{"id":430,"date":"2026-08-15T07:23:12","date_gmt":"2026-08-14T23:23:12","guid":{"rendered":"https:\/\/www.idolool.com\/ai\/ai-info-2026-08-15\/"},"modified":"2026-08-15T07:23:12","modified_gmt":"2026-08-14T23:23:12","slug":"ai-info-2026-08-15","status":"publish","type":"post","link":"https:\/\/www.idolool.com\/ai\/ai-info-2026-08-15\/","title":{"rendered":"AWS\u53d1\u5e03Bedrock AgentCore+SM AI\u591aAgent\u5de5\u4f5c\u6d41\u65b9\u6848\uff5cAI\u843d\u5730\u4e0eAgent"},"content":{"rendered":"<p style=\"margin:0 0 22px 0;padding:12px 14px;background:#f5f8ff;border-left:4px solid #2563eb;color:#4a5568;font-size:15px;line-height:1.7;\">\u6709\u4eba\u628a\u91c7\u8d2d\u3001\u5ba2\u670d\u3001\u5355\u636e\u5ba1\u6279\u5168\u4ea4\u7ed9\u4e86Agent\uff0c\u4eba\u53ea\u7b7e\u5b57\u2014\u2014\u8fd9\u4e0d\u662f\u79d1\u5e7b\uff0c\u662fAWS\u521a\u53d1\u5e03\u7684\u53ef\u843d\u5730\u65b9\u6848\u3002<\/p>\n<p style=\"margin:26px 0 12px 0;font-size:14px;font-weight:bold;color:#2563eb;letter-spacing:2px;\">\u258d\u4eca\u65e5\u4e3b\u6253<\/p>\n<h2 style=\"margin:26px 0 10px 0;font-size:18px;font-weight:bold;color:#1a202c;line-height:1.5;\">AWS\u53d1\u5e03Bedrock AgentCore+SM AI\u591aAgent\u5de5\u4f5c\u6d41\u65b9\u6848<\/h2>\n<p><img decoding=\"async\" src=\"https:\/\/d2908q01vomqb2.cloudfront.net\/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59\/2026\/08\/10\/ML-21454-featured-image.png\" style=\"width:100%;max-width:100%;border-radius:6px;margin:6px 0 10px 0;display:block;\"><\/p>\n<p style=\"margin:0 0 12px 0;font-size:16px;line-height:1.85;color:#2d3748;\">AWS\u8fd9\u7bc7\u6280\u672f\u535a\u5ba2\u9996\u6b21\u7cfb\u7edf\u5c55\u793a\u4e86\u5982\u4f55\u7528Bedrock AgentCore\u8fd0\u884c\u65f6 + SageMaker AI\u81ea\u6258\u7ba1\u6a21\u578b\uff0c\u6784\u5efa\u771f\u6b63\u53ef\u5206\u5de5\u534f\u4f5c\u7684\u591aAgent\u5de5\u4f5c\u6d41\uff1a\u6bd4\u5982\u4e00\u4e2aAgent\u4e13\u505a\u5408\u540c\u6761\u6b3e\u6bd4\u5bf9\uff08\u8c03\u7528\u5fae\u8c03\u8fc7\u7684Qwen 3.8\uff09\uff0c\u53e6\u4e00\u4e2a\u8d1f\u8d23\u751f\u6210\u5408\u89c4\u62a5\u544a\uff08\u8c03\u7528Claude 4\uff09\uff0c\u7b2c\u4e09\u4e2a\u6267\u884c\u5ba1\u6279\u6d41\u7a0b\uff08\u96c6\u6210\u5185\u90e8OA API\uff09\u3002\u5173\u952e\u7a81\u7834\u5728\u4e8e\u5b83\u89e3\u51b3\u4e86\u4f01\u4e1a\u6700\u5934\u75bc\u7684\u2018\u9ed1\u76d2\u4e0d\u53ef\u63a7\u2019\u95ee\u9898\u2014\u2014\u901a\u8fc7SageMaker\u7aef\u70b9\u5b9e\u73b0token\u7ea7\u53ef\u89c2\u6d4b\u6027\uff0c\u80fd\u7cbe\u51c6\u5b9a\u4f4d\u662f\u54ea\u4e2aAgent\u5728\u54ea\u4e00\u6b65\u8c03\u7528\u4e86\u54ea\u4e2a\u5de5\u5177\u3001\u8fd4\u56de\u4e86\u4ec0\u4e48\u3001\u8017\u4e86\u591a\u5c11token\u3002<\/p>\n<p style=\"margin:0 0 12px 0;font-size:16px;line-height:1.85;color:#2d3748;\">\u8fd9\u5bf9\u60f3\u843d\u5730AI\u81ea\u52a8\u5316\u7684\u4f01\u4e1a\u610f\u5473\u7740\uff1a\u4e0d\u7528\u518d\u8d4c\u4e00\u4e2a\u2018\u5168\u80fdAgent\u2019\uff0c\u800c\u662f\u6309\u5c97\u4f4d\/\u6d41\u7a0b\u62c6\u89e3\u4efb\u52a1\uff0c\u8ba9\u6bcf\u4e2aAgent\u5404\u53f8\u5176\u804c\uff1b\u5bf9\u5f00\u53d1\u8005\u800c\u8a00\uff0c\u8fd9\u662f\u76ee\u524d\u6700\u63a5\u8fd1\u751f\u4ea7\u73af\u5883\u7684\u591aAgent\u67b6\u6784\u5b9e\u64cd\u6307\u5357\uff0c\u6240\u6709\u4ee3\u7801\u3001\u914d\u7f6e\u3001\u76d1\u63a7\u94fe\u8def\u90fd\u5f00\u6e90\u53ef\u590d\u73b0\u3002\u5b83\u7ed5\u5f00\u4e86LangChain\u7b49\u901a\u7528\u6846\u67b6\u7684\u62bd\u8c61\u9677\u9631\uff0c\u76f4\u63a5\u57fa\u4e8eAWS\u6210\u719f\u670d\u52a1\u6808\u6784\u5efa\uff0c\u90e8\u7f72\u6210\u672c\u548c\u8fd0\u7ef4\u590d\u6742\u5ea6\u5927\u5e45\u964d\u4f4e\u3002<\/p>\n<p style=\"margin:0 0 12px 0;font-size:16px;line-height:1.85;color:#2d3748;\">\u5224\u65ad\uff1a\u9002\u5408\u5df2\u6709SageMaker\u4f7f\u7528\u7ecf\u9a8c\u3001\u4e14\u4e1a\u52a1\u6d41\u7a0b\u660e\u786e\u5206\u6bb5\uff08\u5982\u91c7\u8d2d\u2192\u6cd5\u52a1\u2192\u8d22\u52a1\uff09\u7684\u4e2d\u5927\u578b\u4f01\u4e1a\uff1b\u5c0f\u56e2\u961f\u53ef\u5148\u62ff\u5176\u4e2d\u4e00\u6bb5\uff08\u5982\u81ea\u52a8\u586b\u5355\uff09\u505aPoC\u9a8c\u8bc1\u3002\u522b\u6025\u7740\u5168\u76d8\u66ff\u6362\uff0c\u5148\u8ba9Agent\u5e72\u597d\u4e00\u4ef6\u4e8b\uff0c\u518d\u9010\u6b65\u4e32\u8054\u2014\u2014\u8fd9\u624d\u662fAWS\u65b9\u6848\u771f\u6b63\u60f3\u4f20\u9012\u7684\u52a1\u5b9e\u903b\u8f91\u3002<\/p>\n<p style=\"margin:30px 0 6px 0;font-size:13px;color:#9aa5b1;text-align:center;\">\u2014\u2014 \u4ee5\u4e0b\u662f\u4eca\u5929\u7684\u5168\u90e8 15 \u6761\u901f\u89c8 \u2014\u2014<\/p>\n<h2 style=\"margin:32px 0 14px 0;padding:10px 16px;background:#0e1e4b;color:#ffffff;font-size:17px;font-weight:bold;border-radius:6px;letter-spacing:1px;line-height:1.5;\">Agent \u4e0e\u6d41\u7a0b\u81ea\u52a8\u5316<\/h2>\n<h2 style=\"margin:26px 0 10px 0;font-size:18px;font-weight:bold;color:#1a202c;line-height:1.5;\">1. AWS\u53d1\u5e03Bedrock AgentCore+SM AI\u591aAgent\u5de5\u4f5c\u6d41\u65b9\u6848<\/h2>\n<p><img decoding=\"async\" src=\"https:\/\/d2908q01vomqb2.cloudfront.net\/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59\/2026\/08\/10\/ML-21454-featured-image.png\" style=\"width:100%;max-width:100%;border-radius:6px;margin:6px 0 10px 0;display:block;\"><\/p>\n<p style=\"margin:0 0 8px 0;font-size:16px;line-height:1.75;color:#3f3f3f;\">AWS\u5b98\u65b9\u535a\u5ba2\u8be6\u89e3\u5982\u4f55\u7ec4\u5408Amazon Bedrock AgentCore\u4e0eSageMaker AI\u6258\u7ba1\u6a21\u578b\uff0c\u6784\u5efa\u591aAgent\u534f\u540c\u5de5\u4f5c\u6d41\uff0c\u6bcf\u4e2aAgent\u53ef\u8c03\u7528\u6700\u9002\u5408\u5176\u4efb\u52a1\u7684\u4e13\u7528\u6a21\u578b\uff08\u5982Qwen 3.8\u5904\u7406\u4e2d\u6587\u5408\u540c\u3001Claude 4\u751f\u6210\u62a5\u544a\uff09<\/p>\n<p style=\"margin:0 0 8px 0;font-size:16px;line-height:1.75;color:#3f3f3f;\">\u65b9\u6848\u652f\u6301token\u7ea7\u53ef\u89c2\u6d4b\u6027\uff0c\u80fd\u8ffd\u8e2a\u6bcf\u4e2aAgent\u5728\u6bcf\u4e00\u6b65\u8c03\u7528\u7684\u5de5\u5177\u3001\u8f93\u5165\u8f93\u51fa\u53catoken\u6d88\u8017\uff0c\u89e3\u51b3Strands\u7b49Agent\u6846\u67b6\u9ed8\u8ba4\u4e0d\u652f\u6301\u6df1\u5ea6\u76d1\u63a7\u7684\u95ee\u9898<\/p>\n<p style=\"margin:0 0 8px 0;font-size:16px;line-height:1.75;color:#3f3f3f;\">\u8be5\u67b6\u6784\u5df2\u7528\u4e8e\u5ba2\u6237\u5b9e\u9645\u573a\u666f\uff1a\u67d0\u8de8\u5883\u7535\u5546\u5c06\u91c7\u8d2d\u7533\u8bf7\u3001\u4f9b\u5e94\u5546\u6bd4\u4ef7\u3001\u6cd5\u52a1\u6761\u6b3e\u5ba1\u6838\u3001\u8d22\u52a1\u4ed8\u6b3e\u5ba1\u6279\u56db\u73af\u8282\u62c6\u5206\u4e3a\u56db\u4e2aAgent\uff0c\u5168\u6d41\u7a0b\u5e73\u5747\u8017\u65f6\u4ece3.2\u5929\u538b\u7f29\u81f347\u5206\u949f<\/p>\n<p style=\"margin:8px 0 8px 0;padding:8px 12px;background:#fffbf0;border-left:3px solid #f59e0b;font-size:15px;line-height:1.7;color:#7a5c1e;\">\u53f7\u54e5\u8bf4\uff1a\u8fd9\u662f\u76ee\u524d\u6700\u8d34\u8fd1\u4f01\u4e1a\u771f\u5b9eIT\u67b6\u6784\u7684Agent\u843d\u5730\u8def\u5f84\u2014\u2014\u4e0d\u4f9d\u8d56\u65b0\u6846\u67b6\uff0c\u800c\u662f\u590d\u7528\u4f01\u4e1a\u5df2\u6709\u7684SageMaker\u6a21\u578b\u6258\u7ba1\u80fd\u529b+Bedrock\u7edf\u4e00Agent\u8fd0\u884c\u65f6\uff0c\u89c4\u907f\u4e86\u2018\u4e3aAI\u91cd\u5199\u5168\u90e8\u7cfb\u7edf\u2019\u7684\u98ce\u9669\u3002\u5c24\u5176\u9002\u5408\u5df2\u6709\u6a21\u578b\u5fae\u8c03\u7ecf\u9a8c\u3001\u4e14\u6d41\u7a0b\u73af\u8282\u6e05\u6670\u53ef\u62c6\u5206\u7684\u516c\u53f8\u3002<\/p>\n<p style=\"margin:8px 0 8px 0;padding:8px 12px;background:#eef0ff;border-left:3px solid #635be7;font-size:15px;line-height:1.7;color:#433c9e;\">\u843d\u5730\u63d0\u70b9\uff1a\u522b\u4e00\u4e0a\u6765\u5c31\u60f3\u505a\u4e2a\u2018\u4e07\u80fdAgent\u2019\uff0c\u5148\u628a\u4f60\u516c\u53f8\u91cc\u6700\u91cd\u590d\u3001\u6700\u8017\u4eba\u3001\u6700\u6015\u51fa\u9519\u7684\u90a3\u4e2a\u73af\u8282\uff08\u6bd4\u5982\u62a5\u9500\u5355\u521d\u5ba1\uff09\u4ea4\u7ed9\u4e00\u4e2a\u4e13\u7528Agent\u8dd1\u901a\uff0c\u518d\u6a2a\u5411\u590d\u5236\u3002<\/p>\n<p style=\"margin:0 0 4px 0;font-size:13px;color:#9aa5b1;\">AWS Machine Learning Blog \u00b7 <a href=\"https:\/\/aws.amazon.com\/blogs\/machine-learning\/building-agentic-workflows-with-sagemaker-ai-and-bedrock-agentcore\/\" style=\"color:#2563eb;text-decoration:none;word-break:break-all;\" target=\"_blank\" rel=\"nofollow noopener\">\u9605\u8bfb\u539f\u6587<\/a><\/p>\n<hr style=\"margin:20px 0;border:none;border-top:1px solid #eaeef3;\">\n<h2 style=\"margin:26px 0 10px 0;font-size:18px;font-weight:bold;color:#1a202c;line-height:1.5;\">2. Anthropic\u7528Claude Code\u5b9e\u73b0\u6bcf\u65e5\u4ee3\u7801\u7ef4\u62a4\uff0c\u5408\u5e76\u7387\u8fbe46%<\/h2>\n<p><img decoding=\"async\" src=\"https:\/\/the-decoder.com\/wp-content\/uploads\/2026\/08\/cherny_app_chat.jpg\" style=\"width:100%;max-width:100%;border-radius:6px;margin:6px 0 10px 0;display:block;\"><\/p>\n<p style=\"margin:0 0 8px 0;font-size:16px;line-height:1.75;color:#3f3f3f;\">Anthropic\u6b63\u7528\u81ea\u5bb6Claude Code Agent\u81ea\u52a8\u6267\u884c\u65e5\u5e38\u4ee3\u7801\u7ef4\u62a4\u4efb\u52a1\uff0c\u5305\u62ec\u5d29\u6e83\u6a21\u7cca\u6d4b\u8bd5\u3001\u6b7b\u4ee3\u7801\u6e05\u7406\u3001\u5355\u5143\u6d4b\u8bd5\u8865\u5168\u7b49<\/p>\n<p style=\"margin:0 0 8px 0;font-size:16px;line-height:1.75;color:#3f3f3f;\">\u5728\u51e0\u5468\u5185\uff0c\u8be5Agent\u5171\u521b\u5efa388\u4e2aPull Request\uff0c\u5176\u4e2d179\u4e2a\u88ab\u5de5\u7a0b\u5e08\u76f4\u63a5\u5408\u5e76\uff0c\u5408\u5e76\u7387\u8fbe46%\uff0c\u663e\u8457\u9ad8\u4e8e\u4eba\u5de5PR\u5e73\u574722%\u7684\u5408\u5e76\u7387<\/p>\n<p style=\"margin:0 0 8px 0;font-size:16px;line-height:1.75;color:#3f3f3f;\">\u8be5\u5b9e\u8df5\u8868\u660e\uff1aAgent\u5e76\u975e\u53ea\u80fd\u505a\u2018\u8f85\u52a9\u5199\u4f5c\u2019\uff0c\u5728\u5de5\u7a0b\u95ed\u73af\u4e2d\u5df2\u80fd\u627f\u62c5\u771f\u5b9e\u4ea4\u4ed8\u538b\u529b\uff0c\u4e14\u56e0\u719f\u6089\u5185\u90e8\u4ee3\u7801\u5e93\u548c\u89c4\u8303\uff0c\u4ea7\u51fa\u8d28\u91cf\u66f4\u53ef\u63a7<\/p>\n<p style=\"margin:8px 0 8px 0;padding:8px 12px;background:#fffbf0;border-left:3px solid #f59e0b;font-size:15px;line-height:1.7;color:#7a5c1e;\">\u53f7\u54e5\u8bf4\uff1a\u8fd9\u662f\u5c11\u6709\u7684\u3001\u6709\u660e\u786e\u6570\u5b57\u652f\u6491\u7684Agent\u5de5\u7a0b\u843d\u5730\u6848\u4f8b\u2014\u2014\u4e0d\u662f\u6f14\u793aDemo\uff0c\u800c\u662f\u771f\u6b63\u5728\u751f\u4ea7\u73af\u5883\u8dd1\u901aCI\/CD\u94fe\u6761\u3002\u5b83\u9a8c\u8bc1\u4e86\u2018\u9886\u57df\u4e13\u7528Agent+\u5185\u90e8\u77e5\u8bc6\u6ce8\u5165\u2019\u7684\u5a01\u529b\uff1a\u6bd4\u8d77\u901a\u7528\u5927\u6a21\u578b\uff0c\u4e00\u4e2a\u61c2\u4f60\u4ee3\u7801\u98ce\u683c\u3001API\u6587\u6863\u3001\u90e8\u7f72\u6d41\u7a0b\u7684Agent\uff0c\u66f4\u80fd\u625b\u8d77\u5b9e\u9645\u4ea4\u4ed8\u3002<\/p>\n<p style=\"margin:8px 0 8px 0;padding:8px 12px;background:#eef0ff;border-left:3px solid #635be7;font-size:15px;line-height:1.7;color:#433c9e;\">\u843d\u5730\u63d0\u70b9\uff1a\u6280\u672f\u56e2\u961f\u60f3\u8bd5Agent\uff0c\u522b\u4ece\u5199\u6587\u6863\u5f00\u59cb\uff0c\u76f4\u63a5\u8ba9\u5b83\u5e2e\u4f60\u4feeBug\u3001\u8865\u6d4b\u8bd5\u3001\u5220\u65e0\u7528\u4ee3\u7801\u2014\u2014\u6548\u679c\u7acb\u7aff\u89c1\u5f71\uff0c\u5de5\u7a0b\u5e08\u4e5f\u66f4\u5bb9\u6613\u63a5\u53d7\u3002<\/p>\n<p style=\"margin:0 0 4px 0;font-size:13px;color:#9aa5b1;\">The Decoder \u00b7 <a href=\"https:\/\/the-decoder.com\/claude-code-now-runs-daily-maintenance-on-anthropics-software-with-a-46-percent-merge-rate\/\" style=\"color:#2563eb;text-decoration:none;word-break:break-all;\" target=\"_blank\" rel=\"nofollow noopener\">\u9605\u8bfb\u539f\u6587<\/a><\/p>\n<hr style=\"margin:20px 0;border:none;border-top:1px solid #eaeef3;\">\n<h2 style=\"margin:26px 0 10px 0;font-size:18px;font-weight:bold;color:#1a202c;line-height:1.5;\">3. \u7814\u7a76\u8d28\u7591\u2018\u81ea\u4e3bAI\u79d1\u7814\u2019\u53ef\u884c\u6027\uff0c\u6307\u51fa\u5f53\u524dAgent\u4ecd\u4e25\u91cd\u4f9d\u8d56\u4eba\u7c7b\u8bbe\u5b9a\u76ee\u6807<\/h2>\n<p><img decoding=\"async\" src=\"https:\/\/the-decoder.com\/wp-content\/uploads\/2026\/08\/ai-assisted-science-rejected-papers-nano-banana-pro.jpg\" style=\"width:100%;max-width:100%;border-radius:6px;margin:6px 0 10px 0;display:block;\"><\/p>\n<p style=\"margin:0 0 8px 0;font-size:16px;line-height:1.75;color:#3f3f3f;\">\u4e00\u9879\u65b0\u7814\u7a76\u7cfb\u7edf\u5206\u6790\u4e86Anthropic\u4e0eOpenAI\u5ba3\u79f0\u7684\u2018AI\u81ea\u4e3b\u79d1\u7814\u2019\u8fdb\u5c55\uff0c\u53d1\u73b0\u6240\u6709\u6240\u8c13\u2018\u81ea\u4e3b\u53d1\u73b0\u2019\u5747\u5efa\u7acb\u5728\u4eba\u7c7b\u9884\u8bbe\u6781\u5f3a\u7ea6\u675f\u6761\u4ef6\u4e0b<\/p>\n<p style=\"margin:0 0 8px 0;font-size:16px;line-height:1.75;color:#3f3f3f;\">\u5b9e\u9a8c\u663e\u793a\uff1a\u5f53\u79fb\u9664\u4eba\u7c7b\u8bbe\u5b9a\u7684\u76ee\u6807\u51fd\u6570\u3001\u8bc4\u4f30\u6307\u6807\u6216\u641c\u7d22\u7a7a\u95f4\u9650\u5236\u540e\uff0cAgent\u4ea7\u51fa\u7ed3\u679c\u968f\u673a\u6027\u9661\u589e\uff0c\u65e0\u6cd5\u7a33\u5b9a\u590d\u73b0\u79d1\u5b66\u7ed3\u8bba<\/p>\n<p style=\"margin:0 0 8px 0;font-size:16px;line-height:1.75;color:#3f3f3f;\">\u8be5\u7814\u7a76\u63d0\u9192\u4e1a\u754c\uff1a\u5f53\u524dAgent\u672c\u8d28\u4ecd\u662f\u2018\u9ad8\u7ea7\u5de5\u5177\u94fe\u2019\uff0c\u5176\u2018\u81ea\u4e3b\u6027\u2019\u9ad8\u5ea6\u4f9d\u8d56\u4eba\u7c7b\u5bf9\u95ee\u9898\u8fb9\u754c\u7684\u7cbe\u786e\u6846\u5b9a<\/p>\n<p style=\"margin:8px 0 8px 0;padding:8px 12px;background:#fffbf0;border-left:3px solid #f59e0b;font-size:15px;line-height:1.7;color:#7a5c1e;\">\u53f7\u54e5\u8bf4\uff1a\u8fd9\u5219\u7814\u7a76\u7ed9\u8fc7\u70ed\u7684\u2018Agent\u53d6\u4ee3\u7814\u7a76\u5458\u2019\u53d9\u4e8b\u6cfc\u4e86\u51b7\u6c34\uff0c\u4f46\u5bf9\u52a1\u5b9e\u4ece\u4e1a\u8005\u53cd\u800c\u662f\u5229\u597d\u2014\u2014\u5b83\u5212\u6e05\u4e86\u80fd\u529b\u8fb9\u754c\uff1aAgent\u64c5\u957f\u5728\u660e\u786e\u5b9a\u4e49\u7684\u89c4\u5219\u5185\u9ad8\u6548\u6267\u884c\uff08\u5982\u81ea\u52a8\u67e5\u4e13\u5229\u3001\u6bd4\u5bf9\u6587\u732e\u3001\u751f\u6210\u5b9e\u9a8c\u62a5\u544a\uff09\uff0c\u4f46\u4e0d\u64c5\u957f\u5b9a\u4e49\u2018\u8be5\u7814\u7a76\u4ec0\u4e48\u2019\u3002\u4f01\u4e1a\u843d\u5730\u65f6\u5e94\u805a\u7126\u524d\u8005\uff0c\u800c\u975e\u7a7a\u8c08\u2018\u66ff\u4ee3\u4e13\u5bb6\u2019\u3002<\/p>\n<p style=\"margin:8px 0 8px 0;padding:8px 12px;background:#eef0ff;border-left:3px solid #635be7;font-size:15px;line-height:1.7;color:#433c9e;\">\u843d\u5730\u63d0\u70b9\uff1a\u522b\u8ba9Agent\u53bb\u2018\u60f3\u8bfe\u9898\u2019\uff0c\u8ba9\u5b83\u53bb\u2018\u67e51000\u7bc7\u8bba\u6587\u5e76\u6807\u51fa\u77db\u76fe\u70b9\u2019\u2014\u2014\u8fd9\u624d\u662f\u5b83\u4eca\u5929\u771f\u6b63\u80fd\u5e72\u597d\u7684\u4e8b\u3002<\/p>\n<p style=\"margin:0 0 4px 0;font-size:13px;color:#9aa5b1;\">The Decoder \u00b7 <a href=\"https:\/\/the-decoder.com\/study-contradicts-anthropic-and-openai-claims-that-autonomous-ai-research-is-within-reach\/\" style=\"color:#2563eb;text-decoration:none;word-break:break-all;\" target=\"_blank\" rel=\"nofollow noopener\">\u9605\u8bfb\u539f\u6587<\/a><\/p>\n<hr style=\"margin:20px 0;border:none;border-top:1px solid #eaeef3;\">\n<h2 style=\"margin:26px 0 10px 0;font-size:18px;font-weight:bold;color:#1a202c;line-height:1.5;\">4. Amazon Nova Forge\u652f\u6301\u81ea\u5b9a\u4e49\u591a\u8f6e\u5f3a\u5316\u5b66\u4e60\u5956\u52b1\u51fd\u6570<\/h2>\n<p><img decoding=\"async\" src=\"https:\/\/d2908q01vomqb2.cloudfront.net\/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59\/2026\/08\/14\/ml-20735.png\" style=\"width:100%;max-width:100%;border-radius:6px;margin:6px 0 10px 0;display:block;\"><\/p>\n<p style=\"margin:0 0 8px 0;font-size:16px;line-height:1.75;color:#3f3f3f;\">AWS\u63a8\u51faNova Forge\u65b0\u529f\u80fd\uff0c\u5141\u8bb8\u5f00\u53d1\u8005\u4e3a\u591a\u8f6e\u5bf9\u8bdd\/\u4efb\u52a1\u578bAgent\u8bbe\u8ba1\u590d\u5408\u5f0f\u5956\u52b1\u51fd\u6570\uff0c\u4f8b\u5982\u5c06\u2018\u4ee3\u7801\u6b63\u786e\u6027\u2019\u2018\u5b89\u5168\u6027\u2019\u2018\u6267\u884c\u6548\u7387\u2019\u5206\u522b\u8d4b\u6743\u5e76\u52a8\u6001\u52a0\u6743<\/p>\n<p style=\"margin:0 0 8px 0;font-size:16px;line-height:1.75;color:#3f3f3f;\">\u5e73\u53f0\u5185\u7f6e\u5b89\u5168\u6c99\u7bb1\uff0c\u53ef\u5b89\u5168\u6267\u884cAgent\u751f\u6210\u7684\u4ee3\u7801\u8fdb\u884c\u5b9e\u65f6\u9a8c\u8bc1\uff0c\u5e76\u5c06\u7ed3\u679c\u53cd\u9988\u81f3\u5956\u52b1\u8ba1\u7b97\u6a21\u5757<\/p>\n<p style=\"margin:0 0 8px 0;font-size:16px;line-height:1.75;color:#3f3f3f;\">\u8be5\u80fd\u529b\u4f7fAgent\u8bad\u7ec3\u4e0d\u518d\u4f9d\u8d56\u5355\u4e00\u51c6\u786e\u7387\u6307\u6807\uff0c\u800c\u662f\u80fd\u5bf9\u2018\u5b8c\u6210\u4efb\u52a1\u7684\u5168\u8fc7\u7a0b\u8d28\u91cf\u2019\u5efa\u6a21\uff0c\u5c24\u5176\u9002\u7528\u4e8e\u9700\u591a\u6b65\u51b3\u7b56\u7684\u590d\u6742\u6d41\u7a0b\uff08\u5982\u6545\u969c\u6392\u67e5\u3001\u4f9b\u5e94\u94fe\u8c03\u5ea6\uff09<\/p>\n<p style=\"margin:8px 0 8px 0;padding:8px 12px;background:#fffbf0;border-left:3px solid #f59e0b;font-size:15px;line-height:1.7;color:#7a5c1e;\">\u53f7\u54e5\u8bf4\uff1a\u591a\u8f6e\u4efb\u52a1\u7684\u5956\u52b1\u8bbe\u8ba1\u4e00\u76f4\u662fAgent\u843d\u5730\u6700\u5927\u74f6\u9888\u4e4b\u4e00\u3002Nova Forge\u8fd9\u6b21\u628a\u2018\u600e\u4e48\u5b9a\u4e49\u597d\u7ed3\u679c\u2019\u8fd9\u4e2a\u7384\u5b66\u95ee\u9898\uff0c\u53d8\u6210\u4e86\u53ef\u914d\u7f6e\u3001\u53ef\u8c03\u8bd5\u3001\u53ef\u6c99\u7bb1\u9a8c\u8bc1\u7684\u5de5\u7a0b\u6a21\u5757\u3002\u5bf9\u5236\u9020\u4e1a\u3001\u80fd\u6e90\u7b49\u5f3a\u6d41\u7a0b\u884c\u4e1a\uff0c\u8fd9\u610f\u5473\u7740Agent\u7ec8\u4e8e\u80fd\u5b66\u4f1a\u2018\u600e\u4e48\u4e00\u6b65\u6b65\u628a\u4e8b\u60c5\u529e\u59a5\u2019\uff0c\u800c\u4e0d\u4ec5\u662f\u2018\u6700\u540e\u7b54\u5bf9\u6ca1\u2019\u3002<\/p>\n<p style=\"margin:8px 0 8px 0;padding:8px 12px;background:#eef0ff;border-left:3px solid #635be7;font-size:15px;line-height:1.7;color:#433c9e;\">\u843d\u5730\u63d0\u70b9\uff1a\u505a\u5ba1\u6279\u6d41\u3001\u5de5\u5355\u6d41\u3001\u6392\u7a0b\u6d41\u7684\u56e2\u961f\uff0c\u7acb\u523b\u8bd5\u8bd5Nova Forge\u7684\u590d\u5408\u5956\u52b1\u2014\u2014\u5b83\u80fd\u8ba9Agent\u5b66\u4f1a\u2018\u8d70\u5bf9\u8def\u2019\uff0c\u800c\u4e0d\u53ea\u662f\u2018\u5230\u7ec8\u70b9\u2019\u3002<\/p>\n<p style=\"margin:0 0 4px 0;font-size:13px;color:#9aa5b1;\">AWS Machine Learning Blog \u00b7 <a href=\"https:\/\/aws.amazon.com\/blogs\/machine-learning\/custom-reward-functions-for-multi-turn-reinforcement-learning-with-amazon-nova-forge\/\" style=\"color:#2563eb;text-decoration:none;word-break:break-all;\" target=\"_blank\" rel=\"nofollow noopener\">\u9605\u8bfb\u539f\u6587<\/a><\/p>\n<hr style=\"margin:20px 0;border:none;border-top:1px solid #eaeef3;\">\n<h2 style=\"margin:26px 0 10px 0;font-size:18px;font-weight:bold;color:#1a202c;line-height:1.5;\">5. Kog\u521b\u4e1a\u516c\u53f8\u6311\u6218GPU\u4e0d\u9002\u7528Agent\u8bba\uff0c\u63d0\u51fa\u6df1\u5ea6\u63a8\u7406\u4f18\u5316\u65b9\u6848<\/h2>\n<p><img decoding=\"async\" src=\"https:\/\/techcrunch.com\/wp-content\/uploads\/2026\/08\/Kog-CEO-Gael-Dellalleau-at-AMD-AI-DevDay.jpg?resize=1200,800\" style=\"width:100%;max-width:100%;border-radius:6px;margin:6px 0 10px 0;display:block;\"><\/p>\n<p style=\"margin:0 0 8px 0;font-size:16px;line-height:1.75;color:#3f3f3f;\">\u6cd5\u56fd\u521d\u521b\u516c\u53f8Kog\u53d1\u5e03\u65b0\u63a8\u7406\u5f15\u64ce\uff0c\u58f0\u79f0\u53ef\u5728\u6d88\u8d39\u7ea7GPU\u4e0a\u5b9e\u73b0Agent\u591a\u6b65\u9aa4\u63a8\u7406\u7684\u4f4e\u5ef6\u8fdf\u8c03\u5ea6\uff0c\u6253\u7834\u2018GPU\u53ea\u9002\u5408\u5355\u6b21\u5927\u6a21\u578b\u63a8\u7406\u2019\u7684\u56fa\u6709\u8ba4\u77e5<\/p>\n<p style=\"margin:0 0 8px 0;font-size:16px;line-height:1.75;color:#3f3f3f;\">\u5176\u6280\u672f\u6838\u5fc3\u662f\u2018\u72b6\u6001\u5feb\u7167+\u589e\u91cf\u7f13\u5b58\u2019\uff1a\u5c06Agent\u6bcf\u6b65\u63a8\u7406\u7684\u4e2d\u95f4\u72b6\u6001\u538b\u7f29\u5b58\u50a8\uff0c\u540e\u7eed\u6b65\u9aa4\u4ec5\u52a0\u8f7d\u5dee\u5f02\u90e8\u5206\uff0c\u5185\u5b58\u5360\u7528\u964d\u4f4e63%<\/p>\n<p style=\"margin:0 0 8px 0;font-size:16px;line-height:1.75;color:#3f3f3f;\">\u521d\u6b65\u6d4b\u8bd5\u663e\u793a\uff0c\u5728RTX 4090\u4e0a\u8fd0\u884c5\u6b65\u5de5\u5177\u8c03\u7528Agent\uff0c\u7aef\u5230\u7aef\u5ef6\u8fdf\u7a33\u5b9a\u5728820ms\u4ee5\u5185\uff0c\u6ee1\u8db3\u5ba2\u670d\u3001\u5ba1\u6279\u7b49\u5b9e\u65f6\u4ea4\u4e92\u573a\u666f\u9700\u6c42<\/p>\n<p style=\"margin:8px 0 8px 0;padding:8px 12px;background:#fffbf0;border-left:3px solid #f59e0b;font-size:15px;line-height:1.7;color:#7a5c1e;\">\u53f7\u54e5\u8bf4\uff1a\u8fd9\u5219\u6d88\u606f\u76f4\u51fbAgent\u843d\u5730\u7684\u786c\u4ef6\u75db\u70b9\u2014\u2014\u5f88\u591a\u4f01\u4e1a\u5361\u5728\u2018\u4e70\u4e0d\u8d77A100\u96c6\u7fa4\u2019\u3002Kog\u7684\u65b9\u6848\u8bc1\u660e\uff1a\u7528\u597d\u73b0\u6709GPU\uff0c\u6bd4\u5806\u7b97\u529b\u66f4\u5173\u952e\u3002\u5b83\u4e0d\u8ffd\u6c42\u5355\u6b65\u66f4\u5feb\uff0c\u800c\u662f\u8ba9\u591a\u6b65\u8fde\u8d2f\u6267\u884c\u66f4\u7a33\uff0c\u8fd9\u5bf9\u9884\u7b97\u6709\u9650\u4f46\u60f3\u5feb\u901f\u4e0a\u7ebfAgent\u7684\u4e2d\u5c0f\u4f01\u4e1a\u6781\u5177\u53c2\u8003\u4ef7\u503c\u3002<\/p>\n<p style=\"margin:8px 0 8px 0;padding:8px 12px;background:#eef0ff;border-left:3px solid #635be7;font-size:15px;line-height:1.7;color:#433c9e;\">\u843d\u5730\u63d0\u70b9\uff1a\u522b\u6025\u7740\u5347\u7ea7\u663e\u5361\uff0c\u5148\u770b\u770b\u4f60\u7684Agent\u662f\u4e0d\u662f\u5728\u53cd\u590d\u52a0\u8f7d\/\u5378\u8f7d\u6a21\u578b\u2014\u2014Kog\u7684\u601d\u8def\uff0c\u53ef\u80fd\u8ba9\u4f60\u624b\u5934\u76844090\u7acb\u523b\u53d8\u2018Agent\u53cb\u597d\u2019\u3002<\/p>\n<p style=\"margin:0 0 4px 0;font-size:13px;color:#9aa5b1;\">TechCrunch AI \u00b7 <a href=\"https:\/\/techcrunch.com\/2026\/08\/14\/kog-is-going-deeper-to-squeeze-more-inference-out-of-gpus\/\" style=\"color:#2563eb;text-decoration:none;word-break:break-all;\" target=\"_blank\" rel=\"nofollow noopener\">\u9605\u8bfb\u539f\u6587<\/a><\/p>\n<hr style=\"margin:20px 0;border:none;border-top:1px solid #eaeef3;\">\n<h2 style=\"margin:32px 0 14px 0;padding:10px 16px;background:#0e1e4b;color:#ffffff;font-size:17px;font-weight:bold;border-radius:6px;letter-spacing:1px;line-height:1.5;\">AI \u5de5\u5177 \u00b7 \u5b9e\u6d4b\u4e0a\u65b0<\/h2>\n<h2 style=\"margin:26px 0 10px 0;font-size:18px;font-weight:bold;color:#1a202c;line-height:1.5;\">1. Cactus Compute\u53d1\u5e03Needle 2\uff1a45M\u53c2\u6570\u5f00\u6e90Tool-Calling\u6a21\u578b\uff0c14MB\u4e8c\u8fdb\u5236\u5373\u8dd1<\/h2>\n<p><img decoding=\"async\" src=\"https:\/\/www.marktechpost.com\/wp-content\/uploads\/2026\/08\/blog619100-6-1024x731.png\" style=\"width:100%;max-width:100%;border-radius:6px;margin:6px 0 10px 0;display:block;\"><\/p>\n<p style=\"margin:0 0 8px 0;font-size:16px;line-height:1.75;color:#3f3f3f;\">Cactus Compute\u5f00\u6e90Needle 2\uff0c\u4e00\u4e2a\u4ec545M\u53c2\u6570\u7684\u8f7b\u91cf\u7ea7Tool-Calling\u6a21\u578b\uff0c\u5b8c\u6574\u6a21\u578b\u6253\u5305\u4e3a\u5355\u4e2a14MB\u4e8c\u8fdb\u5236\u6587\u4ef6<\/p>\n<p style=\"margin:0 0 8px 0;font-size:16px;line-height:1.75;color:#3f3f3f;\">\u8be5\u6a21\u578b\u53ef\u5728\u65e0GPU\u3001\u65e0NPU\u7684\u5d4c\u5165\u5f0f\u8bbe\u5907\uff08\u5982\u6811\u8393\u6d3e5\uff09\u4e0a\u8fd0\u884c\u5b8c\u6574\u4f1a\u8bdd\uff0c\u5185\u5b58\u5360\u7528\u4ec5\u7ea628MB\uff0c\u652f\u6301\u8bbe\u5907\u63a7\u5236\u4e0e\u7ed3\u6784\u5316\u4fe1\u606f\u62bd\u53d6<\/p>\n<p style=\"margin:0 0 8px 0;font-size:16px;line-height:1.75;color:#3f3f3f;\">\u5728Seal-Tools\u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0cNeedle 2\u8d85\u8d8a\u540c\u5c3a\u5bf8\u7ade\u54c1\uff0c\u5c24\u5176\u5728\u2018\u8c03\u7528\u786c\u4ef6\u63a5\u53e3\u2019\u548c\u2018\u591a\u6b65\u9aa4\u6307\u4ee4\u89e3\u6790\u2019\u4efb\u52a1\u4e0a\u8868\u73b0\u7a81\u51fa<\/p>\n<p style=\"margin:8px 0 8px 0;padding:8px 12px;background:#fffbf0;border-left:3px solid #f59e0b;font-size:15px;line-height:1.7;color:#7a5c1e;\">\u53f7\u54e5\u8bf4\uff1a\u8fd9\u662f\u76ee\u524d\u6700\u2018\u63a5\u5730\u6c14\u2019\u7684Agent\u5de5\u5177\u8c03\u7528\u6a21\u578b\uff1a\u4e0d\u62fc\u53c2\u6570\u89c4\u6a21\uff0c\u4e13\u6ce8\u5728\u8d44\u6e90\u53d7\u9650\u73af\u5883\u4e0b\u53ef\u9760\u8c03\u7528\u771f\u5b9e\u5de5\u5177\u3002\u5bf9IoT\u5382\u5546\u3001\u8fb9\u7f18\u8ba1\u7b97\u56e2\u961f\u3001\u6559\u80b2\u673a\u5668\u4eba\u5f00\u53d1\u8005\uff0c\u5b83\u610f\u5473\u7740\u53ef\u4ee5\u7528\u6781\u4f4e\u6210\u672c\u8ba9\u8bbe\u5907\u2018\u542c\u61c2\u4eba\u8bdd\u5e76\u52a8\u624b\u5e72\u6d3b\u2019\u3002<\/p>\n<p style=\"margin:8px 0 8px 0;padding:8px 12px;background:#eef0ff;border-left:3px solid #635be7;font-size:15px;line-height:1.7;color:#433c9e;\">\u843d\u5730\u63d0\u70b9\uff1a\u505a\u786c\u4ef6\u96c6\u6210\u3001\u8fb9\u7f18Agent\u6216\u6559\u5b66\u9879\u76ee\u7684\uff0c\u7acb\u523b\u4e0b\u8f7dNeedle 2\u8dd1\u4e2ademo\u2014\u201414MB\u5927\u5c0f\uff0c\u6bd4\u4e00\u5f20\u9ad8\u6e05\u56fe\u8fd8\u5c0f\u3002<\/p>\n<p style=\"margin:0 0 4px 0;font-size:13px;color:#9aa5b1;\">MarkTechPost \u00b7 <a href=\"https:\/\/www.marktechpost.com\/2026\/08\/13\/cactus-compute-needle-2-45m-parameter-tool-calling-model\/\" style=\"color:#2563eb;text-decoration:none;word-break:break-all;\" target=\"_blank\" rel=\"nofollow noopener\">\u9605\u8bfb\u539f\u6587<\/a><\/p>\n<hr style=\"margin:20px 0;border:none;border-top:1px solid #eaeef3;\">\n<h2 style=\"margin:26px 0 10px 0;font-size:18px;font-weight:bold;color:#1a202c;line-height:1.5;\">2. Z.ai\u53d1\u5e03GLM-5.3\uff1a\u65e0\u9700\u91cd\u8bad\u57fa\u5ea7\u6a21\u578b\uff0c\u9760\u540e\u8bad\u7ec3\u63d0\u5347\u590d\u6742\u7f16\u7801\u80fd\u529b<\/h2>\n<p><img decoding=\"async\" src=\"https:\/\/www.marktechpost.com\/wp-content\/uploads\/2026\/08\/blog619100-7.png\" style=\"width:100%;max-width:100%;border-radius:6px;margin:6px 0 10px 0;display:block;\"><\/p>\n<p style=\"margin:0 0 8px 0;font-size:16px;line-height:1.75;color:#3f3f3f;\">Z.ai\u53d1\u5e03GLM-5.3\uff0c\u672a\u6539\u52a8743B GLM-5.2\u57fa\u5ea7\u6a21\u578b\uff0c\u6240\u6709\u6027\u80fd\u63d0\u5347\u5747\u6765\u81ea\u540e\u8bad\u7ec3\u9636\u6bb5\uff1a\u6269\u5927\u957f\u5468\u671f\u4efb\u52a1\u73af\u5883\u3001\u589e\u52a0\u73af\u5883\u7c7b\u578b\u3001\u5ef6\u957f\u8bad\u7ec3\u65f6\u957f<\/p>\n<p style=\"margin:0 0 8px 0;font-size:16px;line-height:1.75;color:#3f3f3f;\">\u5728Terminal-Bench 3.0\u6d4b\u8bd5\u4e2d\u5f97\u5206\u4ece4.6\u8dc3\u5347\u81f328.3\uff0cDeepSWE v1.1\u4ece46.2\u5347\u81f366.9\uff0c\u7f51\u7edc\u5b89\u5168\u4e13\u9879CyberGym\u8fbe84.5%<\/p>\n<p style=\"margin:0 0 8px 0;font-size:16px;line-height:1.75;color:#3f3f3f;\">\u8be5\u6a21\u578b\u7279\u522b\u9002\u5408\u9700\u8981\u2018\u957f\u601d\u8003\u94fe\u2019\u7684\u7f16\u7a0b\u573a\u666f\uff0c\u5982\u91cd\u6784\u9057\u7559\u7cfb\u7edf\u3001\u7f16\u5199\u8de8\u6a21\u5757\u96c6\u6210\u4ee3\u7801\u3001\u751f\u6210\u5b89\u5168\u5ba1\u8ba1\u62a5\u544a<\/p>\n<p style=\"margin:8px 0 8px 0;padding:8px 12px;background:#fffbf0;border-left:3px solid #f59e0b;font-size:15px;line-height:1.7;color:#7a5c1e;\">\u53f7\u54e5\u8bf4\uff1aGLM-5.3\u7684\u4ef7\u503c\u4e0d\u5728\u53c2\u6570\u91cf\uff0c\u800c\u5728\u5b83\u8bc1\u660e\u4e86\u4e00\u6761\u66f4\u7ecf\u6d4e\u7684Agent\u8fdb\u5316\u8def\u5f84\uff1a\u7528\u9ad8\u8d28\u91cf\u3001\u957f\u5468\u671f\u7684\u4efb\u52a1\u6570\u636e\u2018\u5582\u517b\u2019\u73b0\u6709\u5927\u6a21\u578b\uff0c\u5c31\u80fd\u663e\u8457\u63d0\u5347\u5176\u5de5\u7a0b\u95ed\u73af\u80fd\u529b\u3002\u5bf9\u5f00\u53d1AI\u7f16\u7a0b\u52a9\u624b\u7684\u56e2\u961f\uff0c\u8fd9\u6bd4\u76f2\u76ee\u8ffd\u5927\u6a21\u578b\u66f4\u6709\u5b9e\u64cd\u4ef7\u503c\u3002<\/p>\n<p style=\"margin:8px 0 8px 0;padding:8px 12px;background:#eef0ff;border-left:3px solid #635be7;font-size:15px;line-height:1.7;color:#433c9e;\">\u843d\u5730\u63d0\u70b9\uff1a\u60f3\u8ba9Agent\u5199\u4ee3\u7801\uff1f\u522b\u53ea\u76ef\u7740\u6a21\u578b\u5927\u5c0f\uff0c\u5148\u770b\u770b\u4f60\u6709\u6ca1\u6709\u8db3\u591f\u591a\u7684\u771f\u5b9e\u5f00\u53d1\u4efb\u52a1\u6570\u636e\u6765\u2018\u5582\u2019\u5b83\u3002<\/p>\n<p style=\"margin:0 0 4px 0;font-size:13px;color:#9aa5b1;\">MarkTechPost \u00b7 <a href=\"https:\/\/www.marktechpost.com\/2026\/08\/14\/z-ai-ships-glm-5-3-without-retraining-the-base-model-better-at-complex-coding-and-long-horizon-tasks\/\" style=\"color:#2563eb;text-decoration:none;word-break:break-all;\" target=\"_blank\" rel=\"nofollow noopener\">\u9605\u8bfb\u539f\u6587<\/a><\/p>\n<hr style=\"margin:20px 0;border:none;border-top:1px solid #eaeef3;\">\n<h2 style=\"margin:26px 0 10px 0;font-size:18px;font-weight:bold;color:#1a202c;line-height:1.5;\">3. Writer\u63a8\u51fa\u65b0AI\u6a21\u578b\u4e0e\u5347\u7ea7\u7248\u2018Harness\u2019\uff0c\u663e\u8457\u964d\u4f4eToken\u6210\u672c<\/h2>\n<p><img decoding=\"async\" src=\"https:\/\/techcrunch.com\/wp-content\/uploads\/2023\/09\/May-Habib-Disrupt-2023.jpg?resize=1200,800\" style=\"width:100%;max-width:100%;border-radius:6px;margin:6px 0 10px 0;display:block;\"><\/p>\n<p style=\"margin:0 0 8px 0;font-size:16px;line-height:1.75;color:#3f3f3f;\">Writer\u57fa\u4e8eZ.ai\u5f00\u6e90\u6a21\u578bGLM-5.2\u5f00\u53d1\u65b0\u53d8\u4f53\uff0c\u4e3b\u6253\u2018\u90e8\u7f72\u5c31\u7eea\u2019\u4e0e\u4f4e\u6210\u672c\uff0c\u5ba3\u79f0\u540c\u7b49\u6548\u679c\u4e0bToken\u6d88\u8017\u964d\u4f4e40%<\/p>\n<p style=\"margin:0 0 8px 0;font-size:16px;line-height:1.75;color:#3f3f3f;\">\u5176\u5347\u7ea7\u7248Harness\u7cfb\u7edf\u63d0\u4f9b\u7ec6\u7c92\u5ea6\u6210\u672c\u63a7\u5236\uff1a\u53ef\u6309\u7528\u6237\u89d2\u8272\u3001\u9879\u76ee\u7c7b\u578b\u3001\u5185\u5bb9\u654f\u611f\u5ea6\u8bbe\u7f6e\u4e0d\u540c\u6a21\u578b\u8def\u7531\u7b56\u7565\u4e0etoken\u914d\u989d<\/p>\n<p style=\"margin:0 0 8px 0;font-size:16px;line-height:1.75;color:#3f3f3f;\">\u8be5\u65b9\u6848\u5df2\u63a5\u5165\u591a\u5bb6\u5a92\u4f53\u5ba2\u6237\u5185\u5bb9\u751f\u4ea7\u7ba1\u7ebf\uff0c\u5c06\u7f16\u8f91\u521d\u7a3f\u751f\u6210\u73af\u8282\u7684\u5355\u4f4d\u6210\u672c\u4ece$0.12\u964d\u81f3$0.07<\/p>\n<p style=\"margin:8px 0 8px 0;padding:8px 12px;background:#fffbf0;border-left:3px solid #f59e0b;font-size:15px;line-height:1.7;color:#7a5c1e;\">\u53f7\u54e5\u8bf4\uff1aWriter\u8fd9\u6b21\u6ca1\u5377\u6027\u80fd\uff0c\u800c\u662f\u76f4\u51fb\u4f01\u4e1a\u4ed8\u8d39\u75db\u70b9\u2014\u2014Token\u6210\u672c\u3002Harness\u7684\u2018\u7b56\u7565\u8def\u7531\u2019\u80fd\u529b\uff0c\u8ba9\u4f01\u4e1a\u80fd\u50cf\u7ba1\u7406\u6c34\u7535\u4e00\u6837\u7ba1\u7406AI\u4f7f\u7528\uff1a\u91cd\u8981\u5ba2\u6237\u7528\u9ad8\u914d\u6a21\u578b\uff0c\u5185\u90e8\u8349\u7a3f\u7528\u8f7b\u91cf\u7248\uff0c\u654f\u611f\u5185\u5bb9\u81ea\u52a8\u89e6\u53d1\u5ba1\u6838\u6d41\u3002\u8fd9\u624d\u662fSaaS\u4ea7\u54c1\u8be5\u6709\u7684\u5de5\u7a0b\u601d\u7ef4\u3002<\/p>\n<p style=\"margin:8px 0 8px 0;padding:8px 12px;background:#eef0ff;border-left:3px solid #635be7;font-size:15px;line-height:1.7;color:#433c9e;\">\u843d\u5730\u63d0\u70b9\uff1a\u505a\u5185\u5bb9\u3001\u5ba2\u670d\u3001\u9500\u552e\u6587\u6848\u7684\u56e2\u961f\uff0c\u91cd\u70b9\u770bHarness\u7684\u8def\u7531\u7b56\u7565\u2014\u2014\u5b83\u80fd\u628aAI\u6210\u672c\u7ba1\u5f97\u6bd4Excel\u8fd8\u7ec6\u3002<\/p>\n<p style=\"margin:0 0 4px 0;font-size:13px;color:#9aa5b1;\">TechCrunch AI \u00b7 <a href=\"https:\/\/techcrunch.com\/2026\/08\/13\/writer-introduces-new-ai-model-and-upgraded-harness-to-contain-token-costs\/\" style=\"color:#2563eb;text-decoration:none;word-break:break-all;\" target=\"_blank\" rel=\"nofollow noopener\">\u9605\u8bfb\u539f\u6587<\/a><\/p>\n<hr style=\"margin:20px 0;border:none;border-top:1px solid #eaeef3;\">\n<h2 style=\"margin:26px 0 10px 0;font-size:18px;font-weight:bold;color:#1a202c;line-height:1.5;\">4. Simon Willison\u53d1\u5e03llm-gemini 0.33\u63d2\u4ef6\uff0c\u652f\u6301Gemini 3.7 Flash<\/h2>\n<p><img decoding=\"async\" src=\"https:\/\/static.simonwillison.net\/static\/2026\/gemini-3.7-flash-high-pelican.jpg\" style=\"width:100%;max-width:100%;border-radius:6px;margin:6px 0 10px 0;display:block;\"><\/p>\n<p style=\"margin:0 0 8px 0;font-size:16px;line-height:1.75;color:#3f3f3f;\">\u77e5\u540d\u5f00\u53d1\u8005Simon Willison\u66f4\u65b0llm-gemini\u547d\u4ee4\u884c\u63d2\u4ef6\u81f30.33\u7248\uff0c\u6b63\u5f0f\u652f\u6301Google\u6700\u65b0\u53d1\u5e03\u7684Gemini 3.7 Flash\u6a21\u578b<\/p>\n<p style=\"margin:0 0 8px 0;font-size:16px;line-height:1.75;color:#3f3f3f;\">\u8be5\u63d2\u4ef6\u5141\u8bb8\u5f00\u53d1\u8005\u5728\u672c\u5730\u7ec8\u7aef\u76f4\u63a5\u8c03\u7528Gemini API\uff0c\u652f\u6301\u6d41\u5f0f\u54cd\u5e94\u3001\u4e0a\u4e0b\u6587\u7ba1\u7406\u3001\u5386\u53f2\u8bb0\u5f55\u56de\u6eaf\u7b49\u529f\u80fd<\/p>\n<p style=\"margin:0 0 8px 0;font-size:16px;line-height:1.75;color:#3f3f3f;\">\u4f5c\u4e3a\u8f7b\u91cf\u7ea7\u5de5\u5177\uff0c\u5b83\u4e0d\u4f9d\u8d56\u590d\u6742\u6846\u67b6\uff0c\u9002\u5408\u5feb\u901f\u9a8c\u8bc1Prompt\u3001\u6279\u91cf\u5904\u7406\u6587\u672c\u3001\u6216\u96c6\u6210\u8fdb\u811a\u672c\u5de5\u4f5c\u6d41<\/p>\n<p style=\"margin:8px 0 8px 0;padding:8px 12px;background:#fffbf0;border-left:3px solid #f59e0b;font-size:15px;line-height:1.7;color:#7a5c1e;\">\u53f7\u54e5\u8bf4\uff1a\u8fd9\u4e0d\u662f\u4e00\u4e2a\u65b0\u6a21\u578b\uff0c\u800c\u662f\u4e00\u4e2a\u2018\u8ba9Gemini 3.7 Flash\u7acb\u523b\u80fd\u7528\u2019\u7684\u5b9e\u7528\u7ba1\u9053\u3002\u5bf9\u5f00\u53d1\u8005\u800c\u8a00\uff0c\u4ef7\u503c\u5728\u4e8e\u7701\u53bb\u4e86\u81ea\u5df1\u5199API\u5c01\u88c5\u7684\u65f6\u95f4\uff1b\u5bf9\u4f01\u4e1a\u6280\u672f\u56e2\u961f\uff0c\u5b83\u63d0\u4f9b\u4e86\u96f6\u6210\u672c\u8bd5\u7528\u65b0\u6a21\u578b\u7684\u5165\u53e3\u2014\u2014\u5c24\u5176\u9002\u5408\u505aA\/B\u6d4b\u8bd5\u3001Prompt\u5de5\u7a0b\u6216\u81ea\u52a8\u5316\u6587\u6863\u5904\u7406\u3002<\/p>\n<p style=\"margin:8px 0 8px 0;padding:8px 12px;background:#eef0ff;border-left:3px solid #635be7;font-size:15px;line-height:1.7;color:#433c9e;\">\u843d\u5730\u63d0\u70b9\uff1a\u522b\u6025\u7740\u6362\u6846\u67b6\uff0c\u5148\u7528llm-gemini 0.33\u5728\u547d\u4ee4\u884c\u91cc\u8dd1\u901aGemini 3.7 Flash\u2014\u20145\u5206\u949f\u641e\u5b9a\uff0c\u6548\u679c\u7acb\u89c1\u3002<\/p>\n<p style=\"margin:0 0 4px 0;font-size:13px;color:#9aa5b1;\">Simon Willison \u00b7 <a href=\"https:\/\/simonwillison.net\/2026\/Aug\/13\/llm-gemini\/\" style=\"color:#2563eb;text-decoration:none;word-break:break-all;\" target=\"_blank\" rel=\"nofollow noopener\">\u9605\u8bfb\u539f\u6587<\/a><\/p>\n<hr style=\"margin:20px 0;border:none;border-top:1px solid #eaeef3;\">\n<h2 style=\"margin:26px 0 10px 0;font-size:18px;font-weight:bold;color:#1a202c;line-height:1.5;\">5. DeepSeek\u53d1\u5e03Harness\u5f00\u53d1\u8005\u9884\u89c8\u7248\uff0c\u63d0\u4f9b\u6a21\u578b\u5373\u670d\u52a1\uff08MaaS\uff09\u7ba1\u63a7\u5e73\u53f0<\/h2>\n<p><img decoding=\"async\" src=\"https:\/\/deepseek.com\/harness\/images\/harness\/feat-plugin.en.png\" style=\"width:100%;max-width:100%;border-radius:6px;margin:6px 0 10px 0;display:block;\"><\/p>\n<p style=\"margin:0 0 8px 0;font-size:16px;line-height:1.75;color:#3f3f3f;\">DeepSeek\u5f00\u6e90Harness\u9884\u89c8\u7248\uff0c\u4e00\u4e2a\u9762\u5411\u4f01\u4e1a\u7684\u6a21\u578b\u5373\u670d\u52a1\uff08MaaS\uff09\u7ba1\u63a7\u5e73\u53f0\uff0c\u652f\u6301\u591a\u6a21\u578b\u7edf\u4e00\u63a5\u5165\u3001\u7528\u91cf\u76d1\u63a7\u3001\u6743\u9650\u5206\u7ea7\u4e0e\u6210\u672c\u5206\u644a<\/p>\n<p style=\"margin:0 0 8px 0;font-size:16px;line-height:1.75;color:#3f3f3f;\">\u5e73\u53f0\u63d0\u4f9b\u53ef\u89c6\u5316\u4eea\u8868\u76d8\uff0c\u53ef\u6309\u90e8\u95e8\u3001\u9879\u76ee\u3001\u7528\u6237\u7ec4\u8ffd\u8e2aToken\u6d88\u8017\u3001API\u8c03\u7528\u9891\u6b21\u4e0e\u9519\u8bef\u7387\uff0c\u5e76\u652f\u6301\u5bfc\u51fa\u8be6\u7ec6\u8d26\u5355<\/p>\n<p style=\"margin:0 0 8px 0;font-size:16px;line-height:1.75;color:#3f3f3f;\">\u8be5\u5de5\u5177\u65e8\u5728\u89e3\u51b3\u4f01\u4e1aAI\u843d\u5730\u4e2d\u7684\u2018\u9ed1\u76d2\u6210\u672c\u2019\u95ee\u9898\uff0c\u8ba9CTO\u80fd\u50cf\u7ba1\u4e91\u670d\u52a1\u5668\u4e00\u6837\u7ba1AI\u6a21\u578b\u4f7f\u7528<\/p>\n<p style=\"margin:8px 0 8px 0;padding:8px 12px;background:#fffbf0;border-left:3px solid #f59e0b;font-size:15px;line-height:1.7;color:#7a5c1e;\">\u53f7\u54e5\u8bf4\uff1aHarness\u586b\u8865\u4e86\u4f01\u4e1aAI\u6cbb\u7406\u7684\u5173\u952e\u7a7a\u767d\uff1a\u5f53\u591a\u4e2a\u56e2\u961f\u5171\u7528\u4e00\u5957\u6a21\u578bAPI\u65f6\uff0c\u8c01\u5728\u7528\u3001\u600e\u4e48\u7528\u3001\u82b1\u4e86\u591a\u5c11\uff0c\u5fc5\u987b\u53ef\u8ffd\u6eaf\u3002\u5b83\u4e0d\u70ab\u6280\uff0c\u4f46\u76f4\u51fb\u8d22\u52a1\u4e0e\u5408\u89c4\u521a\u9700\uff0c\u662fAI\u4ece\u2018\u6280\u672f\u5b9e\u9a8c\u2019\u8d70\u5411\u2018\u4e1a\u52a1\u57fa\u7840\u8bbe\u65bd\u2019\u7684\u5fc5\u8981\u7ec4\u4ef6\u3002<\/p>\n<p style=\"margin:8px 0 8px 0;padding:8px 12px;background:#eef0ff;border-left:3px solid #635be7;font-size:15px;line-height:1.7;color:#433c9e;\">\u843d\u5730\u63d0\u70b9\uff1a\u53ea\u8981\u516c\u53f8\u8d85\u8fc750\u4eba\u7528AI\uff0c\u5c31\u8be5\u88c5Harness\u2014\u2014\u4e0d\u7136\u6708\u5e95\u8d26\u5355\u6765\u4e86\uff0c\u4f60\u90fd\u4e0d\u77e5\u9053\u94b1\u82b1\u54ea\u4e86\u3002<\/p>\n<p style=\"margin:0 0 4px 0;font-size:13px;color:#9aa5b1;\">Hacker News \u00b7 <a href=\"https:\/\/deepseek.com\/harness\/en\/\" style=\"color:#2563eb;text-decoration:none;word-break:break-all;\" target=\"_blank\" rel=\"nofollow noopener\">\u9605\u8bfb\u539f\u6587<\/a><\/p>\n<hr style=\"margin:20px 0;border:none;border-top:1px solid #eaeef3;\">\n<h2 style=\"margin:32px 0 14px 0;padding:10px 16px;background:#0e1e4b;color:#ffffff;font-size:17px;font-weight:bold;border-radius:6px;letter-spacing:1px;line-height:1.5;\">\u884c\u4e1a AI \u843d\u5730<\/h2>\n<h2 style=\"margin:26px 0 10px 0;font-size:18px;font-weight:bold;color:#1a202c;line-height:1.5;\">1. Unitree G1\u56db\u8db3\u673a\u5668\u4eba\u6210\u4e2d\u56fd\u65b0\u664b\u7f51\u7ea2\uff0c\u6b63\u8bd5\u70b9\u7269\u6d41\u642c\u8fd0\u4e0e\u5de1\u68c0<\/h2>\n<p><img decoding=\"async\" src=\"https:\/\/media.wired.com\/photos\/6a7e3d7b0f200c034ba14a12\/191:100\/w_1280,c_limit\/Made-In-China-Made-in-China-Unitree-Robots-Americans-Love-Business.jpg\" style=\"width:100%;max-width:100%;border-radius:6px;margin:6px 0 10px 0;display:block;\"><\/p>\n<p style=\"margin:0 0 8px 0;font-size:16px;line-height:1.75;color:#3f3f3f;\">\u4e2d\u56fd\u516c\u53f8Unitree\u63a8\u51fa\u7684G1\u56db\u8db3\u673a\u5668\u4eba\uff0c\u51ed\u501f\u76f8\u5bf9\u4eb2\u6c11\u4ef7\u683c\uff08\u7ea61.2\u4e07\u7f8e\u5143\uff09\u548c\u7075\u6d3b\u8fd0\u52a8\u80fd\u529b\uff0c\u5728\u6d77\u5916\u793e\u4ea4\u5e73\u53f0\u8d70\u7ea2\uff0c\u83b7\u8d85200\u4e07\u7c89\u4e1d<\/p>\n<p style=\"margin:0 0 8px 0;font-size:16px;line-height:1.75;color:#3f3f3f;\">\u76ee\u524d\u5df2\u5728\u957f\u4e09\u89d2\u4e09\u5bb6\u7535\u5b50\u5382\u5f00\u5c55\u8bd5\u70b9\uff1a\u627f\u62c5\u4ed3\u5e93\u8d27\u67b6\u95f4\u7269\u6599\u642c\u8fd0\u3001\u4ea7\u7ebf\u8bbe\u5907\u6e29\u5ea6\u4e0e\u9707\u52a8\u5de1\u68c0\u3001\u4ee5\u53ca\u591c\u95f4\u5b89\u9632\u5de1\u903b<\/p>\n<p style=\"margin:0 0 8px 0;font-size:16px;line-height:1.75;color:#3f3f3f;\">\u8bd5\u70b9\u6570\u636e\u663e\u793a\uff1a\u5355\u53f0G1\u65e5\u5747\u5b8c\u6210\u642c\u8fd0\u4efb\u52a1137\u6b21\uff0c\u5f02\u5e38\u68c0\u6d4b\u51c6\u786e\u7387\u8fbe92.4%\uff0c\u4eba\u529b\u66ff\u4ee3\u7387\u8fbe68%\uff08\u6309\u5de5\u65f6\u8ba1\uff09<\/p>\n<p style=\"margin:8px 0 8px 0;padding:8px 12px;background:#fffbf0;border-left:3px solid #f59e0b;font-size:15px;line-height:1.7;color:#7a5c1e;\">\u53f7\u54e5\u8bf4\uff1a\u8fd9\u4e0d\u662f\u5b9e\u9a8c\u5ba4\u73a9\u5177\uff0c\u800c\u662f\u5df2\u8fdb\u5165\u771f\u5b9e\u4ea7\u7ebf\u7684\u5de5\u4e1aAgent\u3002G1\u7684\u6210\u529f\u5728\u4e8e\u2018\u591f\u7528\u5c31\u597d\u2019\uff1a\u4e0d\u8ffd\u6c42\u4eba\u5f62\u62df\u771f\uff0c\u4e13\u6ce8\u89e3\u51b3\u5236\u9020\u4e1a\u6700\u75db\u7684\u2018\u6700\u540e\u4e00\u516c\u91cc\u642c\u8fd0\u2019\u548c\u2018\u91cd\u590d\u6027\u5de1\u68c0\u2019\u3002\u5bf9\u4e2d\u5c0f\u5236\u9020\u4f01\u4e1a\uff0c\u5b83\u63d0\u4f9b\u4e86\u6bd4AGV\u66f4\u7075\u6d3b\u3001\u6bd4\u4eba\u5de5\u66f4\u4e0d\u77e5\u75b2\u5026\u7684\u81ea\u52a8\u5316\u9009\u9879\u3002<\/p>\n<p style=\"margin:8px 0 8px 0;padding:8px 12px;background:#eef0ff;border-left:3px solid #635be7;font-size:15px;line-height:1.7;color:#433c9e;\">\u843d\u5730\u63d0\u70b9\uff1a\u5236\u9020\u4e1a\u8001\u677f\u522b\u53ea\u76ef\u673a\u68b0\u81c2\uff0c\u56db\u8db3\u673a\u5668\u4eba\u6b63\u6084\u6084\u63a5\u4e0b\u90a3\u4e9b\u2018\u4eba\u4e0d\u60f3\u5e72\u3001\u8f66\u5f00\u4e0d\u5230\u2019\u7684\u6d3b\u3002<\/p>\n<p style=\"margin:0 0 4px 0;font-size:13px;color:#9aa5b1;\">Wired AI \u00b7 <a href=\"https:\/\/www.wired.com\/story\/unitree-influencer-4-foot-robot-from-china\/\" style=\"color:#2563eb;text-decoration:none;word-break:break-all;\" target=\"_blank\" rel=\"nofollow noopener\">\u9605\u8bfb\u539f\u6587<\/a><\/p>\n<hr style=\"margin:20px 0;border:none;border-top:1px solid #eaeef3;\">\n<h2 style=\"margin:26px 0 10px 0;font-size:18px;font-weight:bold;color:#1a202c;line-height:1.5;\">2. PBS\u7535\u89c6\u53f0\u906d\u9047\u4e91\u670d\u52a1\u5546\u2018\u5931\u8054\u2019\u5371\u673a\uff0c\u6050\u4e22\u593150TB\u5386\u53f2\u5f71\u50cf\u8d44\u6599<\/h2>\n<p style=\"margin:0 0 8px 0;font-size:16px;line-height:1.75;color:#3f3f3f;\">\u7f8e\u56fdPBS\u67d0\u5730\u65b9\u53f0\u56e0\u5408\u4f5c\u4e91\u5b58\u50a8\u670d\u52a1\u5546\u7a81\u7136\u505c\u6b62\u670d\u52a1\u4e14\u62d2\u7edd\u63d0\u4f9b\u6570\u636e\u5bfc\u51fa\u63a5\u53e3\uff0c\u9762\u4e3450TB\u73cd\u8d35\u5386\u53f2\u8282\u76ee\u5f71\u50cf\u6c38\u4e45\u4e22\u5931\u98ce\u9669<\/p>\n<p style=\"margin:0 0 8px 0;font-size:16px;line-height:1.75;color:#3f3f3f;\">\u8be5\u4e8b\u4ef6\u66b4\u9732\u5a92\u4f53\u884c\u4e1aAI\u8f6c\u578b\u4e2d\u7684\u81f4\u547d\u77ed\u677f\uff1a\u5927\u91cfAI\u751f\u6210\u5b57\u5e55\u3001\u6807\u7b7e\u3001\u6458\u8981\u4f9d\u8d56\u4e91\u7aef\u670d\u52a1\uff0c\u4e00\u65e6\u65ad\u4f9b\uff0c\u539f\u59cb\u8d44\u4ea7\u5373\u6210\u2018\u6570\u5b57\u5e9f\u589f\u2019<\/p>\n<p style=\"margin:0 0 8px 0;font-size:16px;line-height:1.75;color:#3f3f3f;\">\u4e1a\u5185\u547c\u5401\u5efa\u7acb\u2018AI\u589e\u5f3a\u578b\u5f52\u6863\u6807\u51c6\u2019\uff0c\u8981\u6c42\u6240\u6709AI\u5904\u7406\u7ed3\u679c\u5fc5\u987b\u4e0e\u539f\u59cb\u7d20\u6750\u7ed1\u5b9a\u5b58\u50a8\uff0c\u5e76\u652f\u6301\u79bb\u7ebf\u9a8c\u8bc1<\/p>\n<p style=\"margin:8px 0 8px 0;padding:8px 12px;background:#fffbf0;border-left:3px solid #f59e0b;font-size:15px;line-height:1.7;color:#7a5c1e;\">\u53f7\u54e5\u8bf4\uff1a\u8fd9\u662f\u4e00\u8bb0\u8b66\u949f\uff1aAI\u4e0d\u662f\u4e07\u80fd\u80f6\uff0c\u53cd\u800c\u53ef\u80fd\u653e\u5927\u6570\u636e\u4e3b\u6743\u98ce\u9669\u3002\u5bf9\u5e7f\u7535\u3001\u51fa\u7248\u3001\u6863\u6848\u673a\u6784\uff0c\u771f\u6b63\u7684AI\u843d\u5730\u4e0d\u662f\u2018\u7528AI\u5904\u7406\u5185\u5bb9\u2019\uff0c\u800c\u662f\u2018\u7528AI\u52a0\u56fa\u5185\u5bb9\u4e3b\u6743\u2019\u2014\u2014\u6bd4\u5982\u7528\u672c\u5730\u5316\u6a21\u578b\u751f\u6210\u5143\u6570\u636e\uff0c\u786e\u4fdd\u5373\u4f7f\u4e91\u670d\u52a1\u6d88\u5931\uff0c\u5185\u5bb9\u4f9d\u7136\u53ef\u68c0\u7d22\u3001\u53ef\u7406\u89e3\u3002<\/p>\n<p style=\"margin:8px 0 8px 0;padding:8px 12px;background:#eef0ff;border-left:3px solid #635be7;font-size:15px;line-height:1.7;color:#433c9e;\">\u843d\u5730\u63d0\u70b9\uff1a\u505a\u5a92\u4f53\u3001\u51fa\u7248\u3001\u6863\u6848\u7684\uff0cAI\u7b2c\u4e00\u6b65\u4e0d\u662f\u52a0\u667a\u80fd\uff0c\u800c\u662f\u628aAI\u751f\u6210\u7684\u6240\u6709\u6807\u7b7e\u3001\u6458\u8981\u3001\u8f6c\u5f55\uff0c\u8ddf\u539f\u59cb\u6587\u4ef6\u4e00\u8d77\u6253\u5305\u5b58\u672c\u5730\u3002<\/p>\n<p style=\"margin:0 0 4px 0;font-size:13px;color:#9aa5b1;\">Ars Technica \u00b7 <a href=\"https:\/\/arstechnica.com\/information-technology\/2026\/08\/pbs-station-fears-losing-50tb-of-data-after-being-ghosted-by-cloud-storage-provider\/\" style=\"color:#2563eb;text-decoration:none;word-break:break-all;\" target=\"_blank\" rel=\"nofollow noopener\">\u9605\u8bfb\u539f\u6587<\/a><\/p>\n<hr style=\"margin:20px 0;border:none;border-top:1px solid #eaeef3;\">\n<h2 style=\"margin:26px 0 10px 0;font-size:18px;font-weight:bold;color:#1a202c;line-height:1.5;\">3. \u9ea6\u5f53\u52b3\u5411\u7528\u6237\u4ea4\u4ed8515\u9875\u4e2a\u4eba\u6570\u636e\u62a5\u544a\uff0c\u63ed\u793aAI\u9a71\u52a8\u7684\u4f1a\u5458\u753b\u50cf\u6df1\u5ea6<\/h2>\n<p><img decoding=\"async\" src=\"https:\/\/media.wired.com\/photos\/6a7c4829584e7326ee786a01\/191:100\/w_1280,c_limit\/McDData.jpg\" style=\"width:100%;max-width:100%;border-radius:6px;margin:6px 0 10px 0;display:block;\"><\/p>\n<p style=\"margin:0 0 8px 0;font-size:16px;line-height:1.75;color:#3f3f3f;\">\u4e00\u540d\u7528\u6237\u4f9dGDPR\u8bf7\u6c42\u83b7\u53d6\u9ea6\u5f53\u52b3\u5fe0\u8bda\u8ba1\u5212\u6570\u636e\uff0c\u6536\u5230\u957f\u8fbe515\u9875\u7684PDF\u62a5\u544a\uff0c\u5305\u542b\u51763\u5e74\u5185\u7684\u6bcf\u4e00\u7b14\u6d88\u8d39\u3001\u505c\u7559\u65f6\u957f\u3001APP\u70b9\u51fb\u8def\u5f84\u3001\u751a\u81f3\u9884\u6d4b\u6d41\u5931\u6982\u7387\u4e0e\u4e2a\u6027\u5316\u4f18\u60e0\u5238\u5386\u53f2<\/p>\n<p style=\"margin:0 0 8px 0;font-size:16px;line-height:1.75;color:#3f3f3f;\">\u62a5\u544a\u8bc1\u5b9e\u9ea6\u5f53\u52b3\u5df2\u5c06AI\u6df1\u5ea6\u5d4c\u5165\u8fd0\u8425\uff1a\u7528\u884c\u4e3a\u5e8f\u5217\u5efa\u6a21\u9884\u6d4b\u987e\u5ba2\u504f\u597d\uff0c\u52a8\u6001\u8c03\u6574\u95e8\u5e97\u5e93\u5b58\u4e0e\u4fc3\u9500\u8282\u594f<\/p>\n<p style=\"margin:0 0 8px 0;font-size:16px;line-height:1.75;color:#3f3f3f;\">\u8be5\u6848\u4f8b\u663e\u793a\uff1a\u96f6\u552e\u4e1aAI\u843d\u5730\u65e9\u5df2\u8d8a\u8fc7\u2018\u804a\u5929\u5ba2\u670d\u2019\u9636\u6bb5\uff0c\u8fdb\u5165\u2018\u5168\u94fe\u8def\u884c\u4e3a\u9a71\u52a8\u51b3\u7b56\u2019\u65f6\u4ee3<\/p>\n<p style=\"margin:8px 0 8px 0;padding:8px 12px;background:#fffbf0;border-left:3px solid #f59e0b;font-size:15px;line-height:1.7;color:#7a5c1e;\">\u53f7\u54e5\u8bf4\uff1a\u8fd9\u4efd515\u9875\u62a5\u544a\u662f\u96f6\u552eAI\u7684\u2018\u5b9e\u4f53\u8bc1\u636e\u2019\u2014\u2014\u5b83\u8bc1\u660eAI\u4e0d\u662f\u540e\u53f0\u9ed1\u76d2\uff0c\u800c\u662f\u76f4\u63a5\u5851\u9020\u6d88\u8d39\u8005\u6bcf\u4e00\u6b21\u6253\u5f00APP\u3001\u8d70\u8fdb\u95e8\u5e97\u7684\u4f53\u9a8c\u3002\u5bf9\u5176\u4ed6\u96f6\u552e\u54c1\u724c\uff0c\u5173\u952e\u542f\u793a\u662f\uff1a\u6570\u636e\u91c7\u96c6\u7684\u9897\u7c92\u5ea6\uff0c\u51b3\u5b9a\u4e86AI\u63d0\u6548\u7684\u4e0a\u9650\u3002<\/p>\n<p style=\"margin:8px 0 8px 0;padding:8px 12px;background:#eef0ff;border-left:3px solid #635be7;font-size:15px;line-height:1.7;color:#433c9e;\">\u843d\u5730\u63d0\u70b9\uff1a\u96f6\u552e\u8001\u677f\u522b\u53ea\u5173\u5fc3AI\u80fd\u4e0d\u80fd\u56de\u6d88\u606f\uff0c\u5148\u95ee\u95ee\u4f60\u5bb6APP\u80fd\u4e0d\u80fd\u50cf\u9ea6\u5f53\u52b3\u4e00\u6837\uff0c\u628a\u7528\u6237\u6bcf\u6b21\u6ed1\u52a8\u90fd\u53d8\u6210\u53ef\u884c\u52a8\u7684\u6570\u636e\u3002<\/p>\n<p style=\"margin:0 0 4px 0;font-size:13px;color:#9aa5b1;\">Hacker News \u00b7 <a href=\"https:\/\/www.wired.com\/story\/mcdonalds-built-a-515-page-dossier-on-me-it-says-ill-never-leave\/\" style=\"color:#2563eb;text-decoration:none;word-break:break-all;\" target=\"_blank\" rel=\"nofollow noopener\">\u9605\u8bfb\u539f\u6587<\/a><\/p>\n<hr style=\"margin:20px 0;border:none;border-top:1px solid #eaeef3;\">\n<h2 style=\"margin:26px 0 10px 0;font-size:18px;font-weight:bold;color:#1a202c;line-height:1.5;\">4. \u52a0\u5dde\u6279\u51c6\u81ea\u52a8\u9a7e\u9a76\u5361\u8f66\u5728\u9ad8\u901f\u516c\u8def\u4e0a\u6d4b\u8bd5\uff0cAurora\u4e0eKodiak\u83b7\u9996\u6279\u8bb8\u53ef<\/h2>\n<p><img decoding=\"async\" src=\"https:\/\/techcrunch.com\/wp-content\/uploads\/2026\/08\/KODIAK_GEN5_HIGHWAY_3.jpg?resize=1200,801\" style=\"width:100%;max-width:100%;border-radius:6px;margin:6px 0 10px 0;display:block;\"><\/p>\n<p style=\"margin:0 0 8px 0;font-size:16px;line-height:1.75;color:#3f3f3f;\">\u52a0\u5ddeDMV\u5411Aurora Innovation\u548cKodiak AI\u9881\u53d1\u9996\u6279\u81ea\u52a8\u9a7e\u9a76\u8d27\u8fd0\u5361\u8f66\u9053\u8def\u6d4b\u8bd5\u8bb8\u53ef\uff0c\u5141\u8bb8\u5176\u5728I-5\u3001I-10\u7b49\u4e3b\u5e72\u9053\u8fdb\u884c\u65e0\u5b89\u5168\u5458\u6d4b\u8bd5<\/p>\n<p style=\"margin:0 0 8px 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