![](\"https:\/\/d2908q01vomqb2.cloudfront.net\/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59\/2026\/08\/10\/ML-20393-featured-image.png\")
<\/p>\n\u6709\u4eba\u628a\u6574\u5957\u62a5\u5173\u6d41\u7a0b\u4ea4\u7ed9\u4e86 Agent\uff0c\u4eba\u53ea\u7b7e\u5b57\uff1b\u73b0\u5728\uff0cFanatics \u628a\u9ad8\u5e76\u53d1\u3001\u5f3a\u5408\u89c4\u7684\u4f53\u80b2\u535a\u5f69\u5ba2\u670d\u4e5f\u5168\u4ea4\u7ed9\u4e86\u591a Agent \u7cfb\u7edf\u2014\u2014\u5b83\u80fd\u5b9e\u65f6\u54cd\u5e94\u8d5b\u4e8b\u7206\u5355\u3001\u81ea\u52a8\u9002\u914d32\u5dde\u4e0d\u540c\u6cd5\u89c4\u3001\u62e6\u622a\u98ce\u9669\u6295\u6ce8\u3002<\/p>\n
\u258d\u4eca\u65e5\u4e3b\u6253<\/p>\n
<\/p>\n
Fanatics Betting and Gaming \u5728 AWS \u4e0a\u6784\u5efa\u4e86\u4e00\u5957\u751f\u4ea7\u7ea7\u591a Agent \u5ba2\u670d\u7cfb\u7edf\uff0c\u4e13\u4e3a\u4f53\u80b2\u535a\u5f69\u8fd9\u4e00\u6781\u7aef\u573a\u666f\u8bbe\u8ba1\uff1a\u65e2\u8981\u5e94\u5bf9\u8d85\u7ea7\u7897\u3001NBA \u603b\u51b3\u8d5b\u7b49\u6d41\u91cf\u6d2a\u5cf0\uff08\u77ac\u65f6\u8bf7\u6c42\u7ffb10\u500d\uff09\uff0c\u53c8\u8981\u4e25\u5b88\u7f8e\u56fd32\u4e2a\u5dde\u5404\u81ea\u5dee\u5f02\u5316\u7684\u6295\u6ce8\u89c4\u5219\uff08\u5982\u5e74\u9f84\u9650\u5236\u3001\u7981\u8d4c\u54c1\u7c7b\u3001\u8d54\u4ed8\u4e0a\u9650\uff09\uff0c\u8fd8\u5f97\u5b9e\u65f6\u6267\u884c\u8d1f\u8d23\u4efb\u535a\u5f69\u7b56\u7565\uff08\u5982\u81ea\u52a8\u89e6\u53d1\u51b7\u9759\u671f\u3001\u9650\u989d\u63d0\u9192\u3001\u5f02\u5e38\u6295\u6ce8\u62e6\u622a\uff09\u3002\u5176\u67b6\u6784\u91c7\u7528\u300c\u8def\u7531 Agent + \u4e13\u4e1a\u6280\u80fd Agent\u300d\u5206\u5c42\u6a21\u5f0f\uff1a\u8def\u7531 Agent \u57fa\u4e8e\u7528\u6237\u610f\u56fe\u548c\u4e0a\u4e0b\u6587\u52a8\u6001\u5206\u53d1\u4efb\u52a1\uff0c\u540e\u7eed\u7531\u89c4\u5219\u6821\u9a8c Agent\u3001\u8d26\u6237\u72b6\u6001 Agent\u3001\u5b9e\u65f6\u8d54\u7387 Agent\u3001\u98ce\u63a7\u51b3\u7b56 Agent \u7b49\u5e76\u884c\u534f\u540c\uff0c\u6240\u6709\u4ea4\u4e92\u901a\u8fc7 Amazon Bedrock \u7684\u5de5\u5177\u8c03\u7528\u4e0e\u72b6\u6001\u540c\u6b65\u673a\u5236\u95ed\u73af\u3002<\/p>\n
\u8fd9\u5bf9\u60f3\u843d\u5730 AI \u81ea\u52a8\u5316\u7684\u4f01\u4e1a\u610f\u5473\u7740\uff1a\u591a Agent \u4e0d\u518d\u662f Demo \u73a9\u5177\uff0c\u800c\u662f\u53ef\u627f\u8f7d\u771f\u5b9e\u4e1a\u52a1\u538b\u529b\u7684\u5de5\u7a0b\u65b9\u6848\u3002\u5c24\u5176\u9002\u5408\u89c4\u5219\u590d\u6742\u3001\u76d1\u7ba1\u654f\u611f\u3001\u6d41\u91cf\u6ce2\u52a8\u5927\u7684\u884c\u4e1a\uff08\u5982\u91d1\u878d\u3001\u8de8\u5883\u3001\u653f\u52a1\uff09\uff1b\u5bf9\u5f00\u53d1\u8005\u800c\u8a00\uff0c\u5b83\u63d0\u4f9b\u4e86\u6e05\u6670\u7684\u300cAgent \u804c\u8d23\u5207\u5206+\u72b6\u6001\u5171\u4eab+\u5f02\u6b65\u7f16\u6392\u300d\u8303\u5f0f\uff0c\u6bd4\u5355\u4e00\u5927\u6a21\u578b\u63d0\u793a\u8bcd\u5de5\u7a0b\u66f4\u6613\u7ef4\u62a4\u3001\u5ba1\u8ba1\u548c\u8fed\u4ee3\u3002AWS \u63d0\u4f9b\u7684 Step Functions + Bedrock AgentCore \u7ec4\u5408\uff0c\u5df2\u80fd\u652f\u6491\u4ece\u9700\u6c42\u8bc6\u522b\u5230\u7ed3\u679c\u4ea4\u4ed8\u7684\u5b8c\u6574\u94fe\u8def\u3002<\/p>\n
\u5224\u65ad\uff1a\u8be5\u6848\u4f8b\u503c\u5f97\u4e2d\u5927\u578b\u4f01\u4e1a\u6280\u672f\u8d1f\u8d23\u4eba\u7acb\u523b\u6284\u4f5c\u4e1a\u2014\u2014\u4e0d\u662f\u7167\u642c\u4ee3\u7801\uff0c\u800c\u662f\u590d\u7528\u5176\u300c\u6309\u4e1a\u52a1\u57df\u62c6\u89e3 Agent \u804c\u80fd\u300d\u7684\u65b9\u6cd5\u8bba\u3002\u5c0f\u56e2\u961f\u82e5\u60f3\u8bd5\u6c34\uff0c\u5efa\u8bae\u5148\u4ece\u81ea\u5df1\u6700\u5934\u75bc\u7684\u300c\u8de8\u90e8\u95e8\u89c4\u5219\u51b2\u7a81\u578b\u6d41\u7a0b\u300d\uff08\u5982\u91c7\u8d2d\u5408\u89c4\u5ba1\u6838\u3001\u51fa\u53e3\u9000\u7a0e\u7533\u62a5\uff09\u5165\u624b\uff0c\u7528 2~3 \u4e2a\u8f7b\u91cf Agent \u6a21\u62df\u5173\u952e\u51b3\u7b56\u8282\u70b9\uff0c\u9a8c\u8bc1\u4fe1\u606f\u6d41\u8f6c\u4e0e\u8d23\u4efb\u5f52\u5c5e\u662f\u5426\u6e05\u6670\u3002<\/p>\n
\u2014\u2014 \u4ee5\u4e0b\u662f\u4eca\u5929\u7684\u5168\u90e8 15 \u6761\u901f\u89c8 \u2014\u2014<\/p>\n
<\/p>\n
Fanatics Betting and Gaming \u5728 AWS \u4e0a\u90e8\u7f72\u591a Agent \u5ba2\u670d\u7cfb\u7edf\uff0c\u5904\u7406\u7f8e\u56fd32\u5dde\u5dee\u5f02\u5316\u6295\u6ce8\u89c4\u5219\u3001\u5b9e\u65f6\u98ce\u63a7\u53ca\u8d5b\u4e8b\u671f\u95f4\u6d41\u91cf\u5cf0\u503c\uff1b<\/p>\n
\u7cfb\u7edf\u91c7\u7528\u5206\u5c42\u67b6\u6784\uff1a\u8def\u7531 Agent \u5206\u53d1\u4efb\u52a1\uff0c\u591a\u4e2a\u4e13\u4e1a Agent\uff08\u89c4\u5219\u6821\u9a8c\u3001\u8d26\u6237\u72b6\u6001\u3001\u8d54\u7387\u3001\u98ce\u63a7\uff09\u5e76\u884c\u534f\u4f5c\uff0c\u901a\u8fc7 Bedrock \u5de5\u5177\u8c03\u7528\u4e0e\u72b6\u6001\u540c\u6b65\u5b9e\u73b0\u95ed\u73af\uff1b<\/p>\n
\u8be5\u65b9\u6848\u5df2\u5728\u751f\u4ea7\u73af\u5883\u8fd0\u884c\uff0c\u663e\u8457\u964d\u4f4e\u4eba\u5de5\u5ba2\u670d\u4ecb\u5165\u7387\uff0c\u540c\u65f6\u6ee1\u8db3\u5404\u5dde\u76d1\u7ba1\u5ba1\u8ba1\u8981\u6c42\uff0c\u5e76\u652f\u6301\u79d2\u7ea7\u54cd\u5e94\u7a81\u53d1\u6d41\u91cf\u3002<\/p>\n
\u53f7\u54e5\u8bf4\uff1a\u8fd9\u662f\u5c11\u6709\u7684\u3001\u5c06\u591a Agent \u67b6\u6784\u7528\u4e8e\u9ad8\u5408\u89c4\u3001\u9ad8\u5e76\u53d1\u5546\u4e1a\u573a\u666f\u7684\u771f\u5b9e\u6848\u4f8b\u3002\u5b83\u4e0d\u70ab\u6280\uff0c\u800c\u662f\u76f4\u51fb\u4f53\u80b2\u535a\u5f69\u884c\u4e1a\u7684\u6838\u5fc3\u75db\u70b9\u2014\u2014\u89c4\u5219\u788e\u7247\u5316\u4e0e\u5b9e\u65f6\u6027\u8981\u6c42\uff0c\u4e3a\u91d1\u878d\u3001\u8de8\u5883\u3001\u653f\u52a1\u7b49\u540c\u7c7b\u573a\u666f\u63d0\u4f9b\u4e86\u53ef\u590d\u7528\u7684 Agent \u804c\u8d23\u5212\u5206\u4e0e\u534f\u540c\u6a21\u5f0f\u3002<\/p>\n
\u843d\u5730\u63d0\u70b9\uff1a\u522b\u6025\u7740\u5806\u6a21\u578b\uff0c\u5148\u753b\u6e05\u4f60\u7684\u4e1a\u52a1\u89c4\u5219\u56fe\uff1a\u54ea\u4e9b\u5224\u65ad\u5fc5\u987b\u672c\u5730\u5316\uff1f\u54ea\u4e9b\u52a8\u4f5c\u9700\u591a\u65b9\u786e\u8ba4\uff1f\u628a\u8fd9\u4e9b\u8282\u70b9\u62c6\u6210 Agent\uff0c\u6bd4\u8bad\u7ec3\u4e00\u4e2a\u5168\u80fd\u5927\u6a21\u578b\u66f4\u7a33\u3001\u66f4\u6613\u5ba1\u3002<\/p>\n
AWS Machine Learning Blog \u00b7 \u9605\u8bfb\u539f\u6587<\/a><\/p>\n Amazon Bedrock AgentCore \u7684 Web Search \u529f\u80fd\u65b0\u589e\u8fd0\u884c\u65f6\u8fc7\u6ee4\u80fd\u529b\uff0c\u652f\u6301\u6309\u57df\u540d\uff08domain\uff09\u548c\u53d1\u5e03\u65e5\u671f\uff08publish date\uff09\u7cbe\u51c6\u9650\u5b9a\u68c0\u7d22\u8303\u56f4\uff1b<\/p>\n \u8fc7\u6ee4\u903b\u8f91\u5728\u670d\u52a1\u7aef\u5f3a\u5236\u6267\u884c\uff0c\u5f00\u53d1\u8005\u53ef\u5728\u6bcf\u6b21\u8c03\u7528\u65f6\u52a8\u6001\u6307\u5b9a\uff0c\u65e0\u9700\u81ea\u884c\u6e05\u6d17\u7ed3\u679c\uff1b<\/p>\n \u8be5\u529f\u80fd\u5df2\u6269\u5c55\u81f3\u6b27\u6d32\uff08\u7231\u5c14\u5170\uff09\u548c\u4e9a\u592a\uff08\u4e1c\u4eac\uff09\u533a\u57df\uff0c\u63d0\u5347\u5168\u7403\u5ba2\u6237\u6570\u636e\u65b0\u9c9c\u5ea6\u4e0e\u6765\u6e90\u53ef\u63a7\u6027\u3002<\/p>\n \u53f7\u54e5\u8bf4\uff1a\u5bf9\u505a Agent \u5f00\u53d1\u7684\u8bfb\u8005\uff0c\u8fd9\u662f\u5173\u952e\u5de5\u7a0b\u80fd\u529b\u5347\u7ea7\uff1a\u8fc7\u53bb Web Search \u50cf\u5f00\u76f2\u76d2\uff0c\u73b0\u5728\u80fd\u50cf SQL \u4e00\u6837\u2018WHERE domain = 'gov.uk' AND publish_date > '2026-01-01'\u2019\u3002\u5c24\u5176\u9002\u5408\u653f\u52a1\u3001\u533b\u7597\u3001\u6cd5\u5f8b\u7b49\u5bf9\u4fe1\u6e90\u6743\u5a01\u6027\u4e0e\u65f6\u6548\u6027\u8981\u6c42\u6781\u9ad8\u7684\u573a\u666f\uff0c\u907f\u514d Agent \u5f15\u7528\u8fc7\u671f\u653f\u7b56\u6216\u975e\u5b98\u65b9\u89e3\u8bfb\u3002<\/p>\n \u843d\u5730\u63d0\u70b9\uff1a\u505a\u5ba2\u670d\/\u5408\u89c4\u7c7b Agent\uff0c\u52a1\u5fc5\u5f00\u542f publish_date \u8fc7\u6ee4\u2014\u2014\u653f\u7b56\u6587\u4ef6\u534a\u5e74\u5c31\u53ef\u80fd\u5931\u6548\uff0c\u522b\u8ba9 Agent \u5f15\u7528\u53bb\u5e74\u7684\u533b\u4fdd\u7ec6\u5219\u5751\u4e86\u5ba2\u6237\u3002<\/p>\n AWS Machine Learning Blog \u00b7 \u9605\u8bfb\u539f\u6587<\/a><\/p>\n AWS \u53d1\u5e03\u4e09\u79cd\u65e0\u670d\u52a1\u5668\u5f02\u6b65\u8c03\u7528 AgentCore \u7684\u6a21\u5f0f\uff1aTask Token \u56de\u8c03\u3001\u76f4\u63a5\u670d\u52a1\u96c6\u6210\u3001\u6301\u4e45\u5316\u51fd\u6570\uff08Durable Functions\uff09\uff1b<\/p>\n \u8fd9\u4e9b\u6a21\u5f0f\u53ef\u6d88\u9664 Agent \u5904\u7406\u957f\u8017\u65f6\u4efb\u52a1\uff08\u5982\u6587\u6863\u89e3\u6790\u3001\u591a\u8df3\u63a8\u7406\uff09\u65f6\u7684\u95f2\u7f6e\u8ba1\u7b97\u6210\u672c\uff0c\u63d0\u5347\u8d44\u6e90\u5229\u7528\u7387\uff1b<\/p>\n \u9002\u7528\u4e8e\u9700\u7b49\u5f85\u5916\u90e8 API\u3001\u4eba\u5de5\u5ba1\u6838\u6216\u6279\u91cf\u5904\u7406\u7684\u6d41\u7a0b\u81ea\u52a8\u5316\u573a\u666f\uff0c\u5982\u4fdd\u9669\u7406\u8d54\u521d\u5ba1\u3001\u5408\u540c\u6761\u6b3e\u6bd4\u5bf9\u3002<\/p>\n \u53f7\u54e5\u8bf4\uff1a\u8fd9\u662f Agent \u843d\u5730\u7684\u5173\u952e\u6210\u672c\u4f18\u5316\u4fe1\u53f7\uff1a\u5f88\u591a\u4f01\u4e1a\u5361\u5728\u2018Agent \u54cd\u5e94\u6162=\u4e0d\u6562\u4e0a\u751f\u4ea7\u2019\uff0c\u800c AWS \u6b64\u4e3e\u660e\u786e\u544a\u8bc9\u5f00\u53d1\u8005\u2014\u2014\u7528\u5f02\u6b65+\u72b6\u6001\u673a\uff0c\u5c31\u80fd\u628a Agent \u5f53\u4f5c\u540e\u53f0\u5de5\u4f5c\u6d41\u5f15\u64ce\u7528\uff0c\u800c\u975e\u5fc5\u987b\u5b9e\u65f6\u5bf9\u8bdd\u7684\u2018\u524d\u53f0\u5458\u5de5\u2019\u3002\u5bf9\u60f3\u964d\u672c\u63d0\u6548\u7684CTO\uff0c\u8fd9\u6bd4\u5355\u7eaf\u6362\u66f4\u5927\u6a21\u578b\u66f4\u5b9e\u5728\u3002<\/p>\n \u843d\u5730\u63d0\u70b9\uff1a\u522b\u8ba9 Agent \u5361\u4f4f\u4f60\u7684\u6d41\u6c34\u7ebf\uff01\u7528 Task Token \u6a21\u5f0f\u628a\u2018\u7b49\u5ba1\u6279\u2019\u2018\u7b49\u626b\u63cf\u2019\u8fd9\u7c7b\u8017\u65f6\u73af\u8282\u62bd\u51fa\u6765\u5f02\u6b65\u8dd1\uff0c\u4eba\u53ea\u7ba1\u6700\u540e\u7b7e\u5b57\u3002<\/p>\n AWS Machine Learning Blog \u00b7 \u9605\u8bfb\u539f\u6587<\/a><\/p>\n KnowledgeForge \u5229\u7528 Amazon Bedrock \u548c S3 Vectors\uff0c\u81ea\u52a8\u6316\u6398\u5df2\u89e3\u51b3\u7684 ITSM \u5de5\u5355\uff0c\u751f\u6210\u7ed3\u6784\u5316\u77e5\u8bc6\u6587\u7ae0\uff1b<\/p>\n \u7cfb\u7edf\u652f\u6301\u53bb\u91cd\u3001\u8d28\u91cf\u8bc4\u5206\u3001\u5185\u5bb9\u589e\u5f3a\uff0c\u5e76\u901a\u8fc7 Step Functions \u6784\u5efa\u591a\u79df\u6237\u95ed\u73af\u66f4\u65b0\u7ba1\u9053\uff1b<\/p>\n \u67d0\u5927\u578b\u4f01\u4e1a\u8bd5\u70b9\u540e\uff0c\u65b0\u5de5\u5355\u9996\u6b21\u89e3\u51b3\u7387\u63d0\u534737%\uff0c\u77e5\u8bc6\u5e93\u4eba\u5de5\u7ef4\u62a4\u5de5\u65f6\u4e0b\u964d65%\u3002<\/p>\n \u53f7\u54e5\u8bf4\uff1a\u5b83\u89e3\u51b3\u4e86\u4f01\u4e1a\u77e5\u8bc6\u7ba1\u7406\u7684\u8001\u5927\u96be\uff1aIT \u5de5\u5355\u91cc\u85cf\u7740\u5927\u91cf\u9690\u6027\u7ecf\u9a8c\uff0c\u4f46\u6ca1\u4eba\u6574\u7406\u3002KnowledgeForge \u4e0d\u662f\u7b80\u5355 QA\uff0c\u800c\u662f\u7528 Agent \u601d\u7ef4\u505a\u2018\u77e5\u8bc6\u70bc\u91d1\u672f\u2019\u2014\u2014\u628a\u6563\u843d\u7684\u95ee\u9898-\u89e3\u51b3\u65b9\u6848\u5bf9\uff0c\u81ea\u52a8\u5347\u7ef4\u6210\u53ef\u68c0\u7d22\u3001\u53ef\u6f14\u8fdb\u7684\u77e5\u8bc6\u8d44\u4ea7\u3002\u5bf9 CIO \u548c\u77e5\u8bc6\u7ba1\u7406\u8005\uff0c\u8fd9\u662f ROI \u6700\u6e05\u6670\u7684 Agent \u5e94\u7528\u4e4b\u4e00\u3002<\/p>\n \u843d\u5730\u63d0\u70b9\uff1a\u5148\u522b\u5efa\u5927\u6a21\u578b\u77e5\u8bc6\u5e93\uff0c\u628a\u4f60\u73b0\u6709\u7684 IT \u5de5\u5355\u3001\u5ba2\u670d\u5f55\u97f3\u3001\u5ba1\u6279\u610f\u89c1\u5582\u7ed9 KnowledgeForge\uff0c\u4e00\u5468\u5185\u5c31\u80fd\u770b\u5230\u81ea\u52a8\u957f\u51fa\u6765\u7684\u77e5\u8bc6\u6761\u76ee\u3002<\/p>\n AWS Machine Learning Blog \u00b7 \u9605\u8bfb\u539f\u6587<\/a><\/p>\n Anthropic \u5c55\u793a Claude \u6a21\u578b\u81ea\u4e3b\u5b8c\u6210\u5c0f\u86cb\u767d\u8bbe\u8ba1\u5168\u6d41\u7a0b\uff1a\u4ece\u9776\u70b9\u8bc6\u522b\u3001\u5e8f\u5217\u751f\u6210\u3001\u7ed3\u6784\u9884\u6d4b\u5230\u5bf9\u63a5\u6a21\u62df\uff1b<\/p>\n \u5b9e\u9a8c\u4e2d\u8bbe\u8ba1\u7684\u86cb\u767d\u6210\u529f\u7ed3\u5408\u76ee\u6807\u7ed3\u6784\uff0c\u9a8c\u8bc1\u4e86\u5176\u5728\u65e9\u671f\u836f\u7269\u53d1\u73b0\u4e2d\u7684\u53ef\u884c\u6027\uff1b<\/p>\n \u8be5\u80fd\u529b\u65e0\u9700\u5b9a\u5236\u4ee3\u7801\u6216\u4e13\u7528\u786c\u4ef6\uff0c\u4ec5\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u4e0e\u5de5\u5177\u8c03\u7528\u5373\u53ef\u9a71\u52a8\u3002<\/p>\n \u53f7\u54e5\u8bf4\uff1a\u8fd9\u662f Agent \u5411\u79d1\u7814\u6df1\u6c34\u533a\u7a81\u7834\u7684\u6807\u5fd7\u6027\u4e8b\u4ef6\u3002\u5b83\u8bc1\u660e\uff1a\u5f53 Agent \u5177\u5907\u53ef\u9760\u5de5\u5177\u8c03\u7528\uff08AlphaFold\u3001Rosetta \u7b49\uff09\u4e0e\u591a\u6b65\u89c4\u5212\u80fd\u529b\u65f6\uff0c\u80fd\u66ff\u4ee3\u90e8\u5206\u4f20\u7edf\u751f\u7269\u4fe1\u606f\u5b66\u5de5\u7a0b\u5e08\u7684\u91cd\u590d\u52b3\u52a8\u3002\u5bf9\u836f\u4f01\u548c CRO\uff0c\u8fd9\u610f\u5473\u7740\u53ef\u5feb\u901f\u642d\u5efa\u2018AI \u5b9e\u9a8c\u5458\u2019\u539f\u578b\uff0c\u52a0\u901f\u82d7\u5934\u5316\u5408\u7269\u7b5b\u9009\u3002<\/p>\n \u843d\u5730\u63d0\u70b9\uff1a\u79d1\u7814\u56e2\u961f\u522b\u7b49\u5927\u6a21\u578b\uff0c\u73b0\u5728\u5c31\u7528 Claude + ProteinMPNN \u63d2\u4ef6\u642d\u4e2a\u6700\u5c0f\u53ef\u884c Agent\uff0c\u8dd1\u901a\u4e00\u4e2a\u9776\u70b9\u8bbe\u8ba1\u95ed\u73af\uff0c\u6bd4\u4e70\u7b97\u529b\u66f4\u7701\u94b1\u3002<\/p>\n The Decoder \u00b7 \u9605\u8bfb\u539f\u6587<\/a><\/p>\n fx \u662f\u4e00\u6b3e\u6781\u7b80\u3001\u5f00\u6e90\u3001\u539f\u751f\u7ec8\u7aef\u8fd0\u884c\u7684 coding Agent\uff0c\u652f\u6301 Bash\/Python\/JS\uff0c\u65e0\u9700\u8054\u7f51\u6216\u4e91\u670d\u52a1\uff1b<\/p>\n \u5b83\u91c7\u7528\u2018\u547d\u4ee4\u884c\u5373\u754c\u9762\u2019\u8bbe\u8ba1\uff0c\u6240\u6709\u64cd\u4f5c\u5728\u7ec8\u7aef\u5b8c\u6210\uff0c\u5f3a\u8c03\u4f4e\u5ef6\u8fdf\u4e0e\u9690\u79c1\u5b89\u5168\uff1b<\/p>\n \u9879\u76ee\u521a\u53d1\u5e03\u5373\u83b7 Hacker News \u70ed\u699c\uff0c\u6838\u5fc3\u5b9a\u4f4d\u662f\u2018\u66ff\u4ee3 Copilot for CLI \u573a\u666f\u2019\uff0c\u9002\u5408 DevOps \u548c SRE \u65e5\u5e38\u8fd0\u7ef4\u3002<\/p>\n \u53f7\u54e5\u8bf4\uff1a\u5728\u6ee1\u5c4f\u4e91\u7aef Agent \u7684\u4eca\u5929\uff0cfx \u53cd\u5411\u9009\u62e9\u2018\u7ec8\u7aef\u539f\u751f\u2019\uff0c\u76f4\u51fb\u5f00\u53d1\u8005\u771f\u5b9e\u75db\u70b9\uff1a\u5199\u811a\u672c\u67e5\u65e5\u5fd7\u65f6\u4e0d\u60f3\u5207\u7a97\u53e3\u3001\u4e0d\u4fe1\u4efb\u6570\u636e\u4e0a\u4e91\u3001\u8ba8\u538c GUI \u5ef6\u8fdf\u3002\u5b83\u4e0d\u8ffd\u6c42\u5168\u80fd\uff0c\u800c\u662f\u628a\u2018\u672c\u5730 CLI \u4efb\u52a1\u81ea\u52a8\u5316\u2019\u505a\u5230\u6781\u81f4\uff0c\u4e3a\u4e2d\u5c0f\u56e2\u961f\u63d0\u4f9b\u96f6\u914d\u7f6e\u3001\u96f6\u4f9d\u8d56\u7684 Agent \u5165\u95e8\u8def\u5f84\u3002<\/p>\n \u843d\u5730\u63d0\u70b9\uff1a\u8fd0\u7ef4\u540c\u5b66\u5feb\u88c5 fx\uff01\u7528\u81ea\u7136\u8bed\u8a00\u5199\u2018\u67e5\u6700\u8fd13\u5c0f\u65f6 nginx \u9519\u8bef\u65e5\u5fd7\u5e76\u7edf\u8ba1 top5 IP\u2019\uff0c\u6bd4\u7ffb\u624b\u518c\u5feb10\u500d\uff0c\u4e14\u6240\u6709\u6570\u636e\u4e0d\u51fa\u4f60\u7535\u8111\u3002<\/p>\n Hacker News \u00b7 \u9605\u8bfb\u539f\u6587<\/a><\/p>\n OpenAI \u4e3a\u7b26\u5408\u6761\u4ef6\u7684 API \u5ba2\u6237\u63d0\u4f9b Zero Data Retention\uff08\u96f6\u6570\u636e\u7559\u5b58\uff09\u9009\u9879\uff0c\u786e\u4fdd\u8f93\u5165\u4e0d\u7528\u4e8e\u8bad\u7ec3\u6216\u5b58\u50a8\uff1b<\/p>\n \u540c\u6b65\u9884\u89c8 Private Safety Processing \u529f\u80fd\uff0c\u5141\u8bb8\u5ba2\u6237\u5728\u4e0d\u66b4\u9732\u539f\u59cb\u6570\u636e\u524d\u63d0\u4e0b\u5b8c\u6210\u5185\u5bb9\u5b89\u5168\u5ba1\u6838\uff1b<\/p>\n \u8be5\u653f\u7b56\u8986\u76d6 GPT-5.6 Luna\u3001Claude Fable 5 \u7b49\u524d\u6cbf\u6a21\u578b\uff0c\u9762\u5411\u91d1\u878d\u3001\u533b\u7597\u7b49\u5f3a\u5408\u89c4\u884c\u4e1a\u5f00\u653e\u3002<\/p>\n \u53f7\u54e5\u8bf4\uff1a\u8fd9\u4e0d\u662f\u8425\u9500\u8bdd\u672f\uff0c\u800c\u662f\u4f01\u4e1a\u7ea7 Agent \u843d\u5730\u7684\u2018\u51c6\u5165\u95e8\u7968\u2019\u3002\u5f53\u4f60\u7684 Agent \u8981\u5904\u7406\u5ba2\u6237\u8eab\u4efd\u8bc1\u53f7\u3001\u75c5\u5386\u3001\u5408\u540c\u539f\u6587\u65f6\uff0c\u96f6\u7559\u5b58\u662f\u5e95\u7ebf\u3002OpenAI \u6b64\u4e3e\u964d\u4f4e\u4e86\u94f6\u884c\u3001\u5f8b\u6240\u7b49\u5ba2\u6237\u5c06 Agent \u63a5\u5165\u6838\u5fc3\u4e1a\u52a1\u7684\u5408\u89c4\u95e8\u69db\uff0c\u4e5f\u5012\u903c\u5176\u4ed6\u5382\u5546\u8ddf\u8fdb\u3002<\/p>\n \u843d\u5730\u63d0\u70b9\uff1a\u9009 Agent \u5de5\u5177\u524d\u5148\u95ee\u4e00\u53e5\uff1a\u5b83\u6562\u7b7e DPA \u5e76\u627f\u8bfa\u96f6\u7559\u5b58\u5417\uff1f\u4e0d\u6562\u7684\uff0c\u522b\u78b0\u4f60\u7684\u4e00\u7ebf\u4e1a\u52a1\u6570\u636e\u3002<\/p>\n OpenAI News \u00b7 \u9605\u8bfb\u539f\u6587<\/a><\/p>\n Unsloth \u53d1\u5e03 Dynamic 3.0 GGUF\uff0c\u652f\u6301\u52a8\u6001 KV \u7f13\u5b58\u4e0e\u5185\u5b58\u6620\u5c04\uff0c\u4f7f Llama 3-8B \u5728\u6d88\u8d39\u7ea7\u663e\u5361\u4e0a\u63a8\u7406\u901f\u5ea6\u63d0\u53472.3\u500d\uff1b<\/p>\n \u65b0\u683c\u5f0f\u517c\u5bb9 Ollama\u3001LM Studio \u7b49\u4e3b\u6d41\u672c\u5730\u8fd0\u884c\u5668\uff0c\u65e0\u9700\u4fee\u6539\u6a21\u578b\u6743\u91cd\uff1b<\/p>\n \u5b9e\u6d4b\u5728 RTX 4090 \u4e0a\uff0cQwen2-7B \u751f\u6210 1024 token \u4ec5\u97001.8\u79d2\uff0c\u63a5\u8fd1\u5546\u7528 API \u5ef6\u8fdf\u3002<\/p>\n \u53f7\u54e5\u8bf4\uff1a\u672c\u5730 Agent \u7684\u6027\u80fd\u74f6\u9888\u6b63\u5728\u88ab\u5feb\u901f\u6253\u7834\u3002Dynamic 3.0 \u4e0d\u662f\u53c2\u6570\u538b\u7f29\uff0c\u800c\u662f\u5e95\u5c42\u8fd0\u884c\u65f6\u4f18\u5316\uff0c\u8ba9\u4e2d\u5c0f\u4f01\u4e1a\u7528\u4e00\u5f20\u663e\u5361\u5c31\u80fd\u8dd1\u8d77\u771f\u6b63\u53ef\u7528\u7684 Agent\uff08\u800c\u975e\u73a9\u5177 demo\uff09\u3002\u5bf9\u60f3\u81ea\u5efa\u79c1\u6709 Agent \u7684\u5f00\u53d1\u8005\uff0c\u8fd9\u610f\u5473\u7740\u66f4\u4f4e\u7684\u786c\u4ef6\u95e8\u69db\u548c\u66f4\u9ad8\u7684\u6570\u636e\u4e3b\u6743\u3002<\/p>\n \u843d\u5730\u63d0\u70b9\uff1a\u60f3\u8dd1\u672c\u5730 Agent\uff1f\u522b\u6025\u7740\u4e70 A100\uff0c\u5148\u7528 Unsloth Dynamic 3.0 + Qwen2-7B \u5728\u4f60\u7b14\u8bb0\u672c\u4e0a\u8dd1\u901a\u4e00\u4e2a\u62a5\u9500\u5355\u89e3\u6790\u6d41\u7a0b\uff0c\u518d\u8c08\u96c6\u7fa4\u3002<\/p>\n Hacker News \u00b7 \u9605\u8bfb\u539f\u6587<\/a><\/p>\n smolvm \u662f\u4e00\u4e2a\u6781\u7b80\u3001\u5feb\u901f\u3001\u5b89\u5168\u7684\u6c99\u7bb1\u8fd0\u884c\u65f6\uff0c\u4e13\u4e3a\u6267\u884c\u7528\u6237\u63d0\u4ea4\u7684 Python\/JS \u4ee3\u7801\u8bbe\u8ba1\uff1b<\/p>\n \u5b83\u57fa\u4e8e WASM \u6784\u5efa\uff0c\u542f\u52a8\u65f6\u95f4 <5ms\uff0c\u5185\u5b58\u5360\u7528 <1MB\uff0c\u652f\u6301 CPU\/\u5185\u5b58\/\u7f51\u7edc\u8bbf\u95ee\u7b56\u7565\u63a7\u5236\uff1b<\/p>\n \u5df2\u96c6\u6210\u8fdb Claude Code for Web\uff0c\u7528\u4e8e\u5b89\u5168\u6267\u884c\u7528\u6237\u63d0\u4f9b\u7684\u4ee3\u7801\u7247\u6bb5\u4e0e\u63d2\u4ef6\u3002<\/p>\n \u53f7\u54e5\u8bf4\uff1aAgent \u9700\u8981\u8c03\u7528\u5de5\u5177\uff0c\u800c\u5de5\u5177\u5e38\u662f\u7528\u6237\u4ee3\u7801\u3002smolvm \u89e3\u51b3\u4e86\u8fd9\u4e2a\u751f\u6b7b\u95ee\u9898\uff1a\u65e2\u4e0d\u8ba9 Agent \u6267\u884c\u6076\u610f\u811a\u672c\uff0c\u4e5f\u4e0d\u56e0\u8fc7\u5ea6\u9694\u79bb\u727a\u7272\u7075\u6d3b\u6027\u3002\u5bf9\u505a\u4f4e\u4ee3\u7801 Agent \u5e73\u53f0\u7684\u56e2\u961f\uff0c\u8fd9\u662f\u6bd4 Docker \u66f4\u8f7b\u3001\u6bd4 VM \u66f4\u5feb\u7684\u6c99\u7bb1\u7b54\u6848\u3002<\/p>\n \u843d\u5730\u63d0\u70b9\uff1a\u505a Agent \u5de5\u5177\u5e02\u573a\uff1f\u522b\u81ea\u5df1\u9020\u6c99\u7bb1\uff0c\u76f4\u63a5\u96c6\u6210 smolvm\u2014\u20145ms \u542f\u52a8\u30011MB \u5185\u5b58\uff0c\u6bd4\u4f60\u5199\u7684\u6743\u9650\u6821\u9a8c\u4ee3\u7801\u8fd8\u7a33\u3002<\/p>\n Simon Willison \u00b7 \u9605\u8bfb\u539f\u6587<\/a><\/p>\n Modular\uff08\u73b0\u5c5e Qualcomm\uff09\u6b63\u5f0f\u5f00\u6e90 Mojo \u8bed\u8a00\uff0c\u4e3b\u6253\u2018Python \u8bed\u6cd5 + \u7cfb\u7edf\u7ea7\u6027\u80fd\u2019\uff0c\u4e13\u4e3a AI \u6a21\u578b\u7f16\u8bd1\u4e0e\u786c\u4ef6\u52a0\u901f\u8bbe\u8ba1\uff1b<\/p>\n Mojo \u652f\u6301\u76f4\u63a5\u64cd\u4f5c GPU \u5185\u5b58\u3001\u96f6\u62f7\u8d1d\u5f20\u91cf\u4f20\u9012\uff0c\u5e76\u5185\u7f6e\u5bf9 CUDA\u3001Metal \u7684\u539f\u751f\u652f\u6301\uff1b<\/p>\n \u5f00\u6e90\u540e\u7acb\u5373\u88ab Hugging Face\u3001Ollama \u7b49\u793e\u533a\u9879\u76ee\u63a5\u5165\uff0c\u7528\u4e8e\u52a0\u901f\u63a8\u7406 pipeline\u3002<\/p>\n \u53f7\u54e5\u8bf4\uff1aMojo \u4e0d\u662f\u53c8\u4e00\u4e2a\u65b0\u8bed\u8a00\uff0c\u800c\u662f AI \u5de5\u7a0b\u5e08\u7684\u2018\u6c47\u7f16\u5c42\u2019\uff1a\u5f53\u4f60\u9700\u8981\u628a Agent \u7684\u67d0\u4e2a\u5de5\u5177\u51fd\u6570\u538b\u5230 10ms \u5185\uff0c\u6216\u8ba9\u672c\u5730\u6a21\u578b\u5728 Mac \u4e0a\u8dd1\u51fa 30token\/s\uff0cMojo \u63d0\u4f9b\u4e86\u6bd4 Python\/C++ \u66f4\u77ed\u7684\u8def\u5f84\u3002\u5bf9\u60f3\u6df1\u5ea6\u4f18\u5316 Agent \u6027\u80fd\u7684\u5f00\u53d1\u8005\uff0c\u8fd9\u662f\u5fc5\u5b66\u7684\u65b0\u57fa\u5efa\u3002<\/p>\n \u843d\u5730\u63d0\u70b9\uff1a\u522b\u6025\u7740\u5b66 Mojo \u5168\u8bed\u6cd5\uff0c\u5148\u628a\u5b83\u5f53\u2018\u9ad8\u6027\u80fd Python\u2019\u7528\uff1a\u628a\u4f60 Agent \u91cc\u6700\u6162\u7684 10 \u884c NumPy \u4ee3\u7801\u6362\u6210 Mojo\uff0c\u7acb\u7aff\u89c1\u5f71\u3002<\/p>\n Hacker News \u00b7 \u9605\u8bfb\u539f\u6587<\/a><\/p>\n \u4e00\u5bb6\u4e2d\u578b\u623f\u8d37\u673a\u6784\u4f7f\u7528 AWS GAIIC IDP Accelerator \u4e0e Quick Automate\uff0c\u5c06\u90ae\u4ef6\u6536\u4ef6\u2192PDF \u89e3\u6790\u2192\u5b57\u6bb5\u63d0\u53d6\u2192\u5408\u89c4\u6821\u9a8c\u2192\u6570\u636e\u5165\u5e93\u5168\u6d41\u7a0b\u81ea\u52a8\u5316\uff1b<\/p>\n \u7cfb\u7edf\u652f\u6301\u624b\u5199\u7b7e\u540d\u8bc6\u522b\u3001\u591a\u9875\u8868\u683c\u5bf9\u9f50\u3001\u8de8\u6587\u6863\u4e00\u81f4\u6027\u6821\u9a8c\uff08\u5982\u6536\u5165\u8bc1\u660e\u4e0e\u7a0e\u5355\u91d1\u989d\u5339\u914d\uff09\uff1b<\/p>\n \u4e0a\u7ebf\u540e\u6587\u6863\u5904\u7406\u5468\u671f\u4ece 3 \u5929\u7f29\u77ed\u81f3 12 \u5206\u949f\uff0c\u4eba\u5de5\u5ba1\u6838\u91cf\u51cf\u5c1182%\uff0c\u9519\u8bef\u7387\u4e0b\u964d\u81f3 0.3%\u3002<\/p>\n \u53f7\u54e5\u8bf4\uff1a\u8fd9\u662f\u91d1\u878d\u884c\u4e1a\u6587\u6863\u667a\u80fd\uff08IDP\uff09\u7684\u6807\u6746\u843d\u5730\uff1a\u4e0d\u9760\u5b9a\u5236 OCR\uff0c\u800c\u662f\u7528 Agent \u601d\u7ef4\u4e32\u8054\u73b0\u6709 AWS \u670d\u52a1\uff08Textract\u3001Bedrock\u3001Step Functions\uff09\uff0c\u628a\u2018\u4eba\u76ef\u6d41\u7a0b\u2019\u53d8\u6210\u2018Agent \u9a71\u52a8\u72b6\u6001\u673a\u2019\u3002\u5bf9\u94f6\u884c\u3001\u4fdd\u9669\u3001\u5f8b\u6240\uff0c\u5b83\u8bc1\u660e IDP \u4e0d\u662f POC\uff0c\u800c\u662f\u53ef\u91cf\u5316\u7684 ROI\u3002<\/p>\n \u843d\u5730\u63d0\u70b9\uff1a\u505a\u4fe1\u8d37\/\u4fdd\u5355\u81ea\u52a8\u5316\uff1f\u522b\u4ece\u5934\u8bad\u7ec3\u6a21\u578b\uff0c\u7528 AWS IDP Accelerator \u642d\u79ef\u6728\uff0c\u4e24\u5468\u5185\u8dd1\u901a\u4f60\u6700\u75db\u7684\u4e00\u4e2a\u6587\u6863\u7c7b\u578b\uff08\u6bd4\u5982\u5f81\u4fe1\u62a5\u544a\u89e3\u6790\uff09\u3002<\/p>\n AWS Machine Learning Blog \u00b7 \u9605\u8bfb\u539f\u6587<\/a><\/p>\n Google \u4e3a Gemini \u63a8\u51fa\u72ec\u7acb\u5b66\u751f Hub\uff0c\u6574\u5408\u7814\u7a76\u7b14\u8bb0\u3001AI \u751f\u6210\u95ea\u5361\u3001\u81ea\u9002\u5e94\u7ec3\u4e60\u6d4b\u9a8c\u3001\u56fe\u8868\/\u56fe\u50cf\u652f\u6301\uff1b<\/p>\n \u5b66\u4e60\u7b14\u8bb0\u53ef\u8de8\u8bbe\u5907\u540c\u6b65\uff0c\u5e76\u652f\u6301\u5c06\u7f51\u9875\u5185\u5bb9\u4e00\u952e\u8f6c\u4e3a\u7ed3\u6784\u5316\u7b14\u8bb0\uff1b<\/p>\n \u8be5 Hub \u5df2\u5728\u6b27\u7f8e\u9ad8\u6821\u8bd5\u70b9\uff0c\u6559\u5e08\u53cd\u9988\u5b66\u751f\u8bfe\u524d\u51c6\u5907\u6548\u7387\u63d0\u534740%\uff0c\u6982\u5ff5\u7406\u89e3\u6df1\u5ea6\u63d0\u9ad8\u3002<\/p>\n \u53f7\u54e5\u8bf4\uff1a\u6559\u80b2\u884c\u4e1a AI \u843d\u5730\u6b63\u4ece\u2018\u95ee\u7b54\u52a9\u624b\u2019\u8fc8\u5411\u2018\u5b66\u4e60\u4f19\u4f34\u2019\u3002Gemini Hub \u4e0d\u662f\u7b80\u5355\u53e0\u52a0\u529f\u80fd\uff0c\u800c\u662f\u91cd\u6784\u5b66\u4e60\u6d41\uff1a\u628a\u88ab\u52a8\u63a5\u6536\u4fe1\u606f\uff08\u770b\u89c6\u9891\uff09\u2192\u4e3b\u52a8\u52a0\u5de5\uff08\u8bb0\u7b14\u8bb0\uff09\u2192\u81ea\u6211\u68c0\u9a8c\uff08\u6d4b\u9a8c\uff09\u5168\u90e8\u4ea4\u7ed9 AI \u8f85\u52a9\u3002\u5bf9\u6559\u57f9\u673a\u6784\u548c\u9ad8\u6821 IT \u90e8\u95e8\uff0c\u8fd9\u662f\u53ef\u5feb\u901f\u96c6\u6210\u7684\u6807\u51c6\u5316\u5b66\u4e60\u57fa\u5ea7\u3002<\/p>\n \u843d\u5730\u63d0\u70b9\uff1a\u5b66\u6821\u522b\u81ea\u5efa\u5b66\u4e60\u5e73\u53f0\u4e86\uff0c\u76f4\u63a5\u7528 Gemini Hub API \u5bf9\u63a5\u6559\u52a1\u7cfb\u7edf\uff0c\u628a\u8bfe\u7a0b\u8868\u3001\u4f5c\u4e1a\u3001\u6210\u7ee9\u81ea\u52a8\u5582\u7ed9 AI\uff0c\u751f\u6210\u4e2a\u6027\u5316\u590d\u4e60\u8ba1\u5212\u3002<\/p>\n Google AI Blog \u00b7 \u9605\u8bfb\u539f\u6587<\/a><\/p>\n NSA\u3001CISA \u548c FBI \u8054\u5408\u8b66\u544a\uff0c\u9ed1\u5ba2\u6b63\u5229\u7528 AI \u5de5\u5177\u6279\u91cf\u751f\u6210\u9488\u5bf9\u897f\u95e8\u5b50 S7 \u63a7\u5236\u5668\u7b49\u5de5\u63a7\u8bbe\u5907\u7684 exploit \u811a\u672c\uff1b<\/p>\n AI \u5c06\u6f0f\u6d1e\u5229\u7528\u5f00\u53d1\u5468\u671f\u4ece\u6570\u5468\u538b\u7f29\u81f3\u6570\u5c0f\u65f6\uff0c\u4e14\u80fd\u7ed5\u8fc7\u4f20\u7edf\u7b7e\u540d\u68c0\u6d4b\uff1b<\/p>\n \u62a5\u544a\u5efa\u8bae\u5173\u952e\u57fa\u7840\u8bbe\u65bd\u4f01\u4e1a\u52a0\u5f3a OT \u7f51\u7edc\u9694\u79bb\u3001\u542f\u7528\u884c\u4e3a\u57fa\u7ebf\u76d1\u63a7\uff0c\u5e76\u5c06 AI \u5b89\u5168\u7eb3\u5165\u7ea2\u84dd\u5bf9\u6297\u6f14\u7ec3\u3002<\/p>\n \u53f7\u54e5\u8bf4\uff1a\u8fd9\u662f AI \u53cc\u5203\u5251\u7684\u786c\u6838\u8b66\u793a\uff1a\u5f53\u5bf9\u624b\u7528 AI \u52a0\u901f\u653b\u51fb\uff0c\u9632\u5b88\u65b9\u5fc5\u987b\u7528 AI \u52a0\u901f\u54cd\u5e94\u3002\u5bf9\u80fd\u6e90\u3001\u5236\u9020\u3001\u6c34\u52a1\u7b49\u884c\u4e1a\u7684\u5b89\u5168\u8d1f\u8d23\u4eba\uff0c\u8fd9\u4e0d\u662f\u8fdc\u671f\u5a01\u80c1\uff0c\u800c\u662f\u5f53\u4e0b\u5fc5\u987b\u542f\u52a8\u7684\u2018AI \u539f\u751f\u9632\u5fa1\u2019\u5efa\u8bbe\u2014\u2014\u6bd4\u5982\u7528 Agent \u81ea\u52a8\u5206\u6790 PLC \u65e5\u5fd7\u5f02\u5e38\u3001\u751f\u6210\u5e94\u6025 SOP\u3002<\/p>\n \u843d\u5730\u63d0\u70b9\uff1a\u5de5\u63a7\u5b89\u5168\u56e2\u961f\u7acb\u523b\u884c\u52a8\uff1a\u7528\u5f00\u6e90 Agent \u6846\u67b6\uff08\u5982 DeepSeek Harness\uff09\u642d\u4e00\u4e2a\u2018\u65e5\u5fd7\u5f02\u5e38-\u5173\u8054 CVE-\u751f\u6210\u5904\u7f6e\u6307\u4ee4\u2019\u7684\u6700\u5c0f\u95ed\u73af\uff0c\u6bd4\u4e70\u65b0\u9632\u706b\u5899\u66f4\u7d27\u8feb\u3002<\/p>\n The Decoder \u00b7 \u9605\u8bfb\u539f\u6587<\/a><\/p>\n Stripe \u4ee5\u8d85 70 \u4ebf\u7f8e\u5143\u6536\u8d2d OpenRouter\uff0c\u5c06\u5176\u5b9a\u4f4d\u4e3a\u2018AI \u65f6\u4ee3\u7684 Stripe\u2019\u2014\u2014\u7edf\u4e00\u652f\u4ed8\u7f51\u5173\u4e4b\u4e8e\u4ea4\u6613\uff0c\u6a21\u578b\u8def\u7531\u7f51\u5173\u4e4b\u4e8e AI \u8bf7\u6c42\uff1b<\/p>\n OpenRouter \u5df2\u652f\u6301 200+ \u6a21\u578b API\uff0c\u63d0\u4f9b\u8d1f\u8f7d\u5747\u8861\u3001\u6210\u672c\u4f18\u5316\u3001\u6545\u969c\u8f6c\u79fb\u4e0e\u5408\u89c4\u5ba1\u8ba1\u80fd\u529b\uff1b<\/p>\n \u6536\u8d2d\u540e\u5c06\u6df1\u5ea6\u96c6\u6210 Stripe Billing\uff0c\u4e3a\u4f01\u4e1a\u63d0\u4f9b\u2018\u6309 token \u8ba1\u8d39+\u6a21\u578b\u5207\u6362+SLA \u4fdd\u969c\u2019\u7684\u4e00\u7ad9\u5f0f AI \u670d\u52a1\u3002<\/p>\n \u53f7\u54e5\u8bf4\uff1a\u8fd9\u4e0d\u662f\u4e00\u6b21\u666e\u901a\u5e76\u8d2d\uff0c\u800c\u662f\u5ba3\u544a\u2018\u6a21\u578b\u8def\u7531\u2019\u5df2\u6210\u4e3a\u4f01\u4e1a\u7ea7 AI \u7684\u6c34\u7535\u7164\u3002\u5bf9\u6280\u672f\u51b3\u7b56\u8005\uff0c\u8fd9\u610f\u5473\u7740\u672a\u6765\u4e0d\u5fc5\u7ed1\u5b9a\u5355\u4e00\u6a21\u578b\u5382\u5546\uff0c\u800c\u662f\u50cf\u7ba1\u7406 CDN \u6216\u6570\u636e\u5e93\u8fde\u63a5\u6c60\u4e00\u6837\u7ba1\u7406 AI \u8c03\u7528\u2014\u2014OpenRouter \u63d0\u4f9b\u7684\u62bd\u8c61\u5c42\uff0c\u6b63\u662f Agent \u751f\u4ea7\u73af\u5883\u7a33\u5b9a\u6027\u7684\u57fa\u77f3\u3002<\/p>\n \u843d\u5730\u63d0\u70b9\uff1aCTO \u4eec\u6ce8\u610f\uff1a\u4e0b\u6b21\u62db\u6807 AI \u670d\u52a1\uff0c\u628a\u2018\u662f\u5426\u652f\u6301 OpenRouter \u6807\u51c6\u8def\u7531\u534f\u8bae\u2019\u5199\u8fdb\u6280\u672f\u6807\u4e66\uff0c\u5426\u5219\u4e09\u5e74\u540e\u4f60\u4f1a\u88ab\u5382\u5546\u9501\u6b7b\u3002<\/p>\n Hacker News \u00b7 \u9605\u8bfb\u539f\u6587<\/a><\/p>\n Flock Safety \u65b0\u4e00\u4ee3 AI \u7cfb\u7edf\u4e0d\u4ec5\u8bc6\u522b\u8f66\u724c\uff0c\u8fd8\u80fd\u5206\u6790\u8f66\u8f86\u8f68\u8ff9\u3001\u505c\u7559\u6a21\u5f0f\u3001\u4eba\u7fa4\u805a\u96c6\u5bc6\u5ea6\uff0c\u751a\u81f3\u63a8\u65ad\u6f5c\u5728\u72af\u7f6a\u610f\u56fe\uff1b<\/p>\n \u8be5\u7cfb\u7edf\u5df2\u5728\u7f8e\u56fd\u591a\u4e2a\u90e1\u53bf\u8b66\u5bdf\u5c40\u90e8\u7f72\uff0c\u8f85\u52a9\u5de1\u903b\u8c03\u5ea6\u4e0e\u6848\u4ef6\u56de\u6eaf\uff1b<\/p>\n WIRED \u9006\u5411\u5de5\u7a0b\u8bc1\u5b9e\u5176\u5177\u5907\u8de8\u6444\u50cf\u5934\u65f6\u7a7a\u5173\u8054\u80fd\u529b\uff0c\u8fdc\u8d85\u4f20\u7edf\u5b89\u9632\u8303\u7574\u3002<\/p>\n \u53f7\u54e5\u8bf4\uff1a\u8fd9\u662f AI \u5728\u516c\u5171\u5b89\u5168\u9886\u57df\u7684\u771f\u5b9e\u6e17\u900f\uff1a\u4ece\u2018\u770b\u5f97\u89c1\u2019\u5230\u2018\u770b\u5f97\u61c2\u2019\u518d\u5230\u2018\u9884\u5224\u5f97\u4e86\u2019\u3002\u5bf9\u653f\u5e9c\u4fe1\u606f\u5316\u90e8\u95e8\uff0c\u5b83\u63d0\u793a\u4e86\u4e00\u4e2a\u5173\u952e\u8d8b\u52bf\u2014\u2014AI \u4e0d\u518d\u662f\u8f85\u52a9\u5de5\u5177\uff0c\u800c\u662f\u6b63\u5728\u91cd\u6784\u6267\u6cd5\u6d41\u7a0b\u672c\u8eab\u3002\u4f46\u540c\u65f6\u4e5f\u6572\u54cd\u8b66\u949f\uff1a\u7b97\u6cd5\u504f\u89c1\u3001\u6570\u636e\u6ee5\u7528\u3001\u900f\u660e\u5ea6\u7f3a\u5931\u7b49\u95ee\u9898\u5fc5\u987b\u524d\u7f6e\u6cbb\u7406\u3002<\/p>\n \u843d\u5730\u63d0\u70b9\uff1a\u667a\u6167\u57ce\u5e02\u9879\u76ee\u522b\u53ea\u4e70\u6444\u50cf\u5934\uff0c\u5148\u5efa AI \u5ba1\u8ba1\u59d4\u5458\u4f1a\uff1a\u6240\u6709\u7b97\u6cd5\u51b3\u7b56\u5fc5\u987b\u7559\u75d5\u3001\u53ef\u89e3\u91ca\u3001\u53ef\u7533\u8bc9\uff0c\u5426\u5219\u6280\u672f\u8d8a\u5148\u8fdb\uff0c\u98ce\u9669\u8d8a\u81f4\u547d\u3002<\/p>\n Wired AI \u00b7 \u9605\u8bfb\u539f\u6587<\/a><\/p>\n \u2014\u2014\u2014\u2014 \u5173\u4e8e\u6211\u4eec \u2014\u2014\u2014\u2014<\/p>\n \u300c\u53f7\u54e5\u804aAI\u300d\u4e13\u6ce8 AI \u843d\u5730\uff1a\u5e2e\u4f01\u4e1a\u628a\u91cd\u590d\u3001\u8de8\u7cfb\u7edf\u7684\u6d41\u7a0b\u505a\u6210 AI Agent\uff08\u91c7\u8d2d\u3001\u5ba2\u670d\u3001\u5355\u636e\u3001\u62a5\u8868\u2026\u2026\uff09\u3002<\/p>\n \u00b7 \u60f3\u8ba9\u516c\u53f8\u67d0\u4e2a\u6d41\u7a0b\u81ea\u52a8\u5316 \u2014\u2014 \u5728\u672c\u53f7\u3010\u53d1\u6d88\u606f\u56de\u590d\u300c\u81ea\u52a8\u5316\u300d\u3011\uff0c\u6211\u4eec\u5e2e\u4f60\u770b\u770b\u80fd\u600e\u4e48\u843d\u5730\uff1b<\/p>\n \u00b7 \u60f3\u5b66 Agent \u5f00\u53d1 \/ AI \u5de5\u5177 \u2014\u2014 \u5173\u6ce8\u672c\u53f7\uff0c\u6bcf\u5929\u66f4\u65b0\u3002<\/p>\n \u672c\u6587\u4e3a \u56fd\u5916\u6700\u65b0\u7684AI\u8d44\u8baf\u6458\u8981\u4e0e\u70b9\u8bc4\uff0c\u975e\u539f\u6587\u8f6c\u8f7d\uff1b\u7248\u6743\u5f52\u539f\u4f5c\u8005\u6240\u6709\uff0c\u70b9\u51fb\u94fe\u63a5\u53ef\u8bfb\u539f\u6587\u3002<\/p>\n \ud83d\udcda \u5f80\u671f\u56de\u987e<\/p>\n \u6709\u4eba\u628a\u6574\u5957\u62a5\u5173\u6d41\u7a0b\u4ea4\u7ed9\u4e86 Agent\uff0c\u4eba\u53ea\u7b7e\u5b57\uff1b\u73b0\u5728\uff0cFanatics \u628a\u9ad8\u5e76\u53d1\u3001\u5f3a\u5408\u89c4\u7684\u4f53\u80b2\u535a\u5f69\u5ba2\u670d\u4e5f\u5168\u4ea4\u7ed9\u4e86\u591a Agent \u7cfb\u7edf\u2014\u2014\u5b83\u80fd\u5b9e\u65f6\u54cd\u5e94\u8d5b\u4e8b\u7206\u5355\u3001\u81ea\u52a8\u9002\u914d32\u5dde\u4e0d\u540c\u6cd5\u89c4\u3001\u62e6\u622a\u98ce\u9669\u6295\u6ce8\u3002<\/p>\n","protected":false},"author":1,"featured_media":474,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_kad_post_transparent":"","_kad_post_title":"","_kad_post_layout":"","_kad_post_sidebar_id":"","_kad_post_content_style":"","_kad_post_vertical_padding":"","_kad_post_feature":"","_kad_post_feature_position":"","_kad_post_header":false,"_kad_post_footer":false,"_kad_post_classname":"","footnotes":""},"categories":[2],"tags":[],"class_list":["post-475","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-daily"],"_links":{"self":[{"href":"https:\/\/www.idolool.com\/ai\/wp-json\/wp\/v2\/posts\/475","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.idolool.com\/ai\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.idolool.com\/ai\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.idolool.com\/ai\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.idolool.com\/ai\/wp-json\/wp\/v2\/comments?post=475"}],"version-history":[{"count":0,"href":"https:\/\/www.idolool.com\/ai\/wp-json\/wp\/v2\/posts\/475\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.idolool.com\/ai\/wp-json\/wp\/v2\/media\/474"}],"wp:attachment":[{"href":"https:\/\/www.idolool.com\/ai\/wp-json\/wp\/v2\/media?parent=475"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.idolool.com\/ai\/wp-json\/wp\/v2\/categories?post=475"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.idolool.com\/ai\/wp-json\/wp\/v2\/tags?post=475"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}
\n2. AWS AgentCore \u65b0\u589e\u7f51\u9875\u641c\u7d22\u57df\u540d\u4e0e\u53d1\u5e03\u65f6\u95f4\u8fc7\u6ee4<\/h2>\n
![](\"https:\/\/d2908q01vomqb2.cloudfront.net\/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59\/2026\/08\/19\/ML-21748-featured-image.png\")
<\/p>\n
\n3. AWS \u63a8\u51fa Serverless \u5f02\u6b65\u8c03\u7528 AgentCore \u7684\u4e09\u79cd\u6a21\u5f0f<\/h2>\n
![](\"https:\/\/d2908q01vomqb2.cloudfront.net\/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59\/2026\/08\/14\/ML-21461-featured-image.png\")
<\/p>\n
\n4. AWS KnowledgeForge \u4ece ITSM \u5de5\u5355\u81ea\u52a8\u63d0\u70bc\u77e5\u8bc6\u5e93<\/h2>\n
![](\"https:\/\/d2908q01vomqb2.cloudfront.net\/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59\/2026\/08\/13\/ML-21271-featured-image.png\")
<\/p>\n
\n5. Anthropic \u79f0\u4efb\u4f55\u5b9e\u9a8c\u5ba4\u90fd\u53ef\u7528 Claude Agent \u5168\u7a0b\u8dd1\u86cb\u767d\u8bbe\u8ba1<\/h2>\n
![](\"https:\/\/the-decoder.com\/wp-content\/uploads\/2026\/08\/Claude-Lab-Testing-1200x670.png\")
<\/p>\n
\nAI \u5de5\u5177 \u00b7 \u5b9e\u6d4b\u4e0a\u65b0<\/h2>\n
1. fx\uff1a\u8f7b\u91cf\u5f00\u6e90\u672c\u5730\u7f16\u7801 Agent\uff0c\u4e13\u6ce8\u7ec8\u7aef\u539f\u751f\u4f53\u9a8c<\/h2>\n
![](\"https:\/\/fx.sh\/og.png\")
<\/p>\n
\n2. OpenAI \u63a8\u51fa\u524d\u6cbf\u6a21\u578b\u96f6\u6570\u636e\u7559\u5b58\u4fdd\u969c<\/h2>\n
\n3. Unsloth \u63a8\u51fa Dynamic 3.0 GGUF \u683c\u5f0f\uff0c\u5927\u5e45\u4f18\u5316\u672c\u5730\u63a8\u7406\u6027\u80fd<\/h2>\n
![](\"https:\/\/unsloth.ai\/docs\/~gitbook\/image?url=https%3A%2F%2F2815821428-files.gitbook.io%2F%7E%2Ffiles%2Fv0%2Fb%2Fgitbook-x-prod.appspot.com%2Fo%2Forganizations%252FHpyELzcNe0topgVLGCZY%252Fsites%252Fsite_mXXTe%252Fsocialpreview%252FOeFDVbzp4cgwaId7PbvL%252Funsloth%2520docs%2520pic.png%3Falt%3Dmedia%26token%3Df34a6bcc-db15-449a-bc2d-e0e8f52fe953&width=1200&height=630&sign=b1ca68fa&sv=2\")
<\/p>\n
\n4. smolmachines \/ smolvm\uff1a\u4e3a\u4e0d\u53ef\u4fe1 Python\/JS \u63d0\u4f9b\u8d85\u8f7b\u91cf\u6c99\u7bb1<\/h2>\n
\n5. Modular \u5f00\u6e90 Mojo \u8bed\u8a00\uff0c\u7784\u51c6 AI \u539f\u751f\u9ad8\u6027\u80fd\u7f16\u7a0b<\/h2>\n
![](\"https:\/\/cdn.prod.website-files.com\/68c9c3107effc2ea46e1a82c\/6a845980ea521c5fbe46a88c_Highlights.png\")
<\/p>\n
\n\u884c\u4e1a AI \u843d\u5730<\/h2>\n
1. AWS IDP \u52a0\u901f\u5668\u52a9\u623f\u8d37\u673a\u6784\u5168\u81ea\u52a8\u5904\u7406\u6587\u6863\u6d41\u6c34\u7ebf<\/h2>\n
![](\"https:\/\/d2908q01vomqb2.cloudfront.net\/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59\/2026\/08\/14\/ML-20366-featured-image.png\")
<\/p>\n
\n2. Google \u63a8\u51fa Gemini \u5b66\u751f\u4e13\u5c5e\u5b66\u4e60\u4e2d\u5fc3\uff0c\u5f3a\u5316\u7b14\u8bb0\u4e0e\u6d4b\u8bd5\u529f\u80fd<\/h2>\n
![](\"https:\/\/storage.googleapis.com\/gweb-uniblog-publish-prod\/images\/Blog_header_2_JwwDb02.width-1300.png\")
<\/p>\n
\n3. \u7f8e\u82f1\u7b49\u56fd\u8b66\u544a\uff1a\u653b\u51fb\u8005\u6b63\u7528 AI \u5feb\u901f\u751f\u6210\u5de5\u63a7\u7cfb\u7edf\u6f0f\u6d1e\u5229\u7528\u4ee3\u7801<\/h2>\n
![](\"https:\/\/the-decoder.com\/wp-content\/uploads\/2026\/05\/cybersecurity_llm_kraken-1200x670.png\")
<\/p>\n
\n4. Stripe \u6536\u8d2d OpenRouter\uff0c\u62bc\u6ce8 AI \u6a21\u578b\u8def\u7531\u6210\u4e3a\u65b0\u578b\u57fa\u7840\u8bbe\u65bd<\/h2>\n
![](\"https:\/\/openrouter.ai\/blog\/images\/openrouter-stripe.png\")
<\/p>\n
\n5. Flock Safety \u63a8\u51fa\u65b0\u4e00\u4ee3\u8b66\u7528 AI \u7cfb\u7edf\uff0c\u5df2\u8fdb\u5165\u5b9e\u9645\u6267\u6cd5\u90e8\u7f72<\/h2>\n
![](\"https:\/\/media.wired.com\/photos\/6a834e91eca883ccd19e5902\/191:100\/w_1280,c_limit\/Security_Inside%20%E2%80%98Nightshift,%E2%80%99%20the%20AI%20Agent%20Flock%20Built%20for%20Police_v1.jpg\")
<\/p>\n
\n\n