529px\" \/><\/p>\n<h4>2.2 \u6a21\u578b\u4f7f\u7528\u60c5\u51b5<\/h4>\n<ul>\n<li>\u5927\u591a\u6570\u6784\u5efaAI\u5e94\u7528\u7684\u516c\u53f8\u90fd\u4f9d\u8d56\u4e8e\u7b2c\u4e09\u65b9AI API\uff1b\u7136\u800c\uff0c\u9ad8\u589e\u957f\u516c\u53f8\u4e5f\u5728\u5fae\u8c03\u73b0\u6709\u7684\u57fa\u7840\u6a21\u578b\u5e76\u4ece\u5934\u5f00\u59cb\u5f00\u53d1\u4e13\u6709\u6a21\u578b\u3002<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-32491\" title=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-2\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/285d8531b7f0575.jpg\" alt=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-2\" width=\"2211\" height=\"924\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/285d8531b7f0575.jpg 2211w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/285d8531b7f0575-1536x642.jpg 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/285d8531b7f0575-2048x856.jpg 2048w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/285d8531b7f0575-18x8.jpg 18w\" sizes=\"auto, (max-width: 2211px) 100vw, 2211px\" \/><\/p>\n<h4>2.3 \u9009\u62e9\u57fa\u7840\u6a21\u578b\u7684\u4e3b\u8981\u8003\u8651\u56e0\u7d20<\/h4>\n<ul>\n<li><strong>\u4ea7\u54c1\u5f00\u53d1<\/strong>\uff1a\u5728\u9009\u62e9\u9762\u5411\u5ba2\u6237\u7528\u4f8b\u7684\u57fa\u7840\u6a21\u578b\u65f6\uff0c\u516c\u53f8\u5c06\u6a21\u578b\u51c6\u786e\u6027\u7f6e\u4e8e\u6240\u6709\u5176\u4ed6\u56e0\u7d20\u4e4b\u4e0a\u3002<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-32493\" title=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-3\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/3bffdee6f5b4d4c.jpg\" alt=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-3\" width=\"2256\" height=\"1023\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/3bffdee6f5b4d4c.jpg 2256w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/3bffdee6f5b4d4c-1536x697.jpg 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/3bffdee6f5b4d4c-2048x929.jpg 2048w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/3bffdee6f5b4d4c-18x8.jpg 18w\" sizes=\"auto, (max-width: 2256px) 100vw, 2256px\" \/><\/p>\n<p>\u5728\u53bb\u5e74\u7684AI\u62a5\u544a\u4e2d\uff0c\u4e0e\u6027\u80fd\u3001\u5b89\u5168\u6027\u3001\u53ef\u5b9a\u5236\u6027\u548c\u63a7\u5236\u7b49\u5176\u4ed6\u56e0\u7d20\u76f8\u6bd4\uff0c\u6210\u672c\u88ab\u5217\u4e3a\u6700\u4f4e\u7684\u5173\u952e\u8d2d\u4e70\u8003\u8651\u56e0\u7d20\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u4eca\u5e74\u7684\u6570\u636e\u4e2d\u6210\u672c\u8981\u9ad8\u5f97\u591a\uff0c\u8fd9\u53ef\u80fd\u53cd\u6620\u4e86\u968f\u7740DeepSeek\u7b49\u66f4\u5177\u6210\u672c\u6548\u76ca\u7684\u6a21\u578b\u7684\u5174\u8d77\uff0c\u6a21\u578b\u5c42\u7684\u5546\u54c1\u5316\u3002<\/p>\n<h4>2.4 \u9876\u7ea7\u6a21\u578b\u63d0\u4f9b\u5546<\/h4>\n<ul>\n<li><strong>OpenAI\u7684GPT\u6a21\u578b<\/strong>\u4ecd\u7136\u662f\u4f7f\u7528\u6700\u5e7f\u6cdb\u7684\u6a21\u578b\uff1b\u7136\u800c\uff0c\u8bb8\u591a\u516c\u53f8\u8d8a\u6765\u8d8a\u591a\u5730\u91c7\u7528\u591a\u6a21\u578b\u65b9\u6cd5\u6765\u5f00\u53d1AI\u4ea7\u54c1\uff0c\u4ee5\u9002\u5e94\u4e0d\u540c\u7684\u7528\u4f8b\u3002<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-32492\" title=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-4\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/b1e16a369b1cd2f.jpg\" alt=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-4\" width=\"1806\" height=\"651\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/b1e16a369b1cd2f.jpg 1806w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/b1e16a369b1cd2f-1536x554.jpg 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/b1e16a369b1cd2f-18x6.jpg 18w\" sizes=\"auto, (max-width: 1806px) 100vw, 1806px\" \/><\/p>\n<p><strong>\u6ce8\u91ca<\/strong>\uff1a(1) \u6784\u5efa\u7ec8\u7aef\u7528\u6237\u5e94\u7528\u7a0b\u5e8f\u548c\u6838\u5fc3AI\u6a21\u578b\/\u6280\u672f\u7684\u516c\u53f8\u3002<\/p>\n<p>\u516c\u53f8\u8d8a\u6765\u8d8a\u591a\u5730\u91c7\u7528\u591a\u6a21\u578b\u65b9\u6cd5\u6765\u5f00\u53d1AI\u4ea7\u54c1\uff0c\u6839\u636e\u7528\u4f8b\u3001\u6027\u80fd\u3001\u6210\u672c\u548c\u5ba2\u6237\u8981\u6c42\uff0c\u5229\u7528\u4e0d\u540c\u7684\u63d0\u4f9b\u5546\u548c\u6a21\u578b\u3002\u8fd9\u79cd\u7075\u6d3b\u6027\u4f7f\u4ed6\u4eec\u80fd\u591f\u9488\u5bf9\u7f51\u7edc\u5b89\u5168\u3001\u9500\u552e\u81ea\u52a8\u5316\u548c\u5ba2\u6237\u670d\u52a1\u7b49\u4e0d\u540c\u5e94\u7528\u8fdb\u884c\u4f18\u5316\uff0c\u540c\u65f6\u786e\u4fdd\u8de8\u533a\u57df\u5408\u89c4\u6027\u548c\u5353\u8d8a\u7684\u7528\u6237\u4f53\u9a8c\u3002\u67b6\u6784\u6b63\u5728\u6784\u5efa\u4ee5\u652f\u6301\u5feb\u901f\u6a21\u578b\u4ea4\u6362\uff0c\u6709\u4e9b\u516c\u53f8\u503e\u5411\u4e8e\u5f00\u6e90\u6a21\u578b\uff0c\u4ee5\u83b7\u5f97\u6210\u672c\u548c\u63a8\u7406\u901f\u5ea6\u7684\u4f18\u52bf\u3002<\/p>\n<p>\u901a\u5e38\uff0c\u5927\u591a\u6570\u53d7\u8bbf\u8005\u90fd\u5728\u4f7f\u7528OpenAI\u6a21\u578b\u548c\u6765\u81ea\u5176\u4ed6\u63d0\u4f9b\u5546\u76841-2\u4e2a\u5176\u4ed6\u6a21\u578b\u3002<\/p>\n<p>\u6211\u4eec\u4f7f\u7528\u4e0d\u540c\u7684\u4e13\u6709\u548c\u7b2c\u4e09\u65b9\u6a21\u578b\uff0c\u56e0\u4e3a\u6211\u4eec\u7684\u5ba2\u6237\u6709\u4e0d\u540c\u7684\u9700\u6c42\u3002\u4e13\u95e8\u7684\u6a21\u578b\u4f7f\u6211\u4eec\u80fd\u591f\u66f4\u597d\u5730\u4e3a\u5ba2\u6237\u53ca\u5176\u7528\u4f8b\u5b9a\u5236\u4f53\u9a8c\u2014\u2014\u9500\u552e\u81ea\u52a8\u5316\u3001\u5ba2\u6237\u670d\u52a1\u4ee3\u7406\u548c\u5185\u90e8\u5de5\u5177\u3002\u6b64\u5916\uff0c\u6211\u4eec\u53ef\u4ee5\u4e3a\u5ba2\u6237\u63d0\u4f9b\u66f4\u7075\u6d3b\u7684\u4ef7\u683c\u70b9\u548c\u9009\u62e9\uff0c\u5e76\u4e14\u53ef\u4ee5\u4e0d\u65ad\u8bd5\u9a8c\u65b0\u6a21\u578b\u548c\u5546\u4e1a\u673a\u4f1a\u3002<\/p>\n<p>\u2014\u2014\u67d0\u5168\u6808AI\u516c\u53f8\u4ea7\u54c1\u526f\u603b\u88c1\uff0c\u5e74\u6536\u5165\u8d85\u8fc710\u4ebf\u7f8e\u5143<\/p>\n<h3>3. \u5e02\u573a\u8fdb\u5165\u7b56\u7565\u4e0e\u5408\u89c4\u6027<\/h3>\n<h4>3.1 AI\u4ea7\u54c1\u8def\u7ebf\u56fe<\/h4>\n<ul>\n<li>\u5bf9\u4e8eAI\u8d4b\u80fd\u516c\u53f8\u6765\u8bf4\uff0c\u7ea620-35%\u7684\u4ea7\u54c1\u8def\u7ebf\u56fe\u4e13\u6ce8\u4e8eAI\u9a71\u52a8\u7684\u529f\u80fd\uff0c\u800c\u9ad8\u589e\u957f\u516c\u53f8\u5219\u5c0630-45%\u7684\u8def\u7ebf\u56fe\u6295\u5165\u5230AI\u9a71\u52a8\u7684\u529f\u80fd\u4e2d\u3002<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-32494\" title=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-5\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/ec588610a5c8c1f.jpg\" alt=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-5\" width=\"2370\" height=\"918\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/ec588610a5c8c1f.jpg 2370w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/ec588610a5c8c1f-1536x595.jpg 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/ec588610a5c8c1f-2048x793.jpg 2048w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/ec588610a5c8c1f-18x7.jpg 18w\" sizes=\"auto, (max-width: 2370px) 100vw, 2370px\" \/><\/p>\n<h4>3.2 \u4e3b\u8981\u5b9a\u4ef7\u6a21\u578b<\/h4>\n<ul>\n<li>\u8bb8\u591a\u516c\u53f8\u91c7\u7528\u6df7\u5408\u5b9a\u4ef7\u6a21\u578b\uff0c\u5305\u62ec\u8ba2\u9605\/\u57fa\u4e8e\u8ba1\u5212\u7684\u5b9a\u4ef7\u4ee5\u53ca\u57fa\u4e8e\u4f7f\u7528\u91cf\u6216\u57fa\u4e8e\u7ed3\u679c\u7684\u5b9a\u4ef7\u3002<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-32495\" title=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-6\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/e968ce250f8f82e.jpg\" alt=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-6\" width=\"2157\" height=\"867\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/e968ce250f8f82e.jpg 2157w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/e968ce250f8f82e-1536x617.jpg 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/e968ce250f8f82e-2048x823.jpg 2048w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/e968ce250f8f82e-18x7.jpg 18w\" sizes=\"auto, (max-width: 2157px) 100vw, 2157px\" \/><\/p>\n<h4>3.3 AI\u529f\u80fd\u5b9a\u4ef7\u6a21\u578b<\/h4>\n<ul>\n<li>\u76ee\u524d\uff0c\u5927\u591a\u6570AI\u8d4b\u80fd\u516c\u53f8\u8981\u4e48\u5c06AI\u529f\u80fd\u4f5c\u4e3a\u9ad8\u7ea7\u4ea7\u54c1\u7684\u4e00\u90e8\u5206\uff0c\u8981\u4e48\u514d\u8d39\u63d0\u4f9bAI\u529f\u80fd\u3002<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-32496\" title=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-7\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/94293af2e8edf62.jpg\" alt=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-7\" width=\"1680\" height=\"915\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/94293af2e8edf62.jpg 1680w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/94293af2e8edf62-1536x837.jpg 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/94293af2e8edf62-18x10.jpg 18w\" sizes=\"auto, (max-width: 1680px) 100vw, 1680px\" \/><\/p>\n<p><strong>ICONIQ\u8de8\u804c\u80fd\u6d1e\u5bdf<\/strong>\uff1a\u5728\u6211\u4eec\u76842025\u5e74GTM\u72b6\u6001\u62a5\u544a\u4e2d\uff0c\u6211\u4eec\u5411GTM\u9886\u5bfc\u8005\u63d0\u51fa\u4e86\u540c\u6837\u7684\u95ee\u9898\uff0c\u4ed6\u4eec\u7684\u56de\u7b54\u4e0e\u7814\u53d1\u9886\u5bfc\u8005\u9ad8\u5ea6\u4e00\u81f4\u2014\u2014\u8fd9\u8fdb\u4e00\u6b65\u5f3a\u5316\u4e86\u8fd9\u4e00\u8d8b\u52bf\u5728\u5e02\u573a\u4e0a\u7684\u6301\u7eed\u4e00\u81f4\u6027\u3002<\/p>\n<h4>3.4 \u5b9a\u4ef7\u53d8\u5316<\/h4>\n<ul>\n<li>40%\u7684\u516c\u53f8\u6ca1\u6709\u8ba1\u5212\u6539\u53d8\u5b9a\u4ef7\uff0c\u4f4637%\u7684\u53d7\u8bbf\u8005\u6b63\u5728\u63a2\u7d22\u57fa\u4e8e\u6d88\u8d39\u3001\u6295\u8d44\u56de\u62a5\u7387\u548c\u4f7f\u7528\u5c42\u7ea7\u7684\u65b0\u5b9a\u4ef7\u6a21\u578b\u3002<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-32497\" title=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-8\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/e4478f6f02077d3.jpg\" alt=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-8\" width=\"933\" height=\"966\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/e4478f6f02077d3.jpg 933w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/e4478f6f02077d3-12x12.jpg 12w\" sizes=\"auto, (max-width: 933px) 100vw, 933px\" \/><\/p>\n<p><strong>\u8003\u8651\u6295\u8d44\u56de\u62a5\u7387<\/strong>\uff1a<\/p>\n<p>\u201c\u6211\u4eec\u5e0c\u671b\u5c06\u652f\u4ed8\u610f\u613f\u548c\u4e0e\u6295\u8d44\u56de\u62a5\u7387\u7ed3\u679c\u7684\u660e\u786e\u8054\u7cfb\u6574\u5408\u5230\u6211\u4eec\u7684\u5b9a\u4ef7\u6a21\u578b\u4e2d\u3002\u201d<\/p>\n<p>\u2014\u2014\u67d0\u5168\u6808AI\u516c\u53f8\u4ea7\u54c1\u526f\u603b\u88c1\uff0c\u5e74\u6536\u51651\u4ebf\u81f31.5\u4ebf\u7f8e\u5143<\/p>\n<p>\u201c\u6211\u4eec\u6b63\u5728\u89c2\u5bdfAI\u529f\u80fd\u662f\u5426\u80fd\u4e3a\u5ba2\u6237\u5e26\u6765\u989d\u5916\u4ef7\u503c\u3002\u4e00\u65e6\u6211\u4eec\u6709\u4e86\u5173\u952e\u91c7\u7528\u7387\u548c\u589e\u503c\u8bc1\u660e\uff0c\u6211\u4eec\u53ef\u80fd\u4f1a\u7ec6\u5206\u6211\u4eec\u5e73\u53f0\u7684\u5f53\u524d\u5c42\u7ea7\uff08\u5373\u521b\u5efa\u4e00\u4e2a\u5305\u542b\u5b8c\u6574AI\/\u4ee3\u7406\u7684\u9ad8\u7ea7\u5c42\uff0c\u5bf9\u57fa\u672c\u5c42\u8fdb\u884c\u9650\u5236\uff0c\u5e76\u521b\u5efa\u4f01\u4e1a\u5c42\uff09\u3002\u201d<\/p>\n<p>\u2014\u2014\u67d0\u5168\u6808AI\u516c\u53f8\u4ea7\u54c1\u526f\u603b\u88c1\uff0c\u5e74\u6536\u51651\u4ebf\u81f31.5\u4ebf\u7f8e\u5143<\/p>\n<p><strong>\u57fa\u4e8e\u6d88\u8d39\u548c\u7ed3\u679c\u7684\u5b9a\u4ef7<\/strong>\uff1a<\/p>\n<p>\u201c\u6211\u4eec\u5c06\u7528\u56f4\u7ed5\u6d88\u8d39\u7684\u5b9a\u4ef7\u6a21\u578b\u8865\u5145\u9ad8\u7ea7\u5c42\u6a21\u578b\u5b9a\u4ef7\u3002\u6211\u9884\u8ba1\u6211\u4eec\u8fd8\u5c06\u5c1d\u8bd5\u57fa\u4e8e\u7ed3\u679c\u7684\u5b9a\u4ef7\uff0c\u4f46\u76ee\u524d\u5c1a\u4e0d\u6e05\u695a\u6211\u4eec\u5c06\u5982\u4f55\u6784\u5efa\u5b9a\u4ef7\uff0c\u4ee5\u4fbf\u5ba2\u6237\u80fd\u591f\u51c6\u786e\u9884\u7b97\u8fd9\u4e9b\u6210\u672c\u3002\u201d<\/p>\n<p>\u2014\u2014\u67d0\u5168\u6808AI\u516c\u53f8\u4ea7\u54c1\u526f\u603b\u88c1\uff0c\u5e74\u6536\u51651\u4ebf\u81f31.5\u4ebf\u7f8e\u5143<\/p>\n<p>\u201c\u8ba2\u9605\u6a21\u5f0f\u5bf9\u6211\u4eec\u4e0d\u8d77\u4f5c\u7528\u3002\u91cd\u5ea6\u7528\u6237\u503e\u5411\u4e8e\u5927\u91cf\u4f7f\u7528\uff0c\u8003\u8651\u5230LLM API\u6210\u672c\uff0c\u8fd9\u4f1a\u5bfc\u81f4\u8d1f\u5229\u6da6\u7387\uff0c\u800c\u4e0d\u4f7f\u7528\u7684\u4eba\u5219\u6709\u6d41\u5931\u7684\u98ce\u9669\u3002\u8003\u8651\u5230\u9ad8\u53ef\u53d8\u6210\u672c\uff0c\u6211\u4eec\u8ba1\u5212\u8f6c\u5411\u57fa\u4e8e\u4f7f\u7528\u7684\u6a21\u5f0f\uff0c\u4f46\u5c06\u4f7f\u7528\u91cf\u6346\u7ed1\u4e3a\u8ba2\u9605\uff0c\u4f8b\u5982\uff0c\u6bcf\u5e741\u4ebf\u4ee3\u5e01\u7684\u5957\u9910\u3002\u201d<\/p>\n<p>\u2014\u2014\u67d0\u5168\u6808AI\u516c\u53f8\u4ea7\u54c1\u526f\u603b\u88c1\uff0c\u5e74\u6536\u51651\u4ebf\u81f31.5\u4ebf\u7f8e\u5143<\/p>\n<h4>3.5 AI\u53ef\u89e3\u91ca\u6027\u548c\u900f\u660e\u5ea6<\/h4>\n<ul>\n<li>\u968f\u7740AI\u4ea7\u54c1\u7684\u6269\u5c55\uff0c\u63d0\u4f9b\u8be6\u7ec6\u7684\u6a21\u578b\u900f\u660e\u5ea6\u62a5\u544a\u6216\u5173\u4e8eAI\u5982\u4f55\u5f71\u54cd\u7ed3\u679c\u7684\u57fa\u672c\u89c1\u89e3\u53d8\u5f97\u66f4\u52a0\u5173\u952e\u3002<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-32498\" title=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-9\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/a4bd003c48943a5.jpg\" alt=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-9\" width=\"2436\" height=\"1026\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/a4bd003c48943a5.jpg 2436w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/a4bd003c48943a5-1536x647.jpg 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/a4bd003c48943a5-2048x863.jpg 2048w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/a4bd003c48943a5-18x8.jpg 18w\" sizes=\"auto, (max-width: 2436px) 100vw, 2436px\" \/><\/p>\n<h4>3.6 AI\u5408\u89c4\u6027\u548c\u6cbb\u7406<\/h4>\n<ul>\n<li>\u5927\u591a\u6570\u516c\u53f8\u90fd\u6709\u56f4\u7ed5AI\u4f26\u7406\u548c\u6cbb\u7406\u653f\u7b56\u7684\u62a4\u680f\uff0c\u5927\u591a\u6570\u53d7\u8bbf\u8005\u4f7f\u7528\u4eba\u5de5\u76d1\u7763\u6765\u786e\u4fddAI\u7684\u516c\u5e73\u6027\u548c\u5b89\u5168\u6027\u3002<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-32499\" title=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-10\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/b5fa55b4024d735.jpg\" alt=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-10\" width=\"921\" height=\"879\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/b5fa55b4024d735.jpg 921w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/b5fa55b4024d735-13x12.jpg 13w\" sizes=\"auto, (max-width: 921px) 100vw, 921px\" \/><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-32500\" title=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-11\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/b1d82286403a2f0.jpg\" alt=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-11\" width=\"1533\" height=\"939\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/b1d82286403a2f0.jpg 1533w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/b1d82286403a2f0-18x12.jpg 18w\" sizes=\"auto, (max-width: 1533px) 100vw, 1533px\" \/><\/p>\n<h3>4. \u7ec4\u7ec7\u7ed3\u6784<\/h3>\n<h4>4.1 \u4e13\u95e8\u7684AI\/ML\u9886\u5bfc<\/h4>\n<ul>\n<li>\u8bb8\u591a\u516c\u53f8\u5728\u6536\u5165\u8fbe\u52301\u4ebf\u7f8e\u5143\u65f6\u5c31\u5df2\u7ecf\u6709\u4e86\u4e13\u95e8\u7684AI\u9886\u5bfc\uff0c\u8fd9\u53ef\u80fd\u662f\u7531\u4e8e\u8fd0\u8425\u590d\u6742\u6027\u589e\u52a0\u4ee5\u53ca\u9700\u8981\u6709\u4e00\u4e2a\u96c6\u4e2d\u8d1f\u8d23AI\u6218\u7565\u7684\u6240\u6709\u8005\u3002<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-32501\" title=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-12\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/69e93008c23d0cb.jpg\" alt=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-12\" width=\"2547\" height=\"1014\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/69e93008c23d0cb.jpg 2547w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/69e93008c23d0cb-1536x612.jpg 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/69e93008c23d0cb-2048x815.jpg 2048w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/69e93008c23d0cb-18x7.jpg 18w\" sizes=\"auto, (max-width: 2547px) 100vw, 2547px\" \/><\/p>\n<h4>4.2 AI\u7279\u5b9a\u89d2\u8272<\/h4>\n<ul>\n<li>\u5927\u591a\u6570\u516c\u53f8\u76ee\u524d\u90fd\u6709\u4e13\u95e8\u7684AI\/ML\u5de5\u7a0b\u5e08\u3001\u6570\u636e\u79d1\u5b66\u5bb6\u548cAI\u4ea7\u54c1\u7ecf\u7406\uff0c\u5176\u4e2dAI\/ML\u5de5\u7a0b\u5e08\u5e73\u5747\u62db\u8058\u65f6\u95f4\u6700\u957f\u3002<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-32502\" title=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-13\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/afbdce369ec3ff5.jpg\" alt=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-13\" width=\"2475\" height=\"1008\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/afbdce369ec3ff5.jpg 2475w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/afbdce369ec3ff5-1536x626.jpg 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/afbdce369ec3ff5-2048x834.jpg 2048w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/afbdce369ec3ff5-18x7.jpg 18w\" sizes=\"auto, (max-width: 2475px) 100vw, 2475px\" \/><\/p>\n<h4>4.3 \u62db\u8058\u901f\u5ea6<\/h4>\n<ul>\n<li>\u5728\u53d7\u8bbf\u8005\u4e2d\uff0c\u5bf9\u62db\u8058\u901f\u5ea6\u7684\u6001\u5ea6\u76f8\u5bf9\u5747\u8861\uff0c\u90a3\u4e9b\u8ba4\u4e3a\u62db\u8058\u901f\u5ea6\u4e0d\u591f\u5feb\u7684\u53d7\u8bbf\u8005\u4e3b\u8981\u5c06\u7f3a\u4e4f\u5408\u683c\u5019\u9009\u4eba\u4f5c\u4e3a\u4e3b\u8981\u9650\u5236\u56e0\u7d20\u3002<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-32503\" title=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-14\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/99a6fd2e7f0b35c.jpg\" alt=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-14\" width=\"1068\" height=\"954\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/99a6fd2e7f0b35c.jpg 1068w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/99a6fd2e7f0b35c-13x12.jpg 13w\" sizes=\"auto, (max-width: 1068px) 100vw, 1068px\" \/><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-32504\" title=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-15\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/872cd019e04c80e.jpg\" alt=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-15\" width=\"1539\" height=\"765\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/872cd019e04c80e.jpg 1539w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/872cd019e04c80e-1536x764.jpg 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/872cd019e04c80e-18x9.jpg 18w\" sizes=\"auto, (max-width: 1539px) 100vw, 1539px\" \/><\/p>\n<h4>4.4 AI\u5de5\u7a0b\u56e2\u961f\u7684\u6bd4\u4f8b<\/h4>\n<ul>\n<li>\u5e73\u5747\u800c\u8a00\uff0c\u516c\u53f8\u8ba1\u5212\u5c0620-30%\u7684\u5de5\u7a0b\u56e2\u961f\u4e13\u6ce8\u4e8eAI\uff0c\u9ad8\u589e\u957f\u516c\u53f8\u6709\u66f4\u9ad8\u6bd4\u4f8b\u7684\u5de5\u7a0b\u56e2\u961f\u4e13\u6ce8\u4e8eAI\u3002<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-32505\" title=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-16\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/174784d59be2120.jpg\" alt=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-16\" width=\"2256\" height=\"906\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/174784d59be2120.jpg 2256w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/174784d59be2120-1536x617.jpg 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/174784d59be2120-2048x822.jpg 2048w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/174784d59be2120-18x7.jpg 18w\" sizes=\"auto, (max-width: 2256px) 100vw, 2256px\" \/><\/p>\n<h3>5. AI\u6210\u672c<\/h3>\n<h4>5.1 AI\u5f00\u53d1\u652f\u51fa<\/h4>\n<ul>\n<li>\u5e73\u5747\u800c\u8a00\uff0c\u516c\u53f8\u5c06\u5176\u7814\u53d1\u9884\u7b97\u768410-20%\u5206\u914d\u7ed9AI\u5f00\u53d1\uff0c\u5927\u591a\u6570\u516c\u53f8\u8ba1\u5212\u57282025\u5e74\u589e\u52a0AI\u652f\u51fa\u3002<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-32506\" title=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-17\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/1e7573f7382e0f4.jpg\" alt=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-17\" width=\"2560\" height=\"966\" \/><\/p>\n<h4>5.2 \u9884\u7b97\u5206\u914d<\/h4>\n<ul>\n<li>\u968f\u7740AI\u4ea7\u54c1\u7684\u6269\u5c55\uff0c\u4eba\u624d\u6210\u672c\u4f5c\u4e3a\u652f\u51fa\u603b\u6bd4\u4f8b\u5f80\u5f80\u4f1a\u4e0b\u964d\uff1b\u76f8\u53cd\uff0c\u57fa\u7840\u8bbe\u65bd\u548c\u8ba1\u7b97\u6210\u672c\u5f80\u5f80\u4f1a\u968f\u7740\u4ea7\u54c1\u5f00\u59cb\u83b7\u5f97\u5e02\u573a\u5438\u5f15\u529b\u800c\u589e\u52a0\u3002<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-32507\" title=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-18\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/e67cc0695f82286.jpg\" alt=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-18\" width=\"2560\" height=\"1046\" \/><\/p>\n<h4>5.3 \u57fa\u7840\u8bbe\u65bd\u6210\u672c<\/h4>\n<ul>\n<li>\u5728\u5404\u79cd\u57fa\u7840\u8bbe\u65bd\u6210\u672c\u4e2d\uff0c\u53d7\u8bbf\u8005\u6307\u51faAPI\u4f7f\u7528\u8d39\u662f\u6700\u96be\u63a7\u5236\u7684\u6210\u672c\uff0c\u8fd9\u8868\u660e\u516c\u53f8\u5728\u4e0e\u5916\u90e8API\u6d88\u8d39\u76f8\u5173\u7684\u53ef\u53d8\u6210\u672c\u65b9\u9762\u9762\u4e34\u6700\u5927\u7684\u4e0d\u53ef\u9884\u6d4b\u6027\u3002<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-32508\" title=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-19\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/5c5a1df335a1888.jpg\" alt=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-19\" width=\"2181\" height=\"834\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/5c5a1df335a1888.jpg 2181w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/5c5a1df335a1888-1536x587.jpg 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/5c5a1df335a1888-2048x783.jpg 2048w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/5c5a1df335a1888-18x7.jpg 18w\" sizes=\"auto, (max-width: 2181px) 100vw, 2181px\" \/><\/p>\n<h4>5.4 \u6210\u672c\u4f18\u5316<\/h4>\n<ul>\n<li>\u4e3a\u4e86\u964d\u4f4eAI\u57fa\u7840\u8bbe\u65bd\u6210\u672c\uff0c\u7ec4\u7ec7\u6b63\u5728\u63a2\u7d22\u5f00\u6e90\u6a21\u578b\u548c\u4f18\u5316\u63a8\u7406\u6548\u7387\u7684\u65b9\u6cd5\u3002<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-32509\" title=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-20\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/12ba4de56874fef.jpg\" alt=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-20\" width=\"2109\" height=\"903\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/12ba4de56874fef.jpg 2109w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/12ba4de56874fef-1536x658.jpg 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/12ba4de56874fef-2048x877.jpg 2048w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/12ba4de56874fef-18x8.jpg 18w\" sizes=\"auto, (max-width: 2109px) 100vw, 2109px\" \/><\/p>\n<h4>5.5 \u6a21\u578b\u8bad\u7ec3<\/h4>\n<ul>\n<li>\u5927\u591a\u6570\u53d7\u8bbf\u8005\u81f3\u5c11\u6bcf\u6708\u8bad\u7ec3\u6216\u5fae\u8c03\u6a21\u578b\uff0c\u4f30\u7b97\u7684\u6bcf\u6708\u6a21\u578b\u8bad\u7ec3\u6210\u672c\u4ece16\u4e07\u7f8e\u5143\u5230150\u4e07\u7f8e\u5143\u4e0d\u7b49\uff0c\u5177\u4f53\u53d6\u51b3\u4e8e\u4ea7\u54c1\u6210\u719f\u5ea6\u3002<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-32510\" title=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-21\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/3fcdb143a437943.jpg\" alt=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-21\" width=\"2535\" height=\"966\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/3fcdb143a437943.jpg 2535w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/3fcdb143a437943-1536x585.jpg 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/3fcdb143a437943-2048x780.jpg 2048w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/3fcdb143a437943-18x7.jpg 18w\" sizes=\"auto, (max-width: 2535px) 100vw, 2535px\" \/><\/p>\n<h4>5.6 \u90e8\u7f72\u6210\u672c\uff1a\u63a8\u7406<\/h4>\n<ul>\n<li>\u63a8\u7406\u6210\u672c\u5728\u53d1\u5e03\u540e\u6fc0\u589e\uff0c\u9ad8\u589e\u957fAI\u516c\u53f8\u7684\u652f\u51fa\u5728GA\u548c\u6269\u5c55\u9636\u6bb5\u6bd4\u540c\u884c\u9ad8\u51fa2\u500d\u3002<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-32511\" title=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-22\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/b8550abcdd7d688.jpg\" alt=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-22\" width=\"2502\" height=\"1029\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/b8550abcdd7d688.jpg 2502w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/b8550abcdd7d688-1536x632.jpg 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/b8550abcdd7d688-2048x842.jpg 2048w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/b8550abcdd7d688-18x7.jpg 18w\" sizes=\"auto, (max-width: 2502px) 100vw, 2502px\" \/><\/p>\n<h4>5.7 \u90e8\u7f72\u6210\u672c\uff1a\u6570\u636e\u5b58\u50a8\u548c\u5904\u7406<\/h4>\n<ul>\n<li>\u6570\u636e\u5b58\u50a8\u548c\u5904\u7406\u6210\u672c\u4e5f\u4eceGA\u9636\u6bb5\u5f00\u59cb\u6025\u5267\u4e0a\u5347\uff0c\u9ad8\u589e\u957fAI\u6784\u5efa\u8005\u7684\u6570\u636e\u5b58\u50a8\u548c\u5904\u7406\u652f\u51fa\u9ad8\u4e8e\u540c\u884c\u3002<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-32512\" title=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-23\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/b8b5daa452179b6.jpg\" alt=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-23\" width=\"2560\" height=\"900\" \/><\/p>\n<h3>6. \u5185\u90e8\u751f\u4ea7\u529b<\/h3>\n<h4>6.1 \u5e74\u5ea6\u5185\u90e8\u751f\u4ea7\u529b\u9884\u7b97<\/h4>\n<ul>\n<li>2025\u5e74\uff0c\u6240\u6709\u6536\u5165\u5c42\u7ea7\u7684\u5185\u90e8AI\u751f\u4ea7\u529b\u9884\u7b97\u5c06\u51e0\u4e4e\u7ffb\u4e00\u756a\uff0c\u516c\u53f8\u5728\u603b\u6536\u5165\u76841-8%\u4e4b\u95f4\u8fdb\u884c\u652f\u51fa\u3002<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-32513\" title=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-24\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/7b86cee4bc82561.jpg\" alt=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-24\" width=\"2560\" height=\"1004\" \/><\/p>\n<h4>6.2 \u5185\u90e8\u751f\u4ea7\u529b\u9884\u7b97\u6765\u6e90<\/h4>\n<ul>\n<li>R&amp;D\u9884\u7b97\u4ecd\u7136\u662f\u4f01\u4e1a\u516c\u53f8AI\u5185\u90e8\u751f\u4ea7\u529b\u9884\u7b97\u7684\u6700\u5e38\u89c1\u6765\u6e90\uff1b\u7136\u800c\uff0c\u6211\u4eec\u4e5f\u5f00\u59cb\u770b\u5230\u5c06\u4eba\u5934\u9884\u7b97\u7528\u4e8e\u5185\u90e8\u751f\u4ea7\u529b\u652f\u51fa\u3002<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-32514\" title=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-25\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/d5ad6420cd8eb1f.jpg\" alt=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-25\" width=\"2250\" height=\"786\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/d5ad6420cd8eb1f.jpg 2250w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/d5ad6420cd8eb1f-1536x537.jpg 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/d5ad6420cd8eb1f-2048x715.jpg 2048w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/d5ad6420cd8eb1f-18x6.jpg 18w\" sizes=\"auto, (max-width: 2250px) 100vw, 2250px\" \/><\/p>\n<h4>6.3 AI\u8bbf\u95ee\u548c\u4f7f\u7528<\/h4>\n<ul>\n<li>\u867d\u7136\u7ea670%\u7684\u5458\u5de5\u53ef\u4ee5\u8bbf\u95ee\u5404\u79cdAI\u5de5\u5177\u7528\u4e8e\u5185\u90e8\u751f\u4ea7\u529b\uff0c\u4f46\u53ea\u6709\u7ea650%\u7684\u5458\u5de5\u6301\u7eed\u4f7f\u7528AI\u5de5\u5177\uff0c\u5927\u578b\u4f01\u4e1a\u7684\u91c7\u7528\u96be\u5ea6\u66f4\u5927\uff08\u5e74\u6536\u5165\u8d85\u8fc710\u4ebf\u7f8e\u5143\uff09\u3002<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-32515\" title=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-26\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/92875af0a72b360.jpg\" alt=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-26\" width=\"1923\" height=\"894\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/92875af0a72b360.jpg 1923w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/92875af0a72b360-1536x714.jpg 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/92875af0a72b360-18x8.jpg 18w\" sizes=\"auto, (max-width: 1923px) 100vw, 1923px\" \/><\/p>\n<p><strong>Don Vu\uff08\u7ebd\u7ea6\u4eba\u5bff\u9996\u5e2d\u6570\u636e\u4e0e\u5206\u6790\u5b98\uff09<\/strong>\uff1a\u4ec5\u4ec5\u90e8\u7f72\u5de5\u5177\u662f\u5931\u671b\u7684\u6839\u6e90\uff0c\u5c24\u5176\u662f\u5bf9\u4e8e\u5927\u578b\u4f01\u4e1a\u3002\u8981\u771f\u6b63\u8d4b\u4e88\u5458\u5de5\u6743\u529b\uff0c\u4f60\u9700\u8981\u5c06\u53ef\u7528\u6027\u4e0e\u5305\u62ec\u57f9\u8bad\u3001\u7a81\u51fa\u51a0\u519b\uff0c\u6700\u91cd\u8981\u7684\u662f\u4e0d\u61c8\u7684\u9ad8\u5c42\u652f\u6301\u5728\u5185\u7684\u652f\u6301\u7ed3\u6784\u914d\u5bf9\u3002<\/p>\n<h4>6.4 AI\u5de5\u5177\u91c7\u7528\u7684\u5173\u952e\u8003\u8651\u56e0\u7d20<\/h4>\n<ul>\n<li>\u5728\u9009\u62e9\u7528\u4e8e\u5185\u90e8\u7528\u4f8b\u7684\u57fa\u7840\u6a21\u578b\u65f6\uff0c\u6210\u672c\u662f\u6700\u91cd\u8981\u7684\u8003\u8651\u56e0\u7d20\uff0c\u5176\u6b21\u662f\u51c6\u786e\u6027\u548c\u9690\u79c1\u3002<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-32516\" title=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-27\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/32d46da07756e83.jpg\" alt=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-27\" width=\"1938\" height=\"825\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/32d46da07756e83.jpg 1938w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/32d46da07756e83-1536x654.jpg 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/32d46da07756e83-18x8.jpg 18w\" sizes=\"auto, (max-width: 1938px) 100vw, 1938px\" \/><\/p>\n<p>\u800c\u5f53\u90e8\u7f72\u5916\u90e8AI\u4ea7\u54c1\u65f6\uff0c\u51c6\u786e\u6027\u88ab\u5217\u4e3a\u6700\u91cd\u8981\u7684\u56e0\u7d20\uff0c\u6210\u672c\u662f\u9009\u62e9\u5185\u90e8AI\u7528\u4f8b\u6a21\u578b\u65f6\u6700\u91cd\u8981\u7684\u8003\u8651\u56e0\u7d20\u3002\u4e0e\u5916\u90e8\u76f8\u6bd4\uff0c\u9690\u79c1\u4e5f\u6210\u4e3a\u5185\u90e8\u7528\u4f8b\u4e2d\u66f4\u91cd\u8981\u7684\u8003\u8651\u56e0\u7d20\u3002<\/p>\n<h4>6.5 \u6a21\u578b\u90e8\u7f72\u6311\u6218\uff1a\u5185\u90e8\u7528\u4f8b<\/h4>\n<ul>\n<li>\u7ec4\u7ec7\u5728\u90e8\u7f72AI\u7528\u4e8e\u5185\u90e8\u7528\u4f8b\u65f6\u9762\u4e34\u7684\u6700\u5927\u6311\u6218\u5f80\u5f80\u662f\u6218\u7565\u6027\u7684\uff08\u5373\u627e\u5230\u6b63\u786e\u7684\u7528\u4f8b\u5e76\u8bc1\u660e\u6295\u8d44\u56de\u62a5\u7387\uff09\u800c\u975e\u6280\u672f\u6027\u7684\u3002<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-32518\" title=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-28\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/df8b44d4e4e831c.jpg\" alt=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-28\" width=\"2067\" height=\"1077\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/df8b44d4e4e831c.jpg 2067w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/df8b44d4e4e831c-1536x800.jpg 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/df8b44d4e4e831c-2048x1067.jpg 2048w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/df8b44d4e4e831c-18x9.jpg 18w\" sizes=\"auto, (max-width: 2067px) 100vw, 2067px\" \/><\/p>\n<h4>6.6 \u4f7f\u7528\u6848\u4f8b\u6570\u91cf<\/h4>\n<ul>\n<li>\u516c\u53f8\u901a\u5e38\u4f1a\u63a2\u7d22\u8de8\u804c\u80fd\u7684\u591a\u4e2aGenAI\u4f7f\u7528\u6848\u4f8b\uff0c\u91c7\u7528\u7387\u9ad8\u7684\u516c\u53f8\u4f1a\u57287\u4e2a\u6216\u66f4\u591a\u7684\u4f7f\u7528\u6848\u4f8b\u4e2d\u4f7f\u7528GenAI\u3002<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-32517\" title=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-29\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/12ac72fd2176966.jpg\" alt=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-29\" width=\"2265\" height=\"819\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/12ac72fd2176966.jpg 2265w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/12ac72fd2176966-1536x555.jpg 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/12ac72fd2176966-2048x741.jpg 2048w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/12ac72fd2176966-18x7.jpg 18w\" sizes=\"auto, (max-width: 2265px) 100vw, 2265px\" \/><\/p>\n<h4>6.7 AI\u91c7\u7528<\/h4>\n<ul>\n<li><strong>AI\u5de5\u5177\u6d3b\u8dc3\u4f7f\u7528\u7387\u4f4e\u4e8e20%\u7684\u5458\u5de5<\/strong>\uff1a\u5e73\u5747\u4f7f\u7528\u6848\u4f8b\u6570\u91cf = 3.1<\/li>\n<li><strong>AI\u5de5\u5177\u6d3b\u8dc3\u4f7f\u7528\u7387\u572820-50%\u7684\u5458\u5de5<\/strong>\uff1a\u5e73\u5747\u4f7f\u7528\u6848\u4f8b\u6570\u91cf = 4.9<\/li>\n<li><strong>AI\u5de5\u5177\u6d3b\u8dc3\u4f7f\u7528\u7387\u8d85\u8fc750%\u7684\u5458\u5de5<\/strong>\uff1a\u5e73\u5747\u4f7f\u7528\u6848\u4f8b\u6570\u91cf = 7.1<\/li>\n<\/ul>\n<h4>6.8 \u9876\u7ea7\u4f7f\u7528\u6848\u4f8b\uff1a\u6309\u53d7\u6b22\u8fce\u7a0b\u5ea6<\/h4>\n<ul>\n<li><strong>\u7814\u53d1\u548c\u9500\u552e\u4e0e\u8425\u9500<\/strong>\u7528\u4f8b\u5728\u53d7\u6b22\u8fce\u7a0b\u5ea6\u4e0a\u9886\u5148\uff0c\u800c\u4e00\u822c\u4e0e\u884c\u653f\u7528\u4f8b\u4ecd\u7136\u843d\u540e\u3002<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-32519\" title=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-30\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/93f81d7eebbb178.jpg\" alt=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-30\" width=\"165\" height=\"150\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/93f81d7eebbb178.jpg 165w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/93f81d7eebbb178-13x12.jpg 13w\" sizes=\"auto, (max-width: 165px) 100vw, 165px\" \/><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-32520\" title=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-31\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/ce9b9f1b8625a9b.jpg\" alt=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-31\" width=\"2520\" height=\"987\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/ce9b9f1b8625a9b.jpg 2520w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/ce9b9f1b8625a9b-1536x602.jpg 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/ce9b9f1b8625a9b-2048x802.jpg 2048w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/ce9b9f1b8625a9b-18x7.jpg 18w\" sizes=\"auto, (max-width: 2520px) 100vw, 2520px\" \/><\/p>\n<h4>6.9 \u9876\u7ea7\u4f7f\u7528\u6848\u4f8b\uff1a\u6309\u5f71\u54cd<\/h4>\n<ul>\n<li>\u6309\u5bf9\u751f\u4ea7\u529b\u7684\u5b9e\u9645\u5f71\u54cd\u6765\u770b\uff0c\u9876\u7ea7\u4f7f\u7528\u6848\u4f8b\u4e0e\u4f7f\u7528\u8d8b\u52bf\u76f8\u547c\u5e94\uff0c\u7f16\u7801\u8f85\u52a9\u8fdc\u8fdc\u8d85\u8fc7\u5176\u4ed6\u4f7f\u7528\u6848\u4f8b\uff0c\u5728\u751f\u4ea7\u529b\u65b9\u9762\u4ea7\u751f\u4e86\u6700\u663e\u8457\u7684\u5f71\u54cd\u3002<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-32521\" title=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-32\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/7e2f83b2daf8640.jpg\" alt=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-32\" width=\"2391\" height=\"1095\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/7e2f83b2daf8640.jpg 2391w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/7e2f83b2daf8640-1536x703.jpg 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/7e2f83b2daf8640-2048x938.jpg 2048w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/7e2f83b2daf8640-18x8.jpg 18w\" sizes=\"auto, (max-width: 2391px) 100vw, 2391px\" \/><\/p>\n<h4>6.10 \u5bf9\u5185\u90e8AI\u91c7\u7528\u7684\u6001\u5ea6<\/h4>\n<ul>\n<li>\u9ad8\u589e\u957f\u516c\u53f8\u503e\u5411\u4e8e\u66f4\u79ef\u6781\u5730\u8bd5\u9a8c\u548c\u91c7\u7528\u65b0\u7684AI\u5de5\u5177\uff0c\u8fd9\u8868\u660e\u9886\u5148\u7684\u516c\u53f8\u5c06AI\u89c6\u4e3a\u6218\u7565\u6760\u6746\uff0c\u5e76\u66f4\u5feb\u5730\u5c06\u5176\u6574\u5408\u5230\u5185\u90e8\u5de5\u4f5c\u6d41\u7a0b\u4e2d\u3002<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-32522\" title=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-33\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/85095476975cd9f.jpg\" alt=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-33\" width=\"1695\" height=\"1053\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/85095476975cd9f.jpg 1695w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/85095476975cd9f-1536x954.jpg 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/85095476975cd9f-18x12.jpg 18w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/85095476975cd9f-320x200.jpg 320w\" sizes=\"auto, (max-width: 1695px) 100vw, 1695px\" \/><\/p>\n<h4>6.11 \u8ddf\u8e2a\u6295\u8d44\u56de\u62a5\u7387<\/h4>\n<ul>\n<li>\u5927\u591a\u6570\u516c\u53f8\u90fd\u5728\u8861\u91cf\u5185\u90e8AI\u4f7f\u7528\u7684\u751f\u4ea7\u529b\u548c\u6210\u672c\u8282\u7ea6\u3002<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-32523\" title=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-34\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/72d24cc4b363489.jpg\" alt=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-34\" width=\"1395\" height=\"750\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/72d24cc4b363489.jpg 1395w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/72d24cc4b363489-18x10.jpg 18w\" sizes=\"auto, (max-width: 1395px) 100vw, 1395px\" \/><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-32524\" title=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-35\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/0086c0c22782197.jpg\" alt=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-35\" width=\"561\" height=\"843\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/0086c0c22782197.jpg 561w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/0086c0c22782197-8x12.jpg 8w\" sizes=\"auto, (max-width: 561px) 100vw, 561px\" \/><\/p>\n<h3>7. AI\u6784\u5efa\u8005\u6280\u672f\u6808<\/h3>\n<h4>7.1 \u6700\u5e38\u7528\u7684\u5de5\u5177\uff1a\u6a21\u578b\u8bad\u7ec3\u548c\u5fae\u8c03<\/h4>\n<p><strong>\u5173\u952e\u8981\u70b9<\/strong><\/p>\n<p><strong>\u6846\u67b6\u4e0e\u6258\u7ba1\u5e73\u53f0<\/strong><\/p>\n<p>\u6838\u5fc3\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u4ecd\u7136\u5f88\u53d7\u6b22\u8fce\uff0cPyTorch\u548cTensorFlow\u5360\u636e\u4e86\u6240\u6709\u53d7\u8bbf\u8005\u4e2d\u8d85\u8fc7\u4e00\u534a\u7684\u4f7f\u7528\u91cf\u3002\u4f46\u5b83\u4eec\u51e0\u4e4e\u4e0e\u5b8c\u5168\u6258\u7ba1\u6216API\u9a71\u52a8\u7684\u4ea7\u54c1\u76f8\u5339\u914d\u2014\u2014AWS SageMaker\u548cOpenAI\u7684\u5fae\u8c03\u670d\u52a1\u7684\u666e\u53ca\u8868\u660e\uff0c\u56e2\u961f\u5728\u201c\u6784\u5efa\u81ea\u5df1\u7684\u201d\u548c\u201c\u8ba9\u5176\u4ed6\u4eba\u8fd0\u884c\u5b83\u201d\u7684\u65b9\u6cd5\u4e4b\u95f4\u5b58\u5728\u5206\u6b67\u3002<\/p>\n<p><strong>\u751f\u6001\u7cfb\u7edf\u53c2\u4e0e\u8005\u83b7\u5f97\u5173\u6ce8<\/strong><\/p>\n<ul>\n<li>Hugging Face\u751f\u6001\u7cfb\u7edf \u548c Databricks\u7684Mosaic AI Training\u6b63\u5728\u5f00\u8f9f\u6709\u610f\u4e49\u7684\u5229\u57fa\u5e02\u573a\uff0c\u4e3a\u539f\u59cb\u6846\u67b6\u63d0\u4f9b\u66f4\u9ad8\u7ea7\u522b\u7684\u62bd\u8c61\u3002<\/li>\n<li>\u540c\u65f6\uff0c\u66f4\u4e13\u4e1a\u6216\u65b0\u5174\u7684\u5de5\u5177\uff08AnyScale\u3001Fast.ai\u3001Modal\u3001JAX\u3001Lamini\uff09\u4ee5\u4e2a\u4f4d\u6570\u7684\u767e\u5206\u6bd4\u51fa\u73b0\uff0c\u8868\u660e\u5b9e\u9a8c\u6b63\u5728\u8fdb\u884c\u4e2d\uff0c\u4f46\u5e7f\u6cdb\u91c7\u7528\u4ecd\u5904\u4e8e\u840c\u82bd\u72b6\u6001\u3002<\/li>\n<\/ul>\n<p><strong>\u4f01\u4e1a\u7ea7\u9700\u6c42<\/strong><\/p>\n<ul>\n<li>\u540e\u671f\u7684\u516c\u53f8\u901a\u5e38\u62e5\u6709\u66f4\u5927\u7684\u6570\u636e\u56e2\u961f\u3001\u66f4\u590d\u6742\u7684\u7ba1\u9053\uff0c\u4ee5\u53ca\u5bf9\u5b89\u5168\u6027\u3001\u6cbb\u7406\u548c\u5408\u89c4\u6027\u7684\u66f4\u4e25\u683c\u7684\u8981\u6c42\u3002<\/li>\n<li>Databricks\u7684\u201c\u6e56\u5c4b\u201d\u67b6\u6784\uff08\u5b83\u878d\u5408\u4e86\u6570\u636e\u5de5\u7a0b\u3001\u5206\u6790\u548cML\uff09\u548cAnyScale\u7684\u6258\u7ba1Ray\u96c6\u7fa4\uff08\u5b83\u7b80\u5316\u4e86\u5206\u5e03\u5f0f\u8bad\u7ec3\u548c\u8d85\u53c2\u6570\u8c03\u6574\uff09\u90fd\u76f4\u63a5\u6ee1\u8db3\u4e86\u8fd9\u4e9b\u4f01\u4e1a\u9700\u6c42\uff0c\u66f4\u591a\u7684\u53d7\u8bbf\u8005\u5728\u5e74\u6536\u51655\u4ebf\u7f8e\u5143+\u7684\u6536\u5165\u8303\u56f4\u5185\u4f7f\u7528\u8fd9\u4e9b\u89e3\u51b3\u65b9\u6848\u3002<\/li>\n<\/ul>\n<p><strong>\u6700\u5e7f\u6cdb\u4f7f\u7528\u7684\u5de5\u5177<\/strong><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-32525\" title=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-36\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/51c75ed6b079b94.jpg\" alt=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-36\" width=\"918\" height=\"870\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/51c75ed6b079b94.jpg 918w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/51c75ed6b079b94-13x12.jpg 13w\" sizes=\"auto, (max-width: 918px) 100vw, 918px\" \/><\/p>\n<h3>7.2 \u6700\u5e38\u7528\u7684\u5de5\u5177\uff1aLLM\u548cAI\u5e94\u7528\u5f00\u53d1<\/h3>\n<p><strong>\u5173\u952e\u8981\u70b9<\/strong><\/p>\n<p><strong>\u7f16\u6392\u6846\u67b6\u5360\u636e\u4e3b\u5bfc\u5730\u4f4d<\/strong><\/p>\n<ul>\n<li>\u4f7f\u7528\u7684\u9876\u7ea7\u6846\u67b6\u5305\u62ecLangChain\u548cHugging Face\u7684\u5de5\u5177\u96c6\uff0c\u8fd9\u8868\u660e\u56e2\u961f\u663e\u7136\u91cd\u89c6\u7b80\u5316\u63d0\u793a\u94fe\u3001\u6279\u5904\u7406\u4ee5\u53ca\u4e0e\u516c\u5171\u6216\u81ea\u6258\u7ba1\u6a21\u578b\u63a5\u53e3\u7684\u9ad8\u7ea7\u5e93\u3002<\/li>\n<li>\u5927\u7ea670%\u7684\u53d7\u8bbf\u8005\u8fd8\u6307\u51fa\u4ed6\u4eec\u4f7f\u7528\u79c1\u6709\u6216\u81ea\u5b9a\u4e49LLM API\u3002<\/li>\n<\/ul>\n<p><strong>\u5b89\u5168\u6027\u548c\u66f4\u9ad8\u7ea7\u522b\u7684SDK\u83b7\u5f97\u5173\u6ce8<\/strong><\/p>\n<ul>\n<li>\u5927\u7ea63\/10\u7684\u53d7\u8bbf\u8005\u4f7f\u7528Guardrails\u6765\u6267\u884c\u5b89\u5168\u68c0\u67e5\uff0c\u8fd11\/4\u7684\u53d7\u8bbf\u8005\u5229\u7528Vercel\u7684AI SDK\uff0823%\uff09\u8fdb\u884c\u5feb\u901f\u90e8\u7f72\uff0c\u8fd9\u8868\u660e\u4eba\u4eec\u5bf9\u751f\u4ea7LLM\u5e94\u7528\u7a0b\u5e8f\u9700\u8981\u62a4\u680f\u548c\u7b80\u5316\u7684\u96c6\u6210\u5c42\u8d8a\u6765\u8d8a\u6709\u8ba4\u8bc6\u3002<\/li>\n<\/ul>\n<p><strong>\u957f\u5c3e\u5b9e\u9a8c<\/strong><\/p>\n<ul>\n<li>\u65b0\u5174\u53c2\u4e0e\u8005\u5982CrewAI\u3001Modal Labs\u3001Instructor\u3001DSPy\u548cDotTXT\u7684\u4f7f\u7528\u8f83\u5f31\uff0c\u8fd9\u8868\u660e\u867d\u7136\u5b9e\u9a8c\u5e7f\u6cdb\uff0c\u4f46\u5e7f\u6cdb\u7684\u6807\u51c6\u5316\u5c1a\u672a\u5728\u4e3b\u8981\u53c2\u4e0e\u8005\u4e4b\u5916\u786e\u5b9a\u3002<\/li>\n<\/ul>\n<p><strong>\u6700\u5e7f\u6cdb\u4f7f\u7528\u7684\u5de5\u5177<\/strong><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-32526\" title=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-37\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/a6ce8355e69d313.jpg\" alt=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-37\" width=\"918\" height=\"756\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/a6ce8355e69d313.jpg 918w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/a6ce8355e69d313-15x12.jpg 15w\" sizes=\"auto, (max-width: 918px) 100vw, 918px\" \/><\/p>\n<h3>7.3 \u6700\u5e38\u7528\u7684\u5de5\u5177\uff1a\u76d1\u63a7\u548c\u53ef\u89c2\u5bdf\u6027<\/h3>\n<p><strong>\u5173\u952e\u8981\u70b9<\/strong><\/p>\n<p><strong>\u73b0\u6709\u57fa\u7840\u8bbe\u65bd\u4ecd\u7136\u5360\u636e\u4e3b\u5bfc\u5730\u4f4d<\/strong><\/p>\n<ul>\n<li>\u8fd1\u4e00\u534a\u7684\u56e2\u961f\u4f9d\u8d56\u4e8e\u4ed6\u4eec\u73b0\u6709\u7684APM\/logging\u5806\u6808\uff08Datadog\u3001Honeycomb\u3001New Relic\u7b49\uff09\uff0c\u800c\u4e0d\u662f\u91c7\u7528ML\u7279\u5b9a\u7684\u5de5\u5177\u2014\u2014\u8fd9\u7a81\u663e\u51fa\u6613\u96c6\u6210\u6027\u548c\u7ec4\u7ec7\u6807\u51c6\u5316\u901a\u5e38\u8d85\u8fc7\u4e86\u5b9a\u5236AI\u76d1\u63a7\u7684\u597d\u5904\u3002<\/li>\n<\/ul>\n<p><strong>ML\u539f\u751f\u5e73\u53f0\u83b7\u5f97\u65e9\u671f\u5173\u6ce8<\/strong><\/p>\n<ul>\n<li>LangSmith\u548cWeights &amp; Biases\u90fd\u53d6\u5f97\u4e86\u7a81\u7834\u6027\u7684\u8fdb\u5c55\uff0c\u8fbe\u5230\u4e86\u7ea617%\u7684\u91c7\u7528\u7387\uff0c\u8fd9\u8868\u660e\u4eba\u4eec\u5bf9\u5f00\u7bb1\u5373\u7528\u7684\u89e3\u51b3\u65b9\u6848\u6709\u771f\u6b63\u7684\u9700\u6c42\uff0c\u8fd9\u4e9b\u89e3\u51b3\u65b9\u6848\u53ef\u4ee5\u68c0\u6d4b\u63d0\u793a\u94fe\u3001\u8ddf\u8e2a\u5d4c\u5165\uff0c\u5e76\u53d1\u73b0\u6f02\u79fb\uff0c\u800c\u65e0\u9700\u5bf9\u65e7\u7cfb\u7edf\u8fdb\u884c\u9644\u52a0\u3002<\/li>\n<\/ul>\n<p><strong>\u788e\u7247\u5316\u7684\u957f\u5c3e\u548c\u77e5\u8bc6\u5dee\u8ddd<\/strong><\/p>\n<ul>\n<li>\u9664\u4e86\u524d\u4e24\u4e2aML\u539f\u751f\u540d\u79f0\u4e4b\u5916\uff0c\u4f7f\u7528\u91cf\u5f88\u5feb\u5c31\u5728Arize\u3001Fiddler\u3001Helicone\u3001Arthur\u7b49\u73a9\u5bb6\u4e2d\u788e\u7247\u5316\uff0c10%\u7684\u53d7\u8bbf\u8005\u4e0d\u77e5\u9053\u4ed6\u4eec\u4f7f\u7528\u4ec0\u4e48\u5de5\u5177\uff1b\u8fd9\u65e2\u8868\u660e\u751f\u6001\u7cfb\u7edf\u5904\u4e8e\u840c\u82bd\u72b6\u6001\uff0c\u4e5f\u8868\u660e\u4eba\u4eec\u5bf9\u751f\u6210\u5f0fAI\u7684\u201c\u89c2\u5bdf\u6027\u201d\u6982\u5ff5\u611f\u5230\u56f0\u60d1\u3002<\/li>\n<\/ul>\n<p><strong>\u6700\u5e7f\u6cdb\u4f7f\u7528\u7684\u5de5\u5177<\/strong><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-32528\" title=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-38\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/37ba2d1ad4375da.jpg\" alt=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-38\" width=\"174\" height=\"165\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/37ba2d1ad4375da.jpg 174w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/37ba2d1ad4375da-13x12.jpg 13w\" sizes=\"auto, (max-width: 174px) 100vw, 174px\" \/><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-32527\" title=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-39\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/c2cfb37b3dc1aed.jpg\" alt=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-39\" width=\"795\" height=\"66\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/c2cfb37b3dc1aed.jpg 795w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/c2cfb37b3dc1aed-18x1.jpg 18w\" sizes=\"auto, (max-width: 795px) 100vw, 795px\" \/><\/p>\n<h3>7.4 \u6700\u5e38\u7528\u7684\u5de5\u5177\uff1a\u63a8\u7406\u4f18\u5316<\/h3>\n<p><strong>\u5173\u952e\u8981\u70b9<\/strong><\/p>\n<p><strong>NVIDIA\u5728\u751f\u4ea7\u4e2d\u7684\u63a7\u5236\u529b<\/strong><\/p>\n<ul>\n<li>TensorRT \u548c Triton \u63a8\u7406\u670d\u52a1\u5668\u5171\u540c\u5360\u636e\u4e86\u8d85\u8fc760%\u7684\u5e02\u573a\u4efd\u989d\uff0c\u8fd9\u7a81\u663e\u4e86NVIDIA\u7684\u5806\u6808\u5728GPU\u90e8\u7f72\u4e2d\u538b\u7f29\u5ef6\u8fdf\u548c\u541e\u5410\u91cf\u65b9\u9762\u4ecd\u7136\u5360\u636e\u4e3b\u5bfc\u5730\u4f4d\u3002<\/li>\n<\/ul>\n<p><strong>\u8de8\u5e73\u53f0\u66ff\u4ee3\u54c1\u83b7\u5f97\u5e02\u573a\u4efd\u989d<\/strong><\/p>\n<ul>\n<li>ONNX Runtime\uff0818%\uff09\u662f\u9876\u7ea7\u7684\u975eNVIDIA\u89e3\u51b3\u65b9\u6848\uff0c\u53cd\u6620\u4e86\u56e2\u961f\u5bf9\u8de8CPU\u3001GPU\u548c\u52a0\u901f\u5668\u7684\u786c\u4ef6\u65e0\u5173\u52a0\u901f\u7684\u9700\u6c42\u3002<\/li>\n<li>TorchServe\uff0815%\uff09\u540c\u6837\u8868\u660e\uff0c\u7eafPyTorch\u670d\u52a1\u4ecd\u7136\u6709\u4e00\u5e2d\u4e4b\u5730\uff0c\u5c24\u5176\u662f\u5bf9\u4e8e\u4ec5CPU\u5de5\u4f5c\u8d1f\u8f7d\u6216\u66f4\u7b80\u5355\u7684\u5bb9\u5668\u5316\u8bbe\u7f6e\u3002<\/li>\n<\/ul>\n<p><strong>\u77e5\u8bc6\u5dee\u8ddd\u548c\u672a\u5f00\u53d1\u6f5c\u529b<\/strong><\/p>\n<ul>\n<li>\u670917%\u7684\u53d7\u8bbf\u8005\u4e0d\u77e5\u9053\u4ed6\u4eec\u4f7f\u7528\u54ea\u79cd\u4f18\u5316\uff0c14%\u7684\u53d7\u8bbf\u8005\u62a5\u544a\u201c\u65e0\u201d\uff0c\u8fd9\u8868\u660e\u5728\u63a8\u7406\u8c03\u4f18\u65b9\u9762\u5b58\u5728\u660e\u663e\u7684\u6df7\u6dc6\u6216\u7f3a\u4e4f\u7ecf\u9a8c\uff0c\u8fd9\u8868\u660e\u5728\u91cf\u5316\u3001\u4fee\u526a\u548c\u9ad8\u6548\u8fd0\u884c\u65f6\u65b9\u9762\u5b58\u5728\u6559\u80b2\uff08\u548c\u5de5\u5177\uff09\u673a\u4f1a\u2014\u2014\u5c24\u5176\u662f\u5bf9\u4e8e\u5927\u89c4\u6a21\u8fd0\u884c\u56e2\u961f\u3002<\/li>\n<\/ul>\n<p><strong>\u6700\u5e7f\u6cdb\u4f7f\u7528\u7684\u5de5\u5177<\/strong><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-32529\" title=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-40\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/1253ee50537874c.jpg\" alt=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-40\" width=\"561\" height=\"123\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/1253ee50537874c.jpg 561w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/1253ee50537874c-18x4.jpg 18w\" sizes=\"auto, (max-width: 561px) 100vw, 561px\" \/><\/p>\n<h3>7.5 \u6700\u5e38\u7528\u7684\u5de5\u5177\uff1a\u6a21\u578b\u6258\u7ba1<\/h3>\n<p><strong>\u5173\u952e\u8981\u70b9<\/strong><\/p>\n<p><strong>\u76f4\u63a5\u6765\u81ea\u63d0\u4f9b\u5546\u7684\u8bbf\u95ee\u662f\u738b\u9053<\/strong><\/p>\n<ul>\n<li>\u5927\u591a\u6570\u56e2\u961f\u901a\u8fc7OpenAI\u3001Anthropic\u7b49\u76f4\u63a5\u8bbf\u95ee\u6a21\u578b\u4e3b\u673a\uff0c\u8fd9\u7a81\u663e\u51fa\u963b\u529b\u963b\u529b\u4ecd\u7136\u662f\u901a\u8fc7\u8c03\u7528\u4f9b\u5e94\u5546\u81ea\u5df1\u7684\u63a8\u7406API\uff0c\u800c\u4e0d\u662f\u6784\u5efa\u6216\u901a\u8fc7\u4e2d\u95f4\u5c42\u96c6\u6210\u3002<\/li>\n<\/ul>\n<p><strong>\u8d85\u5927\u89c4\u6a21\u8005\u7d27\u968f\u5176\u540e<\/strong><\/p>\n<ul>\n<li>AWS Bedrock \u548c Google Vertex AI \u5df2\u7ecf\u5360\u636e\u4e86\u76f8\u5f53\u5927\u7684\u4efd\u989d\uff0c\u53cd\u6620\u4e86\u5e02\u573a\u5bf9\u7edf\u4e00\u7684\u3001\u4f01\u4e1a\u7ea7\u7684ML\u5e73\u53f0\u7684\u9700\u6c42\uff0c\u8fd9\u4e9b\u5e73\u53f0\u5c06\u6258\u7ba1\u4e0e\u6cbb\u7406\u3001\u5b89\u5168\u548c\u8d26\u5355\u6346\u7ed1\u5728\u4e00\u4e2a\u7a97\u683c\u4e2d\u3002<\/li>\n<li>\u7279\u522b\u662f\uff0c\u66f4\u591a\u540e\u671f\u9636\u6bb5\u7684\u516c\u53f8\uff08\u5e74\u6536\u51655\u4ebf\u7f8e\u5143+\uff09\u62a5\u544a\u4f7f\u7528\u8d85\u5927\u89c4\u6a21\u8005\u89e3\u51b3\u65b9\u6848\u3002<\/li>\n<\/ul>\n<p><strong>\u788e\u7247\u5316\u7684\u66ff\u4ee3\u54c1\u548c\u65b0\u73a9\u5bb6<\/strong><\/p>\n<ul>\n<li>\u9664\u4e86\u4e09\u5927\u5de8\u5934\u4e4b\u5916\uff0c\u4f7f\u7528\u91cf\u5f88\u5feb\u5c31\u5728Fireworks\u3001Modal\u3001Together.ai\u3001AnyScale\u3001Baseten\u3001Replicate\u3001Deep Infra\u7b49\u73a9\u5bb6\u4e2d\u788e\u7247\u5316\u3002\u8fd9\u79cd\u957f\u5c3e\u8868\u660e\u56e2\u961f\u4ecd\u5728\u63a2\u7d22\u4e13\u4e1a\u4e3b\u673a\uff0c\u901a\u5e38\u662f\u7531\u72ec\u7279\u7684\u5b9a\u4ef7\u3001\u6027\u80fdSLA\u6216\u529f\u80fd\u96c6\uff08\u4f8b\u5982\uff0c\u81ea\u5b9a\u4e49\u8fd0\u884c\u65f6\u3001\u573a\u5185\u9009\u9879\uff09\u9a71\u52a8\u7684\u3002<\/li>\n<\/ul>\n<p><strong>\u6700\u5e7f\u6cdb\u4f7f\u7528\u7684\u5de5\u5177<\/strong><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-32530\" title=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-41\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/73cd85591d78265.jpg\" alt=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-41\" width=\"609\" height=\"159\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/73cd85591d78265.jpg 609w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/73cd85591d78265-18x5.jpg 18w\" sizes=\"auto, (max-width: 609px) 100vw, 609px\" \/><\/p>\n<h3>7.6 \u6700\u5e38\u7528\u7684\u5de5\u5177\uff1a\u6a21\u578b\u8bc4\u4f30<\/h3>\n<p><strong>\u5173\u952e\u8981\u70b9<\/strong><\/p>\n<p><strong>\u6ca1\u6709\u660e\u786e\u7684\u72ec\u7acb\u9886\u5bfc\u8005<\/strong><\/p>\n<ul>\n<li>\u8fd11\/4\u7684\u56e2\u961f\u4e3b\u8981\u4f7f\u7528\u5e73\u53f0\uff08\u5982Vertex\u3001Weights &amp; Biases\u6216Galileo\uff09\u7684\u5185\u7f6e\u8bc4\u4f30\u529f\u80fd\uff0c\u800c20%\u7684\u53d7\u8bbf\u8005\u6839\u672c\u201c\u4e0d\u77e5\u9053\u201d\u4ed6\u4eec\u4f7f\u7528\u4ec0\u4e48\u5de5\u5177\uff0c\u8fd9\u8868\u660e\u8bb8\u591a\u7ec4\u7ec7\u4ecd\u7136\u4f9d\u8d56\u4e8e\u73b0\u6709ML\u5806\u6808\u4e2d\u5185\u7f6e\u7684\u8bc4\u4f30\u529f\u80fd\uff0c\u800c\u4e0d\u662f\u91c7\u7528\u4e13\u95e8\u7684\u6846\u67b6\u3002<\/li>\n<\/ul>\n<p><strong>\u65b0\u5174\u7684\u4e13\u4e1a\u6846\u67b6<\/strong><\/p>\n<ul>\n<li>LangSmith \u548c Langfuse \u5f15\u9886\u7740\u4e13\u95e8\u6784\u5efa\u7684\u8bc4\u4f30\u5de5\u5177\u7684\u884c\u5217\uff0cHumanLoop \u548c Braintrust \u4e5f\u663e\u793a\u51fa\u5438\u5f15\u529b\uff1b\u8fd9\u4e9b\u5e73\u53f0\u901a\u8fc7\u63d0\u4f9b\u66f4\u4e30\u5bcc\u7684\u63d0\u793a\u7ea7\u6307\u6807\u3001\u53ef\u5b9a\u5236\u7684\u6d4b\u8bd5\u5957\u4ef6\u548c\u5f00\u7bb1\u5373\u7528\u7684\u6f02\u79fb\u68c0\u6d4b\u8d62\u5f97\u4e86\u5e02\u573a\u4efd\u989d\u3002<\/li>\n<\/ul>\n<p><strong>\u77e5\u8bc6\u5dee\u8ddd\u548cDIY<\/strong><\/p>\n<ul>\n<li>\u51e0\u4e4e1\/4\u7684\u53d7\u8bbf\u8005\u4e0d\u77e5\u9053\u4ed6\u4eec\u4f7f\u7528\u54ea\u79cd\u8bc4\u4f30\u5de5\u5177\uff0c\u6216\u8005\u6839\u672c\u6ca1\u6709\u8bc4\u4f30\u5de5\u5177\uff0c\u8fd9\u65e2\u8868\u660e\u5bf9\u751f\u6210\u5f0fAI\u7684\u201c\u8bc4\u4f30\u201d\u6982\u5ff5\u611f\u5230\u56f0\u60d1\uff0c\u4e5f\u8868\u660e\u4e86\u672a\u76d1\u63a7\u7684\u6a21\u578b\u56de\u5f52\u7684\u98ce\u9669\u3002<\/li>\n<li>\u540c\u65f6\uff0c\u4e00\u4e9b\u53d7\u8bbf\u8005\u4e5f\u5728\u6784\u5efa\u81ea\u5df1\u7684\u8bc4\u4f30\u7ba1\u9053\uff0c\u8fd9\u8868\u660e\u73b0\u6210\u7684\u5de5\u5177\u8fd8\u6ca1\u6709\u8986\u76d6\u6240\u6709\u7528\u4f8b\u3002<\/li>\n<\/ul>\n<p><strong>\u6700\u5e7f\u6cdb\u4f7f\u7528\u7684\u5de5\u5177<\/strong><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-32531\" title=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-42\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/0c1b98189f97de0.jpg\" alt=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-42\" width=\"732\" height=\"75\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/0c1b98189f97de0.jpg 732w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/0c1b98189f97de0-18x2.jpg 18w\" sizes=\"auto, (max-width: 732px) 100vw, 732px\" \/><\/p>\n<h3>7.7 \u6700\u5e38\u7528\u7684\u5de5\u5177\uff1a\u6570\u636e\u5904\u7406\u548c\u7279\u5f81\u5de5\u7a0b<\/h3>\n<p><strong>\u5173\u952e\u8981\u70b9<\/strong><\/p>\n<p><strong>\u7ecf\u5178\u7684\u5927\u6570\u636e\u5de5\u5177\u4ecd\u7136\u5360\u636e\u4e3b\u5bfc\u5730\u4f4d<\/strong><\/p>\n<ul>\n<li>Apache Spark\uff0844%\u7684\u53d7\u8bbf\u8005\uff09\u548cKafka\uff0842%\u7684\u53d7\u8bbf\u8005\uff09\u9886\u5148\uff0c\u8fd9\u7a81\u663e\u51fa\u5728\u89c4\u6a21\u4e0a\uff0c\u56e2\u961f\u9ed8\u8ba4\u4f7f\u7528\u7ecf\u8fc7\u5b9e\u6218\u8003\u9a8c\u7684\u5206\u5e03\u5f0f\u6279\u5904\u7406\u548c\u6d41\u6846\u67b6\u8fdb\u884cETL\u548c\u5b9e\u65f6\u6570\u636e\u6444\u53d6\u3002<\/li>\n<\/ul>\n<p><strong>Python\u7684\u5f3a\u5927\u57fa\u7840<\/strong><\/p>\n<ul>\n<li>\u5c3d\u7ba1\u5927\u6570\u636e\u8db3\u8ff9\u6c89\u91cd\uff0c\u4f4641%\u7684\u53d7\u8bbf\u8005\u4ecd\u7136\u4f9d\u8d56\u4e8ePandas\u2014\u2014\u8fd9\u8868\u660e\u5bf9\u4e8e\u8f83\u5c0f\u7684\u6570\u636e\u96c6\u3001\u539f\u578b\u5236\u4f5c\u6216\u8fb9\u7f18\u6848\u4f8b\uff0c\u5185\u5b58\u4e2dPython\u5de5\u5177\u7684\u7b80\u5355\u6027\u548c\u7075\u6d3b\u6027\u4ecd\u7136\u4e0d\u53ef\u6216\u7f3a\u3002<\/li>\n<\/ul>\n<p><strong>\u7279\u5f81\u5b58\u50a8\u5728\u5730\u5e73\u7ebf\u4e0a<\/strong><\/p>\n<ul>\n<li>\u53ea\u670917%\u7684\u4eba\u5728\u4f7f\u7528\u7684\u4e13\u95e8\u7684\u7279\u5f81\u5b58\u50a8\uff0c\u8fd9\u8868\u660e\u867d\u7136\u201c\u6784\u5efa\u4e00\u6b21\uff0c\u5230\u5904\u4f7f\u7528\u201d\u7684\u7279\u5f81\u6982\u5ff5\u6b63\u5728\u83b7\u5f97\u77e5\u540d\u5ea6\uff0c\u4f46\u5927\u591a\u6570\u7ec4\u7ec7\u5c1a\u672a\u5927\u89c4\u6a21\u5730\u5b9e\u73b0\u5b83\u3002<\/li>\n<li>\u968f\u7740\u6210\u719f\u5ea6\u7684\u589e\u957f\uff0c\u6211\u4eec\u53ef\u80fd\u4f1a\u770b\u5230\u7279\u5f81\u5b58\u50a8\u548c\u8f7b\u91cf\u7ea7\u534f\u8c03\u5668\uff08Dask\u3001Airflow\u7b49\uff09\u6392\u540d\u4e0a\u5347\u2014\u2014\u4f46\u5c31\u76ee\u524d\u800c\u8a00\uff0cApache\u751f\u6001\u7cfb\u7edf\u5360\u636e\u4e3b\u5bfc\u5730\u4f4d\u3002<\/li>\n<\/ul>\n<p><strong>\u6700\u5e7f\u6cdb\u4f7f\u7528\u7684\u5de5\u5177<\/strong><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-32532\" title=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-43\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/161a3fb86577468.jpg\" alt=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-43\" width=\"669\" height=\"123\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/161a3fb86577468.jpg 669w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/161a3fb86577468-18x3.jpg 18w\" sizes=\"auto, (max-width: 669px) 100vw, 669px\" \/><\/p>\n<h3>7.8 \u6700\u5e38\u7528\u7684\u5de5\u5177\uff1a\u5411\u91cf\u6570\u636e\u5e93<\/h3>\n<p><strong>\u5173\u952e\u8981\u70b9<\/strong><\/p>\n<p><strong>\u641c\u7d22\u5f15\u64ce\u6f14\u53d8\u6210\u5411\u91cf\u5b58\u50a8<\/strong><\/p>\n<ul>\n<li>Elastic \u548c Pinecone \u5f15\u9886\u91c7\u7528\uff0c\u8fd9\u53cd\u6620\u4e86\u56e2\u961f\u8981\u4e48\u6539\u9020\u73b0\u6709\u7684\u5168\u6587\u641c\u7d22\u5e73\u53f0\u7528\u4e8e\u5d4c\u5165\uff0c\u8981\u4e48\u91c7\u7528\u4e13\u95e8\u7684\u6258\u7ba1\u5411\u91cf\u5f15\u64ce\u3002<\/li>\n<\/ul>\n<p><strong>Redis \u548c\u201c\u957f\u5c3e\u201d<\/strong><\/p>\n<ul>\n<li>Redis \u8868\u660e\uff0c\u5229\u7528\u60a8\u5df2\u7ecf\u8fd0\u884c\u7684\u5185\u5b58\u6570\u636e\u5b58\u50a8\u5177\u6709\u5438\u5f15\u529b\uff0c\u800c Clickhouse\u3001AlloyDB\u3001Milvus\u3001PGVector \u7b49\u5176\u4ed6\u89e3\u51b3\u65b9\u6848\u5219\u8868\u660e\uff0c\u8bb8\u591a\u7ec4\u7ec7\u6b63\u5728\u8bd5\u9a8c\u4e0d\u540c\u7684\u540e\u7aef\uff0c\u4ee5\u5e73\u8861\u6210\u672c\u3001\u5ef6\u8fdf\u548c\u529f\u80fd\u9700\u6c42\u3002<\/li>\n<\/ul>\n<p><strong>\u5f00\u6e90\u89e3\u51b3\u65b9\u6848\u7684\u5174\u8d77<\/strong><\/p>\n<ul>\n<li>\u4e13\u95e8\u7684\u5f00\u653e\u6e90\u7801\u5de5\u5177\uff0c\u5982 Chroma\u3001Weaviate\u3001Faiss\u3001Qdrant \u548c Supabase \u7684\u5411\u91cf\u63d2\u4ef6\uff0c\u6b63\u5728\u8695\u98df\u65e9\u671f\u9886\u5bfc\u8005\uff0c\u8fd9\u8868\u660e\u5728\u6613\u7528\u6027\u3001\u53ef\u6269\u5c55\u6027\u548c\u4e91\u539f\u751f\u96c6\u6210\u65b9\u9762\u5b58\u5728\u7ade\u4e89\u6fc0\u70c8\u7684\u6218\u573a\u3002<\/li>\n<\/ul>\n<p><strong>\u6700\u5e7f\u6cdb\u4f7f\u7528\u7684\u5de5\u5177<\/strong><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-32533\" title=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-44\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/91a6d04d83412da.jpg\" alt=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-44\" width=\"903\" height=\"762\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/91a6d04d83412da.jpg 903w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/91a6d04d83412da-14x12.jpg 14w\" sizes=\"auto, (max-width: 903px) 100vw, 903px\" \/><\/p>\n<h3>7.9 \u6700\u5e38\u7528\u7684\u5de5\u5177\uff1a\u5408\u6210\u6570\u636e\u548c\u6570\u636e\u589e\u5f3a<\/h3>\n<p><strong>\u5173\u952e\u8981\u70b9<\/strong><\/p>\n<p><strong>\u5185\u90e8\u5236\u4f5c\u5360\u636e\u4e3b\u5bfc\u5730\u4f4d<\/strong><\/p>\n<ul>\n<li>\u8d85\u8fc7\u4e00\u534a\u7684\u56e2\u961f\uff0852%\uff09\u6784\u5efa\u81ea\u5df1\u7684\u5de5\u5177\uff0c\u8fd9\u8868\u660e\u73b0\u6210\u7684\u63d0\u4f9b\u5546\u4ecd\u7136\u96be\u4ee5\u8986\u76d6\u6bcf\u4e2a\u7528\u4f8b\u6216\u4e0e\u73b0\u6709\u7ba1\u9053\u96c6\u6210\u3002<\/li>\n<\/ul>\n<p><strong>Scale AI \u662f\u660e\u663e\u7684\u4f9b\u5e94\u5546\u9886\u5bfc\u8005<\/strong><\/p>\n<ul>\n<li>\u91c7\u7528\u7387\u4e3a21%\uff0cScale AI \u662f\u9996\u9009\u7684\u7b2c\u4e09\u65b9\u5408\u6210\u6570\u636e\u5e73\u53f0\u2014\u2014\u4f46\u5373\u4f7f\u662f\u5b83\u4e5f\u53ea\u67091\/5\u7684\u7ec4\u7ec7\u91c7\u7528\u3002<\/li>\n<\/ul>\n<p><strong>\u7a0b\u5e8f\u6846\u67b6\u7684\u65e9\u671f\u5438\u5f15\u529b<\/strong><\/p>\n<ul>\n<li>Snorkel AI \u548c Mostly AI \u8868\u660e\uff0c\u7a0b\u5e8f\u6807\u8bb0\u548c\u751f\u6210\u5de5\u5177\u6b63\u5728\u83b7\u5f97\u5e02\u573a\u4efd\u989d\uff0c\u4f46\u4ecd\u7136\u8fdc\u8fdc\u843d\u540e\u4e8e\u5b9a\u5236\u89e3\u51b3\u65b9\u6848\u3002<\/li>\n<\/ul>\n<p><strong>\u6700\u5e7f\u6cdb\u4f7f\u7528\u7684\u5de5\u5177<\/strong><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-32534\" title=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-45\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/231d641ab7eee2b.jpg\" alt=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-45\" width=\"708\" height=\"81\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/231d641ab7eee2b.jpg 708w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/231d641ab7eee2b-18x2.jpg 18w\" sizes=\"auto, (max-width: 708px) 100vw, 708px\" \/><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-32535\" title=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-46\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/2f72bd8093deea0.jpg\" alt=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-46\" width=\"696\" height=\"171\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/2f72bd8093deea0.jpg 696w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/2f72bd8093deea0-18x4.jpg 18w\" sizes=\"auto, (max-width: 696px) 100vw, 696px\" \/><\/p>\n<h3>7.10 \u6700\u5e38\u7528\u7684\u5de5\u5177\uff1a\u7f16\u7801\u8f85\u52a9<\/h3>\n<p><strong>\u5173\u952e\u8981\u70b9<\/strong><\/p>\n<p><strong>\u5148\u884c\u8005\u7684\u4e3b\u5bfc\u5730\u4f4d<\/strong><\/p>\n<ul>\n<li><a href=\"https:\/\/www.kdjingpai.com\/pt\/github-copilotji\/\">GitHub Copilot<\/a> \u88ab\u8fd1\u56db\u5206\u4e4b\u4e09\u7684\u5f00\u53d1\u56e2\u961f\u4f7f\u7528\uff0c\u8fd9\u8981\u5f52\u529f\u4e8e\u5b83\u4e0e VS Code \u7684\u7d27\u5bc6\u96c6\u6210\u3001\u591a\u8bed\u8a00\u652f\u6301\uff0c\u4ee5\u53ca GitHub \u5e9e\u5927\u7528\u6237\u7fa4\u7684\u652f\u6301\u3002Copilot \u7684\u7f51\u7edc\u6548\u5e94\u548c\u4ea7\u54c1\u5e02\u573a\u9002\u5e94\u6027\u4f7f\u5176\u96be\u4ee5\u88ab\u53d6\u4ee3\uff0c\u4f46 Cursor\uff0850% \u7684\u53d7\u8bbf\u8005\u4f7f\u7528\uff09\u7684\u5f3a\u52b2\u8868\u73b0\u8868\u660e\uff0c\u5e02\u573a\u5bf9\u591a\u6837\u5316\u7684 IDE \u96c6\u6210\u6709\u9700\u6c42\u3002<\/li>\n<\/ul>\n<p><strong>\u957f\u5c3e\u4ea7\u54c1\u843d\u540e<\/strong><\/p>\n<ul>\n<li>\u5728\u524d\u4e24\u540d\u4e4b\u540e\uff0c\u91c7\u7528\u7387\u6025\u5267\u4e0b\u964d\uff0c\u957f\u5c3e\u89e3\u51b3\u65b9\u6848\u652f\u79bb\u7834\u788e\uff0c\u8fd9\u8868\u660e\u867d\u7136\u5927\u591a\u6570\u56e2\u961f\u81f3\u5c11\u5c1d\u8bd5\u8fc7\u4e00\u79cd\u52a9\u624b\uff0c\u4f46\u5f88\u5c11\u6709\u56e2\u961f\u5bf9\u66ff\u4ee3\u54c1\u8fdb\u884c\u6807\u51c6\u5316\u3002\u4f4e\u4ee3\u7801\u6216\u65e0\u4ee3\u7801\u89e3\u51b3\u65b9\u6848\uff0c\u5982 Retool\u3001Lovable\u3001Bolt \u548c <a href=\"https:\/\/www.kdjingpai.com\/pt\/replit-agent\/\">Replit<\/a> \u4e5f\u83b7\u5f97\u4e86\u8363\u8a89\u63d0\u540d\uff0c\u8fd9\u8868\u660e\u5e02\u573a\u5bf9\u4ece\u60f3\u6cd5\u5230\u5e94\u7528\u7a0b\u5e8f\u7684\u89e3\u51b3\u65b9\u6848\u7684\u5174\u8da3\u65e5\u76ca\u589e\u52a0\u3002<\/li>\n<\/ul>\n<p><strong>\u6700\u5e7f\u6cdb\u4f7f\u7528\u7684\u5de5\u5177<\/strong><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-32536\" title=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-47\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/7403eaac0de8eb7.jpg\" alt=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-47\" width=\"915\" height=\"855\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/7403eaac0de8eb7.jpg 915w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/7403eaac0de8eb7-13x12.jpg 13w\" sizes=\"auto, (max-width: 915px) 100vw, 915px\" \/><\/p>\n<h3>7.11 \u6700\u5e38\u7528\u7684\u5de5\u5177\uff1aDevOps \u548c MLOps<\/h3>\n<p><strong>\u5173\u952e\u8981\u70b9<\/strong><\/p>\n<p><strong>MLflow \u9886\u5148\u2014\u2014\u4f46\u6ca1\u6709\u5784\u65ad<\/strong><\/p>\n<ul>\n<li>MLflow \u88ab 36% \u7684\u53d7\u8bbf\u8005\u4f7f\u7528\uff0c\u662f\u5b9e\u9a8c\u8ddf\u8e2a\u3001\u6a21\u578b\u6ce8\u518c\u8868\u548c\u57fa\u672c\u7ba1\u9053\u7f16\u6392\u7684\u660e\u786e\u9886\u8dd1\u8005\u2014\u2014\u8fd9\u4ec5\u7565\u9ad8\u4e8e\u4e09\u5206\u4e4b\u4e00\u7684\u56e2\u961f\uff0c\u8868\u660e\u66ff\u4ee3\u54c1\u4ecd\u6709\u5f88\u5927\u7684\u7a7a\u95f4\u3002<\/li>\n<li><a href=\"https:\/\/www.kdjingpai.com\/pt\/weights\/\">Weights<\/a> &amp; Biases \u4e5f\u62e5\u6709\u5f3a\u5927\u7684\u5e02\u573a\u4efd\u989d\uff0c20% \u7684\u53d7\u8bbf\u8005\u4f7f\u7528\uff0c\u53cd\u6620\u4e86\u5176\u4f5c\u4e3a\u8ddf\u8e2a\u3001\u53ef\u89c6\u5316\u548c\u534f\u4f5c\u7684\u6258\u7ba1 SaaS \u7684\u5438\u5f15\u529b\u3002<\/li>\n<li>\u9664\u4e86\u524d\u4e24\u540d\u4e4b\u5916\uff0c\u4f7f\u7528\u91cf\u5f88\u5feb\u5c31\u4f1a\u788e\u7247\u5316\u2014\u201416% \u201c\u4e0d\u77e5\u9053\u201d \u54ea\u4e9b\u5de5\u5177\u652f\u6301\u4ed6\u4eec\u7684 MLOps \u548c\u5176\u4ed6\u5de5\u5177\u7684\u63d0\u53ca\u5305\u62ec Resolve.ai\u3001Cleric\u3001PlayerZero\u3001Braintrust \u7b49\u3002\u8fd9\u65e2\u8868\u660e\u5bf9\u804c\u8d23\uff08DevOps \u4e0e MLOps\uff09\u7684\u6df7\u6dc6\uff0c\u4e5f\u8868\u660e\u5e02\u573a\u4ecd\u5728\u6574\u7406\u81ea\u5df1\u3002<\/li>\n<\/ul>\n<p><strong>\u8ddf\u8e2a\u4e0e\u5168\u89c4\u6a21\u8fd0\u8425\u4e4b\u95f4\u7684\u5dee\u8ddd<\/strong><\/p>\n<ul>\n<li>\u50cf MLflow \u548c W&amp;B \u8fd9\u6837\u7684\u8ddf\u8e2a\u4f18\u5148\u5e73\u53f0\u5360\u636e\u4e3b\u5bfc\u5730\u4f4d\uff0c\u8868\u660e\u8bb8\u591a\u56e2\u961f\u5c1a\u672a\u91c7\u7528\u7aef\u5230\u7aef\u7684 MLOps \u5957\u4ef6\u2014\u2014\u6301\u7eed\u4ea4\u4ed8\u3001\u6f02\u79fb\u76d1\u63a7\u6216\u81ea\u52a8\u56de\u6eda\u5bf9\u5927\u591a\u6570\u4eba\u6765\u8bf4\u4ecd\u7136\u662f\u8fdb\u884c\u4e2d\u7684\u5de5\u4f5c\u3002<\/li>\n<\/ul>\n<p><strong>\u6700\u5e7f\u6cdb\u4f7f\u7528\u7684\u5de5\u5177<\/strong><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-32537\" title=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-48\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/a0d702d0eb3916e.jpg\" alt=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-48\" width=\"318\" height=\"168\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/a0d702d0eb3916e.jpg 318w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/a0d702d0eb3916e-18x10.jpg 18w\" sizes=\"auto, (max-width: 318px) 100vw, 318px\" \/><\/p>\n<h3>7.12 \u6700\u5e38\u7528\u7684\u5de5\u5177\uff1a\u4ea7\u54c1\u4e0e\u8bbe\u8ba1<\/h3>\n<p><strong>\u5173\u952e\u8981\u70b9<\/strong><\/p>\n<p><strong>Figma \u7684\u8fd1\u4e4e\u666e\u904d\u7684\u5f71\u54cd\u529b<\/strong><\/p>\n<ul>\n<li>\u62e5\u6709 87% \u7684\u91c7\u7528\u7387\uff0cFigma \u5b9e\u9645\u4e0a\u5df2\u6210\u4e3a UI\/UX \u548c\u4ea7\u54c1\u8bbe\u8ba1\u7684\u65e2\u5b9a\u6807\u51c6\u2014\u2014\u56e2\u961f\u7edd\u5927\u591a\u6570\u90fd\u575a\u6301\u5176\u5b9e\u65f6\u534f\u4f5c\u3001\u7ec4\u4ef6\u5e93\u548c\u63d2\u4ef6\u751f\u6001\u7cfb\u7edf\uff0c\u800c\u4e0d\u662f\u5bfb\u6c42 AI \u7279\u5b9a\u7684\u8bbe\u8ba1\u5de5\u5177\u3002<\/li>\n<\/ul>\n<p><strong>Miro \u8fdb\u884c\u66f4\u9ad8\u5c42\u6b21\u7684\u534f\u4f5c<\/strong><\/p>\n<ul>\n<li>\u62e5\u6709 37% \u7684\u91c7\u7528\u7387\uff0cMiro \u4ecd\u7136\u662f\u7ebf\u6846\u56fe\u3001\u7528\u6237\u65c5\u7a0b\u6620\u5c04\u548c\u8de8\u804c\u80fd\u5934\u8111\u98ce\u66b4\u7684\u9996\u9009\uff1b\u5176\u767d\u677f\u5f0f\u754c\u9762\u8865\u5145\u4e86 Figma \u7684\u50cf\u7d20\u7ea7\u753b\u5e03\uff0c\u5c24\u5176\u662f\u5728\u65e9\u671f\u6784\u601d\u9636\u6bb5\u3002<\/li>\n<\/ul>\n<p><strong>AI \u542f\u7528\u7684\u4ea7\u54c1\u7ebf\u6846\u56fe\u5174\u8d77<\/strong><\/p>\n<ul>\n<li>\u8bbe\u8ba1\u56e2\u961f\u8fd8\u6ca1\u6709\u611f\u53d7\u5230\u5bf9 AI \u539f\u751f\u4ea7\u54c1\/\u8bbe\u8ba1\u5e73\u53f0\u7684\u8feb\u5207\u9700\u6c42\uff0c\u7136\u800c\uff0c\u8bb8\u591a\u4eba\u6b63\u5728\u4f7f\u7528\u4f4e\/\u65e0\u4ee3\u7801\u89e3\u51b3\u65b9\u6848\u6765\u5feb\u901f\u539f\u578b\u5236\u4f5c\uff0c\u5982 Bolt\u3001Lovable \u548c Vercel V0\u3002<\/li>\n<\/ul>\n<p><strong>\u6700\u5e7f\u6cdb\u4f7f\u7528\u7684\u5de5\u5177<\/strong><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-32538\" title=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-49\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/fcc9769802cb4c0.jpg\" alt=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-49\" width=\"675\" height=\"126\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/fcc9769802cb4c0.jpg 675w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/fcc9769802cb4c0-18x3.jpg 18w\" sizes=\"auto, (max-width: 675px) 100vw, 675px\" \/><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-32539\" title=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-50\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/d95c063fa9e0a4c.jpg\" alt=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-50\" width=\"666\" height=\"99\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/d95c063fa9e0a4c.jpg 666w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/d95c063fa9e0a4c-18x3.jpg 18w\" sizes=\"auto, (max-width: 666px) 100vw, 666px\" \/><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-32540\" title=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-51\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/97df57428239bcb.jpg\" alt=\"ICONIQ\u53d1\u5e03\uff1a2025\u5e74AI\u6784\u5efa\u8005\u624b\u518c\u2014\u2014\u6784\u5efa\u3001\u6269\u5c55\u4e0e\u4f18\u5316AI\u4ea7\u54c1\u7684\u5168\u9762\u6307\u5357-51\" width=\"798\" height=\"87\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/97df57428239bcb.jpg 798w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/97df57428239bcb-18x2.jpg 18w\" sizes=\"auto, (max-width: 798px) 100vw, 798px\" \/><\/p>\n<h3>8. \u5185\u90e8\u751f\u4ea7\u529b\u4f7f\u7528\u6848\u4f8b\uff08\u7b2c\u4e00\u90e8\u5206\uff09<\/h3>\n<h3>8.1 \u4f7f\u7528\u6848\u4f8b<\/h3>\n<p><strong>\u5173\u952e\u8d8b\u52bf<\/strong><\/p>\n<p>\u6709\u5173\u6bcf\u4e2a\u7c7b\u522b\u4e2d\u7279\u5b9a\u5de5\u5177\u7684\u66f4\u591a\u4fe1\u606f\uff0c\u8bf7\u8054\u7cfb ICONIQ Insights\u3002<\/p>\n<p><strong>\u9500\u552e\u751f\u4ea7\u529b<\/strong><\/p>\n<ul>\n<li>\u8bb8\u591a\u56e2\u961f\u76f4\u63a5\u4ece Salesforce \u83b7\u53d6\u4ed6\u4eec\u7684 AI \u9a71\u52a8\u7684\u9500\u552e\u529f\u80fd\u2014\u2014\u8fd9\u8868\u660e\u4e00\u4e2a\u7b80\u5355\u7684\u8def\u5f84\u662f\u4f9d\u9760\u60a8\u73b0\u6709\u7684 CRM \u5185\u7f6e\u7684\u63a8\u8350\u3001\u9884\u6d4b\u548c\u673a\u4f1a\u8bc4\u5206\uff0c\u800c\u4e0d\u662f\u9644\u52a0\u4e00\u4e2a\u5355\u72ec\u7684\u670d\u52a1\u3002<\/li>\n<li>\u5176\u4ed6\u53d7\u8bbf\u8005\u4e5f\u5728\u4f7f\u7528 Apollo\u3001Salesloft\u3001Gong \u7b49\u9500\u552e\u53c2\u4e0e\u5e73\u53f0\uff0c\u540c\u65f6\u8fd8\u6709\u4e00\u4e9b\u4eba\u4e5f\u5728\u8f6c\u5411 Clay \u548c People.ai \u7b49 AI \u9a71\u52a8\u7684\u6f5c\u5728\u5ba2\u6237\u5f00\u53d1\u5de5\u5177\u3002<\/li>\n<li>\u968f\u7740\u5d4c\u5165\u5f0f\u529f\u80fd\u7684\u6210\u719f\uff0c\u6211\u4eec\u53ef\u80fd\u4f1a\u770b\u5230\u56f4\u7ed5\u5c11\u6570\u5e73\u53f0\u6216\u4ece\u70b9\u89e3\u51b3\u65b9\u6848\u65b0\u79c0\u4e2d\u8131\u9896\u800c\u51fa\u7684\u66f4\u6e05\u6670\u7684\u5dee\u5f02\u5316\u3002<\/li>\n<\/ul>\n<p><strong>\u8425\u9500\u81ea\u52a8\u5316\u548c\u5185\u5bb9\u751f\u6210<\/strong><\/p>\n<ul>\n<li>\u8425\u9500\u4eba\u5458\u51e0\u4e4e\u5b8c\u5168\u8f6c\u5411 Canva \u7684\u751f\u6210\u5f0f\u529f\u80fd\uff0c\u7528\u4e8e\u54c1\u724c\u89c6\u89c9\u548c\u5feb\u901f\u5185\u5bb9\u8fed\u4ee3\uff0c\u8fd9\u4f7f\u5176\u6210\u4e3a\u8425\u9500\u5806\u6808\u4e2d\u8fc4\u4eca\u4e3a\u6b62\u6700\u5e38\u89c1\u7684\u201cAI\u201d\u63a5\u89e6\u70b9\u3002<\/li>\n<li>\u8bb8\u591a\u53d7\u8bbf\u8005\u4e5f\u5728\u4f7f\u7528 n8n \u6216\u5185\u90e8\u89e3\u51b3\u65b9\u6848\uff0c\u8fd9\u8868\u660e\u8425\u9500\u7528\u4f8b\u6709\u65f6\u9700\u8981\u9ad8\u5ea6\u7684\u5185\u90e8\u5b9a\u5236\u3002<\/li>\n<li>\u8bb8\u591a\u53d7\u8bbf\u8005\u4e5f\u5728\u4f7f\u7528\u4e13\u95e8\u7684 AI \u5199\u4f5c\u5de5\u5177\uff0c\u5982 Writer \u548c Jasper\uff0c\u91c7\u7528\u7387\u5bf9\u4e8e\u540e\u671f\u516c\u53f8\uff08\u5e74\u6536\u5165\u8d85\u8fc710\u4ebf\u7f8e\u5143\uff09\u66f4\u9ad8\u3002<\/li>\n<\/ul>\n<p><strong>\u5ba2\u6237\u53c2\u4e0e<\/strong><\/p>\n<ul>\n<li>\u56e2\u961f\u51e0\u4e4e\u5b8c\u5168\u4f9d\u8d56\u4e8e Zendesk \u6216 Salesforce \u5185\u7f6e\u7684 AI \u529f\u80fd\u8fdb\u884c\u5ba2\u6237\u4e92\u52a8\uff0c\u8fd9\u8868\u660e\uff0c\u4f9d\u8d56\u4e8e\u60a8\u5df2\u7ecf\u4f7f\u7528\u7684\u5e73\u53f0\u800c\u4e0d\u662f\u91c7\u7528\u72ec\u7acb\u7684\u5bf9\u8bdd AI \u5e73\u53f0\u4ecd\u7136\u66f4\u80dc\u4e00\u7b79\u3002<\/li>\n<li>\u5f53\u4ed6\u4eec\u9700\u8981\u66f4\u6df1\u5165\u7684\u673a\u5668\u4eba\u5b9a\u5236\u3001\u81ea\u52a9\u670d\u52a1\u5411\u5bfc\u6216\u7d27\u5bc6\u7684\u5185\u5d4c\u652f\u6301\u5c0f\u90e8\u4ef6\u65f6\uff0c\u4e00\u5927\u90e8\u5206\u5c11\u6570\u4eba\u4f9d\u8d56\u4e8e\u4e13\u95e8\u7684\u5de5\u5177\uff0c\u5982 Pylon\u3001Forethought\u3001Grano.la \u6216 Intercom\u2014\u2014\u8fd9\u8868\u660e\uff0c\u5f53\u73b0\u6210\u7684 AI \u4e0d\u591f\u597d\u65f6\uff0c\u7cbe\u54c1\u5de5\u5177\u4ecd\u7136\u6709\u4e00\u5e2d\u4e4b\u5730\u3002<\/li>\n<\/ul>\n<p><strong>\u6587\u6863\u548c\u77e5\u8bc6\u68c0\u7d22<\/strong><\/p>\n<ul>\n<li>\u5927\u591a\u6570\u56e2\u961f\u8981\u4e48\u5efa\u7acb\u5728\u73b0\u6709\u7684 wiki \u548c\u7b14\u8bb0\u5de5\u5177\u4e0a\uff0c\u8981\u4e48\u6807\u51c6\u5316\u4e8e Notion\uff1b\u8fd9\u8868\u660e\uff0c\u7ec4\u7ec7\u901a\u5e38\u9ed8\u8ba4\u4f7f\u7528\u5df2\u7ecf\u5b58\u5728\u7684\u77e5\u8bc6\u6355\u83b7\u5de5\u5177\uff0c\u7136\u540e\u518d\u5c1d\u8bd5 AI \u9a71\u52a8\u7684\u8986\u76d6\u5c42\u3002<\/li>\n<li>\u7136\u800c\uff0c\u4e00\u5927\u90e8\u5206\u53d7\u8bbf\u8005\u4e5f\u5728\u8f6c\u5411\u4e13\u95e8\u7684 AI \u5de5\u5177\uff0c\u5982 <a href=\"https:\/\/www.kdjingpai.com\/pt\/glean\/\">Glean<\/a> \u548c Writer\uff0c\u7528\u4e8e\u7d22\u5f15\u548c\u8bed\u4e49\u641c\u7d22\u3002<\/li>\n<\/ul>\n<h3>9. \u5185\u90e8\u751f\u4ea7\u529b\u4f7f\u7528\u6848\u4f8b\uff08\u7b2c\u4e8c\u90e8\u5206\uff09<\/h3>\n<h3>9.1 \u4f7f\u7528\u6848\u4f8b<\/h3>\n<p><strong>\u5173\u952e\u8d8b\u52bf<\/strong><\/p>\n<p>\u6709\u5173\u6bcf\u4e2a\u7c7b\u522b\u4e2d\u7279\u5b9a\u5de5\u5177\u7684\u66f4\u591a\u4fe1\u606f\uff0c\u8bf7\u8054\u7cfb ICONIQ Insights\u3002<\/p>\n<p><strong>IT \u548c\u5b89\u5168<\/strong><\/p>\n<ul>\n<li>ServiceNow\uff0833% \u7684\u53d7\u8bbf\u8005\u4f7f\u7528\uff09\u548c Snyk\uff0830% \u7684\u53d7\u8bbf\u8005\u4f7f\u7528\uff09\u9886\u5148\uff0c\u8fd9\u8868\u660e\u5927\u578b\u7ec4\u7ec7\u4ecd\u7136\u9ed8\u8ba4\u4f7f\u7528\u4ed6\u4eec\u73b0\u6709\u7684 ITSM \u548c\u5b89\u5168\u626b\u63cf\u5e73\u53f0\uff0c\u800c\u4e0d\u662f\u5efa\u7acb\u5168\u65b0\u7684 AI \u5de5\u5177\u3002<\/li>\n<li>Zapier \u548c Workato \u4e5f\u7ecf\u5e38\u88ab\u63d0\u53ca\uff0c\u8fd9\u7a81\u663e\u51fa\u56e2\u961f\u975e\u5e38\u91cd\u89c6\u4f4e\u4ee3\u7801\u7f16\u6392\uff0c\u7528\u4e8e\u5c06\u8b66\u62a5\u3001\u7968\u8bc1\u521b\u5efa\u548c\u8de8\u4e0d\u540c\u5de5\u5177\u7684\u8865\u6551\u811a\u672c\u7ed3\u5408\u8d77\u6765\u3002<\/li>\n<\/ul>\n<p><strong>\u6cd5\u5f8b<\/strong><\/p>\n<ul>\n<li>\u6cd5\u5f8b\u90e8\u95e8\u4e3b\u8981\u901a\u8fc7 <a href=\"https:\/\/www.kdjingpai.com\/pt\/chatgpt-6\/\">ChatGPT<\/a> \u548c\u4e34\u65f6\u811a\u672c\u6d89\u8db3 AI\uff0c\u4f46\u4e13\u95e8\u7684\u6cd5\u52a1\u52a9\u7406\u5e73\u53f0\u5f00\u59cb\u83b7\u5f97\u5173\u6ce8\u3002<\/li>\n<li>\u968f\u7740\u6cd5\u89c4\u548c\u5b89\u5168\u95ee\u9898\u7684\u589e\u52a0\uff0c\u6211\u4eec\u53ef\u80fd\u4f1a\u770b\u5230\u5206\u5316\uff1a\u4e3b\u6d41 LLM \u7528\u4e8e\u975e\u6b63\u5f0f\u7814\u7a76\u548c\u4ee5\u5408\u89c4\u4e3a\u4e2d\u5fc3\u7684\u5957\u4ef6\u7528\u4e8e\u5173\u952e\u4efb\u52a1\u5408\u540c\u5de5\u4f5c\u6d41\u3002<\/li>\n<\/ul>\n<p><strong>\u4eba\u529b\u8d44\u6e90\u548c\u62db\u8058<\/strong><\/p>\n<ul>\n<li>\u8fd1\u4e00\u534a\u7684\u56e2\u961f\u4f9d\u8d56\u4e8e LinkedIn \u5185\u7f6e\u7684 AI \u529f\u80fd\u2014\u2014\u4e2a\u4eba\u8d44\u6599\u5efa\u8bae\u3001\u5019\u9009\u4eba\u5339\u914d\u548c\u63a8\u5e7f\u6392\u5e8f\u2014\u2014\u8fd9\u8868\u660e\u62db\u8058\u4eba\u5458\u4f9d\u8d56\u4e8e\u4ed6\u4eec\u5df2\u7ecf\u6bcf\u5929\u4f7f\u7528\u7684\u5e73\u53f0\uff0c\u800c\u4e0d\u662f\u96c6\u6210\u72ec\u7acb\u7684\u89e3\u51b3\u65b9\u6848\u3002\u7136\u800c\uff0c\u50cf HireVue\uff08\u7528\u4e8e AI \u9a71\u52a8\u7684\u89c6\u9891\u9762\u8bd5\uff09\u548c Mercor\uff08\u7528\u4e8e\u5019\u9009\u4eba\u53c2\u4e0e\uff09\u8fd9\u6837\u7684\u5229\u57fa\u5e73\u53f0\u4e5f\u5f00\u59cb\u770b\u5230\u9002\u5ea6\u7684\u91c7\u7528\u3002<\/li>\n<\/ul>\n<p><strong>FP&amp;A \u81ea\u52a8\u5316<\/strong><\/p>\n<ul>\n<li>\u8bb8\u591a\u56e2\u961f\u4f7f\u7528 Ramp \u8fdb\u884c FP&amp;A \u81ea\u52a8\u5316\uff0c\u53ef\u80fd\u5229\u7528\u5176\u652f\u51fa\u7ba1\u7406\u548c\u6570\u636e\u540c\u6b65\u529f\u80fd\uff0c\u5728\u4e00\u4f53\u5f0f\u5e73\u53f0\u4e2d\u3002<\/li>\n<li>\u4e13\u95e8\u7684\u5957\u4ef6\uff0c\u5982 Pigment\u3001Basis \u548c Tabs \u4e5f\u5f00\u59cb\u83b7\u5f97\u5173\u6ce8\uff0c\u8fd9\u8868\u660e\u4eba\u4eec\u5bf9\u57fa\u4e8e\u9a71\u52a8\u56e0\u7d20\u7684\u8ba1\u5212\u548c\u591a\u573a\u666f\u5efa\u6a21\u5e73\u53f0\u8d8a\u6765\u8d8a\u611f\u5174\u8da3\u3002<\/li>\n<li>\u5927\u7ea6\u4e09\u5206\u4e4b\u4e00\u7684\u53d7\u8bbf\u8005\u4e5f\u5728\u4f7f\u7528\u5185\u90e8\u89e3\u51b3\u65b9\u6848\uff0c\u53cd\u6620\u4e86\u5bf9\u81ea\u5b9a\u4e49\u811a\u672c\u3001Excel \u5b8f\u548c\u5b9a\u5236\u7ba1\u9053\u4ee5\u5c06 ERP\u3001\u8ba1\u8d39\u548c BI \u7cfb\u7edf\u7ed3\u5408\u5728\u4e00\u8d77\u7684\u6295\u5165\u3002<\/li>\n<\/ul>\n<h3>10. \u7ed3\u8bba<\/h3>\n<p>\u6280\u672f\u5f88\u91cd\u8981\uff0c\u6218\u7565\u5f88\u91cd\u8981\uff0c\u4f46\u6700\u91cd\u8981\u7684\u662f\u4eba\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u539f\u6587\uff1ahttps:\/\/www.iconiqcapital.com\/growth\/reports\/2025-state-of-ai<\/p>\n<p>\u62a5\u544a\u4e0b\u8f7d\uff1ahttps:\/\/cdn.prod.website-files.com\/65d0d38fc4ec8ce8a8921654\/685ac42fd2ed80e09b44e889_ICONIQ%20Analytics_Insights_The_AI_Builders_Playbook_2025.pdf<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u76ee\u5f55 1. \u5f15\u8a00 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