{"id":1083984,"date":"2026-02-06T10:30:03","date_gmt":"2026-02-06T10:30:03","guid":{"rendered":"https:\/\/www.artefact.com\/?post_type=blog&#038;p=1083984"},"modified":"2026-02-10T16:20:00","modified_gmt":"2026-02-10T16:20:00","slug":"long-run-ai-agents-part-2-three-approaches-that-actually-work","status":"publish","type":"blog","link":"https:\/\/www.artefact.com\/zh\/blog\/long-run-ai-agents-part-2-three-approaches-that-actually-work\/","title":{"rendered":"\u957f\u671f AI \u4ee3\u7406\u4eba\uff0c\u7b2c 2 \u90e8\u5206\uff1a\u4e09\u79cd\u5b9e\u9645\u6709\u6548\u7684\u65b9\u6cd5"},"content":{"rendered":"<p><em><a href=\"https:\/\/www.linkedin.com\/in\/victor-coimbra-999a02a0\/\" target=\"_blank\" rel=\"noopener\">\u7ef4\u514b\u6258-\u79d1\u82f1\u5e03\u62c9<\/a> \u4ed6\u56e0\u5728\u4eba\u5de5\u667a\u80fd\u521b\u65b0\u65b9\u9762\u7684\u6770\u51fa\u8d21\u732e\u800c\u8363\u767b\u798f\u5e03\u65af\u5df4\u897f 30 \u5c81\u4ee5\u4e0b\u7cbe\u82f1\u699c\u3002\u4ed6\u5171\u540c\u521b\u529e\u4e86 Artefact \u7684\u62c9\u4e01\u7f8e\u6d32\u4e1a\u52a1\uff0c\u8be5\u4e1a\u52a1\u73b0\u5df2\u6210\u4e3a\u62e5\u6709 200 \u540d\u5458\u5de5\u7684\u5168\u7403\u6280\u672f\u4e2d\u5fc3\u3002\u4ed6\u5728\u6269\u5c55\u4eba\u5de5\u667a\u80fd\u89e3\u51b3\u65b9\u6848\u548c\u5efa\u8bbe\u8de8\u56fd\u9645\u5e02\u573a\u7684\u9ad8\u6027\u80fd\u6280\u672f\u56e2\u961f\u65b9\u9762\u62e5\u6709\u6df1\u539a\u7684\u4e13\u4e1a\u77e5\u8bc6\u3002.<\/em><\/p>\n<p>\u5728 <a href=\"https:\/\/www.artefact.com\/zh\/blog\/long-run-ai-agents-part-1-the-problem-nobody-talks-about\/\">\u7b2c\u4e00\u90e8\u5206<\/a>, \u6211\u4eec\u7814\u7a76\u4e86\u8fd9\u4e2a\u95ee\u9898\uff1a\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u4f1a\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\u800c\u9000\u5316\uff0c\u57fa\u51c6\u6027\u80fd\u4f1a\u63a9\u76d6\u751f\u4ea7\u6545\u969c\uff0c\u5373\u4f7f\u662f\u7ecf\u9a8c\u4e30\u5bcc\u7684\u4e13\u4e1a\u4eba\u5458\uff0c\u5728\u4eba\u5de5\u667a\u80fd\u7684\u5e2e\u52a9\u4e0b\u4e5f\u53ef\u80fd\u6bd4\u6ca1\u6709\u4eba\u5de5\u667a\u80fd\u7684\u5e2e\u52a9\u4e0b\u5de5\u4f5c\u5f97\u66f4\u6162\u3002\u8f68\u8ff9\u662f\u6709\u5e0c\u671b\u7684\u3002\u5f53\u524d\u7684\u73b0\u5b9e\u5f88\u6df7\u4e71\u3002.<\/p>\n<p>\u90a3\u4e48\uff0c\u600e\u6837\u624d\u80fd\u5efa\u7acb\u8d77\u80fd\u591f\u771f\u6b63\u7ef4\u6301\u957f\u65f6\u95f4\u52aa\u529b\u7684\u7cfb\u7edf\u5462\uff1f<\/p>\n<p>\u5728\u4e0d\u540c\u7684\u7fa4\u4f53\u4e2d\u51fa\u73b0\u4e86\u4e09\u79cd\u65b9\u6cd5\uff0c\u6bcf\u79cd\u65b9\u6cd5\u90fd\u5728\u89e3\u51b3\u540c\u4e00\u4e2a\u57fa\u672c\u95ee\u9898\uff1a\u5f53\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u7684\u5de5\u4f5c\u8bb0\u5fc6\u6709\u9650\u65f6\uff0c\u5b83\u5982\u4f55\u4fdd\u6301\u8fde\u8d2f\u7684\u8fdb\u5c55\uff1f<\/p>\n<h2>\u65b9\u6cd5 1\uff1a\u91cd\u65b0\u5f00\u59cb\u9a91\u81ea\u884c\u8f66<\/h2>\n<p>2025 \u5e74\u672b\uff0c\u4e00\u79cd\u540d\u4e3a \"\u62c9\u5c14\u592b-\u7ef4\u683c\u59c6\"\uff08Ralph Wiggum\uff09\u7684\u8352\u8bde\u6280\u672f\u5728\u4ece\u4e1a\u8005\u4e2d\u8d70\u7ea2\u3002\u8fd9\u4e2a\u540d\u5b57\u6765\u6e90\u4e8e\u300a\u8f9b\u666e\u68ee\u4e00\u5bb6\u300b\u4e2d\u7684\u4e00\u4e2a\u89d2\u8272--\u56e0\u4e3a\u6838\u5fc3\u7406\u5ff5\u7b80\u5355\u5f97\u51e0\u4e4e\u4ee4\u4eba\u5c34\u5c2c\uff0c\u6240\u4ee5\u6545\u610f\u53d6\u4e86\u8fd9\u4e2a\u611a\u8822\u7684\u540d\u5b57\u3002.<\/p>\n<p>\u8ba9\u4eba\u5de5\u667a\u80fd\u5de5\u4f5c\u3002\u5f53\u5b83\u5f00\u59cb\u9000\u5316\u65f6\uff0c\u5c31\u505c\u6b62\u5b83\u3002\u91cd\u65b0\u5f00\u59cb\u3002\u8ba9\u5b83\u91cd\u62fe\u5f80\u65e5\u7684\u8f89\u714c\u3002.<\/p>\n<p>\u5c31\u662f\u8fd9\u6837\u3002\u4eba\u5de5\u667a\u80fd\u4f1a\u4e00\u76f4\u6267\u884c\u4efb\u52a1\uff0c\u76f4\u5230\u5176\u6027\u80fd\u5f00\u59cb\u4e0b\u964d\u3002\u7136\u540e\u5b83\u5c31\u4f1a\u505c\u6b62\uff0c\u5c06\u8fdb\u5ea6\u4fdd\u5b58\u5230\u6587\u4ef6\u4e2d\uff0c\u7136\u540e\u9000\u51fa\u3002\u65b0\u7684\u4f1a\u8bdd\u5c06\u4ece\u96f6\u5f00\u59cb\u3002\u4eba\u5de5\u667a\u80fd\u4f1a\u8bfb\u53d6\u5df2\u5b8c\u6210\u7684\u4efb\u52a1\uff0c\u786e\u5b9a\u5269\u4f59\u7684\u4efb\u52a1\uff0c\u7136\u540e\u7ee7\u7eed\u3002.<\/p>\n<p>\u7406\u5ff5\uff1a\u505c\u6b62\u4e0e\u5185\u5b58\u9650\u5236\u4f5c\u6597\u4e89\u3002\u548c\u5b83\u4e00\u8d77\u5de5\u4f5c\u3002\u6bcf\u4e2a\u5de5\u4f5c\u73af\u8282\u90fd\u72ec\u7acb\u8fd0\u884c\u3002\u5de5\u4f5c\u8fdb\u5ea6\u4fdd\u5b58\u5728\u6587\u4ef6\u548c\u8bb0\u5f55\u4e2d\uff0c\u800c\u4e0d\u662f\u4eba\u5de5\u667a\u80fd\u7684\u5927\u8111\u4e2d\u3002.<\/p>\n<h3>\u5b9e\u9645\u6548\u679c<\/h3>\n<p>\u5178\u578b\u7684\u5b9e\u65bd\u8fc7\u7a0b\u5206\u4e3a\u4e09\u4e2a\u9636\u6bb5\uff1a<\/p>\n<ul>\n<li><strong>\u7b2c 1 \u9636\u6bb5\uff08\u8981\u6c42\uff09\uff1a<\/strong> \u4eba\u7c7b\u548c\u4eba\u5de5\u667a\u80fd\u5408\u4f5c\u786e\u5b9a\u9700\u8981\u505a\u4ec0\u4e48\u3002\u5176\u7ed3\u679c\u5c31\u662f\u4e00\u4efd\u6e05\u6670\u7684\u89c4\u8303\u6587\u4ef6\u3002.<\/li>\n<li><strong>\u7b2c 2 \u9636\u6bb5\uff08\u89c4\u5212\uff09\uff1a<\/strong> \u4eba\u5de5\u667a\u80fd\u5206\u6790\u89c4\u8303\u4e0e\u5f53\u524d\u72b6\u6001\u4e4b\u95f4\u7684\u5dee\u8ddd\u3002\u8f93\u51fa\uff1a\u6309\u4f18\u5148\u7ea7\u6392\u5217\u7684\u4efb\u52a1\u5217\u8868\u3002\u5c1a\u672a\u5f00\u5c55\u5b9e\u9645\u5de5\u4f5c\u3002.<\/li>\n<li><strong>\u7b2c 3 \u9636\u6bb5\uff08\u6267\u884c\uff09\uff1a<\/strong> \u4eba\u5de5\u667a\u80fd\u5728\u6bcf\u4e2a\u4f1a\u8bdd\u4e2d\u5904\u7406\u4e00\u9879\u4efb\u52a1\u3002\u5b8c\u6210\u4efb\u52a1\uff0c\u9a8c\u8bc1\u662f\u5426\u6210\u529f\uff0c\u8bb0\u5f55\u6240\u505a\u5de5\u4f5c\uff0c\u9000\u51fa\u3002\u65b0\u7684\u4f1a\u8bdd\u3002\u91cd\u590d\u3002.<\/li>\n<\/ul>\n<p>\u5173\u952e\u5236\u7ea6\u56e0\u7d20\uff1a\u4efb\u52a1\u5fc5\u987b\u6709\u53ef\u660e\u786e\u8861\u91cf\u7684\u5b8c\u6210\u60c5\u51b5\u3002\u8fd9\u79cd\u65b9\u6cd5\u4e0d\u9002\u7528\u4e8e\u6a21\u68f1\u4e24\u53ef\u7684\u9700\u6c42\u3001\u5224\u65ad\u6216\u6ca1\u6709\u660e\u786e\u7ec8\u70b9\u7684\u63a2\u7d22\u6027\u5de5\u4f5c\u3002.<\/p>\n<h3>\u65e9\u671f\u91c7\u7528\u8005\u7684\u6210\u679c<\/h3>\n<p>\u6765\u81ea\u4ece\u4e1a\u4eba\u5458\u7684\u6570\u636e\u4ee4\u4eba\u9707\u60ca\uff0c\u5c3d\u7ba1\u8fd9\u4e9b\u6570\u636e\u6765\u81ea\u81ea\u6211-reports \u800c\u4e0d\u662f\u5bf9\u7167\u7814\u7a76\u3002.<\/p>\n<p>\u4e00\u4f4d\u987e\u95ee\u4ee5\u4e0d\u5230 $300 \u7684\u4eba\u5de5\u667a\u80fd\u6210\u672c\u5b8c\u6210\u4e86\u539f\u672c\u9700\u8981 $50,000 \u7f8e\u5143\u7684\u9879\u76ee--\u5728\u4e00\u591c\u4e4b\u95f4\u8fd0\u884c\u81ea\u52a8\u4f1a\u8bdd\u3002\u4e00\u4e2a\u521d\u521b\u56e2\u961f\u5728\u4e00\u591c\u4e4b\u95f4\u5b8c\u6210\u4e86\u516d\u9879\u4e3b\u8981\u4ea4\u4ed8\u6210\u679c\uff0c\u5e76\u8fdb\u884c\u4e86\u529f\u80fd\u8f93\u51fa\u3001\u9a8c\u8bc1\u548c\u6587\u6863\u7f16\u5236\u3002\u4e00\u4f4d\u4ece\u4e1a\u8005\u901a\u8fc7\u4e09\u4e2a\u6708\u7684\u81ea\u52a8\u4f1a\u8bdd\u6253\u9020\u4e86\u6574\u4e2a\u4ea7\u54c1\u3002.<\/p>\n<p>\u5bf9\u4e8e 50 \u591a\u4e2a\u5de5\u4f5c\u73af\u8282\u7684\u5927\u578b\u9879\u76ee\uff0c\u4e00\u822c\u8d39\u7528\u5728 $50-100 \u4e4b\u95f4\u3002\u6bcf\u4e2a\u5de5\u4f5c\u73af\u8282\u5728\u5faa\u73af\u524d\u8fdb\u884c 30-45 \u5206\u949f\u3002.<\/p>\n<p>2025 \u5e74 12 \u6708\uff0c\u4eba\u7c7b\u5b66\u6b63\u5f0f\u786e\u5b9a\u4e86\u8fd9\u4e00\u65b9\u6cd5\uff0c\u5e76\u53d1\u5e03\u4e86\u5b98\u65b9\u652f\u6301\u3002\u8be5\u6a21\u5f0f\u4ece\u53d8\u901a\u65b9\u6cd5\u8f6c\u53d8\u4e3a\u8ba4\u53ef\u65b9\u6cd5\u3002.<\/p>\n<h3>\u9650\u5236<\/h3>\n<p>\u5728\u4e00\u4e2a\u4e0d\u53ef\u9884\u6d4b\u7684\u4e16\u754c\u91cc\uff0c\u8fd9\u79cd\u65b9\u6cd5\u662f\u786e\u5b9a\u6027\u7684\u3002\u6b63\u5982\u4e00\u4f4d\u5b9e\u8df5\u8005\u6240\u8bf4\u201c\u53ef\u9884\u6d4b\u7684\u5931\u8d25\u603b\u6bd4\u4e0d\u53ef\u9884\u6d4b\u7684\u6210\u529f\u8981\u597d\u201d\u3002\u201d<\/p>\n<p>\u8fd9\u65e2\u662f\u4f18\u52bf\uff0c\u4e5f\u662f\u5236\u7ea6\u3002\u5f53\u4f60\u80fd\u660e\u786e\u5b9a\u4e49\u6210\u529f\u65f6\uff0c\u65b0\u542f\u52a8\u7684\u81ea\u884c\u8f66\u8fd0\u52a8\u5c31\u80fd\u53d1\u6325\u4f5c\u7528\u3002\u5982\u679c\u6210\u529f\u662f\u4e3b\u89c2\u7684\uff0c\u8d28\u91cf\u662f\u9690\u542b\u7684\uff0c\u201c\u6b63\u786e \u201d\u7684\u7b54\u6848\u9700\u8981\u4eba\u7684\u5224\u65ad\u6765\u8bc6\u522b\uff0c\u90a3\u4e48\u5b83\u5c31\u4f1a\u9677\u5165\u56f0\u5883\u3002.<\/p>\n<h2>\u65b9\u6cd5 2\uff1a\u9009\u62e9\u6027\u8bb0\u5fc6<\/h2>\n<p>\u65b0\u5f00\u59cb\u7684\u5faa\u73af\u4f1a\u5728\u4e24\u6b21\u5faa\u73af\u4e4b\u95f4\u4e22\u6389\u6240\u6709\u4e1c\u897f\u3002\u6bcf\u4e2a\u5faa\u73af\u90fd\u662f\u5168\u65b0\u5f00\u59cb\u7684\u3002\u5982\u679c\u80fd\u6709\u9009\u62e9\u6027\u5730\u4fdd\u7559\u91cd\u8981\u90e8\u5206\u5462\uff1f<\/p>\n<p>\u9009\u62e9\u6027\u8bb0\u5fc6\u91c7\u7528\u4e86\u4e00\u79cd\u4e0d\u540c\u7684\u65b9\u6cd5\uff1a\u63d0\u53d6\u5e76\u5b58\u50a8\u91cd\u8981\u4fe1\u606f\uff0c\u820d\u5f03\u5176\u4ed6\u4fe1\u606f\u3002\u4eba\u5de5\u667a\u80fd\u4e0d\u4f1a\u5b8c\u5168\u4ece\u5934\u5f00\u59cb\uff0c\u800c\u662f\u4f1a\u7ee7\u627f\u7ecf\u8fc7\u6574\u7406\u7684\u91cd\u8981\u4fe1\u606f\u6458\u8981\u3002.<\/p>\n<h3>\u53cc\u91cd\u89d2\u8272\u6a21\u5f0f<\/h3>\n<p>\u5e38\u89c1\u7684\u5b9e\u65bd\u65b9\u6cd5\u662f\u4f7f\u7528\u4e24\u4e2a\u4e13\u95e8\u7684\u4eba\u5de5\u667a\u80fd\u89d2\u8272\uff1a<\/p>\n<ul>\n<li><strong>\u8bbe\u7f6e\u89d2\u8272\uff1a<\/strong> \u4ec5\u5728\u5f00\u59cb\u65f6\u8fd0\u884c\u3002\u786e\u5b9a\u80cc\u666f\u3001\u8bc6\u522b\u5173\u952e\u4fe1\u606f\u3001\u521b\u5efa\u521d\u59cb\u53c2\u8003\u6587\u4ef6\u3002.<\/li>\n<li><strong>\u5de5\u4f5c\u89d2\u8272\uff1a<\/strong> \u5904\u7406\u6240\u6709\u540e\u7eed\u4f1a\u8bdd\u3002\u901a\u8fc7\u4e09\u79cd\u5de5\u5177\u4fdd\u6301\u8fde\u7eed\u6027\uff1a\u663e\u793a\u5df2\u5b8c\u6210\u548c\u5f85\u5b8c\u6210\u5de5\u4f5c\u7684\u8fdb\u5ea6\u8ddf\u8e2a\u5668\u3001\u6807\u6709\u5df2\u5b8c\u6210\u6216\u5269\u4f59\u9879\u76ee\u7684\u6838\u5bf9\u8868\uff0c\u4ee5\u53ca\u663e\u793a\u4fee\u6539\u5185\u5bb9\u548c\u539f\u56e0\u7684\u4fee\u6539\u5386\u53f2\u3002.<\/li>\n<\/ul>\n<p>\u4f1a\u8bae\u7684\u542f\u52a8\u662f\u660e\u786e\u7684\uff1a\u786e\u8ba4\u5f53\u524d\u72b6\u6001\u3001\u5ba1\u67e5\u8fdb\u5ea6\u6587\u4ef6\u3001\u9009\u62e9\u4f18\u5148\u7ea7\u6700\u9ad8\u7684\u5269\u4f59\u5de5\u4f5c\u3001\u5728\u5f00\u5c55\u65b0\u5de5\u4f5c\u524d\u6838\u5b9e\u57fa\u7ebf\u3002.<\/p>\n<p>\u4e0e\u521a\u5f00\u59cb\u9a91\u8f66\u7684\u533a\u522b\uff1a\u538b\u7f29\u6b65\u9aa4\u3002\u5de5\u4f5c\u89d2\u8272\u7ee7\u627f\u4e86\u76f8\u5173\u4e0a\u4e0b\u6587\u7684\u7b56\u5212\u6458\u8981\u3002\u7814\u7a76\u8868\u660e\uff0c\u8fd9\u79cd\u65b9\u6cd5\u53ef\u4ee5\u8ba9\u4eba\u5de5\u667a\u80fd\u5728\u5b8c\u6210\u8f83\u957f\u7684\u4efb\u52a1\u5e8f\u5217\u65f6\uff0c\u53ea\u9700\u4f7f\u7528\u539f\u672c\u9700\u8981\u7684 16% \u4fe1\u606f\u3002\u5f00\u9500\u51cf\u5c11\u4e86 84%\u3002.<\/p>\n<h3>\u9ad8\u7ea7\u8bb0\u5fc6\u5173\u7cfb\u4fdd\u5b58<\/h3>\n<p>\u9009\u62e9\u6027\u8bb0\u5fc6\u7684\u6700\u65b0\u6280\u672f\u4e0d\u4ec5\u80fd\u4fdd\u5b58\u4e8b\u5b9e\uff0c\u8fd8\u80fd\u4fdd\u5b58\u5173\u7cfb\u3002.<\/p>\n<p>\u60f3\u60f3\u4eba\u7c7b\u662f\u5982\u4f55\u8bb0\u5fc6\u9879\u76ee\u7684\u3002\u6211\u4eec\u4e0d\u53ea\u662f\u56de\u5fc6\u5b64\u7acb\u7684\u4e8b\u5b9e\u3002\u6211\u4eec\u8bb0\u5f97\u8fd9\u4e2a\u51b3\u5b9a\u5bfc\u81f4\u4e86\u90a3\u4e2a\u540e\u679c\uff0c\u8bb0\u5f97\u8fd9\u4e2a\u4eba\u627f\u62c5\u4e86\u90a3\u4e2a\u8d23\u4efb\uff0c\u8bb0\u5f97\u8fd9\u4efd\u6587\u4ef6\u4e0e\u90a3\u4e2a\u8981\u6c42\u6709\u5173\u3002\u8054\u7cfb\u4e0e\u5185\u5bb9\u540c\u6837\u91cd\u8981\u3002.<\/p>\n<p>\u73b0\u5728\uff0c\u5148\u8fdb\u7684\u4eba\u5de5\u667a\u80fd\u8bb0\u5fc6\u7cfb\u7edf\u53ef\u4ee5\u6355\u6349\u5230\u8fd9\u4e9b\u5173\u7cfb\u3002\u5728\u5b58\u50a8\u4fe1\u606f\u65f6\uff0c\u5b83\u4eec\u4e0d\u4ec5\u80fd\u63d0\u53d6\u53d1\u751f\u4e86\u4ec0\u4e48\uff0c\u8fd8\u80fd\u63d0\u53d6\u6d89\u53ca\u5230\u8c01\u3001\u4e0e\u4ec0\u4e48\u6709\u5173\u4ee5\u53ca\u4e3a\u4ec0\u4e48\u91cd\u8981\u3002\u5728\u68c0\u7d22\u4fe1\u606f\u65f6\uff0c\u5b83\u4eec\u53ef\u4ee5\u6839\u636e\u8fd9\u4e9b\u5173\u7cfb\u7ebf\u7d22\u91cd\u5efa\u4e0a\u4e0b\u6587\u3002.<\/p>\n<p>\u8fd9\u4e9b\u7cfb\u7edf\u7684\u6027\u80fd\u6307\u6807\uff1a26% \u6539\u8fdb\u8d28\u91cf\u8bc4\u4f30\u3002\u5728\u4fdd\u6301\u4e00\u81f4\u6027\u7684\u540c\u65f6\uff0c\u51cf\u5c11\u4fe1\u606f\u5f00\u9500 90%+\u3002\u663e\u8457\u6539\u5584\u8de8\u591a\u4e2a\u4f1a\u8bdd\u7684\u4efb\u52a1\u5904\u7406\u3002.<\/p>\n<h3>\u6743\u8861<\/h3>\n<p>\u9009\u62e9\u6027\u8bb0\u5fc6\u589e\u52a0\u4e86\u590d\u6742\u6027\u3002\u4f60\u9700\u8981\u5b58\u50a8\u548c\u68c0\u7d22\u7684\u57fa\u7840\u8bbe\u65bd\u3002\u4f60\u9700\u8981\u51b3\u5b9a\u4fdd\u7559\u4ec0\u4e48\uff0c\u4e22\u5f03\u4ec0\u4e48\u3002\u4f60\u9700\u8981\u76f8\u4fe1\u538b\u7f29\u80fd\u4fdd\u7559\u91cd\u8981\u7684\u4e1c\u897f\u3002.<\/p>\n<p>\u8fd9\u4e2a\u95ee\u9898\u5e76\u6ca1\u6709\u89e3\u51b3\u3002\u8bb0\u5fc6\u7cfb\u7edf\u4f1a\u4e22\u5931\u5173\u952e\u7ec6\u8282\u3002\u538b\u7f29\u4f1a\u5e26\u6765\u5fae\u5999\u7684\u5931\u771f\u3002\u4eba\u5de5\u667a\u80fd\u53ef\u80fd\u4f1a\u5728\u9519\u8bef\u7684\u65f6\u95f4\u68c0\u7d22\u5230\u9519\u8bef\u7684\u4e0a\u4e0b\u6587\u300284% \u7684\u7f29\u51cf\u542c\u8d77\u6765\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\uff0c\u76f4\u5230\u4f60\u4fdd\u7559\u7684 16% \u7f3a\u5c11\u4e86\u4e00\u4e9b\u91cd\u8981\u7684\u4e1c\u897f\u3002.<\/p>\n<h2>\u65b9\u6cd5 3\uff1a\u56e2\u961f\u534f\u8c03<\/h2>\n<p>\u5982\u679c\u7b54\u6848\u4e0d\u662f\u4e00\u4e2a\u62e5\u6709\u66f4\u597d\u8bb0\u5fc6\u529b\u7684\u4eba\u5de5\u667a\u80fd\uff0c\u800c\u662f\u8bb8\u591a\u89d2\u8272\u660e\u786e\u7684\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u5462\uff1f<\/p>\n<p>\u56e2\u961f\u534f\u8c03\u5c06\u590d\u6742\u7684\u5de5\u4f5c\u5206\u89e3\u4e3a\u7531\u4e2d\u592e\u7ba1\u7406\u8005\u534f\u8c03\u7684\u4e13\u95e8\u89d2\u8272\u3002\u6bcf\u4e2a\u89d2\u8272\u90fd\u6709\u9650\u5b9a\u7684\u5de5\u4f5c\u8303\u56f4\u3001\u6709\u9650\u7684\u4fe1\u606f\u9700\u6c42\u548c\u7279\u5b9a\u7684\u5de5\u4f5c\u3002\u7ba1\u7406\u8005\u638c\u63e1\u5168\u5c40\uff0c\u53ea\u5c06\u76f8\u5173\u4fe1\u606f\u4f20\u9012\u7ed9\u6bcf\u4e2a\u5458\u5de5\u3002.<\/p>\n<h3>\u5e55\u540e\u7684\u6a21\u5f0f<\/h3>\n<p>\u9886\u5148\u7684\u4eba\u5de5\u667a\u80fd\u516c\u53f8\u5728\u5185\u90e8\u4f7f\u7528\u8fd9\u79cd\u65b9\u6cd5\u3002\u7ed3\u6784\uff1a<\/p>\n<p><strong>\u534f\u8c03\u5458\uff1a<\/strong> \u4e00\u4e2a\u6709\u80fd\u529b\u7684\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\uff0c\u8d1f\u8d23\u5206\u6790\u8bf7\u6c42\u3001\u89c4\u5212\u65b9\u6cd5\u3001\u7ef4\u62a4\u5185\u5b58\u548c\u6307\u6325\u4e13\u5bb6\u3002.<\/p>\n<p><strong>\u4e13\u5bb6<\/strong> \u9488\u5bf9\u7279\u5b9a\u4efb\u52a1\u5e76\u884c\u8fd0\u884c\u7684\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u3002.<\/p>\n<p>\u7ed3\u679c\u662f\uff1a\u5728\u590d\u6742\u7684\u7814\u7a76\u4efb\u52a1\u4e0a\uff0c\u56e2\u961f\u7cfb\u7edf\u6bd4\u5355\u4e00\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u9ad8\u51fa 90%\u3002\u8fd9\u53ef\u4e0d\u662f\u5fae\u4e0d\u8db3\u9053\u7684\u8fdb\u6b65\u3002\u6027\u80fd\u51e0\u4e4e\u7ffb\u4e86\u4e00\u756a\u3002.<\/p>\n<p>\u4e3b\u8981\u542f\u793a\uff1a\u4fe1\u606f\u7ba1\u7406\u89e3\u91ca\u4e86\u56e2\u961f\u4eba\u5de5\u667a\u80fd\u4e2d 80% \u7684\u6027\u80fd\u5dee\u5f02\u3002\u5177\u4f53\u5de5\u5177\u548c\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u7684\u91cd\u8981\u6027\u4e0d\u5982\u4fe1\u606f\u5982\u4f55\u5728\u89d2\u8272\u4e4b\u95f4\u6d41\u52a8\u3002.<\/p>\n<h3>\u4e24\u79cd\u534f\u8c03\u6a21\u5f0f<\/h3>\n<p><strong>\u4ea4\u63a5\u6a21\u5f0f\uff1a<\/strong> \u4e00\u4e2a\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u5728\u6267\u884c\u4efb\u52a1\u65f6\u5c06\u63a7\u5236\u6743\u4ea4\u7ed9\u53e6\u4e00\u4e2a\u7cfb\u7edf\u3002\u6bcf\u4e2a\u7cfb\u7edf\u90fd\u77e5\u9053\u5176\u4ed6\u7cfb\u7edf\u7684\u60c5\u51b5\uff0c\u5e76\u51b3\u5b9a\u4f55\u65f6\u63a8\u8fdf\u3002\u5de5\u4f5c\u7ebf\u7a0b\u4f1a\u7ee7\u7eed\uff0c\u4f46\u8d23\u4efb\u4f1a\u8f6c\u79fb\u3002\u8fd9\u5bf9\u6709\u987a\u5e8f\u3001\u5206\u9636\u6bb5\u7684\u5de5\u4f5c\u6d41\u7a0b\u975e\u5e38\u6709\u6548\u3002.<\/p>\n<p><strong>\u7ecf\u7406\u6a21\u5f0f\uff1a<\/strong> \u4e2d\u592e\u534f\u8c03\u5458\u5411\u4e13\u5bb6\u5206\u914d\u5de5\u4f5c\u5e76\u6536\u96c6\u7ed3\u679c\u3002\u4e13\u5bb6\u8fd4\u56de\u8f93\u51fa\u7ed3\u679c\uff1b\u534f\u8c03\u8005\u4fdd\u7559\u63a7\u5236\u6743\u5e76\u505a\u51fa\u51b3\u7b56\u3002\u4e0d\u79fb\u4ea4\u4e3b\u7ebf\u7a0b\u3002\u9002\u5408\u5e76\u884c\u5904\u7406\u548c\u7ed3\u679c\u5408\u6210\u3002.<\/p>\n<p>\u9009\u62e9\u53d6\u51b3\u4e8e\u4f60\u7684\u5de5\u4f5c\u6d41\u7a0b\u3002\u5f53\u4efb\u52a1\u81ea\u7136\u5206\u89e3\u4e3a\u591a\u4e2a\u9636\u6bb5\u65f6\uff0c\u4ea4\u63a5\u6a21\u5f0f\u5c31\u80fd\u5f88\u597d\u5730\u53d1\u6325\u4f5c\u7528\u3002\u5f53\u9700\u8981\u5e76\u884c\u5904\u7406\u548c\u96c6\u4e2d\u51b3\u7b56\u65f6\uff0c\u7ba1\u7406\u8005\u6a21\u5f0f\u5c31\u80fd\u5f88\u597d\u5730\u53d1\u6325\u4f5c\u7528\u3002.<\/p>\n<h3>\u884c\u4e1a\u6807\u51c6\u5316<\/h3>\n<p>2025 \u5e74\uff0c\u884c\u4e1a\u5bf9\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u5982\u4f55\u76f8\u4e92\u8fde\u63a5\u4ee5\u53ca\u5982\u4f55\u8fde\u63a5\u5916\u90e8\u8d44\u6e90\u8fdb\u884c\u4e86\u6807\u51c6\u5316\u3002\u5c31\u50cf\u63d2\u5ea7\u7684\u6807\u51c6\u5316\u4e00\u6837\uff0c\u4e0d\u540c\u5236\u9020\u5546\u7684\u4ea7\u54c1\u73b0\u5728\u53ef\u4ee5\u534f\u540c\u5de5\u4f5c\u3002.<\/p>\n<p>\u4e00\u79cd\u6807\u51c6\u89c4\u5b9a\u4e86\u4eba\u5de5\u667a\u80fd\u5982\u4f55\u8fde\u63a5\u4fe1\u606f\u6e90\u548c\u5de5\u5177\u3002\u53e6\u4e00\u4e2a\u6807\u51c6\u5219\u5b9a\u4e49\u4e86\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u5982\u4f55\u76f8\u4e92\u901a\u4fe1\u3002\u5b83\u4eec\u5171\u540c\u6784\u6210\u4e86\u53ef\u6309\u4e0d\u540c\u914d\u7f6e\u7ec4\u88c5\u7684\u6784\u4ef6\u3002.<\/p>\n<p>\u8fd9\u4e00\u70b9\u5f88\u91cd\u8981\uff0c\u56e0\u4e3a\u5b83\u53ef\u4ee5\u5b9e\u73b0\u6a21\u5757\u5316\u3002\u4e00\u4e2a\u56e2\u961f\u6784\u5efa\u7684\u5de5\u4f5c\u6d41\u7a0b\u53ef\u4ee5\u5305\u542b\u53e6\u4e00\u4e2a\u56e2\u961f\u6784\u5efa\u7684\u7ec4\u4ef6\u3002\u8bb0\u5fc6\u7cfb\u7edf\u53ef\u4ee5\u4e92\u6362\u3002\u4fe1\u606f\u6e90\u53d8\u5f97\u53ef\u53d1\u73b0\u3002\u4eba\u5de5\u667a\u80fd\u751f\u6001\u7cfb\u7edf \u201c\u4e0d\u662f\u5e02\u573a\u8425\u9500\uff0c\u800c\u662f\u8fd9\u4e9b\u6807\u51c6\u4f7f\u4e4b\u6210\u4e3a\u53ef\u80fd\u7684\u6280\u672f\u73b0\u5b9e\u3002.<\/p>\n<h3>\u9ad8\u7a7a\u4f5c\u4e1a<\/h3>\n<p>\u57fa\u4e8e\u56e2\u961f\u7684\u4eba\u5de5\u667a\u80fd\u4f7f\u7528\u7684\u8d44\u6e90\u5927\u7ea6\u662f\u5355\u4e00\u4ea4\u4e92\u4eba\u5de5\u667a\u80fd\u7684 15 \u500d\u3002\u8fd9\u5c31\u662f\u534f\u8c03\u6210\u672c\u3002\u5bf9\u4e8e\u7b80\u5355\u4efb\u52a1\u6765\u8bf4\uff0c\u8fd9\u79cd\u5f00\u9500\u4f1a\u62b5\u6d88\u4efb\u4f55\u597d\u5904\u3002\u800c\u5bf9\u4e8e\u590d\u6742\u4efb\u52a1\uff0c\u53ef\u9760\u6027\u7684\u63d0\u9ad8\u5219\u8bc1\u660e\u4e86\u8fd9\u79cd\u82b1\u8d39\u662f\u5408\u7406\u7684\u3002.<\/p>\n<p>\u6545\u969c\u6a21\u5f0f\u4e5f\u66f4\u52a0\u590d\u6742\u3002\u5f53\u4eba\u5de5\u667a\u80fd\u8f6c\u6362\u4f7f\u7528\u6237\u611f\u5230\u56f0\u60d1\u65f6\uff0c\u7cdf\u7cd5\u7684\u5207\u6362\u8bbe\u8ba1\u5bfc\u81f4\u4e00\u5bb6\u7535\u5b50\u5546\u52a1\u516c\u53f8\u51fa\u73b0\u4e86 40% \u7684\u5ba2\u6237\u6d41\u5931\u3002\u7ea7\u8054\u6545\u969c\u4f1a\u5728\u4eba\u5de5\u667a\u80fd\u7f51\u7edc\u4e2d\u4f20\u64ad\u30022025 \u5e74\u7684\u4e00\u9879\u884c\u4e1a\u5206\u6790\u53d1\u73b0\uff0c\u5728\u7cfb\u7edf\u8bbe\u8ba1\u3001\u534f\u8c03\u4e2d\u65ad\u548c\u8d28\u91cf\u9a8c\u8bc1\u65b9\u9762\u5b58\u5728 14 \u79cd\u72ec\u7279\u7684\u6545\u969c\u6a21\u5f0f\u3002.<\/p>\n<h2>\u9009\u62e9\u6b63\u786e\u7684\u65b9\u6cd5<\/h2>\n<p>\u4ee5\u4e0b\u662f\u6211\u5bf9\u8fd9\u4e9b\u9009\u62e9\u7684\u770b\u6cd5\uff1a<\/p>\n<ul>\n<li><strong>\u521a\u5f00\u59cb\u9a91\u81ea\u884c\u8f66<\/strong> \u5f53\u4efb\u52a1\u6709\u660e\u786e\u7684\u53ef\u8861\u91cf\u7684\u5b8c\u6210\u5ea6\uff0c\u4f60\u53ef\u4ee5\u5bb9\u5fcd\u53ef\u9884\u6d4b\u7684\u6e10\u8fdb\u5f0f\u8fdb\u5c55\uff0c\u8fdb\u5c55\u60c5\u51b5\u53ef\u4ee5\u5b8c\u5168\u8bb0\u5f55\u5728\u6587\u4ef6\u548c\u8bb0\u5f55\u4e2d\uff0c\u800c\u4e14\u4f60\u5e0c\u671b\u7b80\u5355\u800c\u4e0d\u662f\u590d\u6742\u65f6\uff0c\u4f60\u5c31\u53ef\u4ee5\u5de5\u4f5c\u4e86\u3002.<\/li>\n<li><strong>\u9009\u62e9\u6027\u8bb0\u5fc6<\/strong> \u5f53\u4efb\u52a1\u9700\u8981\u8de8\u4f1a\u8bdd\u4fdd\u5b58\u5173\u7cfb\u65f6\uff0c\u60a8\u5c31\u53ef\u4ee5\u5229\u7528\u57fa\u7840\u8bbe\u65bd\u8fdb\u884c\u5b58\u50a8\u548c\u68c0\u7d22\uff0c\u63d0\u9ad8\u6548\u7387\uff0c\u5e76\u6295\u8d44\u6784\u5efa\u538b\u7f29\u7cfb\u7edf\u3002.<\/li>\n<li><strong>\u56e2\u961f\u534f\u8c03<\/strong> \u5f53\u4efb\u52a1\u81ea\u7136\u5206\u89e3\u4e3a\u4e13\u95e8\u7684\u5b50\u4efb\u52a1\uff0c\u9700\u8981\u5e76\u884c\u5904\u7406\u65f6\uff0c\u534f\u8c03\u5f00\u9500\uff0815 \u500d\u8d44\u6e90\uff09\u662f\u53ef\u4ee5\u63a5\u53d7\u7684\uff0c\u800c\u4e14\u53ef\u4ee5\u5904\u7406\u66f4\u590d\u6742\u7684\u6545\u969c\u6a21\u5f0f\u3002.<\/li>\n<\/ul>\n<p>\u5927\u591a\u6570\u751f\u4ea7\u7cfb\u7edf\u5c06\u7ed3\u5408\u8fd9\u4e09\u79cd\u5143\u7d20\u3002\u4ee5\u56e2\u961f\u4e3a\u57fa\u7840\u7684\u7cfb\u7edf\uff0c\u6bcf\u4e2a\u4e13\u5bb6\u90fd\u4f7f\u7528\u65b0\u542f\u52a8\u5faa\u73af\u3002\u7531\u5185\u5b58\u589e\u5f3a\u7684\u534f\u8c03\u5668\u6307\u6325\u65e0\u72b6\u6001\u5de5\u4eba\u3002\u8fd9\u4e9b\u65b9\u6cd5\u662f\u4e92\u8865\u7684\uff0c\u800c\u4e0d\u662f\u6392\u65a5\u7684\u3002.<\/p>\n<p>\u5171\u540c\u70b9\u662f\uff1a\u8fd9\u4e09\u79cd\u65b9\u6cd5\u90fd\u5c06\u4eba\u5de5\u667a\u80fd\u65e0\u6cd5\u5728\u5185\u90e8\u53ef\u9760\u7ef4\u62a4\u7684\u4fe1\u606f\u5916\u90e8\u5316\u3002\u5b83\u4eec\u7684\u533a\u522b\u5728\u4e8e\u5916\u90e8\u5316\u7684\u7a0b\u5ea6\u548c\u7ba1\u7406\u68c0\u7d22\u7684\u65b9\u5f0f\u3002.<\/p>\n<p><em>\u5728 <a href=\"https:\/\/www.artefact.com\/zh\/blog\/long-run-ai-agents-part-3-what-this-actually-means-for-organizations\/\">\u7b2c\u4e09\u90e8\u5206<\/a>, \u6211\u4eec\u5c06\u7814\u7a76\u957f\u671f\u4eba\u5de5\u667a\u80fd\u5bf9\u7ec4\u7ec7\u7684\u610f\u4e49\uff1a\u5de5\u4f5c\u5982\u4f55\u53d8\u5316\uff0c\u9700\u8981\u600e\u6837\u7684\u7ba1\u7406\uff0c\u4ee5\u53ca 2026 \u5e74\u7684\u73b0\u5b9e\u673a\u9047\u5728\u54ea\u91cc\u3002.<\/em><\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u53c2\u8003\u8d44\u6599<\/strong><\/p>\n<p><span style=\"text-decoration: underline;\">\u7814\u7a76\u8bba\u6587<\/span><\/p>\n<ul>\n<li>\u5229\u7528\u53ef\u6269\u5c55\u7684\u957f\u671f\u5b58\u50a8\u5668\u6784\u5efa\u53ef\u6295\u5165\u751f\u4ea7\u7684\u4eba\u5de5\u667a\u80fd <a href=\"http:\/\/arxiv.org\/abs\/2504.19413\" target=\"_blank\" rel=\"noopener\">arxiv.org\/abs\/2504.19413<\/a><\/li>\n<li>\u57fa\u4e8e\u591a\u56fe\u7684\u4eba\u5de5\u667a\u80fd\u5185\u5b58\u67b6\u6784 <a href=\"http:\/\/arxiv.org\/abs\/2601.03236\" target=\"_blank\" rel=\"noopener\">arxiv.org\/abs\/2601.03236<\/a><\/li>\n<li>\u8861\u91cf\u751f\u4ea7\u4e2d\u7684\u4eba\u5de5\u667a\u80fd <a href=\"http:\/\/arxiv.org\/abs\/2512.04123\" target=\"_blank\" rel=\"noopener\">arxiv.org\/abs\/2512.04123<\/a><\/li>\n<\/ul>\n<p><span style=\"text-decoration: underline;\">\u884c\u4e1a\u62a5\u544a\u548c\u767d\u76ae\u4e66<\/span><\/p>\n<ul>\n<li>\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u7684\u6545\u969c\u6a21\u5f0f - \u5fae\u8f6f<\/li>\n<li>2025 \u5e74\u4eba\u5de5\u667a\u80fd\u4e0e\u4fe1\u4efb\u7684\u7ecf\u9a8c\u6559\u8bad - \u8c37\u6b4c\u4e91<\/li>\n<li>\u4eba\u5de5\u667a\u80fd\u5de5\u7a0b\u73b0\u72b6 - LangChain<\/li>\n<li>\u57fa\u51c6\u4e0e\u771f\u5b9e\u4e16\u754c\u8bc4\u4f30 - METR<\/li>\n<\/ul>\n<p><span style=\"text-decoration: underline;\">\u6280\u672f\u6587\u6863<\/span><\/p>\n<ul>\n<li>\u6211\u4eec\u5982\u4f55\u6784\u5efa\u591a\u4ee3\u7406\u7814\u7a76\u7cfb\u7edf - \u4eba\u7c7b\u5b66<\/li>\n<li>\u6a21\u578b\u4e0a\u4e0b\u6587\u534f\u8bae\u89c4\u8303 - modelcontextprotocol.io<\/li>\n<li>Fresh-Start Cycling Documentation\uff08\u201cRalph Wiggum\u201d\uff09- Geoffrey Huntley (<a href=\"http:\/\/ghuntley.com\/ralph\/\" target=\"_blank\" rel=\"noopener\">ghuntley.com\/ralph\/<\/a>)<\/li>\n<\/ul>","protected":false},"excerpt":{"rendered":"<p>2025 \u5e74\u672b\uff0c\u4e00\u79cd\u540d\u4e3a \"\u62c9\u5c14\u592b-\u7ef4\u683c\u59c6\"\uff08Ralph Wiggum\uff09\u7684\u8352\u8bde\u6280\u672f\u5728\u4ece\u4e1a\u8005\u4e2d\u8d70\u7ea2\u3002\u8fd9\u4e2a\u540d\u5b57\u6765\u6e90\u4e8e\u300a\u8f9b\u666e\u68ee\u4e00\u5bb6\u300b\u4e2d\u7684\u4e00\u4e2a\u89d2\u8272--\u56e0\u4e3a\u6838\u5fc3\u7406\u5ff5\u7b80\u5355\u5f97\u51e0\u4e4e\u4ee4\u4eba\u5c34\u5c2c\uff0c\u6240\u4ee5\u6545\u610f\u53d6\u4e86\u8fd9\u4e2a\u611a\u8822\u7684\u540d\u5b57\u3002.<\/p>","protected":false},"featured_media":1086606,"parent":0,"template":"","meta":{"_acf_changed":false,"ep_exclude_from_search":false},"blog-category":[2995],"blog-language":[2991],"class_list":["post-1083984","blog","type-blog","status-publish","has-post-thumbnail","hentry","blog-category-ai-technology","blog-language-en"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/blog\/1083984","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/blog"}],"about":[{"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/types\/blog"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/media\/1086606"}],"wp:attachment":[{"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/media?parent=1083984"}],"wp:term":[{"taxonomy":"blog-category","embeddable":true,"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/blog-category?post=1083984"},{"taxonomy":"blog-language","embeddable":true,"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/blog-language?post=1083984"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}