{"id":946783,"date":"2025-09-09T15:23:59","date_gmt":"2025-09-09T14:23:59","guid":{"rendered":"https:\/\/www.artefact.com\/?post_type=blog&#038;p=946783"},"modified":"2025-09-29T10:58:04","modified_gmt":"2025-09-29T09:58:04","slug":"human-consultancy-is-at-the-core-of-successful-agentic-ai-implementation","status":"publish","type":"blog","link":"https:\/\/www.artefact.com\/zh\/blog\/human-consultancy-is-at-the-core-of-successful-agentic-ai-implementation\/","title":{"rendered":"\u4eba\u529b\u54a8\u8be2\u662f\u6210\u529f\u5b9e\u65bd\u4ee3\u7406 AI \u7684\u6838\u5fc3\u6240\u5728"},"content":{"rendered":"<p>12 \u4e2a\u6708\u524d\uff0c\u6211\u4eec\u5728 Artefact \u505a\u51fa\u4e86\u4e00\u9879\u91cd\u5927\u51b3\u5b9a\uff1a\u901a\u8fc7\u4e13\u95e8\u7684\u521b\u65b0\u533a\u57df\uff0c\u5168\u9762\u5b9e\u73b0\u4eba\u5de5\u667a\u80fd\u4f18\u5148\uff0c\u5e2e\u52a9\u6211\u4eec\u7684\u4eba\u5de5\u667a\u80fd\u987e\u95ee\u3001data \u79d1\u5b66\u5bb6\u548c\u5de5\u7a0b\u5e08\u771f\u6b63\u6539\u53d8\u4ed6\u4eec\u7684\u5de5\u4f5c\u65b9\u5f0f\u3002.<\/p>\n<p>\u6211\u4eec\u7684\u53d1\u73b0\u4e0d\u4ec5\u6d89\u53ca\u5230\u65b0\u5de5\u5177\u7684\u5b9e\u65bd\u3002\u5b83\u8fd8\u610f\u5473\u7740\u8981\u4ece\u6839\u672c\u4e0a\u91cd\u65b0\u601d\u8003\u4eba\u7c7b\u548c\u4eba\u5de5\u667a\u80fd\u4ee3\u7406\u5728\u4e13\u4e1a\u670d\u52a1\u4e2d\u7684\u5408\u4f5c\u65b9\u5f0f\u3002\u867d\u7136\u4e1a\u754c\u90fd\u5728\u6025\u4e8e\u91c7\u7528\u4eba\u5de5\u667a\u80fd\uff0c\u4f46\u5927\u591a\u6570\u516c\u53f8\u90fd\u5ffd\u7565\u4e86\u771f\u6b63\u80fd\u5e26\u6765\u4ef7\u503c\u7684\u5173\u952e\u533a\u522b\u3002.<\/p>\n<h2>\u7b2c 1 \u8bfe\uff1a\u4ee3\u7406\u4e0d\u662f\u5de5\u5177\uff0c\u800c\u662f\u5168\u804c\u5458\u5de5<\/h2>\n<p><span style=\"font-weight: 400;\">\u5de5\u5177\u5904\u7406\u4efb\u52a1\u3002\u5458\u5de5\u5904\u7406\u73af\u5883\u3002.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u8fd9\u4e00\u533a\u522b\u770b\u4f3c\u7b80\u5355\uff0c\u4f46\u5374\u662f\u5927\u591a\u6570\u516c\u53f8\u5931\u8d25\u7684\u539f\u56e0\u6240\u5728\u3002\u6211\u4eec\u770b\u5230\uff0c\u8bb8\u591a\u516c\u53f8\u4e3a\u4e86\u63d0\u9ad8 \u201c\u751f\u4ea7\u529b\u201d\uff0c\u5728\u56e2\u961f\u4e2d\u5145\u65a5\u7740 \u201c1000 \u4e2a\u4ee3\u7406\u201d--\u4f46\u7ed3\u679c\u5374\u6bd4\u4ee5\u5f80\u4efb\u4f55\u65f6\u5019\u90fd\u66f4\u6ca1\u6709\u751f\u4ea7\u529b\u3002\u7ba1\u7406\u65e0\u7a77\u65e0\u5c3d\u7684\u4eba\u5de5\u667a\u80fd\u5de5\u5177\u6240\u5e26\u6765\u7684\u8ba4\u77e5\u8d85\u8f7d\u9020\u6210\u7684\u662f\u6df7\u4e71\uff0c\u800c\u4e0d\u662f\u6548\u7387\u3002.<\/span><\/p>\n<p><strong>\u6211\u4eec\u5b9e\u884c\u7684\u660e\u786e\u5206\u79bb<\/strong><\/p>\n<p><span style=\"font-weight: 400;\">\u6211\u4eec\u660e\u786e\u533a\u5206\u4e86<\/span><\/p>\n<ul>\n<li aria-level=\"1\"><span style=\"font-weight: 400;\">GenAI \u5de5\u5177\uff1a\u8fd9\u4e9b\u5de5\u5177\u65e8\u5728\u5e2e\u52a9\u4eba\u4eec\u66f4\u597d\u5730\u8bb0\u7b14\u8bb0\u3001\u603b\u7ed3\u7535\u5b50\u90ae\u4ef6\u548c\u521b\u5efa\u5c0f\u578b\u81ea\u52a8\u5316\u3002.<\/span><\/li>\n<li aria-level=\"1\"><span style=\"font-weight: 400;\">\u4eba\u5de5\u667a\u80fd\u4ee3\u7406\uff1a\u5b83\u4eec\u8d1f\u8d23\u6d89\u53ca\u591a\u9879\u4efb\u52a1\u7684\u7aef\u5230\u7aef\u8303\u56f4\uff08\u662f\u7684\uff0c\u4ee3\u7406\u4e5f\u4f1a\u4f7f\u7528\u5de5\u5177\uff09\u3002<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">\u6211\u4eec\u6559\u5bfc\u56e2\u961f\u4ece\u4e00\u5f00\u59cb\u5c31\u4fdd\u6301\u8fd9\u79cd\u660e\u786e\u7684\u5206\u5de5\uff0c\u7136\u540e\u5e2e\u52a9\u4ed6\u4eec\u5c06\u4ee3\u7406\u5546\u89c6\u4e3a\u56e2\u961f\u7684\u771f\u6b63\u6210\u5458\u3002\u8fd9\u610f\u5473\u7740<\/span><\/p>\n<ul style=\"text-align: left;\">\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u6ce8\u91cd\u660e\u786e\u7684\u7ba1\u7406\u548c\u826f\u597d\u7684\u80cc\u666f\u6c9f\u901a\u3001,<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u6b63\u786e\u5e73\u8861\u81ea\u4e3b\u4e0e\u4fee\u8ba2\u3001,<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u63d0\u4f9b\u7ed3\u6784\u5316\u5165\u804c\u57f9\u8bad\u548c\u5b9a\u671f\u68c0\u67e5\u3002.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">\u521d\u7ea7\u804c\u4f4d\u901a\u5e38\u9700\u8981\u7684\u4e00\u5207\u3002.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u7ed3\u679c\u5982\u4f55\uff1f\u5f53\u56e2\u961f\u505c\u6b62\u5728 50 \u79cd\u4e0d\u540c\u5de5\u5177\u4e4b\u95f4\u5207\u6362\uff0c\u5e76\u5f00\u59cb\u6b63\u786e\u7ba1\u7406\u4e24\u5230\u4e09\u4e2a\u4ee3\u7406\u65f6\uff0c\u9879\u76ee\u4ea4\u4ed8\u901f\u5ea6\u5c31\u4f1a\u52a0\u5feb 40%\u3002.<\/span><\/p>\n<h2>\u7ecf\u9a8c 2\uff1a\u4e0d\u662f\u51cf\u5c11\u4eba\u6570\uff0c\u800c\u662f\u9ad8\u6548\u6269\u5c55<\/h2>\n<p><span style=\"font-weight: 400;\">\u54a8\u8be2\u4e1a\u7684\u5458\u5de5\u662f\u6211\u4eec\u6700\u5b9d\u8d35\u7684\u8d22\u5bcc\u3002\u4ed6\u4eec\u4e86\u89e3\u5e02\u573a\u3001\u5efa\u7acb\u54c1\u724c\u5fe0\u8bda\u5ea6\u3001\u8ba8\u8bba\u5e02\u573a\u8d8b\u52bf\u5e76\u521b\u9020\u6587\u5316\u3002\u5229\u7528\u4eba\u5de5\u667a\u80fd\u76f2\u76ee\u88c1\u5458\uff0c\u4f1a\u5728\u65e0\u5f62\u4e2d\u7834\u574f\u7ec4\u7ec7\u6587\u5316\uff0c\u800c\u8fd9\u79cd\u7834\u574f\u76f4\u5230\u4e3a\u65f6\u5df2\u665a\u624d\u4f1a\u5728\u7535\u5b50\u8868\u683c\u4e2d\u663e\u73b0\u51fa\u6765\u3002.<\/span><\/p>\n<p style=\"text-align: left;\"><strong>\u7f29\u653e\u7684\u65b0\u6570\u5b66<\/strong><\/p>\n<p style=\"text-align: left;\"><span style=\"font-weight: 400;\">\u4ef7\u503c\u5728\u4e8e\u6269\u5c55\u3002\u6211\u4eec\u73b0\u5728\u4e0d\u518d\u4e3a\u6bcf\u4e2a\u9879\u76ee\u8058\u7528\u4e94\u540d\u5168\u804c\u5458\u5de5\uff08FTE\uff09\uff0c\u800c\u662f\u8058\u7528\u4e09\u540d\u3002\u4f46\u5f88\u591a\u4eba\u5ffd\u89c6\u4e86\u8fd9\u4e00\u70b9\uff1a\u4eba\u5de5\u667a\u80fd\u6700\u6210\u529f\u7684\u516c\u53f8\u96c7\u7528 <\/span><i><span style=\"font-weight: 400;\">\u66f4\u591a<\/span><\/i><span style=\"font-weight: 400;\">, \u800c\u4e0d\u662f\u66f4\u5c11\u3002\u4ed6\u4eec\u57f9\u80b2\u6587\u5316\uff0c\u8bbe\u8ba1\u672a\u6765\u8d8b\u52bf\u3002\u53ea\u6709\u4eba\u7c7b\u624d\u80fd\u505a\u5230\u8fd9\u4e00\u70b9\u3002.<\/span><\/p>\n<p style=\"text-align: left;\"><span style=\"font-weight: 400;\">\u6211\u4eec\u7684\u4eba\u7c7b\u73b0\u5728\u505a\u7740\u4e0d\u540c\u7684\u5de5\u4f5c\uff1a<\/span><\/p>\n<ul style=\"text-align: left;\">\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u5efa\u7acb\u66f4\u6df1\u539a\u7684\u5ba2\u6237\u5173\u7cfb<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u521b\u9020\u521b\u65b0\u89e3\u51b3\u65b9\u6848<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u6307\u5bfc\u4eba\u7c7b\u548c\u4ee3\u7406<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u63d0\u524d\u611f\u77e5\u5e02\u573a\u53d8\u5316data<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">\u6269\u5927\u89c4\u6a21\u5e76\u4e0d\u53ea\u662f\u4e3a\u4e86\u63d0\u9ad8\u6548\u7387\uff0c\u800c\u662f\u4e3a\u4e86\u653e\u5927\u4eba\u7684\u80fd\u529b\uff0c\u540c\u65f6\u4fdd\u7559\u7ec4\u7ec7\u7684\u771f\u6b63\u4ef7\u503c\u6240\u5728\u3002.<\/span><\/p>\n<h2>\u7b2c\u4e09\u8bfe\uff1a\u4eba\u4eba\u90fd\u662f\u6f5c\u5728\u7684\u5f00\u53d1\u4eba\u5458--\u521b\u5efa\u5185\u90e8 \u201c\u5f00\u6e90 \u201d\u6587\u5316<\/h2>\n<p><span style=\"font-weight: 400;\">90% \u7684\u5458\u5de5\u4e0d\u4f1a\u53d1\u5e03\u751f\u4ea7\u4ee3\u7801\uff0c\u4f46\u8fd9\u4e0d\u662f\u91cd\u70b9\u3002.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u5173\u952e\u662f\uff0c\u5de5\u7a0b\u56e2\u961f\u5728\u770b\u5230\u5de5\u4f5c\u4e2d\u7684 POC \u65f6\uff0c\u8981\u6bd4\u770b\u5230\u5e7b\u706f\u7247\u4e0a\u7684\u8349\u7a3f\u66f4\u5bb9\u6613\u7406\u89e3\u4e1a\u52a1\u9700\u6c42\u3002\u4ece\u6280\u672f\u5230\u4e1a\u52a1\u548c\u4ece\u4e1a\u52a1\u5230\u6280\u672f\u4e4b\u95f4\u7684\u8fd9\u79cd\u8f6c\u53d8\u624d\u662f\u771f\u6b63\u7684\u4ef7\u503c\u6240\u5728\u3002.<\/span><\/p>\n<p><strong>\u4ea7\u54c1\u53d1\u73b0\u7684\u8f6c\u53d8<\/strong><\/p>\n<p><span style=\"font-weight: 400;\">\u5982\u4eca\uff0c\u6211\u4eec\u7684\u4ea7\u54c1\u63a2\u7d22\u4f1a\u53d8\u5f97\u66f4\u52a0\u4e92\u52a8\uff1a<\/span><\/p>\n<ul style=\"text-align: left;\">\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u4f1a\u8bae\u4e0a\u6ca1\u5b8c\u6ca1\u4e86\u7684\u95ee\u9898\u4e5f\u5c11\u4e86\u3002.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u6709\u66f4\u591a\u7684\u539f\u578b\u8bbe\u8ba1\u548c\u6d4b\u8bd5\u3002.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u53cc\u65b9\u90fd\u63d0\u51fa\u4e86\u4ee4\u4eba\u60ca\u53f9\u7684\u60f3\u6cd5\u548c\u89c1\u89e3\u3002.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u6bcf\u4e2a\u5408\u4f5c\u8005\u90fd\u4ee5\u81ea\u5df1\u7684\u65b9\u5f0f\u5bf9\u4ea7\u54c1\u505a\u51fa\u76f4\u63a5\u8d21\u732e--\u4e0d\u4e00\u5b9a\u662f\u6dfb\u52a0\u65b0\u7684\u751f\u4ea7\u7f16\u7801\uff0c\u800c\u662f\u901a\u8fc7\u5bf9\u6d89\u53ca\u7f16\u7801\u7684\u65b0\u6982\u5ff5\u548c\u60f3\u6cd5\u8fdb\u884c\u5bcc\u6709\u6210\u6548\u7684\u8fa9\u8bba\u3002.<\/span><\/li>\n<\/ul>\n<p style=\"text-align: left;\"><span style=\"font-weight: 400;\">\u50cf Lovable \u548c V0 \u8fd9\u6837\u7684\u5de5\u5177\u5df2\u7ecf\u6210\u4e3a\u6211\u4eec\u65b0\u7684\u7b14\u548c\u7eb8\u3002\u6709\u4e86\u5b83\u4eec\uff0c\u6211\u4eec\u5c31\u80fd\u5f88\u5bb9\u6613\u5730\u770b\u51fa\u4ec0\u4e48\u662f\u96be\u70b9\uff0c\u4ec0\u4e48\u662f\u7b80\u5355\u7684\u5b9e\u73b0\u65b9\u6cd5\u3002\u6211\u4eec\u53ef\u80fd\u4f1a\u8ba4\u4e3a\u5728 PowerPoint \u4e2d\u753b\u4e00\u4e2a\u4e09\u89d2\u5f62\u5f88\u5bb9\u6613\uff0c\u4f46\u5728 HTML \u4e2d\u5374\u5f88\u96be\uff0c\u4f46\u73b0\u5728\u6211\u4eec\u9a6c\u4e0a\u5c31\u77e5\u9053\u4e86\u3002.<\/span><\/p>\n<h2 style=\"text-align: left;\"><b>\u8fd9\u5bf9\u4e13\u4e1a\u670d\u52a1\u610f\u5473\u7740\u4ec0\u4e48<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">\u4e5f\u8bb8 10% \u6211\u4eec\u7684\u4e1a\u52a1\u4eba\u5458\u4f1a\u501f\u52a9\u8fd9\u4e9b\u5de5\u5177\u6210\u4e3a\u72ec\u7acb\u7684\u5efa\u8bbe\u8005\u3002\u4f46\u8fd9\u53ea\u662f\u526f\u4f5c\u7528\u3002\u771f\u6b63\u7684\u4ef7\u503c\u5728\u4e8e\u4ece\u4e1a\u52a1\u5230\u6280\u672f\u7684\u8f6c\u5316--\u5f53\u6bcf\u4e2a\u4eba\u90fd\u80fd\u5c06\u81ea\u5df1\u7684\u60f3\u6cd5\u539f\u578b\u5316\u65f6\uff0c\u5c31\u80fd\u8fbe\u6210\u5171\u8bc6\u3002.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">12 \u4e2a\u6708\u540e\uff0c\u8f6c\u578b\u5df2\u662d\u7136\u82e5\u63ed\u3002\u5927\u591a\u6570\u54a8\u8be2\u516c\u53f8\u90fd\u5728\u8bd5\u56fe\u5c06\u4eba\u5de5\u667a\u80fd\u5ac1\u63a5\u5230\u73b0\u6709\u6a21\u5f0f\u4e0a\uff0c\u8be2\u95ee \u201c\u4eba\u5de5\u667a\u80fd\u5982\u4f55\u8ba9\u6211\u4eec\u66f4\u9ad8\u6548\uff1f\u4ed6\u4eec\u5e94\u8be5\u95ee\uff1a\u201d\u6211\u4eec\u5982\u4f55\u56f4\u7ed5\u4eba\u4e0e\u4eba\u5de5\u667a\u80fd\u7684\u534f\u4f5c\u91cd\u5efa\u6211\u4eec\u7684\u6a21\u5f0f\uff1f\u201c<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u5f15\u9886\u4e0b\u4e00\u4e2a\u5341\u5e74\u7684\u516c\u53f8\u4e0d\u4f1a\u662f\u90a3\u4e9b\u62e5\u6709\u6700\u591a\u4eba\u5de5\u667a\u80fd\u5de5\u5177\u6216\u6700\u5c11\u5458\u5de5\u7684\u516c\u53f8\u3002\u5b83\u4eec\u5c06\u662f\u90a3\u4e9b\u61c2\u5f97\u4ee5\u4e0b\u4e09\u70b9\u7684\u4f01\u4e1a\uff1a<\/span><\/p>\n<ul style=\"text-align: left;\">\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u4ee3\u7406\u662f\u961f\u53cb\uff0c\u4e0d\u662f\u5de5\u5177\u3002.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u7f29\u653e\u80dc\u8fc7\u5207\u5272\u3002.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u5f53\u6bcf\u4e2a\u4eba\u90fd\u80fd\u5efa\u8bbe\u65f6\uff0c\u6bcf\u4e2a\u4eba\u7684\u8d21\u732e\u90fd\u4f1a\u66f4\u5927\u3002.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">\u8fd9\u4e0d\u662f\u6e10\u8fdb\u5f0f\u53d8\u9769\u3002\u8fd9\u662f\u5bf9\u54a8\u8be2\u5de5\u4f5c\u65b9\u5f0f\u7684\u5168\u9762\u91cd\u65b0\u6784\u60f3\u3002.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u6211\u4eec\u7684\u76ee\u6807\u662f\u4e3a\u4e0b\u4e00\u4ee3\u4e13\u4e1a\u670d\u52a1\u9886\u57df\u7684\u8fd0\u8425\u5de5\u4f5c\u6a21\u5f0f\u8bbe\u5b9a\u6807\u51c6\u3002\u6211\u4eec\u7684\u65b9\u6cd5\u4e0d\u662f\u8981\u53d6\u4ee3\u4eba\u7c7b\uff0c\u800c\u662f\u8981\u653e\u5927\u4eba\u7c7b\u7684\u72ec\u7279\u54c1\u8d28\u3002\u6700\u7ec8\uff0cAI is about people.\u00a0<\/span><\/p>","protected":false},"excerpt":{"rendered":"<p>\u4eba\u5de5\u667a\u80fd\u6b63\u5728\u91cd\u5851\u54a8\u8be2\u4e1a\uff0c\u4f46\u4e0d\u662f\u4ee5\u5927\u591a\u6570\u516c\u53f8\u60f3\u8c61\u7684\u65b9\u5f0f\u3002\u5728\u5bf9\u4e13\u4e1a\u670d\u52a1\u7684\u5b9e\u8df5\u63a2\u7d22\u4e2d\uff0c\u6211\u4eec\u63ed\u793a\u4e86\u5982\u4f55\u5c06\u4eba\u5de5\u667a\u80fd\u4ee3\u7406\u89c6\u4e3a\u5168\u804c\u961f\u53cb\u800c\u4e0d\u4ec5\u4ec5\u662f\u5de5\u5177\uff0c\u5982\u4f55\u4e13\u6ce8\u4e8e\u6269\u5c55\u800c\u4e0d\u662f\u51cf\u5c11\u4eba\u6570\uff0c\u4ee5\u53ca\u5982\u4f55\u57f9\u517b\u5185\u90e8\u7684 \u201c\u5f00\u6e90 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