{"id":4134,"date":"2026-06-04T07:41:27","date_gmt":"2026-06-04T07:41:27","guid":{"rendered":"https:\/\/umaax.com\/step37flashkaiyuanmoxingshiceduomotaiagentdanaogengshengtoke\/"},"modified":"2026-06-04T07:41:27","modified_gmt":"2026-06-04T07:41:27","slug":"step37flashkaiyuanmoxingshiceduomotaiagentdanaogengshengtoke","status":"publish","type":"post","link":"https:\/\/umaax.com\/en\/step37flashkaiyuanmoxingshiceduomotaiagentdanaogengshengtoke\/","title":{"rendered":"Step 3.7 Flash\u5f00\u6e90\u6a21\u578b\u5b9e\u6d4b \u2013 \u591a\u6a21\u6001 Agent \u5927\u8111\u66f4\u7701Token01. \u5b9e\u6d4b Coding Agent \u7684 One-shot \u8868\u73b002. \u4e00\u4e9b\u5206\u4eab"},"content":{"rendered":"<p>\u5f88\u96be\u60f3\u8c61\uff0c\u4f01\u4e1a\u4f7f\u7528 AI \u7684\u6210\u672c\u5df2\u7ecf\u8fdc\u8fdc\u8d85\u8fc7\u4e86\u96c7\u4f63\u5458\u5de5\u7684\u6210\u672c\u3002<\/p>\n<p>\u4e0a\u5468\uff0cAxios \u62a5\u9053\u91cc\u63d0\u5230\uff0c\u4e00\u4f4d AI \u987e\u95ee\u900f\u9732\uff0c\u4ed6\u7684\u67d0\u5bb6\u4f01\u4e1a\u5ba2\u6237\u56e0\u4e3a\u6ca1\u6709\u7ed9\u5458\u5de5\u7684 Claude \u8bb8\u53ef\u8bc1\u8bbe\u7f6e\u4f7f\u7528\u4e0a\u9650\uff0c\u5728\u77ed\u77ed\u4e00\u4e2a\u6708\u5185\u82b1\u6389\u4e86\u60ca\u4eba\u7684 5 \u4ebf\u7f8e\u5143\u3002<\/p>\n<p> <img fetchpriority=\"high\" decoding=\"async\" class=\"wp-image-78798 aligncenter\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/06\/Step-3.7-Flash-2.png\"  alt=\"\" width=\"676\" height=\"384\" \/> <\/p>\n<p>\u7c73\u54c8\u6e38\u5458\u5de5\u5728\u6d4b\u8bd5 AI Agent \u65f6\uff0c\u56e0\u4e3a\u642d\u4e86\u51e0\u5341\u4e2a Agent \u6ca1\u53ca\u65f6\u5173\uff0c\u4e00\u665a\u4e0a\u70e7\u5149\u4e86\u7ea6 200 \u4e07\u4eba\u6c11\u5e01\u7684 Token\u3002<\/p>\n<p>\u591a\u4e2a Agent \u534f\u540c\u7684\u751f\u4ea7\u94fe\u8def\uff0c\u591a\u8f6e\u8c03\u7528\u3001\u5de5\u5177\u9ad8\u9891\u89e6\u53d1\u5e26\u6765\u7684 Token \u6d88\u8017\u548c\u5ef6\u8fdf\u5f00\u9500\uff0c\u6b63\u5728\u6210\u4e3a\u4f01\u4e1a\u96be\u4ee5\u627f\u53d7\u7684\u8d1f\u62c5\u3002<\/p>\n<p> <img decoding=\"async\" class=\"wp-image-78838 aligncenter\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/06\/Step-3.7-Flash-11-1.png\"  alt=\"\" width=\"352\" height=\"324\" \/> <\/p>\n<p>\u6240\u4ee5\u8fd9\u4e5f\u662f\u4e3a\u4ec0\u4e48\u6700\u8fd1\u5404\u5bb6\u90fd\u5728\u63a8 Flash \u6a21\u578b\u3002<\/p>\n<p>Flash \u6a21\u578b\u73b0\u5728\u5df2\u7ecf\u4e0d\u53ea\u662f\u65d7\u8230\u6a21\u578b\u66f4\u5feb\u3001\u66f4\u4fbf\u5b9c\u7684\u5e73\u66ff\u3002\u800c\u662f\u80fd\u653e\u8fdb Agent \u5de5\u4f5c\u6d41\u91cc\uff0c\u8ba9\u6bcf\u4e00\u6b65\u90fd\u66f4\u5feb\u3001\u66f4\u7a33\u3001\u66f4\u7701\u3002<\/p>\n<p>\u6700\u8fd1\uff0c\u9636\u8dc3\u661f\u8fb0\u63a8\u51fa\u4e86\u65b0\u4e00\u4ee3\u9ad8\u6548\u7387 Flash \u5f00\u6e90\u6a21\u578b\u00a0<strong>Step 3.7 Flash<\/strong>\u3002\u5b98\u65b9\u4ecb\u7ecd\u91cc\uff0cStep 3.7 Flash \u662f 198B \u53c2\u6570\u7a00\u758f MoE \u591a\u6a21\u6001\u6a21\u578b\uff0c\u6bcf\u4e2a token \u6fc0\u6d3b\u7ea6 11B \u53c2\u6570\uff0c\u652f\u6301 256K \u4e0a\u4e0b\u6587\uff0c\u6700\u9ad8\u541e\u5410\u53ef\u8fbe 400 tokens\/s\uff0c\u4e5f\u652f\u6301 low\u3001medium\u3001high \u4e09\u6863\u63a8\u7406\u5f3a\u5ea6\u3002<\/p>\n<p> <img decoding=\"async\" class=\"wp-image-78797 aligncenter\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/06\/Step-3.7-Flash-3.png\"  alt=\"\" width=\"689\" height=\"393\" \/> <\/p>\n<p>\u6211\u4eec\u66f4\u5173\u5fc3\u5b83\u5728\u771f\u5b9e\u590d\u6742\u573a\u666f\u4e0b\u7684 Agent \u94fe\u8def\u6548\u7387\u3002\u4eca\u5929\uff0c\u54b1\u4eec\u629b\u5f00\u8bc4\u5206\u548c\u6392\u884c\u699c\uff0c\u7528\u771f\u5b9e\u7684\u573a\u666f\u6765\u5b9e\u6d4b\u4e00\u6ce2<\/p>\n<p>\u00a0<\/p>\n<h1 style=\"text-align: center;\"><span style=\"font-size: 24pt;\">01. \u5b9e\u6d4b Coding Agent \u7684 One-shot \u8868\u73b0<\/span><\/h1>\n<p>\u00a0<\/p>\n<p>\u672c\u6b21\u5b9e\u6d4b\u7528\u5230\u7684\u662f Claude Code + StepFun \u7684 Coding Plan\u3002<\/p>\n<h3><strong>Case 1 \u591a\u6a21\u6001\u611f\u77e5\u4e0e UI \u6267\u884c\u529b<\/strong><\/h3>\n<p>\u6211\u968f\u624b\u753b\u4e86\u4e00\u5f20\u8349\u56fe\uff0c\u8ba9 Step 3.7 Flash \u505a\u4e00\u4e2a\u7535\u5546\u8fd0\u8425\u590d\u76d8\u770b\u677f\u3002<\/p>\n<blockquote>\n<p>\u53c2\u8003\u8349\u7a3f\u56fe\u505a\u4e00\u4e2a\u7535\u5546\u8fd0\u8425\u590d\u76d8\u770b\u677f\u3002<\/p>\n<\/blockquote>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"wp-image-78836 aligncenter\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/06\/Step-3.7-Flash-12-1.png\"  alt=\"\" width=\"650\" height=\"487\" \/> <\/p>\n<p><strong>Step 3.7 Flash \u5c06\u89c6\u89c9\u7406\u89e3\u5185\u7f6e\u8fdb Agent \u5de5\u4f5c\u6d41\uff0c\u6a21\u578b\u80fd\u51c6\u786e\u8bc6\u522b\u8349\u56fe\u4e2d\u7684\u624b\u5199\u6587\u5b57\u548c\u7a7a\u95f4\u5e03\u5c40\u3002<\/strong>\u5c06\u8349\u56fe\u8f6c\u5316\u4e3a\u7b26\u5408\u73b0\u4ee3\u5ba1\u7f8e\u3001\u5e26\u81ea\u9002\u5e94\u54cd\u5e94\u5f0f\u7684 HTML\/CSS \/ JS \u770b\u677f\u5e94\u7528\u3002<\/p>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"wp-image-78796 aligncenter\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/06\/Step-3.7-Flash-4.png\"  alt=\"\" width=\"686\" height=\"415\" \/> <\/p>\n<p>\u751f\u6210\u7684\u7f51\u9875\u8fd8\u539f\u5ea6\u8d85\u7ea7\u9ad8\uff0c\u548c\u6211\u624b\u7ed8\u7684\u8349\u7a3f\u51e0\u4e4e\u4e00\u6a21\u4e00\u6837\uff0c\u9875\u9762\u677f\u5757\u3001\u6587\u5b57\u90fd\u8bc6\u522b\u7684\u975e\u5e38\u51c6\u786e\uff0c\u6211\u753b\u7684\u5c0f\u7bad\u5934\u3001\u5c0f\u56fe\u6807\u90fd\u88ab\u8fd8\u539f\u51fa\u6765\u4e86\u3002<\/p>\n<p>\u4e0d\u8fc7\uff0c\u6e20\u9053\u9500\u552e\u989d\u677f\u5757\u6700\u4e0a\u65b9\u5e94\u8be5\u6709\u4e00\u4e2a\u201c\u5168\u90e8\u201d\u9009\u9879\uff0cStep 3.7 Flash \u9057\u6f0f\u4e86\u3002<\/p>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"wp-image-78800 aligncenter\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/06\/Step-3.7-Flash-1.gif\"  alt=\"\" width=\"686\" height=\"386\" \/> <\/p>\n<p>\u6211\u4eec\u7ee7\u7eed\u8ba9\u5b83\u6839\u636e\u8349\u56fe\u4f18\u5316\u9875\u9762\uff1a<\/p>\n<blockquote>\n<p>\u7ee7\u7eed\u4f18\u5316\u9875\u9762\uff0c\u6e20\u9053\u9500\u552e\u989d\u677f\u5757\uff0c\u4e0e\u539f\u56fe\u6709\u51fa\u5165\u3002\u6309\u7167\u539f\u56fe\u6392\u7248\u5728\u4e0a\u65b9\u6dfb\u52a0\u3010\u5168\u90e8\u3011\u9009\u9879\u3002<\/p>\n<\/blockquote>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"wp-image-78801 aligncenter\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/06\/Step-3.7-Flash-2.gif\"  alt=\"\" width=\"691\" height=\"389\" \/> <\/p>\n<p>Step 3.7 Flash \u7684\u591a\u6a21\u6001\u80fd\u529b\u4e0d\u53ea\u662f\u505c\u5728\u770b\u61c2\u56fe\u7247\uff0c\u53ef\u4ee5\u76f4\u63a5\u5b9a\u4f4d\u5230\u9700\u8981\u4fee\u6539\u7684\u5730\u65b9\uff0c\u51c6\u786e\u4fee\u6539\u3002<\/p>\n<h3><strong>Case 2 \u89c6\u89c9\u641c\u7d22\u4e0e\u5de5\u5177\u589e\u5f3a\u63a8\u7406<\/strong><\/h3>\n<p>\u4eca\u5929\u6bd4\u4e9a\u8fea\u516c\u5e03\u4e86 5 \u6708\u4efd\u7684\u4ea7\u9500\u5feb\u62a5\uff0c\u6211\u4eec\u8ba9 Step 3.7 Flash \u8bc6\u522b\u8bd5\u8bd5\uff1a<\/p>\n<blockquote>\n<p>\u8bfb\u53d6\u56fe\u7247\u4e2d\u7684\u5173\u952e\u4fe1\u606f\uff0c\u5e76\u8054\u7f51\u751f\u6210\u5206\u6790\u62a5\u544a\u3002<\/p>\n<\/blockquote>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"wp-image-78803 aligncenter\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/06\/Step-3.7-Flash-5.png\"  alt=\"\" width=\"675\" height=\"899\" \/> <\/p>\n<p>\u8fd9\u4e2a\u4efb\u52a1\u4e0d\u662f\u5355\u7eaf OCR \u8bc6\u5b57\uff0c\u800c\u662f\u770b Step 3.7 Flash \u80fd\u4e0d\u80fd\u505a\u5230\u5148\u63d0\u53d6\u5173\u952e\u6570\u636e\uff0c\u518d\u8054\u7f51\u9a8c\u8bc1\u80cc\u666f\uff0c\u6700\u540e\u8f93\u51fa\u4e00\u4efd\u53ef\u8bfb\u7684\u5206\u6790\u62a5\u544a\u3002<\/p>\n<p>Step 3.7 Flash \u8bc6\u522b\u7684\u4fe1\u606f\u975e\u5e38\u7cbe\u51c6\u3002<\/p>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"wp-image-78802 aligncenter\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/06\/Step-3.7-Flash-6.png\"  alt=\"\" width=\"675\" height=\"513\" \/> <\/p>\n<p>\u6211\u4eec\u4e00\u8d77\u6765\u770b\u770b\u751f\u6210\u7684\u62a5\u544a\uff0cStep 3.7 Flash \u6293\u5230\u4e86\u51e0\u4e2a\u91cd\u70b9\uff0c\u5185\u5bb9\u90fd\u5f88\u51c6\u786e\uff1a<\/p>\n<p>\u6bd4\u4e9a\u8fea 2026 \u5e74 5 \u6708\u65b0\u80fd\u6e90\u6c7d\u8f66\u9500\u91cf\u4e3a 383453 \u8f86\uff0c\u65b0\u80fd\u6e90\u6c7d\u8f66\u4ea7\u91cf\u4e3a 380549 \u8f86\u3002<\/p>\n<p>1\u6708\u5230 5 \u6708\u7d2f\u8ba1\u540c\u6bd4\u4e0b\u964d 20.32%\uff0c5\u6708\u4ea7\u91cf\u589e\u957f 8.78%\uff0c\u9500\u91cf\u589e\u957f 0.26%\uff0c\u6709\u660e\u663e\u56de\u6696\uff0c\u662f\u91cd\u8981\u7684\u62d0\u70b9\uff0c\u4ea7\u9500\u4e24\u7aef\u90fd\u5728\u6062\u590d\u6027\u589e\u957f\u3002<\/p>\n<p>5 \u6708\u51fa\u53e3\u5360\u65b0\u80fd\u6e90\u6c7d\u8f66\u603b\u9500\u91cf\u7684 41.9%\uff0c\u51fa\u53e3\u6210\u4e3a\u6bd4\u4e9a\u8fea\u6700\u91cd\u8981\u7684\u589e\u957f\u5f15\u64ce\u4e4b\u4e00\u3002<\/p>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"wp-image-78804 aligncenter\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/06\/Step-3.7-Flash-3.gif\"  alt=\"\" width=\"679\" height=\"382\" \/> <\/p>\n<h3><strong>Case 3 \u89c6\u89c9\u7406\u89e3<\/strong><\/h3>\n<p>\u6211\u4e0a\u4f20\u4e86\u4e00\u5f20\u8c03\u97f3\u53f0\u7167\u7247\uff0c\u95ee\u5b83\uff1a<\/p>\n<blockquote>\n<p>\u9ea6\u514b\u98ce\u600e\u4e48\u8c03\u3002<\/p>\n<\/blockquote>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-78837 aligncenter\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/06\/Step-3.7-Flash-13-1.png\"  alt=\"\" width=\"509\" height=\"675\" \/> <\/p>\n<p>Step 3.7 Flash \u8bc6\u522b\u51fa\u8fd9\u662f NFM M\u7cfb\u5217 \u4e13\u4e1a\u8c03\u97f3\u53f0\uff0c\u8fd8\u4e86\u89e3\u4e86\u8c03\u9ea6\u514b\u98ce\u8981\u770b\u901a\u9053\u3001GAIN\u3001FADER\u3001MUTE\u3001AUX\u3001\u4e3b\u8f93\u51fa\u8fd9\u4e9b\u5173\u952e\u4f4d\u7f6e\u3002<\/p>\n<p>\u5bf9\u666e\u901a\u5c0f\u767d\u6765\u8bf4\uff0cStep 3.7 Flash \u7ed9\u51fa\u7684\u6d41\u7a0b\u57fa\u672c\u80fd\u6307\u5bfc\u4eba\u6392\u67e5\u201c\u4e3a\u4ec0\u4e48\u9ea6\u514b\u98ce\u6ca1\u58f0\u201d\u3001\u201c\u58f0\u97f3\u592a\u5c0f\u201d\u3001\u201c\u6709\u5578\u53eb\u201d\u7b49\u7b49\u95ee\u9898\u3002<\/p>\n<p>\u5c24\u5176\u662f\u63d0\u9192\u5148\u770b MUTE\u3001\u518d\u770b\u589e\u76ca\u3001\u518d\u63a8\u901a\u9053\u63a8\u5b50\u3001\u518d\u68c0\u67e5\u4e3b\u8f93\u51fa\uff0c\u89c6\u89c9\u7406\u89e3\u975e\u5e38\u5389\u5bb3\uff0c\u903b\u8f91\u4e5f\u5bf9\u3002<\/p>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"wp-image-78805 aligncenter\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/06\/Step-3.7-Flash-7.png\"  alt=\"\" width=\"667\" height=\"621\" \/> <\/p>\n<h3><strong>Case 4 \u56fe\u7247\u8f6c\u4e92\u52a8\u5730\u56fe<\/strong><\/h3>\n<blockquote>\n<p>\u8bf7\u5c06\u6587\u4ef6\u5939\u4e2d\u7684\u56fe\u7247\u76f4\u63a5\u4f5c\u4e3a\u8f93\u5165\uff0c\u4e0d\u63d0\u4f9b\u989d\u5916\u80cc\u666f\u8bf4\u660e\u3002\u8bf7\u4e00\u6b21\u6027\u5b8c\u6210\u6574\u4e2a\u5de5\u4f5c\u6d41\u7a0b\u3002<\/p>\n<p>\u76ee\u6807\uff1a \u521b\u5efa\u4e00\u4e2a\u5b8c\u6574\u7684\u3001\u53ef\u6f14\u793a\u7684\u5355\u9875 HTML \u57ce\u5e02\u5bfc\u89c8\u9875\u9762\uff0c\u6587\u4ef6\u540d ucsd-tour.html\u3002\u9875\u9762\u8981\u6c42\u80fd\u591f\uff1a<\/p>\n<p>1.\u8bc6\u522b\u63d0\u4f9b\u7684\u56fe\u7247\u4e2d\u7684\u5730\u6807\u3002<\/p>\n<p>2.\u901a\u8fc7\u7f51\u9875\u641c\u7d22\u9a8c\u8bc1\u8bc6\u522b\u7ed3\u679c\u3002<\/p>\n<p>3.\u5c06\u56fe\u7247\u590d\u5236\u5230\u5f53\u524d\u5de5\u4f5c\u76ee\u5f55\u5e76\u6309\u5408\u9002\u540d\u79f0\u4fdd\u5b58\u3002<\/p>\n<p>4.\u6784\u5efa\u4e00\u4e2a\u7f8e\u89c2\u3001\u4ea4\u4e92\u5f0f\u7684\u5730\u56fe\u5f0f\u57ce\u5e02\u5bfc\u89c8\u6307\u5357\u3002<\/p>\n<p>\u91cd\u8981\u8f93\u5165\u89c4\u5219\uff1a<\/p>\n<ul class=\"list-paddingleft-2\">\n<li>\u4ec5\u4f7f\u7528\u76f4\u63a5\u63d0\u4f9b\u7684\u56fe\u7247\u4f5c\u4e3a\u8f93\u5165\u3002<\/li>\n<li>\u4e0d\u626b\u63cf\u6587\u4ef6\u5939\u6216\u76ee\u5f55\u5bfb\u627e\u989d\u5916\u56fe\u7247\u3002<\/li>\n<li>\u4e0d\u5bfc\u5165\u5f53\u524d\u76ee\u5f55\u4e2d\u65e0\u5173\u7684\u56fe\u7247\u3002<\/li>\n<li>\u5c06\u63d0\u4f9b\u7684\u56fe\u7247\u89c6\u4e3a\u5b8c\u6574\u7684\u56fe\u7247\u96c6\u3002<\/li>\n<\/ul>\n<\/blockquote>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"wp-image-78806 aligncenter\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2026\/06\/Step-3.7-Flash-8.png\"  alt=\"\" width=\"698\" height=\"339\" \/> <\/p>\n<p>\u7f51\u9875\u6574\u4f53\u770b\u662f\u90a3\u4e48\u56de\u4e8b\uff0c\u6709\u9996\u9875\u3001\u5730\u56fe\u3001\u5730\u70b9\u4ecb\u7ecd\u3001\u5bfc\u89c8\u8def\u7ebf\u56fe\uff0c\u6392\u7248\u4e5f\u4e0d\u9519\u3002<\/p>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"wp-image-78809 aligncenter\" 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