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\"\u4e0d\u5377\u901f\u5ea6\u5377\u9a8c\u8bc1\uff0c\u9648\u5929\u6865MiroMind\u7cbe\u51c6\u9884\u6d4b15\u5929\u540e\u9ec4\u91d1\u4ef7\u683c\"\/<\/div><\/figure>\n
\"\u4e0d\u5377\u901f\u5ea6\u5377\u9a8c\u8bc1\uff0c\u9648\u5929\u6865MiroMind\u7cbe\u51c6\u9884\u6d4b15\u5929\u540e\u9ec4\u91d1\u4ef7\u683c\"\/<\/div><\/figure>\n
\"\u4e0d\u5377\u901f\u5ea6\u5377\u9a8c\u8bc1\uff0c\u9648\u5929\u6865MiroMind\u7cbe\u51c6\u9884\u6d4b15\u5929\u540e\u9ec4\u91d1\u4ef7\u683c\"\/<\/div><\/figure>\n

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MiroThinker-1.7\u7cfb\u5217\u53d1\u5e03\u5373\u9738\u699c\u591a\u9879\u6df1\u5ea6\u7814\u7a76\u4efb\u52a1\u6d4b\u8bd5\uff0c\u5176\u4e2dMiroThinker-H1\u5237\u65b0SOTA\uff0c\u8d85\u8d8aGemini-3.1-Pro\u3001GPT-5.4-Thinking\u3001Claude-4.6-Opus\u7b49\u4e00\u4f17\u884c\u4e1a\u9876\u5c16\u95ed\u6e90\u6a21\u578b\uff1a<\/p>\n

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P.S.\u6a21\u578b\u7528\u8bcd\u7cbe\u51c6\u4e13\u4e1a\uff0c\u4f7f\u7528\u201c\u5b8c\u8d5b\u201d\u8fd9\u4e00\u5b9a\u8bed\uff0c\u4e5f\u662f\u672a\u535c\u5148\u77e5\u5230\u4e86\u672c\u6b21\u6bd4\u8d5b\u7684\u9000\u8d5b\u76db\u51b5\uff08doge\uff09<\/p>\n

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ChatGPT\u56de\u7b54\u76f8\u5bf9\u7b80\u7565\uff0c\u5bf9\u5f71\u54cd\u53d8\u91cf\u548c\u9884\u6d4b\u7406\u7531\u63cf\u8ff0\u8f83\u5c11\u3002<\/p>\n

Gemini\u7684\u4eae\u70b9\u662f\u9664\u4e86\u5217\u4e3e\u9009\u624b\u6392\u540d\uff0c\u8fd8\u63d0\u4f9b\u8d5b\u4e8b\u6838\u5fc3\u770b\u70b9\uff0c\u4f46\u5728\u6574\u4e2a\u7b54\u6848\u7684\u5b8c\u6574\u5ea6\u4e0a\u8fd8\u662fMiroThinker\u5360\u4f18\u3002<\/p>\n

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\u6709\u8da3\u7684\u662f\uff0c\u518d\u56de\u8fc7\u5934\u770b\u7b2c\u4e00\u8f6e\u9884\u6d4b\u7ed3\u679c\uff0c\u51e0\u4e4e\u6240\u6709\u5927\u6a21\u578b\u90fd\u9884\u6d4b\u6885\u8d5b\u5fb7\u65af\u5305\u63fd\u524d\u4e24\u540d\uff0c\u4f46\u5728\u7b2c\u4e09\u540d\u7684\u9884\u6d4b\u4e0a\u4e89\u6597\u76f8\u5f53\u6fc0\u70c8\uff0cMiroThinker\u7ed9\u4e86\u548c\u6cd5\u62c9\u5229\u643a\u624b\u591a\u5e74\u7684\u52d2\u514b\u83b1\u5c14\uff0cChatGPT\u548cGemini\u652f\u6301\u6280\u672f\u8001\u9053\u7684\u6c49\u5bc6\u5c14\u987f\uff0cDeepSeek\u53cd\u624b\u7ed9\u4e86\u8bfa\u91cc\u65af\u3002<\/p>\n

\u7ed3\u679c\u4e07\u4e07\u6ca1\u60f3\u5230\uff0c\u8fc8\u51ef\u4f26\u53cc\u8f66\u9000\u8d5b\u3001\u6cd5\u62c9\u5229\u5185\u6597\uff0c\u52d2\u514b\u83b1\u5c14\u518d\u5ea6\u9677\u5165\u7b2c\u56db\u9b54\u5492\uff0c\u201cmust be the water\u201d\uff08\u90a3\u4e00\u5b9a\u662f\u6c34\uff09\u5bfc\u81f4\u7684\uff5e\uff08doge\uff09<\/p>\n

\u6b64\u524d\uff0c\u6211\u4eec\u4e5f\u5c1d\u8bd5\u7528MiroThinker\u9884\u6d4b\u91d1\u878d\u5e02\u573a\uff0c\u63d0\u524d15\u5929\u9884\u4f30\u9ec4\u91d1\u4ef7\u683c\u3002<\/p>\n

2026\u5e742\u670825\u65e5\u7684\u9ec4\u91d1\u4ef7\u683c\uff08XAU\/USD\uff09\u4f1a\u662f\u591a\u5c11\uff1f<\/p>\n

\u6a21\u578b\u5f53\u65f6\u9884\u6d4b\u91d1\u4ef7\u662f$5185\/oz\uff0c\u5b9e\u9645Fortune\u62a5\u4ef7$5181\uff0c150 Currency\u62a5\u4ef7$5185.89\uff0cCME GCG26\u6536\u76d8\u4ef7\u4e3a$5206.40\uff0c\u8bef\u5dee\u4ec5\u4e3a0.08%\uff08$4\uff09\uff0c\u4fdd\u6301\u5728\u5408\u7406\u8bef\u5dee\u8303\u56f4\u4e4b\u5185\u3002<\/p>\n

\u7efc\u5408\u6765\u770b\uff0c\u65e0\u8bba\u662f\u77ed\u671f\u7684\u901a\u7528\u573a\u666f\u9884\u6d4b\uff0c\u8fd8\u662f\u4e2d\u957f\u671f\u7684\u4e13\u4e1a\u573a\u666f\u9884\u4f30\uff0cMiroThinker\u90fd\u80fd\u505a\u5230\u6709\u7406\u6709\u636e\uff0c\u5b9e\u9645\u7ed3\u679c\u4e0e\u6a21\u578b\u9884\u6d4b\u9ad8\u5ea6\u543b\u5408\uff0c\u4e14\u601d\u8003\u8fc7\u7a0b\u5168\u90e8\u6e05\u6670\u53ef\u89c1\u3002<\/p>\n

\u867d\u7136\u5b83\u8fd8\u6ca1\u6709\u505a\u5230\u50cf\u5176\u5b83\u6a21\u578b\u4e00\u6837\u79d2\u51fa\u7b54\u6848\uff0c\u9700\u8981\u4e00\u5230\u4e24\u5206\u949f\u7684\u7b49\u5f85\u65f6\u95f4\uff0c\u4f46\u5728\u7b54\u6848\u5b8c\u6574\u5ea6\u548c\u903b\u8f91\u94fe\u4e0a\u5df2\u7ecf\u662fnext level\uff0c\u8db3\u4ee5\u5e94\u5bf9\u7edd\u5927\u591a\u6570\u771f\u5b9e\u63a8\u7406\u4efb\u52a1\u3002<\/p>\n

\u90a3\u4e48\u4e3a\u4ec0\u4e48MiroThinker\u80fd\u591f\u505a\u5230\u8fd9\u4e00\u70b9\u5462\uff1f<\/p>\n

\u8fd8\u8981\u8bf4\u56de\u6a21\u578b\u7684\u6838\u5fc3\u6280\u672f\u7a81\u7834\u2014\u2014\u91cd\u578b\u6c42\u89e3\u5668\uff08heavy-duty solver\uff09\u3002<\/p>\n

\u5f53\u524d\u884c\u4e1a\u5185\u8981\u63d0\u5347\u63a8\u7406\u6df1\u5ea6\uff0c\u666e\u904d\u91c7\u7528\u7684\u65b9\u6848\u662f\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u5c06\u6a21\u578bCoT\u8fd0\u7b97\u65f6\u95f4\u5ef6\u957f\uff0c\u8fd9\u7c7b\u4f18\u5316\u540e\u7684\u6a21\u578b\u5728\u6570\u5b66\u3001\u7f16\u7a0b\u7b49\u9886\u57df\u8868\u73b0\u7a81\u51fa\u3002<\/p>\n

\u800cMiroThinker-1.7\u4e0d\u4ec5\u4ec5\u662f\u5ef6\u957f\u601d\u8003\u65f6\u95f4\uff0c\u66f4\u662f\u5f3a\u8c03\u6a21\u578b\u7684\u53ef\u9a8c\u8bc1\u6027\u548c\u6709\u6548\u4ea4\u4e92\u3002\u5177\u4f53\u8868\u73b0\u5728\u4e24\u9879\u5173\u952e\u6280\u672f\u5347\u7ea7\u4e0a\uff1a<\/p>\n

1\u3001\u5347\u7ea7\u667a\u80fd\u4f53\u539f\u751f\u8bad\u7ec3\u3002<\/p>\n

MiroMind\u6ce8\u610f\u5230\u4e00\u4e2a\u73b0\u8c61\uff0c\u5982\u679c\u6a21\u578b\u6bcf\u4e00\u6b65\u51b3\u7b56\u672c\u8eab\u5c31\u8d28\u91cf\u4e0d\u9ad8\uff0c\u5373\u4f7f\u8ba9\u6a21\u578b\u5b8c\u6210\u66f4\u591a\u8f6e\u7684\u4ea4\u4e92\uff0c\u6700\u7ec8\u7ed3\u679c\u4e5f\u53ea\u662f\u5728\u653e\u5927\u4f4e\u8d28\u91cf\u51b3\u7b56\u3002<\/p>\n

\u6240\u4ee5\u63d0\u5347\u63a8\u7406\u6027\u80fd\u7684\u5173\u952e\u4e0d\u662f\u4ea4\u4e92\u6b21\u6570\u7684\u53e0\u52a0\uff0c\u800c\u662f\u4e13\u6ce8\u589e\u5f3a\u6bcf\u4e00\u6b65\u7684\u8d28\u91cf\uff0c\u4e5f\u5c31\u662f\u63d0\u5347\u6a21\u578b\u7684\u667a\u80fd\u4f53\u539f\u751f\u80fd\u529b\uff08agent-native competence\uff09\uff0c\u5305\u62ec\u4e09\u6b65\uff1a<\/p>\n

\u4e3a\u6b64\uff0cMiroThinker-1.7\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u65b0\u589e\u4e86\u4e00\u4e2amid-training\uff08\u4e2d\u671f\u8bad\u7ec3\uff09\u9636\u6bb5\u3002<\/p>\n

\u501f\u52a9\u5927\u89c4\u6a21\u7684\u9ad8\u8d28\u91cf\u4efb\u52a1\u6570\u636e\uff0c\u91cd\u70b9\u8bad\u7ec3\u6a21\u578b\u7684\u89c4\u5212\u3001\u63a8\u7406\u548c\u603b\u7ed3\u80fd\u529b\uff0c\u4f7f\u5176\u5efa\u7acb\u8d77\u66f4\u5f3a\u7684Agent\u57fa\u7840\u80fd\u529b\uff0c\u6bd4\u5982\u76ee\u6807\u5206\u89e3\u3001\u9009\u62e9\u5408\u9002\u7684\u5de5\u5177\u8c03\u7528\u3001\u7406\u89e3\u5de5\u5177\u8fd4\u56de\u7ed3\u679c\u3001\u6574\u5408\u751f\u6210\u6700\u7ec8\u7b54\u6848\u3002\u540c\u65f6\u8be5\u9636\u6bb5\u4e5f\u6269\u5927\u4e86\u6a21\u578b\u7684\u901a\u7528\u6027\u3002<\/p>\n

\u5728\u6b64\u57fa\u7840\u4e4b\u4e0a\uff0c\u8fd8\u4f1a\u52a0\u5165SFT\uff08\u76d1\u7763\u5fae\u8c03\uff09\u3001DPO\uff08\u504f\u597d\u4f18\u5316\uff09\u3001RL\uff08\u5f3a\u5316\u5b66\u4e60\uff09\u8fdb\u4e00\u6b65\u5c06Agent\u80fd\u529b\u5185\u5316\uff0c\u5b9e\u73b0\u957f\u65f6\u4efb\u52a1\u7a33\u5b9a\u63a8\u7406\u3002<\/p>\n

2\u3001\u4ee5\u9a8c\u8bc1\u4e3a\u6838\u5fc3\u7684\u91cd\u578b\u63a8\u7406\u6a21\u5f0f\u3002<\/p>\n

\u7136\u800c\uff0c\u8981\u63d0\u5347\u5355\u6b65\u63a8\u7406\u8d28\u91cf\uff0c\u4e5f\u4e0d\u80fd\u4ec5\u4ec5\u4f9d\u9760\u6a21\u578b\u81ea\u8eab\u7684Agent\u63a8\u7406\u80fd\u529b\uff0c\u8fd8\u9700\u8981\u5f15\u5165\u9a8c\u8bc1\u5668\u52a0\u4ee5\u7ea6\u675f\uff0c\u53ef\u5206\u4e3a\u5c40\u90e8\u9a8c\u8bc1\u548c\u5168\u5c40\u9a8c\u8bc1\uff1a<\/p>\n

\u603b\u7684\u6765\u8bf4\uff0c\u524d\u8005\u663e\u8457\u589e\u5f3a\u667a\u80fd\u4f53\u539f\u751f\u80fd\u529b\uff0c\u540e\u8005\u63d0\u5347\u4ea4\u53c9\u9a8c\u8bc1\u53ef\u4fe1\u5ea6\uff0c\u4e8c\u8005\u6df1\u5ea6\u878d\u5408\uff0c\u8ba9\u6a21\u578b\u5728\u9762\u5bf9\u590d\u6742\u63a8\u7406\u95ee\u9898\u65f6\u80fd\u591f\u8868\u73b0\u51fa\u7cbe\u51c6\u53ef\u9a8c\u8bc1\u7684\u4ea4\u4e92\u6f5c\u529b\u3002<\/p>\n

\u53e6\u5916\u503c\u5f97\u5173\u6ce8\u7684\u662f\uff0cMiroMind\u8fd8\u89c2\u5bdf\u5230\u4e00\u4e2a\u201c\u53cd\u76f4\u89c9\u201d\u73b0\u8c61\uff1a\u5728\u5f15\u5165\u9a8c\u8bc1\u673a\u5236\u540e\uff0c\u6a21\u578b\u4ea4\u4e92\u6b65\u9aa4\u6570\u91cf\u660e\u663e\u51cf\u5c11\u3002<\/p>\n

\u6309\u7167\u5e38\u89c4\u903b\u8f91\uff0c\u5f80\u5f80\u6b65\u6570\u8d8a\u591a\u3001\u601d\u8003\u8d8a\u4e45\uff0c\u6a21\u578b\u6027\u80fd\u5c31\u8d8a\u5f3a\uff0c\u5373Heavy-duty\uff08\u91cd\u578b\uff09\u3002<\/p>\n

\u800c\u8be5\u73b0\u8c61\u5219\u8bf4\u660e\u9a8c\u8bc1\u5668\u5728\u8fd9\u91cc\u5145\u5f53\u7684\u8fd8\u6709\u8fc7\u6ee4\u5668\u7684\u4f5c\u7528\uff0c\u80fd\u591f\u5e2e\u52a9\u6a21\u578b\u53ca\u65f6\u7b5b\u9664\u6389\u6ca1\u6709\u4fe1\u606f\u589e\u76ca\u7684\u6b65\u9aa4\uff0c\u5c06\u7b97\u529b\u96c6\u4e2d\u5206\u914d\u5230\u771f\u6b63\u63a8\u52a8\u95ee\u9898\u6c42\u89e3\u7684\u73af\u8282\u4e0a\u3002<\/p>\n

\u867d\u7136\u603b\u6b65\u6570\u51cf\u5c11\u4e86\uff0c\u4f46\u6bcf\u4e00\u6b65\u5305\u542b\u7684\u903b\u8f91\u63a8\u7406\u8d28\u91cf\u66f4\u9ad8\u4e86\uff0c\u6574\u4e2a\u63a8\u7406\u8fc7\u7a0b\u53d8\u5f97\u9ad8\u6548\u4e14\u7cbe\u5bc6\u3002<\/p>\n

\u8fd9\u5c31\u5f15\u51fa\u4e86MiroThinker\u7cfb\u5217\u6a21\u578b\u7684\u6838\u5fc3\u7406\u5ff5\u2014\u2014\u6269\u5c55\u6709\u6548\u4ea4\u4e92\u3002<\/p>\n

\u4eceV1.5\u5230V1.7\uff0c\u6a21\u578b\u7684\u6bcf\u4e00\u6b21\u8fed\u4ee3\u90fd\u80fd\u4ea7\u751f\u884c\u4e4b\u6709\u6548\u7684\u7ed3\u679c\uff0c\u8fd9\u672a\u5c1d\u4e0d\u662f\u5bf9MiroThinker\u4ea4\u4e92\u7406\u5ff5\u7684\u6709\u529b\u9a8c\u8bc1\u3002<\/p>\n

\u7b80\u5355\u6765\u8bf4\uff0cMiroThinker\u5f3a\u8c03\u6162\u4e0b\u6765\u3001\u60f3\u66f4\u591a\u3002<\/p>\n

\u867d\u7136\u901a\u8fc7\u589e\u52a0\u5bf9\u8bdd\u6b21\u6570\u3001\u5de5\u5177\u8c03\u7528\uff0c\u80fd\u591f\u975e\u5e38\u76f4\u89c2\u8fc5\u901f\u5730\u5237\u65b0\u57fa\u51c6\u6d4b\u8bd5\u5206\u6570\uff0c\u4f46\u4e00\u65e6\u4e2d\u95f4\u6b65\u9aa4\u9519\u8bef\uff0c\u9519\u8bef\u5c31\u4f1a\u50cf\u6eda\u96ea\u7403\u4e00\u6837\u7d2f\u79ef\uff0c\u76f4\u81f3\u7cfb\u7edf\u5f7b\u5e95\u5d29\u6e83\u3002<\/p>\n

\u800c\u201c\u6162\u201d\u63a8\u7406\u4e0d\u8ffd\u6c42\u79d2\u56de\uff0c\u800c\u662f\u5728\u884c\u52a8\u524d\u6682\u505c\u3001\u9a8c\u8bc1\u3001\u6743\u8861\uff0c\u786e\u4fdd\u5728\u5f53\u524d\u590d\u6742\u573a\u666f\u4e0b\u63a8\u5f97\u6df1\u3001\u63a8\u5f97\u5bf9\u3002<\/p>\n

\u8fd9\u79cd\u770b\u4f3c\u4e0d\u8ba8\u5de7\u7684\u9009\u62e9\uff0c\u53cd\u800c\u6210\u5c31\u4e86MiroThinker\u5728\u5927\u6a21\u578b\u5e02\u573a\u4e2d\u72ec\u6811\u4e00\u5e1c\u7684\u98ce\u683c\u2014\u2014\u4e0d\u6025\u4e8e\u7ed9\u51fa\u7b54\u6848\uff0c\u800c\u662f\u4e13\u6ce8\u6c42\u8bc1\u95ee\u9898\u80cc\u540e\u7684\u6df1\u5c42\u903b\u8f91\u3002<\/p>\n

\u5728\u7b97\u529b\u7ea6\u675f\u4e0e\u590d\u6742\u4efb\u52a1\u7684\u535a\u5f08\u4e2d\uff0cMiroThinker\u6ca1\u6709\u76f2\u76ee\u5806\u780c\u7b97\u529b\uff0c\u800c\u662f\u66f4\u50cf\u4e00\u4f4d\u6df1\u8c19\u6700\u4f18\u8def\u5f84\u7684\u7406\u79d1\u751f\uff0c\u7cbe\u6253\u7ec6\u7b97\u5c06\u7b97\u529b\u843d\u5728\u8be5\u53bb\u7684\u5730\u65b9\u3002<\/p>\n

\u7ed3\u679c\u4e5f\u5f88\u663e\u800c\u6613\u89c1\uff0c\u53ea\u8981\u8e0f\u5b9e\u505a\u597d\u6709\u6548\u4ea4\u4e92\uff0c\u6162\u4e5f\u4e0d\u7b49\u540c\u4e8e\u843d\u540e\uff0c\u53cd\u5012\u662f\u52a9\u529bLLM\u8d70\u5411\u771f\u5b9e\u7269\u7406\u4e16\u754c\u66f4\u624e\u5b9e\u3002<\/p>\n

\u4e8b\u5b9e\u4e0a\uff0c\u5982\u679c\u4ed4\u7ec6\u770bMiroMind\u7684\u4eba\u624d\u68af\u961f\u5efa\u8bbe\uff0c\u540c\u6837\u4e5f\u5f88\u201c\u7a33\u201d\u3002<\/p>\n

\u4eceMiroMind\u8bde\u751f\u4e4b\u521d\uff0c\u65f6\u4efb\u76db\u5927\u526f\u603b\u88c1\u3001\u73b0\u4efbMiroMind COO\u90b4\u7acb\u4e1c\u535a\u58eb\u4fbf\u5f00\u59cb\u5728\u65b0\u52a0\u5761\u7275\u5934\u7ec4\u5efa\u521d\u59cb\u56e2\u961f\uff0c\u4e00\u8def\u4fdd\u9a7e\u62a4\u822aMiroThinker\u6765\u5230V1.7\u3002<\/p>\n

\u5982\u4eca\u56e2\u961f\u5b9e\u529b\u66f4\u662f\u5982\u864e\u6dfb\u7ffc\uff0c\u4e09\u4f4d\u4e16\u754c\u7ea7\u9876\u5c16AI\u79d1\u5b66\u5bb6\u675c\u5c11\u96f7\u3001\u5b89\u6ce2\u548c\u6768\u51ef\u5cea\u540c\u65f6\u52a0\u5165MiroMind\u3002<\/p>\n

\u4ed6\u4eec\u65e0\u4e00\u4e0d\u662f\u6a21\u578b\u63a8\u7406\u9886\u57df\u7684\u719f\u624b\uff0c\u957f\u671f\u81f4\u529b\u4e8e\u5f00\u53d1\u524d\u6cbf\u5927\u6a21\u578b\u7684\u63a8\u7406\u51b3\u7b56\u80fd\u529b\u3002\u4ed6\u4eec\u7684\u52a0\u76df\uff0c\u5c06\u5171\u540c\u63a8\u52a8MiroThinker\u671d\u7740\u4f1a\u601d\u8003\u3001\u80fd\u884c\u52a8\u3001\u53ef\u4fe1\u4efb\u7684\u65b9\u5411\u8fdb\u5316\uff0c\u4ece\u800c\u76f4\u9762\u79d1\u5b66\u3001\u91d1\u878d\u548c\u5de5\u7a0b\u9886\u57df\u7684\u5b9e\u9645\u95ee\u9898\u3002<\/p>\n

\u81f3\u6b64\uff0c\u968f\u7740\u6838\u5fc3\u56e2\u961f\u9010\u6b65\u5230\u4f4d\uff0cMiroMind\u5df2\u7ecf\u51c6\u5907\u597d\u66f4\u731b\u70c8\u7684\u4e0b\u4e00\u9636\u6bb5\u51b2\u950b\u3002<\/p>\n

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P.S.\u65b0\u6a21\u578b\u5373\u5c06\u4e0a\u7ebf\u5b98\u7f51\uff08https:\/\/dr.miromind.ai\uff09\u63d0\u4f9b\u4f53\u9a8c\u3002<\/p>\n

GitHub\uff1ahttps:\/\/github.com\/MiroMindAI\/MiroThinkerHuggingFace\uff1ahttps:\/\/huggingface.co\/collections\/miromind-ai\/mirothinker-17<\/p>\n

\n

\u7248\u6743\u58f0\u660e\uff1a<\/strong><\/p>\n

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