{"id":1332872,"date":"2025-07-01T12:00:00","date_gmt":"2025-07-01T11:00:00","guid":{"rendered":"https:\/\/www.artefact.com\/?post_type=pdf-newsletters&#038;p=1332872"},"modified":"2026-07-01T06:45:28","modified_gmt":"2026-07-01T05:45:28","slug":"july-news-survey-on-the-future-of-agentic-supervision-key-survey","status":"publish","type":"pdf-newsletters","link":"https:\/\/www.artefact.com\/zh\/pdf-newsletters\/july-news-survey-on-the-future-of-agentic-supervision-key-survey\/","title":{"rendered":"7\u6708\u65b0\u95fb | \u5173\u4e8e\u201c\u4ee3\u7406\u5f0f\u76d1\u7763\u7684\u672a\u6765\u201d\u7684\u8c03\u67e5 | \u8c03\u67e5\u91cd\u70b9\u6458\u8981\u53ca\u4e13\u9898\u8ba8\u8bba\u73af\u8282 | Artefact\u63d0\u4f9b\u7684\u5404\u7c7b\u751f\u6210\u5f0fAI\u4e0e\u4ee3\u7406\u5f0fAI\u89e3\u51b3\u65b9\u6848 | Adopt AI\uff1aCEO\u767b\u53f0\u6f14\u8bb2\u53ca\u6f14\u8bb2\u5609\u5bbe\u9635\u5bb9"},"content":{"rendered":"<p>Artefact\u6b64\u524d\u5173\u4e8e <em>\u4eba\u5de5\u667a\u80fd\u5de5\u4f5c\u7684\u672a\u6765<\/em> \u5f97\u51fa\u7ed3\u8bba\u8ba4\u4e3a\uff0c\u91cd\u590d\u4e14\u5355\u8c03\u7684\u4efb\u52a1\u5c06\u901a\u8fc7\u201c\u4ee3\u7406\u5f0f\u4eba\u5de5\u667a\u80fd\u201d\u5f97\u5230\u589e\u5f3a\uff0c\u5e76\u8f6c\u53d8\u4e3a\u201c\u4ee3\u7406\u5f0f\u76d1\u7763\u201d\u3002\u8fd9\u4efd\u65b0\u62a5\u544a\u300a\u201c<strong><em>\u201d\u4ee3\u7406\u5f0f\u76d1\u7763\u7684\u672a\u6765\u201d<\/em><\/strong>, \uff0c\u6df1\u5165\u63a2\u8ba8\u4e86 <strong>\u7ec4\u7ec7\u5e94\u5982\u4f55\u505a\u597d\u51c6\u5907\uff0c\u4ee5\u76d1\u7763\u548c\u7ba1\u7406\u7ee9\u6548\u3001\u5b89\u5168\u53ca\u6218\u7565\u4ef7\u503c<\/strong> \u8fd9\u4e9b\u65b0\u578b\u667a\u80fd\u7cfb\u7edf\uff0c\u5e76\u6700\u7ec8\u56f4\u7ed5\u4ee3\u7406\u5f0f\u4eba\u5de5\u667a\u80fd\u7684\u76d1\u7763\u673a\u5236\u91cd\u5851\u5de5\u4f5c\u65b9\u5f0f\u3002\u201c<em>\u6211\u4eec\u53d1\u73b0\uff0c\u5c3d\u7ba1\u4eba\u5de5\u667a\u80fd\u4ee3\u7406\u5c06\u53d6\u4ee3\u4eba\u7c7b\u5b8c\u6210\u90a3\u4e9b\u67af\u71e5\u4e14\u91cd\u590d\u7684\u4efb\u52a1\uff0c\u4f46\u4e00\u79cd\u65b0\u578b\u5de5\u4f5c\u5c06\u4f1a\u51fa\u73b0\uff1a<\/em> <em>a<\/em><em>\u57fa\u56e0\u76d1\u7ba1<\/em>,\u8bf4 <strong>\u4f5b\u7f57\u4f26\u8428-\u8d1d\u5185\u9f50\u7279<\/strong>, \uff0cData \u9886\u57df\u4e13\u5bb6\u5408\u4f5c\u4f19\u4f34\uff0c\u517c\u4efb Artefact \u4eba\u5de5\u667a\u80fd\u6cbb\u7406\u4e13\u5bb6\u3002. <em>\u201c\u76d1\u7763\u4e0d\u5e94\u662f\u4e8b\u540e\u624d\u8003\u8651\u7684\uff0c\u800c\u5fc5\u987b\u5728\u4ee3\u7406\u7684\u8bbe\u8ba1\u548c\u5f00\u53d1\u521d\u671f\u5c31\u4e88\u4ee5\u878d\u5165\uff0c\u201d<\/em> \u5907\u6ce8 <strong>\u54c8\u5357-\u74e6\u8d5e<\/strong>, Managing Partner \u53ca Artefact \u7684\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u8d1f\u8d23\u4eba\u3002.<\/p>\n\n\n\n<p>\u5728\u4e0d\u65ad\u6f14\u53d8\u7684\u4f01\u4e1a\u4eba\u5de5\u667a\u80fd\u9886\u57df\uff0c\u4ee3\u7406\u7cfb\u7edf\u7684\u5174\u8d77\u6807\u5fd7\u7740\u4e00\u4e2a <strong>\u5173\u952e\u6027\u8f6c\u53d8<\/strong>. AI \u4ee3\u7406\u662f\u7531\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u9a71\u52a8\u7684\u81ea\u4e3b\u5e94\u7528\u7a0b\u5e8f <strong>\u5177\u6709\u63a8\u7406\u3001\u8bb0\u5fc6\u548c\u884c\u52a8\u7684\u80fd\u529b\u3002. <\/strong> \u4ed6\u4eec\u662f\u79ef\u6781\u7684\u51b3\u7b56\u8005\uff0c\u80fd\u591f\u5b9e\u65f6\u5f71\u54cd\u4e1a\u52a1\u6d41\u7a0b\u3002\u4f46\u81ea\u4e3b\u6027\u4f34\u968f\u7740\u98ce\u9669\uff0c\u800c\u98ce\u9669\u53c8\u8981\u6c42\u8fdb\u884c\u6709\u6761\u7406\u7684\u76d1\u7763\u3002\u5728\u8fd9\u4e2a\u65b0\u8303\u5f0f\u4e0b\uff0c, <strong>\u5bf9\u6280\u672f\u7cfb\u7edf\u7684\u76d1\u7763\u5df2\u4e0d\u518d\u662f\u53ef\u6709\u53ef\u65e0\u7684\uff0c\u800c\u662f\u57fa\u7840\u6027\u7684\u3002.<\/strong><\/p>\n\n\n\n<p>\u6ce8\uff1a <strong>\u4f5b\u7f57\u4f26\u8428-\u8d1d\u5185\u9f50\u7279<\/strong> \u548c <strong>\u54c8\u5357-\u74e6\u8d5e<\/strong>, \u6211\u4eec\u7684\u9886\u57df\u4e13\u5bb6\u5171\u540c\u64b0\u5199\u4e86\u8fd9\u4efd\u8c03\u67e5\u62a5\u544a\uff0c\u5e76\u91c7\u8bbf\u4e8614\u5bb6\u4f01\u4e1a\u4ee5\u53ca5\u4f4dArtefact\u4ee3\u7406\u4ea7\u54c1\u7ecf\u7406\u548c\u5de5\u7a0b\u5e08\u3002 \u6b64\u5916\uff0c\u6211\u4eec\u8fd8\u8054\u7cfb\u4e86\u4e3b\u8981\u7684\u4ee3\u7406\u5f0f\u76d1\u7763\u670d\u52a1\u63d0\u4f9b\u5546\uff0c\u5305\u62ec\u62e5\u6709\u591a\u5e74\u8f6f\u4ef6\u76d1\u7763\u7ecf\u9a8c\u7684\u4e3b\u8981data\u53caAI\u5e73\u53f0\uff08\u5982\u8c37\u6b4c\u548c\u5fae\u8f6f\uff09\uff0c\u4ee5\u53ca\u4e13\u4e1a\u521d\u521b\u516c\u53f8\uff08WB\u3001Giskard\u3001RobustIntelligence\u7b49\uff09\u3002.<\/p>\n\n\n\n<p><strong>\u300a\u4ee3\u7406\u76d1\u7763\u7684\u672a\u6765\u300b\u8c03\u67e5\u62a5\u544a\u7684\u6838\u5fc3\u89c1\u89e3\uff1a\u4ece\u6cbb\u7406\u539f\u5219\u5230\u8fd0\u8425\u5c31\u7eea\u3002. <\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u300a\u4ee3\u7406\u76d1\u7763\u7684\u672a\u6765\u300b\u8c03\u67e5\u62a5\u544a\u7684\u6838\u5fc3\u89c1\u89e3\uff1a\u4ece\u6cbb\u7406\u539f\u5219\u5230\u8fd0\u8425\u5c31\u7eea\u3002.<\/h2>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img decoding=\"async\" width=\"600\" height=\"335\" src=\"https:\/\/www.artefact.com\/wp-content\/uploads\/2026\/06\/july-news-06-1-600x335.png\" data-orig-src=\"https:\/\/www.artefact.com\/wp-content\/uploads\/2026\/06\/july-news-06-1-600x335.png\" alt=\"Summer break notice \ud83c\udf1e\" class=\"lazyload wp-image-1332923\" style=\"width:600px\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27600%27%20height%3D%27335%27%20viewBox%3D%270%200%20600%20335%27%3E%3Crect%20width%3D%27600%27%20height%3D%27335%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/july-news-06-1-18x10.png 18w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/july-news-06-1-200x112.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/july-news-06-1-300x168.png 300w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/july-news-06-1-400x224.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/july-news-06-1-600x335.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/july-news-06-1-768x429.png 768w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/july-news-06-1-800x447.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/july-news-06-1-1024x572.png 1024w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/july-news-06-1-1200x671.png 1200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/july-news-06-1-1536x858.png 1536w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/july-news-06-1.png 2190w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n<\/div>\n\n\n<p><strong>\u5177\u6709\u4ee3\u7406\u80fd\u529b\u7684AI\u7cfb\u7edf\u5e76\u975e\u4f20\u7edf\u8f6f\u4ef6\uff0c\u800c\u662f\u57fa\u4e8e\u6982\u7387\u7684\u3002.<\/strong><\/p>\n\n\n\n<p>:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n\n<li>\u8f6f\u4ef6\u5f00\u53d1\u9075\u5faa\u786e\u5b9a\u6027\u89c4\u5219\uff0c\u59cb\u7ec8\u5e94\u7528\u76f8\u540c\u3001\u4e0d\u53d8\u4e14\u6b63\u786e\u7684\u903b\u8f91\uff0c\u800c\u4eba\u5de5\u667a\u80fd\u4ee3\u7406\u5219 <strong>\u662f\u6982\u7387\u6027\u7684<\/strong>, \uff0c\u8fd9\u610f\u5473\u7740\u5b83\u4eec\u7684\u8f93\u51fa\u867d\u7136\u53d7\u5230\u8f93\u5165\u4e0a\u4e0b\u6587\u7684\u5f3a\u70c8\u5f71\u54cd\uff0c\u4f46\u5728\u6bcf\u6b21\u8fd0\u884c\u65f6\u90fd\u4f1a\u6709\u6240\u4e0d\u540c\u3002.<\/li>\n\n\n<li>\u5b83\u4eec\u5c06\u81ea\u7136\u8bed\u8a00\u5904\u7406\u80fd\u529b\u4e0e <strong>\u80fd\u591f\u81ea\u4e3b\u8fd0\u7528\u5185\u90e8\u5de5\u5177\u3001API \u6216 databases \u6765\u89e3\u51b3\u65b0\u95ee\u9898<\/strong>. \u8fd9\u79cd\u7075\u6d3b\u6027\u4f7f\u6211\u4eec\u5728\u5ba2\u6237\u652f\u6301\u3001\u8fd0\u8425\u3001\u4eba\u529b\u8d44\u6e90\u548c\u91c7\u8d2d\u7b49\u9886\u57df\u5b9e\u73b0\u4e86\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\u7684\u4ef7\u503c\u521b\u9020\u3002.<\/li>\n\n<\/ul>\n\n\n\n<p><strong>\u4e3b\u52a8\u90e8\u7f72\u7684\u6838\u5fc3\u6743\u8861\uff1a\u4ef7\u503c\u4e0e\u98ce\u9669\u3002.<\/strong><\/p>\n\n\n\n<p>:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n\n<li>\u4f20\u7edf\u4ee3\u7801\u901a\u5e38\u53ea\u9700\u6d4b\u8bd5\u4e00\u6b21\uff0c\u5373\u53ef\u653e\u5fc3\u5730\u90e8\u7f72\uff0c, <strong>\u90e8\u7f72\u4ee3\u7406\u65f6\u5fc5\u987b\u8003\u8651\u5230\u98ce\u9669<\/strong>, \uff0c\u5e76\u4e0d\u65ad\u8fdb\u884c\u76d1\u6d4b\u3001\u8bc4\u4f30\u548c\u6539\u8fdb\u3002\u56e0\u6b64\uff0c\u4ee3\u7406\u6cbb\u7406\u7684\u672a\u6765\u5728\u4e8e <strong>\u5927\u89c4\u6a21\u7684\u6301\u7eed\u76d1\u7763<\/strong>.<\/li>\n\n\n<li><strong>\u5fc5\u987b\u660e\u786e\u7ba1\u7406\u8fd9\u79cd\u4ef7\u503c\u4e0e\u98ce\u9669\u4e4b\u95f4\u7684\u6743\u8861\u5173\u7cfb<\/strong>. \u4f01\u4e1a\u5fc5\u987b\u660e\u786e\u201c\u4ef7\u503c\u201d\u5728\u5177\u4f53\u60c5\u5883\u4e2d\u7684\u542b\u4e49\uff08\u4efb\u52a1\u6210\u529f\u7387\u3001\u7528\u6237\u53c2\u4e0e\u5ea6\u3001\u751f\u4ea7\u529b\u63d0\u5347\uff09\uff0c\u5e76\u786e\u5b9a\u9700\u8981\u63a7\u5236\u7684\u98ce\u9669\uff1a\u5e7b\u89c9\u3001\u5ef6\u8fdf\u3001\u504f\u89c1\u3001\u58f0\u8a89\u53d7\u635f\u6216\u6210\u672c\u8d85\u652f\u3002.<\/li>\n\n<\/ul>\n\n\n\n<p><em>\u201c\u76d1\u7763\u673a\u5236\u6210\u4e3a\u5728\u4eba\u5de5\u667a\u80fd\u4ee3\u7406\u751f\u547d\u5468\u671f\u7684\u6bcf\u4e2a\u9636\u6bb5\u2014\u2014\u5305\u62ec\u8bbe\u8ba1\u3001\u5f00\u53d1\u3001\u90e8\u7f72\u548c\u8fd0\u884c\u9636\u6bb5\u2014\u2014\u6765\u8c03\u8282\u8fd9\u79cd\u5e73\u8861\u7684\u8fd0\u4f5c\u673a\u5236\uff0c\u201d<\/em> \u5f17\u6d1b\u4f26\u65af\u89e3\u91ca\u9053\u3002.<\/p>\n\n\n\n<p><strong>\u5206\u4e09\u6b65\u7ba1\u7406\u4ee3\u7406\u76d1\u7763\uff1a\u89c2\u5bdf\u3001\u8bc4\u4f30\u3001\u884c\u52a8\u3002. <\/strong><\/p>\n\n\n\n<p>\u8981\u5b9e\u73b0\u8fd9\u79cd\u5e73\u8861\uff0c\u4f01\u4e1a\u9700\u8981\u56f4\u7ed5\u4e09\u5927\u6838\u5fc3\u80fd\u529b\u5efa\u7acb\u4ee3\u7406\u76d1\u7763\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n\n<li>1.<strong> \u89c2\u5bdf\uff1a<\/strong> \u6355\u83b7\u7ed3\u6784\u5316\u9065\u6d4b\u6570\u636e data\uff1a\u8f93\u5165\u3001\u8f93\u51fa\u3001\u5de5\u5177\u8c03\u7528\u3001\u9519\u8bef\u4ee5\u53ca\u7528\u6237\u53cd\u9988\u30022.<strong> \u8bc4\u4ef7\uff1a<\/strong> \u5229\u7528\u8d28\u91cf\u6307\u6807\u548c\u98ce\u9669\u6307\u6807\uff0c\u6839\u636e\u4e1a\u52a1\u5b9a\u4e49\u7684\u76ee\u6807\u548c\u63a7\u5236\u9608\u503c\u8bc4\u4f30\u7ee9\u6548\u30023.<strong> \u884c\u52a8\uff1a<\/strong> \u4e0a\u62a5\u5e76\u5904\u7406\u4e8b\u4ef6\u3001\u91cd\u65b0\u8bad\u7ec3\u6a21\u578b\u3001\u8c03\u6574\u9632\u62a4\u63aa\u65bd\uff0c\u6216\u56de\u6eda\u4ee3\u7406\u7a0b\u5e8f\u66f4\u65b0\u3002.<\/li>\n\n<\/ol>\n\n\n\n<p><em>\u201c\u8fd9\u4e00\u8fc7\u7a0b\u88ab\u79f0\u4e3a\u201c<strong>\u4e3b\u52a8\u76d1\u7763<\/strong>\u201d\uff0c\u8fd9\u4e0eDevOps\u5b9e\u8df5\u76f8\u547c\u5e94\uff0c\u4f46\u5fc5\u987b\u6839\u636e\u4eba\u5de5\u667a\u80fd\u7684\u6982\u7387\u6027\u548c\u4e0d\u65ad\u6f14\u53d8\u7684\u7279\u6027\u8fdb\u884c\u8c03\u6574\uff0c\u5e76\u5c06\u8303\u56f4\u4ece\u6280\u672f\u56e2\u961f\u6269\u5c55\u5230\u4e1a\u52a1\u6d41\u7a0b\u53ca\u76f8\u5173\u56e2\u961f\uff0c\u5982\u5ba2\u6237\u6210\u529f\u3001\u4eba\u529b\u8d44\u6e90\u3001\u6cd5\u52a1\u3001\u8fd0\u8425\u7b49\u3002\u201d <\/em><\/p>\n\n\n\n<p><strong>\u8fd9\u9879\u65b0\u7814\u7a76\u5f97\u51fa\u7684\u603b\u4f53\u7ed3\u8bba\u662f\uff1a\u4ee3\u7406\u5f0f\u76d1\u7763\u662f\u4eba\u5de5\u667a\u80fd\u7684\u672a\u6765\u3002.<\/strong><\/p>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-16018d1d wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/www.artefact.com\/zh\/blog\/the-future-of-agentic-supervision-from-governance-principles-to-operational-readiness\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u9605\u8bfb\u8c03\u67e5\u7efc\u8ff0<\/a><\/div>\n<\/div>\n\n\n\n<p><strong>Artefact\u8bba\u6587\u300a\u4ee3\u7406\u5f0f\u76d1\u7763\u7684\u672a\u6765\u300b\u7684\u5408\u8457\u8005\u5f17\u6d1b\u4f26\u65af\u00b7\u8d1d\u5185\u9f50\u7279\uff08Florence B\u00e9n\u00e9zit\uff09\u5728VivaTech 2025\u5c55\u4f1a\u4e0a\uff0c\u4e8e\u6211\u4eec\u7684\u5c55\u4f4d\u4e0a\u4ecb\u7ecd\u4e86\u8fd9\u9879\u7814\u7a76\u3002. <\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Artefact\u8bba\u6587\u300a\u4ee3\u7406\u5f0f\u76d1\u7763\u7684\u672a\u6765\u300b\u7684\u5408\u8457\u8005\u5f17\u6d1b\u4f26\u65af\u00b7\u8d1d\u5185\u9f50\u7279\uff08Florence B\u00e9n\u00e9zit\uff09\u5728VivaTech 2025\u5c55\u4f1a\u4e0a\uff0c\u4e8e\u6211\u4eec\u7684\u5c55\u4f4d\u4e0a\u4ecb\u7ecd\u4e86\u8fd9\u9879\u7814\u7a76\u3002.<\/h2>\n\n\n\n<p>\u5f17\u6d1b\u4f26\u65af\u89e3\u91ca\u8bf4\uff0c\u4ee3\u7406\u6cbb\u7406\u65e9\u5728\u90e8\u7f72\u4e4b\u524d\u5c31\u5df2\u7ecf\u5f00\u59cb\u4e86\uff1a<\/p>\n\n\n\n<p>:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n\n<li>\u4ece\u52d8\u63a2\u9636\u6bb5\u5f00\u59cb\uff0c, <strong>\u4e1a\u52a1\u56e2\u961f\u548c\u6280\u672f\u56e2\u961f\u5fc5\u987b\u901a\u529b\u5408\u4f5c<\/strong> \u4ee5\u5b9a\u4e49\u6210\u529f\u6807\u51c6\u3001\u8bc6\u522b\u98ce\u9669\u7c7b\u578b\u5e76\u786e\u5b9a\u8bc4\u4f30\u7b56\u7565\u3002\u8fd9\u79cd\u5171\u540c\u8bbe\u8ba1\u65b9\u6cd5\u786e\u4fdd\u4e86<strong>\u8fd9\u4e9b\u65b9\u6848\u5728\u6280\u672f\u4e0a\u975e\u5e38\u53ef\u9760\uff0c\u5e76\u4e14\u4ece\u4e00\u5f00\u59cb\u5c31\u4e0e\u4e1a\u52a1\u91cd\u70b9\u4fdd\u6301\u4e00\u81f4<\/strong>. \u5982\u679c\u7f3a\u4e4f\u8fd9\u79cd\u7a0b\u5ea6\u7684\u7ec4\u7ec7\uff0c\u5c31\u5f88\u96be\u6269\u5927\u4ee3\u7406\u4fe1\u4efb\u7684\u89c4\u6a21\u3002.<\/li>\n\n\n<li>\u5728\u8bbe\u8ba1\u9636\u6bb5\uff0c\u56e2\u961f\u901a\u5e38\u9700\u8981 <strong>\u6784\u5efa\u201c\u771f\u5b9e\u6570\u636e\u201ddata\u6570\u636e\u96c6<\/strong> \u8fd9\u4e9b\u53cd\u6620\u4e86\u671f\u671b\u7684\u667a\u80fd\u4f53\u884c\u4e3a\u3002\u5b83\u4eec\u5bf9\u4e8e\u8bad\u7ec3\u548c\u8bc4\u4f30\u90fd\u81f3\u5173\u91cd\u8981\u3002\u5728\u5f00\u53d1\u8fc7\u7a0b\u4e2d\uff0c\u56e2\u961f\u5fc5\u987b <strong>\u6839\u636e\u591a\u9879\u6307\u6807\u786e\u5b9a\u201c\u901a\u8fc7\/\u4e0d\u901a\u8fc7\u201d\u7684\u653e\u884c\u9608\u503c<\/strong>.<\/li>\n\n<\/ul>\n\n\n\n<p><em>\u201c\u6211\u4eec\u7684\u76ee\u6807\u662f\u4e3a\u2026\u2026\u5960\u5b9a\u57fa\u7840\u201d <strong>\u4eba\u5de5\u667a\u80fd\u4ee3\u7406\u76d1\u7763\u8fd9\u4e00\u65b0\u5174\u804c\u4e1a<\/strong>, \uff0c\u8fd9\u662f\u4e00\u4e2a\u6a2a\u8de8\u4e1a\u52a1\u3001\u6280\u672f\u548c\u6cbb\u7406\u9886\u57df\u7684\u590d\u5408\u578b\u89d2\u8272\u2014\u2014\u6211\u4eec\u8ba4\u4e3a\u5b83\u4f53\u73b0\u4e86 <strong>\u4eba\u5de5\u667a\u80fd\u65f6\u4ee3\u7684\u5de5\u4f5c\u672a\u6765<\/strong>,\u201d\u5f17\u6d1b\u4f26\u65af\u5f3a\u8c03\u9053\u3002.<\/em><\/p>\n\n\n\n<p><strong>\u6211\u4eec\u63d0\u4f9b\u4e86\u4e00\u4efd\u5b9e\u7528\u7684\u6307\u5357\uff0c\u5176\u4e2d\u5305\u542b\u56db\u9879\u5efa\u8bae\uff0c\u65e8\u5728\u5e2e\u52a9\u4f01\u4e1a\u5c06\u7406\u8bba\u4ed8\u8bf8\u5b9e\u8df5\u3002.<\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n\n<li><strong>\u4ece\u771f\u5b9e\u9879\u76ee\u5f00\u59cb\uff0c\u800c\u4e0d\u662f\u539f\u578b\uff1a<\/strong> \u5c06\u6cbb\u7406\u5de5\u4f5c\u91cd\u70b9\u653e\u5728\u7528\u4e8e\u751f\u4ea7\u7684\u9ad8\u4ef7\u503c\u4ee3\u7406\u4e0a\u3002\u6784\u5efa\u771f\u5b9e\u7684\u7cfb\u7edf\uff0c\u800c\u4e0d\u662f\u968f\u610f\u7684\u6f14\u793a\uff0c\u4ee5\u4fbf\u5c3d\u65e9\u53d1\u73b0\u8fd0\u884c\u4e2d\u7684\u73b0\u5b9e\u95ee\u9898\u3002.<\/li>\n\n\n<li><strong>\u5728\u5f00\u53d1\u5de5\u5177\u65f6\uff0c\u9996\u5148\u8003\u8651\u5f00\u53d1\u4eba\u5458\uff1a<\/strong> \u9009\u62e9\u80fd\u591f\u652f\u6301\u5de5\u7a0b\u5de5\u4f5c\u6d41\u7684\u53ef\u89c2\u6d4b\u6027\u5de5\u5177\u3002\u4e1a\u52a1\u4eea\u8868\u76d8\u56fa\u7136\u6709\u7528\uff0c\u4f46\u5f00\u53d1\u4eba\u5458\u7684\u91c7\u7528\u7a0b\u5ea6\u5bf9\u4e8e\u6536\u96c6\u9ad8\u8d28\u91cf\u7684\u5143\u6570\u636edata\u81f3\u5173\u91cd\u8981\u3002.<\/li>\n\n\n<li><strong>\u660e\u786e\u98ce\u9669\u6240\u6709\u6743\uff1a<\/strong> \u786e\u5b9a\u54ea\u4e9b\u804c\u80fd\u90e8\u95e8\u62e5\u6709\u54ea\u4e9b\u98ce\u9669\u3002\u8c01\u5bf9\u5b89\u5168\u3001\u9690\u79c1\u3001\u504f\u89c1\u6216\u7528\u6237\u4f53\u9a8c\u4e0b\u964d\u8d1f\u8d23\uff1f\u5efa\u7acb\u5347\u7ea7\u8def\u5f84\u548c\u7b7e\u6838\u89c4\u5219\u3002.<\/li>\n\n\n<li><strong>\u5c06 AgentOps \u4e0e DataOps \u76f8\u7edf\u4e00\uff1a<\/strong> \u5c06\u4ee3\u7406\u548c data \u7ba1\u9053\u89c6\u4e3a\u4e00\u679a\u786c\u5e01\u7684\u4e24\u9762\u3002\u5171\u540c\u76d1\u7763 data \u8d28\u91cf\u548c\u4ee3\u7406\u884c\u4e3a\uff0c\u8bca\u65ad\u4e8b\u6545\u7684\u6839\u672c\u539f\u56e0\u3002.<\/li>\n\n<\/ol>\n\n\n\n<p><em>\u201c\u4ee3\u7406\u6cbb\u7406\u5c06\u8fc5\u901f\u53d1\u5c55\u3002\u4f46\u5176\u57fa\u7840\u662f\u6c38\u6052\u4e0d\u53d8\u7684\uff1a\u6e05\u6670\u3001\u534f\u4f5c\u548c\u6301\u7eed\u5b66\u4e60\u3002\u53ca\u65e9\u8df5\u884c\u8fd9\u4e00\u539f\u5219\u7684\u4f01\u4e1a\uff0c\u4e0d\u4ec5\u80fd\u907f\u514d\u4ee3\u4ef7\u9ad8\u6602\u7684\u5931\u8bef\uff0c\u8fd8\u80fd\u5efa\u7acb\u6301\u4e45\u7684\u7ade\u4e89\u4f18\u52bf\u3002\u201d <\/em><\/p>\n\n\n\n<p><strong>Artefact \u63d0\u4f9b\u56db\u9879\u670d\u52a1\uff0c\u65e8\u5728\u534f\u52a9\u5404\u7ec4\u7ec7\u542f\u52a8\u6216\u52a0\u901f\u5176\u901a\u7528\u4eba\u5de5\u667a\u80fd\uff08Gen AI\uff09\u548c\u4ee3\u7406\u5f0f\u4eba\u5de5\u667a\u80fd\uff08Agentic AI\uff09\u7684\u53d1\u5c55\u8fdb\u7a0b\u3002. <\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Artefact \u63d0\u4f9b\u56db\u9879\u670d\u52a1\uff0c\u65e8\u5728\u534f\u52a9\u5404\u7ec4\u7ec7\u542f\u52a8\u6216\u52a0\u901f\u5176\u901a\u7528\u4eba\u5de5\u667a\u80fd\uff08Gen AI\uff09\u548c\u4ee3\u7406\u5f0f\u4eba\u5de5\u667a\u80fd\uff08Agentic AI\uff09\u7684\u53d1\u5c55\u8fdb\u7a0b\u3002.<\/h2>\n\n\n\n<p><strong> \u9605\u8bfbArtefact\u5728VivaTech\u300aHub Institute\u62a5\u544a\u300b\u4e2d\u7684\u7ae0\u8282 <\/strong><\/p>\n\n\n\n<p>\u6211\u4eec\u7684\u4e00\u7cfb\u5217\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u548c\u667a\u80fd\u4ee3\u7406\u670d\u52a1\u5747\u6839\u636e\u6bcf\u4f4d\u5ba2\u6237\u7684\u6210\u719f\u5ea6\u6c34\u5e73\u91cf\u8eab\u5b9a\u5236\uff0c\u5e2e\u52a9\u4ed6\u4eec\u5feb\u901f\u542f\u52a8\u6216\u6269\u5c55\u4e1a\u52a1\u3002.<\/p>\n\n\n\n<p><strong>\u2013 \u8bfe\u7a0b #1 | \u4eba\u5de5\u667a\u80fd\u6218\u7565\u4e0e\u7ec4\u7ec7\uff1a<\/strong> \u5bf9\u4e8e\u521a\u521a\u5f00\u59cb\u6d89\u8db3\u4eba\u5de5\u667a\u80fd\u6216\u5e0c\u671b\u6269\u5927\u89c4\u6a21\u7684\u4f01\u4e1a\u800c\u8a00\uff0c\u8fd9\u662f\u7406\u60f3\u7684\u9009\u62e9\u3002. <strong>\u57286\u81f312\u5468\u5185<\/strong>, Artefact \u6709\u52a9\u4e8e\u5236\u5b9a\u6e05\u6670\u7684\u4eba\u5de5\u667a\u80fd\u8def\u7ebf\u56fe\u3001\u8fd0\u8425\u6a21\u5f0f\u548c\u53d8\u9769\u8ba1\u5212\uff0c\u4ee5\u5f15\u5bfc\u5458\u5de5\u53c2\u4e0e\u5176\u4e2d\u3002. <strong>\u2013 \u65b9\u6848 #2 | \u4eba\u5de5\u667a\u80fd\u5e94\u7528\uff1a<\/strong> \u5bf9\u4e8e\u5df2\u7ecf\u90e8\u7f72\u4e86\u4eba\u5de5\u667a\u80fd\u5de5\u5177\u7684\u4f01\u4e1a\u800c\u8a00\uff0c\u8be5\u65b9\u6848\u901a\u5e38\u901a\u8fc7\u90e8\u7f72\u5b89\u5168\u7684\u5185\u90e8 GPT\uff0c\u80fd\u591f\u8fc5\u901f\u63d0\u5347\u5de5\u5177\u7684\u4f7f\u7528\u7387\u548c\u751f\u4ea7\u529b\u3002\u5176\u76ee\u6807\u662f\uff1a <strong>\u77ed\u77ed\u56db\u4e2a\u6708\u5185\u5c31\u80fd\u83b7\u5f97\u5feb\u901f\u4e14\u53ef\u91cf\u5316\u7684\u6210\u6548\u3002. <\/strong> <strong>\u2013 \u65b9\u6848 #3 | AI \/ \u4ee3\u7406\u5f0f\u5de5\u5382\u4e0e\u5e73\u53f0\uff1a <\/strong>\u8be5\u65b9\u6848\u4f7f\u4eba\u5de5\u667a\u80fd\u9886\u57df\u7684\u9886\u519b\u4f01\u4e1a\u80fd\u591f\u901a\u8fc7\u8bbe\u8ba1\u5e76\u63a8\u51fa\u4e00\u9879\u6db5\u76d6\u89e3\u51b3\u65b9\u6848\u5f00\u53d1\u3001\u5e73\u53f0\u6784\u5efa\u548c\u5e94\u7528\u63a8\u5e7f\u7684\u52a0\u901f\u8ba1\u5212\uff0c\u4ece\u800c\u5feb\u901f\u63a8\u8fdb\u4e1a\u52a1\uff0c\u5e76<strong> \u5728\u7b2c3\u3001\u7b2c6\u548c\u7b2c12\u4e2a\u6708\u53d6\u5f97\u53ef\u91cf\u5316\u7684\u6210\u679c\u3002. <\/strong> <strong>\u2013 \u65b9\u6848 #4 | \u57fa\u4e8e\u4eba\u5de5\u667a\u80fd\u7684\u529f\u80fd\u8f6c\u578b\uff1a<\/strong> \u8be5\u65b9\u6848\u4e13\u6ce8\u4e8e\u5ba2\u6237\u670d\u52a1\u6216\u8fd0\u8425\u7b49\u5177\u4f53\u4e1a\u52a1\u804c\u80fd\uff0c\u501f\u52a9 Agentic AI \u53ef\u663e\u8457\u63d0\u5347\u7ee9\u6548\uff0c\u4f8b\u5982<strong> as &gt;30% \u751f\u4ea7\u7387\u63d0\u5347 <\/strong>\u548c<strong> \u4ea4\u8d27\u671f\u7f29\u77ed\u5e45\u5ea6\u6700\u9ad8\u53ef\u8fbe 80%\u3002.<\/strong><\/p>\n\n\n\n<p>\u6765\u81ea <strong>\u533b\u5b66\u5199\u4f5c\u52a9\u7406 <\/strong>\u81f3<strong> \u5ba2\u6237\u670d\u52a1\u804a\u5929\u673a\u5668\u4eba <\/strong>\u548c<strong> \u5408\u6210\u865a\u62df\u4eba\u7269<\/strong>, Artefact\u7684\u6210\u529f\u5e94\u7528\u6848\u4f8b\u5f70\u663e\u4e86\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u89e3\u51b3\u65b9\u6848\u5728\u5404\u884c\u4e1a\u7684\u5e7f\u6cdb\u5e94\u7528\u53ca\u5176\u5bf9\u4e1a\u52a1\u4ea7\u751f\u7684\u5f71\u54cd\u3002.<\/p>\n\n\n\n<p><strong>\u6b22\u8fce\u53c2\u52a0\u5c06\u4e8e2025\u5e7411\u670824\u65e5\u300125\u65e5\u548c26\u65e5\u5728\u5df4\u9ece\u6807\u5fd7\u6027\u5efa\u7b51\u5927\u7687\u5bab\uff08Grand Palais\uff09\u4e3e\u884c\u7684Artefact\u56fd\u9645Adopt AI\u5cf0\u4f1a\u3002. <\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u6b22\u8fce\u53c2\u52a0\u5c06\u4e8e2025\u5e7411\u670824\u65e5\u300125\u65e5\u548c26\u65e5\u5728\u5df4\u9ece\u6807\u5fd7\u6027\u5efa\u7b51\u5927\u7687\u5bab\uff08Grand Palais\uff09\u4e3e\u884c\u7684Artefact\u56fd\u9645Adopt AI\u5cf0\u4f1a\u3002.<\/h2>\n\n\n\n<p>\u5341\u591a\u5e74\u6765\uff0cArtefact \u4e00\u76f4\u5904\u4e8e\u7ec4\u7ec7\u8de8\u884c\u4e1a\u6700\u5927\u89c4\u6a21\u4eba\u5de5\u667a\u80fd\u5cf0\u4f1a\u7684\u6700\u524d\u6cbf\u3002. <strong>Adopt AI \u2013 \u5927\u7687\u5bab<\/strong> \u662f\u8fd9\u6bb5\u65c5\u7a0b\u7684\u4e0b\u4e00\u7ae0\u3002\u968f\u7740 <strong>25,000\u540d\u4e0e\u4f1a\u8005\uff0c, <\/strong><strong>500\u4f4d\u6f14\u8bb2\u5609\u5bbe\u548c250\u5bb6\u53c2\u5c55\u5546\uff0cAdopt AI\u7edd\u5bf9\u662f\u60a8\u4e0d\u5bb9\u9519\u8fc7\u7684\u76db\u4f1a<\/strong> \u53c2\u4e0e\u6700\u5177\u521b\u65b0\u6027\u7684AI\u8ba8\u8bba\u3002. <strong>\u201cCEO\u821e\u53f0\u201d\u73af\u8282\uff0c\u5c06\u670930\u4f59\u4f4d\u6765\u81ea\u4e0d\u540c\u884c\u4e1a\u7684CEO\u767b\u53f0\u4eae\u76f8\u3002. <\/strong>\u6211\u4eec\u7279\u522b\u8363\u5e78\u80fd\u5728\u6b64\u63d0\u524d\u5ba3\u5e03\uff0c <strong>\u8d5b\u7ef4\u5c14\u516c\u53f8\u9996\u5e2d\u6267\u884c\u5b98\u517c\u603b\u88c1\u5965\u5229\u7ef4\u5c14\u00b7\u62c9\u7f57\uff0c, <\/strong>\u548c<strong> \u798f\u4f0a\u7279\u96c6\u56e2\u603b\u88c1\u517c\u9996\u5e2d\u6267\u884c\u5b98\u8fea\u5c14\u514b\u00b7\u970d\u514b<\/strong>, \uff0c\u5c06\u5728Adopt AI\u5927\u4f1a\u4e0a\u53d1\u8868\u6f14\u8bb2\u3002.<\/p>\n\n\n\n<p><strong>\u4e09\u5927\u4e3b\u4f1a\u573a\uff0c\u9ad8\u7ba1\u4eec\u5c06\u5728\u8fd9\u91cc\u5206\u4eab\u4ed6\u4eec\u5bf9\u4eba\u5de5\u667a\u80fd\u7684\u6218\u7565\u613f\u666f\u3002\u5df2\u786e\u8ba4\u7684\u6f14\u8bb2\u5609\u5bbe\u5305\u62ec\uff1a<\/strong><\/p>\n\n\n\n<p><strong>:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n\n<li>\u7a46\u7f55\u9ed8\u5fb7\u00b7\u62c9\u5e0c\u59c6\u535a\u58eb\uff0c\u96c6\u56e2Data\u9996\u5e2d\u5b98\uff0c, <strong>\u6e23\u6253\u94f6\u884c<\/strong> <strong><\/strong><\/li>\n\n\n<li>\u5b9d\u7433\u00b7\u6c64\u59c6\u68ee\uff0cManaging Director\u2014\u2014\u57fa\u7840\u8bbe\u65bd\u57fa\u91d1\u53caData\u79d1\u5b66\u90e8\u95e8\u8d1f\u8d23\u4eba\uff0c, <strong>Ardian<\/strong> <strong><\/strong><\/li>\n\n\n<li>\u4f0a\u592b\u00b7\u8482\u7f57\u5fb7\uff08Yves Tyrode\uff09\uff0c\u9996\u5e2d\u6267\u884c\u5b98\uff1a\u6570\u5b57\u4e0e\u652f\u4ed8\u4e1a\u52a1\uff0c, <strong>BPCE\u96c6\u56e2 <\/strong> <strong><\/strong><\/li>\n\n\n<li>\u827e\u739b\u00b7\u67e5\u5c14\u65af\uff0c\u6b27\u6d32\u5e02\u573a\u9ad8\u7ea7\u526f\u603b\u88c1\uff0c,<strong> \u767e\u65f6\u7f8e\u65bd\u8d35\u5b9d<\/strong> <strong><\/strong><\/li>\n\n\n<li>\u8fea\u5965\u6208\u00b7\u52b3\uff0c\u6267\u884c\u526f\u603b\u88c1\u517c\u9996\u5e2d\u4fe1\u606f\u4e0e\u6570\u5b57\u5316\u5b98\uff0c, <strong>\u8389\u8389<\/strong> <strong><\/strong><\/li>\n\n\n<li>\u585e\u5df4\u65af\u8482\u5b89\u00b7\u963f\u5c14\u535a\u62c9\uff0cData\u6267\u884c\u526f\u603b\u88c1\uff0c\u8d1f\u8d23\u6570\u5b57\u5316\u3001IT\u3001\u6218\u7565\u3001\u7814\u53d1\uff0c, <strong>Engie<\/strong> <strong><\/strong><\/li>\n\n\n<li>\u963f\u5170\u00b7\u8d1d\u5e93\u83b1\uff0c\u526f\u603b\u5e72\u4e8b\uff0c, <strong>ITER<\/strong> <strong><\/strong><\/li>\n\n\n<li>\u83f2\u5229\u666e\u00b7\u51ef\u8036\u5c14\uff0c\u6218\u7565\u3001\u7814\u7a76\u4e0e\u6280\u672f\u9ad8\u7ea7\u6267\u884c\u526f\u603b\u88c1\uff0c, <strong>\u6cf0\u96f7\u5179<\/strong><\/li>\n\n<\/ul>\n\n\n\n<p><strong>\u4e00\u7cfb\u5217\u201c\u5927\u5e08\u73ed\u201d\u821e\u53f0\uff0c\u63d0\u4f9b\u5b9e\u8df5\u6027\u3001\u6280\u672f\u6027\u548c\u884c\u4e1a\u805a\u7126\u7684\u5185\u5bb9\u3002. <\/strong> 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