{"id":790712,"date":"2026-06-01T19:41:11","date_gmt":"2026-06-01T11:41:11","guid":{"rendered":"https:\/\/www.alphaseek.cn\/?p=790712"},"modified":"2026-06-01T19:41:11","modified_gmt":"2026-06-01T11:41:11","slug":"%e4%bb%bb%e5%8a%a1%e6%88%90%e6%9c%ac%e4%bb%85%e4%b8%baclaude-opus-4-6-1-9%ef%bc%8c%e9%98%b6%e8%b7%83%e5%88%b7%e6%96%b0flash%e6%a8%a1%e5%9e%8b%e6%95%88%e7%8e%87","status":"publish","type":"post","link":"https:\/\/www.alphaseek.cn\/?p=790712","title":{"rendered":"\u4efb\u52a1\u6210\u672c\u4ec5\u4e3aClaude Opus 4.6 1\/9\uff0c\u9636\u8dc3\u5237\u65b0Flash\u6a21\u578b\u6548\u7387"},"content":{"rendered":"<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/C90204D0FCF329389DD8EA9C3BC97C0B6AC00DA4_size2327_w1922_h818.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u4efb\u52a1\u6210\u672c\u4ec5\u4e3aClaude Opus 4.6 1\/9\uff0c\u9636\u8dc3\u5237\u65b0Flash\u6a21\u578b\u6548\u7387\" \/><\/p>\n<p>1492 \u5e74\uff0c\u54e5\u4f26\u5e03\u9a76\u5411\u5927\u897f\u6d0b\u6df1\u5904\u3002\u8fdc\u6d0b\u822a\u884c\u5f53\u7136\u9700\u8981\u901f\u5ea6\uff0c\u4f46\u771f\u6b63\u51b3\u5b9a\u8239\u961f\u80fd\u5426\u62b5\u8fbe\u5f7c\u5cb8\u7684\uff0c\u662f\u6de1\u6c34\u3001\u98df\u7269\u3001\u8239\u4f53\u3001\u6845\u6746\u548c\u5e06\u7d22\u80fd\u5426\u6491\u8fc7\u6f2b\u957f\u98ce\u66b4\u3002\u6539\u5199\u8de8\u6d0b<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e8%b4%b8%e6%98%93\" title=\"View all posts in \u8d38\u6613\" target=\"_blank\" class=\"tag_link\">\u8d38\u6613<\/a>\u7684\uff0c\u6b63\u662f\u8fd9\u79cd\u5e76\u4e0d\u6d6a\u6f2b\u7684\u5de5\u7a0b\u903b\u8f91\u3002<\/p>\n<p>\u540e\u6765\uff0c\u8377\u5170\u4eba\u8bbe\u8ba1\u51fa\u300c\u798f\u7984\u7279\u300d\u5546\u8239\uff1a\u9020\u4ef7\u66f4\u4f4e\u3001\u8239\u5458\u66f4\u5c11\u3001\u8d27\u8231\u66f4\u5927\uff0c\u80fd\u5728\u5927\u897f\u6d0b\u822a\u7ebf\u4e0a\u7a33\u5b9a\u5f80\u8fd4\u3002\u8fdc\u6d0b\u822a\u884c\u7531\u6b64\u4ece\u5192\u9669\u5bb6\u7684\u5b64\u52c7\uff0c\u53d8\u6210\u4e00\u95e8\u53ef\u590d\u5236\u3001\u53ef\u8ba1\u7b97\u3001\u53ef\u6269\u5f20\u7684\u751f\u610f\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/0B5D960CB340DB7B623C111DFE294E72A7FD8603_size1496_w1280_h662.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u4efb\u52a1\u6210\u672c\u4ec5\u4e3aClaude Opus 4.6 1\/9\uff0c\u9636\u8dc3\u5237\u65b0Flash\u6a21\u578b\u6548\u7387\" \/><\/p>\n<p>\u4eca\u5929\u7684 AI \u6a21\u578b\u7ade\u4e89\uff0c\u4e5f\u8d70\u5230\u4e86\u7c7b\u4f3c\u7684\u5341\u5b57\u8def\u53e3\u3002<\/p>\n<p>\u8fc7\u53bb\uff0c\u4eba\u4eec\u8c08\u6a21\u578b\uff0c\u4e60\u60ef\u8c08\u53c2\u6570\u3001\u699c\u5355\u548c\u5cf0\u503c\u80fd\u529b\uff0c\u4f46 APPSO \u5728\u4f7f\u7528 Claude Code\u3001Codex \u8fd9\u7c7b coding agent \u4e4b\u540e\uff0c\u660e\u663e\u611f\u89c9\u5230\u5f53 AI Agent \u5f00\u59cb\u8d70\u5411\u751f\u4ea7\u73af\u5883\uff0c\u771f\u6b63\u5728\u4e4e\u7684\u95ee\u9898\u53d8\u5f97\u6709\u4e9b\u4e0d\u4e00\u6837\u4e86\uff1a\u80fd\u4e0d\u80fd\u6301\u7eed\u5904\u7406\u9ad8\u9891\u8bf7\u6c42\uff0c\u80fd\u4e0d\u80fd\u7a33\u5b9a\u8c03\u7528\u5de5\u5177\uff0c\u80fd\u4e0d\u80fd\u7406\u89e3\u590d\u6742\u754c\u9762\uff0c\u80fd\u4e0d\u80fd\u5d4c\u5165\u4f01\u4e1a\u65e2\u6709\u6d41\u7a0b\u5e76\u957f\u671f\u8fd0\u8f6c\u3002<\/p>\n<p>\u8fd9\u4e9b\u95ee\u9898\u7684\u7b54\u6848\uff0c\u5f80\u5f80\u4e0d\u5728\u8dd1\u5206\u699c\u5355\u91cc\u3002<\/p>\n<p>\u6700\u8fd1\uff0c\u9636\u8dc3\u661f\u8fb0\u6b63\u5f0f\u53d1\u5e03\u5e76\u5f00\u6e90 Step 3.7 Flash\u3002\u4f5c\u4e3a\u9762\u5411\u751f\u4ea7\u7ea7 Agent \u7684\u65b0\u4e00\u4ee3 Flash \u6a21\u578b\uff0c\u5b83\u4e3b\u8981\u670d\u52a1 Agent\u3001Coding\u3001Search \u4e0e\u591a\u6a21\u6001\u5de5\u4f5c\u6d41\u3002<\/p>\n<p>\u5b83\u51fa\u73b0\u7684\u65f6\u673a\uff0c\u6070\u597d\u8e29\u5728\u8fd9\u4e2a\u8def\u53e3\u4e0a\u3002\u751f\u4ea7\u7ea7 Agent \u8981\u7684\u65e9\u5c31\u4e0d\u53ea\u662f\u5feb\u548c\u4fbf\u5b9c\uff0c\u66f4\u91cd\u8981\u7684\u662f\u591f\u53ef\u9760\u3001\u591f\u597d\u7528\u3001\u591f\u5bb9\u6613\u90e8\u7f72\uff0c\u8fd8\u80fd\u5728\u771f\u5b9e\u5de5\u4f5c\u6d41\u91cc\u4e00\u5929\u5929\u4ea7\u51fa\u7ed3\u679c\u3002<\/p>\n<p>Flash \u6a21\u578b\uff0c\u4e0d\u518d\u662f\u65d7\u8230\u7684\u5e73\u66ff<\/p>\n<p>\u8fc7\u53bb\uff0cFlash \u6a21\u578b\u5e38\u88ab\u5f53\u6210\u65d7\u8230\u6a21\u578b\u7684\u8f7b\u91cf\u7248\uff0c\u5356\u70b9\u65e0\u975e\u5c31\u662f\u5feb\u548c\u4fbf\u5b9c\u3002\u4f46\u5f53 Agent \u6210\u4e3a\u5de5\u4f5c\u6d41\u7684\u6838\u5fc3\uff0cFlash \u6a21\u578b\u7684\u89d2\u8272\u5c31\u53d8\u4e86\u3002<\/p>\n<p>\u5982\u679c\u6a21\u578b\u5728\u591a\u8f6e\u4efb\u52a1\u4e2d\u5bb9\u6613\u504f\u79bb\u76ee\u6807\uff0c\u65e0\u8bba\u662f\u4f01\u4e1a\u8fd8\u662f\u4e2a\u4eba\u90fd\u5f88\u96be\u653e\u5fc3\u91c7\u7528\u3002\u76f8\u53cd\uff0c\u4e00\u4e2a\u6a21\u578b\u82e5\u80fd\u5728\u901f\u5ea6\u3001\u6210\u672c\u3001\u5de5\u5177\u8c03\u7528\u3001\u591a\u6a21\u6001\u7406\u89e3\u548c\u751f\u6001\u517c\u5bb9\u4e4b\u95f4\u53d6\u5f97\u5e73\u8861\uff0c\u624d\u6709\u673a\u4f1a\u6210\u4e3a Agent \u7cfb\u7edf\u771f\u6b63\u53ef\u4f9d\u8d56\u7684\u57fa\u7840\u80fd\u529b\u3002<\/p>\n<p>\u67d0\u79cd\u610f\u4e49\u4e0a\uff0cAgent \u65f6\u4ee3\u8981\u7684 Flash \u6a21\u578b\uff0c\u5df2\u7ecf\u4ece\u300c\u66f4\u5feb\u7684\u5c0f\u6a21\u578b\u300d\u5347\u7ea7\u6210\u4e86\u300c\u751f\u4ea7\u6548\u7387\u6700\u9ad8\u7684\u57fa\u5ea7\u6a21\u578b\u300d\u3002<\/p>\n<p>\u5b83\u65e2\u8981\u591f\u5f97\u7740\u65d7\u8230\u6a21\u578b\u7684\u80fd\u529b\u4e0a\u9650\uff0c\u53c8\u8981\u625b\u5f97\u4f4f\u5927\u89c4\u6a21 Agent \u8c03\u7528\u7684\u6548\u7387\u538b\u529b\u3002Step 3.7 Flash \u7684\u5b9a\u4f4d\uff0c\u6b63\u662f\u540e\u8005\u2014\u2014\u65b0\u4e00\u4ee3 Agentic \u57fa\u5ea7\u6a21\u578b\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/6AE566B1108F9A2C12DE9927CAAAB10E796E5658_size9604_w900_h675.gif\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u4efb\u52a1\u6210\u672c\u4ec5\u4e3aClaude Opus 4.6 1\/9\uff0c\u9636\u8dc3\u5237\u65b0Flash\u6a21\u578b\u6548\u7387\" \/><\/p>\n<p>\u800c\u751f\u4ea7\u7ea7 Agent \u7684\u7b2c\u4e00\u9053\u95e8\u69db\uff0c\u662f\u7406\u89e3\u771f\u5b9e\u5de5\u4f5c\u73af\u5883\u3002<\/p>\n<p>\u5927\u91cf Agent \u4efb\u52a1\u5206\u5e03\u5728\u590d\u6742\u754c\u9762\u3001\u529e\u516c\u6587\u6863\u3001\u56fe\u8868\u7cfb\u7edf\u3001\u6d4f\u89c8\u5668\u9875\u9762\u3001\u4e13\u4e1a\u8f6f\u4ef6\u548c\u5185\u90e8\u5de5\u5177\u4e4b\u95f4\u3002\u53ea\u64c5\u957f\u6587\u672c\u95ee\u7b54\u7684 Agent\uff0c\u5f88\u96be\u771f\u6b63\u5904\u7406\u8fd9\u4e9b\u4efb\u52a1\u3002<\/p>\n<p>Step 3.7 Flash \u91cd\u70b9\u5f3a\u5316\u7684\uff0c\u6b63\u662f\u539f\u751f\u591a\u6a21\u6001\u7406\u89e3\u4e0e\u6267\u884c\u80fd\u529b\u3002<\/p>\n<p>\u5b83\u53ef\u4ee5\u7406\u89e3 UI\u3001\u56fe\u8868\u3001\u6587\u6863\u3001\u56fe\u7247\u548c\u5e94\u7528\u754c\u9762\uff0c\u4e5f\u53ef\u4ee5\u5728\u590d\u6742\u89c6\u89c9\u95ee\u9898\u4e2d\u81ea\u4e3b\u88c1\u526a\u3001\u653e\u5927\u3001\u91cd\u8bfb\u56fe\u50cf\u3002\u9047\u5230\u4fe1\u606f\u4e0d\u786e\u5b9a\u7684\u60c5\u51b5\uff0c\u6a21\u578b\u8fd8\u80fd\u4e3b\u52a8\u53d1\u8d77\u641c\u7d22\uff0c\u5e76\u5bf9\u6587\u672c\u548c\u56fe\u50cf\u4fe1\u606f\u8fdb\u884c\u4ea4\u53c9\u9a8c\u8bc1\u3002<\/p>\n<p>\u8fd9\u91cc\u6709\u4e2a\u53cd\u76f4\u89c9\u7684\u8bbe\u8ba1\u601d\u8def\u3002\u5bf9\u4e00\u4e2a 11B \u6fc0\u6d3b\u7684 Flash \u6a21\u578b\u6765\u8bf4\uff0c\u628a\u6d77\u91cf\u89c6\u89c9\u77e5\u8bc6\u786c\u585e\u8fdb\u6743\u91cd\u662f\u4e0d\u5212\u7b97\u7684\u3002\u9636\u8dc3\u53cd\u5176\u9053\u800c\u884c\uff1a\u6743\u91cd\u91cc\u53ea\u7559\u6700\u6838\u5fc3\u7684\u63a8\u7406\u5f15\u64ce\uff0c\u628a\u611f\u77e5\u8fb9\u754c\u548c\u4e16\u754c\u77e5\u8bc6\u5916\u63a8\u5230\u63a8\u7406\u9636\u6bb5\uff0c\u9760\u6781\u5feb\u7684\u901f\u5ea6\uff0c\u7528\u300c\u591a\u770b\u51e0\u773c\u3001\u591a\u67e5\u51e0\u904d\u300d\u53bb\u6362\u300c\u53c2\u6570\u672c\u6765\u4e0d\u591f\u7528\u300d\u7684\u90a3\u90e8\u5206\u80fd\u529b\u3002<\/p>\n<p>\u4f4e\u5ef6\u8fdf\u548c\u9ad8\u541e\u5410\uff0c\u5230\u8fd9\u91cc\u5c31\u4e0d\u53ea\u662f\u90e8\u7f72\u65f6\u7684\u4f18\u52bf\uff0c\u76f4\u63a5\u53d8\u6210\u4e86\u80fd\u529b\u672c\u8eab\u7684\u4e00\u90e8\u5206\uff0c\u5de7\u5999\u4e14\u673a\u667a\u3002<\/p>\n<p>\u6bd4\u5982\u5728\u8fd9\u4e2a\u9a7e\u9a76\u8231\u64cd\u4f5c\u7684\u6f14\u793a\u4e2d\uff0c\u7528\u6237\u53ea\u8f93\u5165\u300c\u5982\u4f55\u8d77\u98de\u300d\uff0c\u6a21\u578b\u5c31\u4f1a\u81ea\u52a8\u6846\u9009\u9a7e\u9a76\u8231\u533a\u57df\uff0c\u8bc6\u522b\u4eea\u8868\u3001\u6309\u94ae\u548c\u5173\u952e\u64cd\u4f5c\u4fe1\u606f\uff0c\u7406\u89e3\u5f53\u524d\u754c\u9762\u7684\u64cd\u4f5c\u903b\u8f91\uff0c\u5e76\u751f\u6210\u5206\u6b65\u9aa4\u6559\u7a0b\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/CDD5D912DC7935284D2032204AD43F7540E38000_size9014_w1120_h798.gif\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u4efb\u52a1\u6210\u672c\u4ec5\u4e3aClaude Opus 4.6 1\/9\uff0c\u9636\u8dc3\u5237\u65b0Flash\u6a21\u578b\u6548\u7387\" \/><\/p>\n<p>\u8fd9\u91cc\u7684\u91cd\u70b9\u4e0d\u6b62\u5728\u4e8e\u5b83\u80fd\u8bc6\u522b\u4e00\u5f20\u9a7e\u9a76\u8231\u56fe\u7247\uff0c\u66f4\u5173\u952e\u7684\u662f\uff0c\u5b83\u80fd\u628a\u4e00\u4e2a\u5bc6\u96c6\u3001\u964c\u751f\u3001\u5f3a\u4f9d\u8d56\u4e0a\u4e0b\u6587\u7684\u89c6\u89c9\u73af\u5883\uff0c\u8f6c\u6362\u6210\u4e00\u4e2a\u4eba\u53ef\u4ee5\u7167\u7740\u505a\u7684\u4efb\u52a1\u6307\u5f15\u3002<\/p>\n<p>\u80fd\u770b\u61c2\uff0c\u548c\u80fd\u6559\u4f60\u52a8\u624b\uff0c\u96be\u5ea6\u7cfb\u6570\u5b8c\u5168\u4e0d\u4e00\u6837\u3002<\/p>\n<p>\u6211\u4eec\u8fd8\u628a Step 3.7 Flash \u63a5\u5165\u4e86\u4e00\u5957\u624b\u673a GUI Agent \u6d41\u7a0b\uff0c\u5e76\u7528\u4e00\u53f0 <a href=\"https:\/\/www.alphaseek.cn\/?tag=vivo\" title=\"View all posts in vivo\" target=\"_blank\" class=\"tag_link\">vivo<\/a> \u624b\u673a\u5b8c\u6210\u6f14\u793a\u3002<\/p>\n<p>\u624b\u673a\u901a\u8fc7 USB \u8fde\u63a5 Mac\uff0c\u6253\u5f00 ADB \u8c03\u8bd5\u6388\u6743\u540e\uff0c\u7ec8\u7aef\u5c31\u53ef\u4ee5\u83b7\u53d6\u624b\u673a\u5f53\u524d\u622a\u56fe\uff0c\u5e76\u901a\u8fc7 scrcpy \u540c\u6b65\u663e\u793a\u624b\u673a\u753b\u9762\u3002\u968f\u540e\uff0c\u811a\u672c\u628a\u8fd9\u5f20\u622a\u56fe\u53d1\u9001\u7ed9 Step 3.7 Flash\uff0c\u8ba9\u6a21\u578b\u5224\u65ad\u5c4f\u5e55\u91cc\u6b63\u5728\u53d1\u751f\u4ec0\u4e48\u3002<\/p>\n<p>\u6bd4\u5982\u6211\u4eec\u8ba9 Step 3.7 Flash \u770b\u4e86\u4e00\u773c\u624b\u673a\u91cc\u7684<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e5%be%ae%e4%bf%a1\" title=\"View all posts in \u5fae\u4fe1\" target=\"_blank\" class=\"tag_link\">\u5fae\u4fe1<\/a>\u8bfb\u4e66\u70ed\u641c\u699c\u3002\u5b83\u4e0d\u53ea\u662f\u628a\u9875\u9762\u4e0a\u7684\u5b57\u8bfb\u51fa\u6765\uff0c\u8fd8\u80fd\u7406\u89e3\u699c\u5355\u7ed3\u6784\uff1a\u54ea\u4e9b\u662f\u4e66\u540d\uff0c\u54ea\u4e9b\u662f\u5c01\u9762\uff0c\u5f53\u524d\u6392\u540d\u662f\u591a\u5c11\uff0c\u6709\u591a\u5c11\u4eba\u5728\u8bfb\uff0c\u63a8\u8350\u503c\u53c8\u5bf9\u5e94\u54ea\u672c\u4e66\u3002<\/p>\n<p>\u8fd9\u7c7b\u80fd\u529b\u7684\u610f\u4e49\u5728\u4e8e\uff0cAgent \u9762\u5bf9\u7684\u662f\u771f\u5b9e App\uff0c\u800c\u4e0d\u662f\u6574\u7406\u5e72\u51c0\u7684\u622a\u56fe\u3002\u5b83\u8981\u5148\u770b\u61c2\u9875\u9762\uff0c\u624d\u6709\u53ef\u80fd\u7ee7\u7eed\u5e2e\u7528\u6237\u627e\u4e66\u3001\u6bd4\u5bf9\u70ed\u5ea6\u3001\u6574\u7406\u699c\u5355\uff0c\u751a\u81f3\u6267\u884c\u4e0b\u4e00\u6b65\u64cd\u4f5c\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/F646F8B4E6BD0501EE40FAB149B6B952203D8F36_size727_w900_h673.gif\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u4efb\u52a1\u6210\u672c\u4ec5\u4e3aClaude Opus 4.6 1\/9\uff0c\u9636\u8dc3\u5237\u65b0Flash\u6a21\u578b\u6548\u7387\" \/><\/p>\n<p>\u6211\u4eec\u53c8\u628a\u5b83\u653e\u5230\u7f8e\u56e2\u5c0f\u5224\u5b98\u8fd9\u6837\u7684\u9875\u9762\u91cc\uff0c\u8ba9\u5b83\u5904\u7406\u4e00\u6761\u5546\u5bb6\u7533\u8bc9\u573a\u666f\u3002\u9875\u9762\u91cc\u540c\u65f6\u6709\u7528\u6237\u8bc4\u4ef7\u3001\u56fe\u7247\u8bc1\u636e\u3001\u5546\u6237\u56de\u590d\uff0c\u4ee5\u53ca\u300c\u7528\u6237\u66f4\u6709\u7406\u300d\u300c\u5546\u5bb6\u66f4\u6709\u7406\u300d\u8fd9\u6837\u7684\u5904\u7406\u6309\u94ae\u3002<\/p>\n<p>\u5bf9\u6a21\u578b\u6765\u8bf4\uff0c\u8fd9\u5df2\u7ecf\u4e0d\u662f\u7b80\u5355\u7684 OCR\uff0c\u5b83\u662f\u5728\u7406\u89e3\u4e00\u6bb5\u4e1a\u52a1\u6d41\u7a0b\uff1a\u8c01\u5728\u6295\u8bc9\u3001\u4e89\u8bae\u70b9\u662f\u4ec0\u4e48\u3001\u8bc1\u636e\u662f\u4ec0\u4e48\u3001\u5e73\u53f0\u63a5\u4e0b\u6765\u5141\u8bb8\u505a\u4ec0\u4e48\u3002\u591a\u6a21\u6001 Agent \u8981\u8fdb\u5165\u771f\u5b9e\u5de5\u4f5c\u6d41\uff0c\u9047\u5230\u7684\u5f80\u5f80\u5c31\u662f\u8fd9\u79cd\u6df7\u5408\u4e86\u6587\u672c\u3001\u56fe\u7247\u3001\u5224\u65ad\u548c\u64cd\u4f5c\u5165\u53e3\u7684\u754c\u9762\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/C0065E673A86C4B235F1B1A34133604666AF7DE9_size1201_w900_h731.gif\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u4efb\u52a1\u6210\u672c\u4ec5\u4e3aClaude Opus 4.6 1\/9\uff0c\u9636\u8dc3\u5237\u65b0Flash\u6a21\u578b\u6548\u7387\" \/><\/p>\n<p>\u6362\u5230 Blender \u573a\u666f\u91cc\uff0c\u7528\u6237\u8f93\u5165\u300c\u600e\u4e48\u5220\u9664\u8fd9\u4e2a\u65b9\u5757\u300d\uff0c\u6a21\u578b\u4f1a\u8bc6\u522b Blender \u7684\u754c\u9762\u7ed3\u6784\u3001\u56fe\u5c42\u3001\u5de5\u5177\u680f\u548c\u5f53\u524d\u7f16\u8f91\u72b6\u6001\uff0c\u518d\u7ed9\u51fa\u5220\u9664\u6307\u5b9a\u65b9\u5757\u7684\u64cd\u4f5c\u6b65\u9aa4\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/39A23776601C5D49AE2D82C3E09F1763C5FAFAF3_size4951_w900_h671.gif\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u4efb\u52a1\u6210\u672c\u4ec5\u4e3aClaude Opus 4.6 1\/9\uff0c\u9636\u8dc3\u5237\u65b0Flash\u6a21\u578b\u6548\u7387\" \/><\/p>\n<p>\u518d\u770b\u5e94\u7528\u754c\u9762\u8bbe\u8ba1\u5206\u6790\u3002\u5f53\u7528\u6237\u8981\u6c42\u6a21\u578b\u8bf4\u660e\u300c\u8fd9\u4e9b\u8bbe\u8ba1\u6709\u4ec0\u4e48\u6709\u8da3\u4e4b\u5904\u300d\uff0c\u6a21\u578b\u4f1a\u8bc6\u522b\u4e0d\u540c\u56fe\u7247\u4e2d\u7684\u4fe1\u606f\u5185\u5bb9\uff0c\u7406\u89e3\u8bbe\u8ba1\u5143\u7d20\u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u5e76\u751f\u6210\u4e13\u4e1a\u5206\u6790\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/A74DB21D0CFE57CD73469581096B5732366962A9_size3833_w900_h671.gif\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u4efb\u52a1\u6210\u672c\u4ec5\u4e3aClaude Opus 4.6 1\/9\uff0c\u9636\u8dc3\u5237\u65b0Flash\u6a21\u578b\u6548\u7387\" \/><\/p>\n<p>Step 3.7 Flash \u53e6\u4e00\u9879\u5173\u952e\u80fd\u529b\uff0c\u662f\u8054\u7f51\u4e0e\u89c6\u89c9\u641c\u7d22\u589e\u5f3a\u3002<\/p>\n<p>Agent \u5728\u771f\u5b9e\u4e1a\u52a1\u91cc\u78b0\u5230\u7684\u95ee\u9898\uff0c\u5f80\u5f80\u7275\u626f\u52a8\u6001\u4fe1\u606f\u3001\u5916\u90e8\u8d44\u6599\u3001\u591a\u6e90\u8bc1\u636e\uff0c\u8fd8\u6709\u4e00\u5806\u6b8b\u7f3a\u7684\u8f93\u5165\u3002\u6a21\u578b\u8981\u662f\u53ea\u5543\u81ea\u5df1\u809a\u5b50\u91cc\u90a3\u70b9\u77e5\u8bc6\uff0c\u65f6\u6548\u6027\u548c\u51c6\u786e\u6027\u4e0a\u5f88\u5bb9\u6613\u7ffb\u8f66\u3002<\/p>\n<p>\u300c\u745e\u77f3\u697c\u300d\u8fd9\u4e2a\u6f14\u793a\u5c31\u5f88\u5178\u578b\u3002\u6a21\u578b\u5148\u4ece\u7528\u6237\u4e0a\u4f20\u7684\u56fe\u7247\u91cc\u8bfb\u51fa\u53ef\u89c1\u7684\u7ebf\u7d22\uff0c\u56f4\u7ed5\u8fd9\u4e9b\u7ebf\u7d22\u751f\u6210\u68c0\u7d22\u8bcd\uff0c\u7528\u7f51\u9875\u6293\u53d6\u5de5\u5177\u53bb\u5916\u9762\u67e5\u8d44\u6599\uff0c\u6700\u540e\u628a\u56fe\u91cc\u7684\u89c6\u89c9\u4fe1\u606f\u548c\u7f51\u4e0a\u7684\u6587\u5b57\u4fe1\u606f\u62fc\u6210\u4e00\u4e2a\u5b8c\u6574\u56de\u7b54\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/3E14109D0735159A90D0E784D01ABDC14273A57C_size178_w1280_h782.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u4efb\u52a1\u6210\u672c\u4ec5\u4e3aClaude Opus 4.6 1\/9\uff0c\u9636\u8dc3\u5237\u65b0Flash\u6a21\u578b\u6548\u7387\" \/><\/p>\n<p>\u641c\u7d22\u5230\u8fd9\u91cc\uff0c\u5df2\u7ecf\u4e0d\u662f\u8fd4\u56de\u4e00\u4e32\u7f51\u9875\u94fe\u63a5\u90a3\u4e48\u7b80\u5355\uff0c\u6a21\u578b\u662f\u56f4\u7740\u4efb\u52a1\u76ee\u6807\uff0c\u4e3b\u52a8\u53bb\u627e\u3001\u53bb\u7b5b\u3001\u53bb\u5bf9\u3001\u53bb\u7ec4\u7ec7\u8bc1\u636e\u3002\u8fd9\u6b63\u662f Search Agent \u548c Research Agent \u771f\u6b63\u9700\u8981\u7684\u5e72\u6d3b\u65b9\u5f0f\u3002<\/p>\n<p>\u5b98\u65b9\u63d0\u5230\uff0cStep 3.7 Flash \u5728 SimpleVQA Search\u3001V* (Python) \u7b49\u590d\u6742\u89c6\u89c9\u4efb\u52a1 Benchmark \u4e0a\uff0c\u5c55\u73b0\u51fa\u63a5\u8fd1\u66f4\u5927\u89c4\u6a21\u65d7\u8230\u6a21\u578b\u7684\u8868\u73b0\u3002\u8fd9\u4e5f\u610f\u5473\u7740\u6a21\u578b\u80fd\u591f\u5728\u4fe1\u606f\u4e0d\u5145\u5206\u7684\u60c5\u51b5\u4e0b\u7ee7\u7eed\u63a8\u8fdb\u4efb\u52a1\uff0c\u5e76\u51cf\u5c11\u672a\u7ecf\u9a8c\u8bc1\u7684\u56de\u7b54\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/D62C0F2036D17DEF9732B5B946D645F429D07638_size187_w1080_h723.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u4efb\u52a1\u6210\u672c\u4ec5\u4e3aClaude Opus 4.6 1\/9\uff0c\u9636\u8dc3\u5237\u65b0Flash\u6a21\u578b\u6548\u7387\" \/><\/p>\n<p>\u8ba9 40 \u4e2a Agent \u540c\u65f6\u5f00\u5de5\uff0c\u8fd9\u624d\u662f\u5927\u6a21\u578b\u4e0b\u573a\u5e72\u6d3b\u7684\u6b63\u786e\u59ff\u52bf<\/p>\n<p>Agent \u4e0e\u666e\u901a\u804a\u5929\u673a\u5668\u4eba\u7684\u533a\u522b\uff0c\u5728\u4e8e\u8c03\u7528\u5bc6\u5ea6\u66f4\u9ad8\u3002<\/p>\n<p>\u4e00\u6b21\u666e\u901a\u95ee\u7b54\u5f80\u5f80\u53ea\u6709\u4e00\u8f6e\u4ea4\u4e92\uff0c\u800c Agent \u5b8c\u6210\u4efb\u52a1\u65f6\uff0c\u9700\u8981\u53cd\u590d\u89c2\u5bdf\u73af\u5883\u3001\u8c03\u7528\u5de5\u5177\u548c\u8bfb\u53d6\u7ed3\u679c\u3002Coding Agent \u8981\u8bfb\u4ee3\u7801\u3001\u6539\u6587\u4ef6\u3001\u8fd0\u884c\u547d\u4ee4\uff1bSearch Agent \u8981\u68c0\u7d22\u3001\u6838\u5bf9\u548c\u6574\u7406\u4fe1\u606f\uff1b\u529e\u516c Agent \u8981\u5904\u7406\u8868\u683c\u3001\u6587\u6863\u548c\u90ae\u4ef6\u3002<\/p>\n<p>\u8c03\u7528\u6b21\u6570\u4e00\u65e6\u5927\u5e45\u589e\u52a0\uff0c\u6a21\u578b\u901f\u5ea6\u548c\u6210\u672c\u5c31\u4f1a\u6210\u4e3a\u7cfb\u7edf\u7ea7\u95ee\u9898\u3002<\/p>\n<p>Step 3.7 Flash \u91c7\u7528\u7a00\u758f MoE \u67b6\u6784\uff0c\u603b\u53c2\u6570\u4e3a 196B \u52a0 1.8B ViT\uff0c\u6fc0\u6d3b\u53c2\u6570\u4ec5 11B\uff0c\u6700\u9ad8\u751f\u6210\u901f\u5ea6\u53ef\u8fbe 400 Tokens\/s\u3002\u5bf9\u4e8e\u9ad8\u9891 Agent\u3001Coding Agent\u3001Search Agent\u3001\u591a\u6a21\u6001 Agent \u548c\u4f01\u4e1a\u77e5\u8bc6\u5de5\u4f5c Agent\uff0c\u8fd9\u610f\u5473\u7740\u540c\u6837\u65f6\u95f4\u5185\u53ef\u4ee5\u5b8c\u6210\u66f4\u591a\u8f6e\u89c2\u5bdf\u3001\u8c03\u7528\u548c\u63a8\u7406\u3002<\/p>\n<p>\u6bd4\u5982\uff0cStep 3.7 Flash \u53ef\u4ee5\u6784\u5efa Agent \u96c6\u7fa4\uff0c\u8ba9 40 \u4e2a\u4e0d\u540c\u8eab\u4efd\u7684\u865a\u62df persona \u626e\u6f14\u4ea7\u54c1\u8bc4\u6d4b\u56e2\uff0c\u5bf9\u4e00\u4e2a\u4ea7\u54c1\u95ee\u9898\u8fdb\u884c\u5e76\u884c\u5224\u65ad\uff0c\u5e76\u5b9e\u65f6\u6c47\u603b\u5b83\u4eec\u5bf9 5 \u4e2a MVP \u65b9\u5411\u7684\u504f\u597d\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/A4F6ACD338ABC797CEA870BF28033B68D189336B_size2235_w900_h627.gif\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u4efb\u52a1\u6210\u672c\u4ec5\u4e3aClaude Opus 4.6 1\/9\uff0c\u9636\u8dc3\u5237\u65b0Flash\u6a21\u578b\u6548\u7387\" \/><\/p>\n<p>\u6279\u91cf\u8dd1 Agent \u7684\u4ef7\u503c\uff0c\u5c31\u5728\u8fd9\u91cc\u4e86\u3002<\/p>\n<p>\u8fc7\u53bb\u4e00\u4e2a\u6a21\u578b\u505a\u4e00\u6b21\u5206\u6790\uff0c\u6210\u672c\u548c\u5ef6\u8fdf\u90fd\u8fd8\u80fd\u5fcd\u3002\u53ef\u4e00\u65e6\u4f01\u4e1a\u540c\u65f6\u8dd1\u51e0\u5341\u4e2a Agent\uff0c\u5206\u522b\u626e\u6f14\u7528\u6237\u3001\u4e13\u5bb6\u3001\u9500\u552e\u3001\u4ea7\u54c1\u3001\u8fd0\u8425\u3001\u5ba2\u670d\uff0c\u541e\u5410\u80fd\u529b\u7acb\u9a6c\u6210\u4e86\u524d\u63d0\u3002\u901f\u5ea6\u4e0d\u591f\uff0c\u53cd\u9988\u5c31\u6162\uff1b\u4ef7\u683c\u592a\u9ad8\uff0c\u89c4\u6a21\u5316\u6839\u672c\u65e0\u6cd5\u6210\u7acb\u3002<\/p>\n<p>\u7c7b\u4f3c\u5730\uff0cAgent \u5e76\u884c\u5b9e\u65f6\u6784\u5efa\u5927\u578b\u77e5\u8bc6\u56fe\u8c31\uff0c\u540c\u6837\u5c5e\u4e8e\u9ad8\u9891\u3001\u591a\u6b65\u9aa4\u4efb\u52a1\u3002\u6a21\u578b\u4ef7\u503c\u4e0d\u4ec5\u4f53\u73b0\u5728\u751f\u6210\u901f\u5ea6\uff0c\u66f4\u4f53\u73b0\u5728\u5355\u4f4d\u65f6\u95f4\u5185\u5b8c\u6210\u66f4\u591a\u89c2\u5bdf\u3001\u68c0\u7d22\u548c\u63a8\u7406\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/8AD8A13B8DA70912F6914DCDA11F8E401D6B4A7B_size2529_w900_h614.gif\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u4efb\u52a1\u6210\u672c\u4ec5\u4e3aClaude Opus 4.6 1\/9\uff0c\u9636\u8dc3\u5237\u65b0Flash\u6a21\u578b\u6548\u7387\" \/><\/p>\n<p>\u518d\u770b\u4fe1\u606f\u6574\u7406\u3002\u6211\u4e22\u7ed9\u5b83\u4e00\u53e5\u300c\u6211\u8981\u5199\u4e00\u7bc7\u81ea\u52a8\u9a7e\u9a76\u7684\u7efc\u8ff0\uff0c\u5206\u5934\u53bb\u67e5\u6280\u672f\u8def\u7ebf\u3001\u653f\u7b56\u6cd5\u89c4\u3001\u5e02\u573a\u683c\u5c40\u3001\u4ee3\u8868\u516c\u53f8\u56db\u4e2a\u65b9\u5411\u300d\u3002<\/p>\n<p>\u8fd9\u7c7b\u4efb\u52a1\u770b\u4f3c\u53ea\u662f\u6c47\u603b\u8d44\u6599\uff0c\u5b9e\u9645\u8fd0\u884c\u65f6\u4f1a\u89e6\u53d1\u591a\u8f6e\u641c\u7d22\u3001\u6765\u6e90\u6838\u5bf9\u3001\u5185\u5bb9\u5f52\u7c7b\u548c\u7ed3\u6784\u5316\u8f93\u51fa\u3002\u4efb\u52a1\u94fe\u6761\u8d8a\u957f\uff0c\u8c03\u7528\u6b21\u6570\u8d8a\u5bc6\uff0c\u6a21\u578b\u541e\u5410\u7684\u5dee\u8ddd\u5c31\u8d8a\u5bb9\u6613\u88ab\u653e\u5927\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/4E9CE80D6B10B746D24305DC64A6075A99CBD413_size31_w1158_h399.jpg\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u4efb\u52a1\u6210\u672c\u4ec5\u4e3aClaude Opus 4.6 1\/9\uff0c\u9636\u8dc3\u5237\u65b0Flash\u6a21\u578b\u6548\u7387\" \/><\/p>\n<p>Step 3.7 Flash \u7ed9\u6211\u7684\u76f4\u89c2\u611f\u53d7\u662f\u5feb\uff0c\u4f46\u5feb\u7684\u540c\u65f6\u8d28\u91cf\u6ca1\u6709\u6253\u6298\u2014\u2014\u4ece\u5168\u7f51\u641c\u96c6\u56db\u4e2a\u65b9\u5411\u7684\u8d44\u6599\u5404\u81ea\u5f52\u5230\u5bf9\u5e94\u677f\u5757\uff0c\u6280\u672f\u8def\u7ebf\u8bb2\u5f97\u6e05\u695a\uff0c\u653f\u7b56\u6cd5\u89c4\u548c\u5e02\u573a\u683c\u5c40\u7684\u4fe1\u606f\u4e5f\u5206\u5f97\u5f00\uff0c\u6ca1\u6709\u51fa\u73b0\u628a\u4e0d\u540c\u65b9\u5411\u63c9\u6210\u4e00\u56e2\u7684\u60c5\u51b5\uff0c\u7ed3\u6784\u5316\u8f93\u51fa\u8be5\u6709\u7684\u5c42\u7ea7\u90fd\u5728\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/FE1FDC2ACAE788033533D2A6240D573F34EF863E_size206_w1280_h794.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u4efb\u52a1\u6210\u672c\u4ec5\u4e3aClaude Opus 4.6 1\/9\uff0c\u9636\u8dc3\u5237\u65b0Flash\u6a21\u578b\u6548\u7387\" \/><\/p>\n<p>\u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0cStep 3.7 Flash \u5b8c\u6210\u4efb\u52a1\u7684\u6027\u4ef7\u6bd4\u6781\u9ad8\uff0c\u5c24\u5176\u662f\u5bf9 Agent \u8fd9\u79cd\u9ad8\u9891\u4efb\u52a1\u5f62\u6001\u66f4\u53cb\u597d\u3002<\/p>\n<p>\u4e00\u6b21 Agent \u4efb\u52a1\u5f80\u5f80\u5305\u542b\u62c6\u89e3\u3001\u68c0\u7d22\u3001\u8bfb\u7f51\u9875\u3001\u8c03\u5de5\u5177\u3001\u6bd4\u5bf9\u7ed3\u679c\u548c\u6574\u7406\u8f93\u51fa\uff0c\u8c03\u7528\u6b21\u6570\u8fdc\u9ad8\u4e8e\u666e\u901a\u95ee\u7b54\u3002\u5355\u6b21\u6210\u672c\u5dee\u5f02\uff0c\u653e\u5230\u5b8c\u6574\u4efb\u52a1\u94fe\u91cc\u4f1a\u88ab\u8fc5\u901f\u653e\u5927\u3002<\/p>\n<p>\u5b98\u65b9\u6570\u636e\u663e\u793a\uff0c\u5f00\u542f Advisor Mode \u540e\uff0cStep 3.7 Flash \u7684\u7f16\u7a0b\u80fd\u529b\u8fbe\u5230 Claude Opus 4.6 \u7684 97%\uff0c\u4f46\u6bcf\u4e2a\u4efb\u52a1\u6210\u672c\u5927\u7ea6\u53ea\u6709\u540e\u8005\u7684\u4e5d\u5206\u4e4b\u4e00\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/C190A75305740C26B01FD9CB994EA11421C1B66E_size87_w1080_h682.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u4efb\u52a1\u6210\u672c\u4ec5\u4e3aClaude Opus 4.6 1\/9\uff0c\u9636\u8dc3\u5237\u65b0Flash\u6a21\u578b\u6548\u7387\" \/><\/p>\n<p>\u4e5f\u6b63\u56e0\u4e3a\u5982\u6b64\uff0cStep 3.7 Flash \u7684\u4ef7\u503c\u4e0d\u80fd\u53ea\u7528\u300c\u5feb\u300d\u6765\u6982\u62ec\u3002\u653e\u5230 Agent \u5de5\u4f5c\u8d1f\u8f7d\u91cc\u770b\uff0c\u5b83\u540c\u65f6\u89e3\u51b3\u4e86\u4e09\u4ef6\u4e8b\uff1a\u9ad8\u541e\u5410\u51cf\u5c11\u7b49\u5f85\uff0c\u66f4\u4f4e\u4efb\u52a1\u6210\u672c\u652f\u6491\u89c4\u6a21\u5316\u8fd0\u884c\uff0c\u63a5\u8fd1\u5934\u90e8\u6a21\u578b\u7684\u7f16\u7a0b\u80fd\u529b\u5219\u8ba9\u5b83\u6709\u673a\u4f1a\u8fdb\u5165\u771f\u5b9e\u5de5\u4f5c\u6d41\uff0c\u627f\u62c5\u6301\u7eed\u3001\u590d\u6742\u7684\u4efb\u52a1\u3002<\/p>\n<p>\u6b64\u5916\uff0cAgent \u8981\u8fdb\u5165\u751f\u4ea7\u7cfb\u7edf\uff0c\u5173\u952e\u8fd8\u5728\u4e8e\u7a33\u5b9a\u8c03\u7528\u5de5\u5177\u3002Step 3.7 Flash \u5728\u9ad8\u53ef\u9760\u5de5\u5177\u8c03\u7528\u4e0e\u7f16\u6392\u4e0a\u505a\u4e86\u4f18\u5316\u3002\u5b98\u65b9\u79f0\uff0c\u5b83\u53ef\u4ee5\u5728\u957f\u7a0b\u591a\u8f6e Agent \u5de5\u4f5c\u6d41\u4e2d\u7a33\u5b9a\u8c03\u7528 API\u3001\u6d4f\u89c8\u5668\u3001\u7ec8\u7aef\u3001Office \u5de5\u5177\u548c\u5916\u90e8\u7cfb\u7edf\uff0c\u5e76\u4fdd\u6301\u4efb\u52a1\u8f68\u8ff9\u4e00\u81f4\uff0c\u964d\u4f4e\u4efb\u52a1\u504f\u79fb\u548c\u6267\u884c\u5931\u8d25\u7684\u6982\u7387\u3002<\/p>\n<p>\u5b98\u65b9\u62ab\u9732\u4e86\u51e0\u7ec4\u6570\u636e\u3002Step 3.7 Flash \u5728\u8003\u5bdf\u591a\u5de5\u5177\u534f\u540c\u7684 Toolathlon \u4e0a\u8fbe\u5230 49.5%\uff0c\u5728\u8003\u5bdf\u771f\u5b9e\u73af\u5883\u4e0b\u65e5\u5e38\u81ea\u4e3b\u4efb\u52a1\u6267\u884c\u7684 ClawEval 1.1 \u4e0a\u8fbe\u5230 67.1%\uff0c\u5728\u6a2a\u8de8 44 \u79cd\u804c\u4e1a\u4efb\u52a1\u7684 GDPval \u4e0a\u8fbe\u5230 45.8%\u3002\u5728 \u03c4&sup2;-bench Telecom \u7684\u4f4e\u3001\u4e2d\u3001\u9ad8\u4e09\u6863\u63a8\u7406\u96be\u5ea6\u4e0b\uff0c\u901a\u8fc7\u7387\u5747\u8d85\u8fc7 98%\u3002<\/p>\n<p>\u5f53\u7136\uff0cAgent \u751f\u4ea7\u5316\u8fd8\u6709\u4e00\u4e2a\u5bb9\u6613\u88ab\u4f4e\u4f30\u7684\u6761\u4ef6\uff1a\u6a21\u578b\u5fc5\u987b\u9002\u914d\u5de5\u4f5c\u6d41\u3002\u6a21\u578b\u901a\u5e38\u88ab\u653e\u8fdb\u4e00\u5957 harness \u91cc\uff0c\u5468\u56f4\u6709\u63d0\u793a\u8bcd\u6a21\u677f\u3001\u5de5\u5177\u534f\u8bae\u3001\u6d4f\u89c8\u5668\u73af\u5883\u3001\u6587\u4ef6\u7cfb\u7edf\u3001\u4ee3\u7801\u6267\u884c\u5668\u3001\u8bc4\u6d4b\u96c6\u3001\u6743\u9650\u7cfb\u7edf\u548c\u4e1a\u52a1\u6d41\u7a0b\u3002<\/p>\n<p>\u5bf9\u6b64\uff0cStep 3.7 Flash \u9488\u5bf9 Claude Code\u3001Kilo Code\u3001Roo Code\u3001OpenCode\u3001Hermes Agent\u3001OpenClaw \u7b49\u4e3b\u6d41 Coding \u548c Agent \u5de5\u5177\u505a\u4e86\u517c\u5bb9\u4f18\u5316\uff0c\u4e5f\u9762\u5411 MCP\u3001Skills \u7b49\u5de5\u5177\u8c03\u7528\u534f\u8bae\u548c\u5f00\u53d1\u94fe\u8def\u8fdb\u884c\u9002\u914d\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/598B8CB5E37677C5346E8494DF67427527D7DEC9_size269_w960_h1280.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u4efb\u52a1\u6210\u672c\u4ec5\u4e3aClaude Opus 4.6 1\/9\uff0c\u9636\u8dc3\u5237\u65b0Flash\u6a21\u578b\u6548\u7387\" \/><\/p>\n<p>\u5f00\u53d1\u8005\u56e0\u6b64\u53ef\u4ee5\u66f4\u5bb9\u6613\u5730\u628a\u6a21\u578b\u653e\u8fdb\u5df2\u6709 Agent \u6846\u67b6\u4e2d\uff0c\u800c\u4e0d\u5fc5\u91cd\u65b0\u6539\u9020\u6574\u5957\u6d41\u7a0b\u3002\u5bf9\u4f01\u4e1a\u6765\u8bf4\uff0c\u9002\u914d\u4ef7\u503c\u4e0d\u8a00\u800c\u55bb\uff1a\u6a21\u578b\u8d8a\u5bb9\u6613\u8fdb\u5165\u65e2\u6709\u7cfb\u7edf\uff0c\u8bd5\u7528\u548c\u90e8\u7f72\u5468\u671f\u8d8a\u77ed\uff0c\u5de5\u7a0b\u6210\u672c\u8d8a\u4f4e\u3002<\/p>\n<p>\u76ee\u524d\uff0cStep 3.7 Flash \u5df2\u5728 Kilo Code\u3001Nous Research\u3001Lemonade \u7b49 Agent \u4e0e\u5f00\u53d1\u8005\u751f\u6001\u9879\u76ee\u4e2d\u5b8c\u6210\u63a5\u5165\u9a8c\u8bc1\u3002\u9636\u8dc3\u661f\u8fb0\u4e5f\u5728\u4e0e Fireworks AI\u3001DeepInfra\u3001Modal Labs \u7b49 AI \u57fa\u7840\u8bbe\u65bd\u4e0e\u63a8\u7406\u5e73\u53f0\u63a8\u8fdb\u9002\u914d\uff0c\u540e\u7eed\u8fd8\u4f1a\u63a5\u5165 OpenRouter\u3001ZenMux \u7b49\u6d77\u5916\u6a21\u578b\u805a\u5408\u4e0e\u5f00\u53d1\u8005\u5e73\u53f0\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/D0B44524ADF611B8E256EBB6C8666C5C3AF97BEC_size261_w1280_h689.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u4efb\u52a1\u6210\u672c\u4ec5\u4e3aClaude Opus 4.6 1\/9\uff0c\u9636\u8dc3\u5237\u65b0Flash\u6a21\u578b\u6548\u7387\" \/><\/p>\n<p>\u25b2<\/p>\n<p>https:\/\/huggingface.co\/stepfun-ai\/Step-3.7-Flash<\/p>\n<p>\u622a\u81f3\u76ee\u524d\uff0c\u5b98\u65b9\u8fd8\u63d0\u4f9b\u5173\u4e8e Step 3.7 Flash \u7684 Model Page\u3001GitHub\u3001Hugging Face\u3001ModelScope\u3001\u56fd\u5185\u5f00\u653e\u5e73\u53f0 API\u3001\u6d77\u5916\u5f00\u653e\u5e73\u53f0 API\u3001Studio \u5728\u7ebf\u4f53\u9a8c\uff0c\u4ee5\u53ca\u9636\u8dc3 AI App 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