{"id":30571,"date":"2026-10-23T15:27:06","date_gmt":"2026-10-23T07:27:06","guid":{"rendered":"https:\/\/www.ixpower.cn\/index.php\/2026\/10\/23\/30571\/"},"modified":"2026-10-23T15:27:06","modified_gmt":"2026-10-23T07:27:06","slug":"%e4%b8%8a%e6%89%8bminimax-m3-1-flash%ef%bc%9a%e4%b8%80%e4%b8%aa%e4%be%bf%e5%ae%9c%e3%80%81%e4%bc%9a%e6%93%8d%e4%bd%9c%e7%94%b5%e8%84%91%e3%80%81%e4%bd%86%e8%b7%91%e5%88%86%e8%a6%81%e6%89%93%e6%8a%98","status":"publish","type":"post","link":"https:\/\/www.ixpower.cn\/index.php\/2026\/10\/23\/30571\/","title":{"rendered":"\u4e0a\u624bMiniMax M3.1 Flash\uff1a\u4e00\u4e2a\u4fbf\u5b9c\u3001\u4f1a\u64cd\u4f5c\u7535\u8111\u3001\u4f46\u8dd1\u5206\u8981\u6253\u6298\u7684Agent\u6a21\u578b"},"content":{"rendered":"<p data-pm-slice=\"0 0 []\">10\u670819\u65e5\uff0cMiniMax\u53d1\u5e03\u4e86\u9762\u5411\u667a\u80fd\u4f53\uff08Agent\uff09\u7684\u65b0\u6a21\u578bM3.1 Flash\uff0c\u5b98\u65b9\u535a\u5ba2\u7684\u6807\u9898\u662f&#8221;\u91cd\u5b9a\u4e49Agent\u6027\u80fd\u4e0e\u6210\u672c&#8221;\u3002\u771f\u6b63\u8ba9\u5b83\u8fd9\u4e24\u5929\u5728\u5f00\u53d1\u8005\u5708\u91cc\u88ab\u9891\u7e41\u8ba8\u8bba\u7684\uff0c\u4e0d\u662f\u67d0\u4e00\u9879\u8dd1\u5206\uff0c\u800c\u662f\u4e09\u4e2a\u5177\u4f53\u4e8b\u5b9e\uff1a\u4e0a\u4e0b\u6587100\u4e07tokens\u3001\u5b98\u65b9\u5b9a\u4ef7\u4f4e\u5230&#8221;\u7ea6\u6bcf\u767e\u4e07token\u8f93\u51651\u5143\u3001\u8f93\u51fa4\u5143&#8221;\uff0c\u4ee5\u53ca\u5b83\u539f\u751f\u5e26Computer Use\uff08\u64cd\u4f5c\u771f\u5b9e\u7cfb\u7edf\u754c\u9762\uff09\u548c\u5de5\u5177\u8c03\u7528\u80fd\u529b\u3002<\/p>\n<p data-pm-slice=\"0 0 []\"><img data-dominant-color=\"675854\" data-has-transparency=\"false\" style=\"--dominant-color: #675854;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-30567\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/598dba96-2ce9-406f-951f-5126863b2624-a3cd6606-150x117-1.png\" width=\"150\" height=\"117\" alt=\"\" \/><\/p>\n<p><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1\">\u8fd9\u7bc7\u6587\u7ae0\u4e0d\u8c08\u60c5\u6000\uff0c\u53ea\u8bb2\u4e00\u4ef6\u4e8b\uff1a\u4eca\u5929\u4f60\u600e\u4e48\u514d\u8d39\u3001\u4f4e\u6210\u672c\u5730\u628a\u5b83\u8dd1\u8d77\u6765\uff0c\u505a\u4e00\u4e2a\u80fd\u81ea\u5df1\u8bfb\u6587\u4ef6\u3001\u8c03\u5de5\u5177\u7684\u5c0f<\/span>Agent\uff0c\u4ee5\u53ca\u6709\u54ea\u4e9b\u5751\u8981\u63d0\u524d\u907f\u3002<\/p>\n<h1><b><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1\">\u5148\u770b\u5b83\u80fd\u5e72\u4ec0\u4e48\u3001\u591a\u5c11\u94b1<\/span><\/b><\/h1>\n<p>M3.1 Flash\u4e3b\u6253\u56db\u7c7b\u80fd\u529b\uff1a\u8de8\u7cfb\u7edf\u7684\u591a\u6b65\u5de5\u5177\u8c03\u7528\u3001\u8f6f\u4ef6\u5de5\u7a0b\uff08\u8bfb\u4ee3\u7801\u3001\u6539bug\u3001\u8dd1\u6d4b\u8bd5\uff09\u3001Computer Use\uff08\u5728\u771f\u5b9e\u64cd\u4f5c\u7cfb\u7edf\u91cc\u611f\u77e5\u5c4f\u5e55\u3001\u70b9\u51fb\u3001\u9a8c\u8bc1\u7ed3\u679c\uff09\u3001\u4ee5\u53ca\u7f51\u7edc\u5b89\u5168\uff08\u4ee3\u7801\u5ba1\u8ba1\u3001\u6f0f\u6d1e\u4fee\u590d\u7b49\uff09\u3002\u8f93\u5165\u6a21\u6001\u5b98\u65b9\u79f0\u652f\u6301\u6587\u672c\u3001\u56fe\u50cf\u3001\u89c6\u9891\u3002<\/p>\n<p><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1\">\u4ef7\u683c\u662f\u5b83\u6700<\/span>&#8220;\u80fd\u6253&#8221;\u7684\u5730\u65b9\u3002\u5b98\u65b9\u5b9a\u4ef7\uff08\u4e0d\u5206\u5cf0\u8c37\uff09\uff1a<\/p>\n<table>\n<tbody>\n<tr>\n<td valign=\"top\" width=\"345\" data-colwidth=\"194\">\n<p><b><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1\">\u9879\u76ee<\/span><\/b><\/p>\n<\/td>\n<td valign=\"top\" width=\"345\" data-colwidth=\"345\">\n<p><b><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1\">\u6bcf<\/span>100\u4e07token<\/b><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td valign=\"top\" width=\"345\" data-colwidth=\"194\">\n<p><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1\">\u8f93\u5165<\/span><\/p>\n<\/td>\n<td valign=\"top\" width=\"345\" data-colwidth=\"345\">\n<p>0.15\u7f8e\u5143\uff08\u7ea61\u5143\uff09<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td valign=\"top\" width=\"345\" data-colwidth=\"194\">\n<p><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1\">\u8f93\u51fa<\/span><\/p>\n<\/td>\n<td valign=\"top\" width=\"345\" data-colwidth=\"345\">\n<p>0.60\u7f8e\u5143\uff08\u7ea64\u5143\uff09<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td valign=\"top\" width=\"345\" data-colwidth=\"194\">\n<p><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1\">\u7f13\u5b58\u547d\u4e2d\u8f93\u5165<\/span><\/p>\n<\/td>\n<td valign=\"top\" width=\"345\" data-colwidth=\"345\">\n<p>0.015\u7f8e\u5143\uff08\u7ea60.1\u5143\uff09<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1\">\u636e\u72ec\u7acb\u8bc4\u6d4b\u65b9<\/span>SandBase\u572810\u670821\u65e5\u6838\u5bf9\uff0c\u8fd9\u5957\u4ef7\u683c\u4e0eMiniMax\u5b98\u7f51\u4e00\u81f4\uff0c\u7ea6\u4e3a\u5176\u4e0a\u4e00\u4ee3M3\u73b0\u4ef7\u7684\u4e00\u534a\u3002\u9700\u8981\u63d0\u9192\uff1aM3.1 Flash\u7684\u603b\u53c2\u6570\u4e0e\u6fc0\u6d3b\u53c2\u6570\u5b98\u65b9\u5e76\u672a\u62ab\u9732\uff0c\u5a92\u4f53\u6d41\u4f20\u7684&#8221;428B\/23B&#8221;\u5c5e\u7b2c\u4e09\u65b9\u62a5\u9053\uff0c\u5e76\u975e\u5b98\u65b9\u6570\u5b57\uff0c\u5f15\u7528\u65f6\u8981\u6807\u6ce8\u6765\u6e90\u3002<\/p>\n<p><img data-dominant-color=\"2c2f47\" data-has-transparency=\"false\" style=\"--dominant-color: #2c2f47;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-30568\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/b3a42c18-dbf8-46c4-a3c1-7beb8456c0a1-54e760a8-150x84-1.png\" width=\"150\" height=\"84\" alt=\"\" \/><\/p>\n<h1><b><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1\">\u5173\u952e\u5751\u4e00\uff1a\u601d\u8003\uff08<\/span>thinking\uff09\u5173\u4e0d\u6389\uff0c\u4e0d\u4f20\u53c2\u6570\u5c31\u6309\u6700\u8d35\u7684\u7b97<\/b><\/h1>\n<p><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1\">\u4e0a\u624b\u524d\u5fc5\u987b\u77e5\u9053\u7684\u4e24\u6761\u884c\u4e3a\uff0c\u90fd\u6765\u81ea\u7b2c\u4e09\u65b9\u5b9e\u6d4b\u800c\u975e\u5ba3\u4f20\u9875\uff1a<\/span><\/p>\n<p>1.<b><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1\">\u601d\u7ef4\u94fe\u4e0d\u53ef\u5173\u95ed\u3002<\/span><\/b>\u00a0<span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1\">\u5982\u679c\u4f60\u4f20<\/span>effort: &#8220;none&#8221;\u00a0<span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1\">\u6216<\/span>thinking: {&#8220;type&#8221;:&#8221;disabled&#8221;}<span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1\">\uff0c\u63a5\u53e3\u4f1a\u76f4\u63a5\u8fd4\u56de<\/span><b>HTTP 400<\/b><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1\">\u3002<\/span>SandBase\u572810\u670821\u65e5\u7684\u72ec\u7acb\u6d4b\u8bd5\u4e2d\u786e\u8ba4\u4e86\u8fd9\u4e00\u70b9\u3002\u4e5f\u5c31\u662f\u8bf4\uff0c\u5b83\u662f&#8221;\u6c38\u8fdc\u5728\u601d\u8003&#8221;\u7684\u6a21\u578b\uff0c\u4f60\u53ea\u80fd\u8c03\u8282\u5b83\u601d\u8003\u591a\u5c11\uff0c\u4e0d\u80fd\u8ba9\u5b83\u4e0d\u601d\u8003\u3002<\/p>\n<p>2.<b><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1\">\u9ed8\u8ba4\u5c31\u662f\u6700\u9ad8\u6863\u3002<\/span><\/b>\u00a0effort\u53ef\u9009\u00a0low \/ medium \/ high \/ xhigh \/ max<span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1\">\uff0c\u9ed8\u8ba4\u503c\u662f<\/span>max<span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1\">\u3002\u5982\u679c\u4f60\u8c03\u7528\u65f6\u538b\u6839\u4e0d\u4f20<\/span>effort<span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1\">\uff0c\u7b49\u4e8e\u9ed8\u8ba4\u6309\u6700\u8d35\u3001\u6700\u6162\u7684\u4e00\u6863\u8ba1\u8d39\u3002\u7701\u94b1\u7684\u7b2c\u4e00\u6b65\uff0c\u5c31\u662f\u663e\u5f0f\u5730\u628a\u6863\u4f4d\u8c03\u4e0b\u6765\u3002<\/span><\/p>\n<p><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1\">\u7b2c\u4e09\u65b9\u5bf9\u540c\u4e00\u4e2a\u6539<\/span>bug\u4efb\u52a1\u8dd1\u4e8618\u6b21\u7684\u7ed3\u679c\u662f\uff1alow<span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1\">\u6863\u5355\u6b21\u8f93\u51fa\u7ea6<\/span>93\u5230132\u4e2atoken\uff0c\u4e00\u6b21\u7ea60.0001\u7f8e\u5143\uff1bmax<span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1\">\u6863\u5355\u6b21\u8f93\u51fa\u7ea6<\/span>233\u52301605\u4e2atoken\uff0c\u65b9\u5dee\u5f88\u5927\uff0c\u4e00\u6b21\u7ea60.001\u7f8e\u5143\uff1b\u4e0d\u4f20\u53c2\u6570\u65f6\u884c\u4e3a\u63a5\u8fd1high\u5230max\u3002\u5dee\u8ddd\u4e00\u4e2a\u6570\u91cf\u7ea7\u2014\u2014\u8fd9\u5c31\u662f\u4e3a\u4ec0\u4e48&#8221;\u6863\u4f4d\u7ba1\u7406&#8221;\u662fAgent\u6210\u672c\u63a7\u5236\u7684\u547d\u95e8\u3002<\/p>\n<p><img data-dominant-color=\"223b5d\" data-has-transparency=\"false\" style=\"--dominant-color: #223b5d;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-30569\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/429dbd33-eac7-422e-bd6d-4ecc50a59a1e-aee338be-150x84-1.png\" width=\"150\" height=\"84\" alt=\"\" \/><\/p>\n<h1><b><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1\">\u4e0a\u624b\u8def\u5f84\uff1a\u5148\u7528\u514d\u8d39\u901a\u9053\u9a8c\u8bc1\uff0c\u518d\u51b3\u5b9a\u662f\u5426\u4e0a<\/span>API<\/b><\/h1>\n<p><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1\">\u5bf9\u666e\u901a\u8bfb\u8005\uff0c\u6700\u7701\u4e8b\u7684\u9a8c\u8bc1\u65b9\u5f0f\u662f\u8d70<\/span><b><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1\">\u514d\u8d39\u8def\u5f84<\/span><\/b><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1\">\uff0c\u5148\u8dd1\u901a\u3001\u518d\u8c08\u94b1\u3002\u76ee\u524d\u6709\u4e09\u6761\u5df2\u88ab\u793e\u533a\u9a8c\u8bc1\u53ef\u7528\u7684\u901a\u9053\uff1a<\/span><\/p>\n<p>\u00b7<b>OpenCode\uff08\u96f6\u914d\u7f6e\u3001\u65e0\u9700\u6ce8\u518c\u8d26\u53f7\uff09<\/b><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1\">\uff1a\u6a21\u578b<\/span>ID\u00a0opencode\/minimax-m3.1-flash-free<span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1\">\u3002\u5b89\u88c5\u53ea\u9700<\/span>curl -fsSL https:\/\/opencode.ai\/install | bash<span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1\">\uff0c\u8fdb\u5165\u540e<\/span>\/models\u00a0<span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1\">\u9009<\/span>\u00a0&#8220;MiniMax M3.1 Flash Free&#8221;\uff1b\u4e5f\u53ef\u4e00\u6b21\u6027\u6267\u884c\u00a0opencode run &#8211;model opencode\/minimax-m3.1-flash-free &#8220;\u8bfb\u4e00\u4e0b\u8fd9\u4e2a\u9879\u76ee\uff0c\u89e3\u91ca\u4e3b\u6a21\u5757&#8221;<span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1\">\u3002\u9650\u65f6\u514d\u8d39\uff0c\u5b98\u65b9\u672a\u6807\u6ce8\u622a\u6b62\u65f6\u95f4\u3002<\/span><\/p>\n<p>\u00b7<b>OpenRouter<\/b><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1\">\uff1a\u6a21\u578b<\/span>ID\u00a0minimax\/minimax-m3.1-flash:free<span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1\">\uff0c\u514d\u8d39\u6863\u7ea6\u6bcf\u65e5<\/span>50\u6b21\u3001\u6bcf\u5206\u949f20\u6b21\u8bf7\u6c42\uff0c\u6700\u5927\u8f93\u51fa\u53ef\u8fbe52\u4e07token\u3002\u9002\u5408\u5feb\u901f\u8bd5\u5de5\u5177\u8c03\u7528\u3002<\/p>\n<p>\u00b7<b><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1\">\u5b98\u65b9<\/span>API<\/b><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1\">\uff1a\u6a21\u578b\u540d<\/span>MiniMax-M3.1-Flash<span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1\">\uff0c\u63d0\u4f9b\u4e24\u5957\u517c\u5bb9\u7aef\u70b9<\/span><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1\">\u2014\u2014OpenAI\u517c\u5bb9\u00a0<\/span>https:\/\/api.minimax.io\/v1<span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1\">\uff08\u8def\u5f84<\/span>\/chat\/completions<span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1\">\uff09\uff0c\u4ee5\u53ca<\/span>Anthropic\u517c\u5bb9\u00a0https:\/\/api.minimax.io\/anthropic<span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1\">\u3002\u8fd9\u610f\u5473\u7740\u4f60\u73b0\u6709\u7684<\/span>OpenAI\/Anthropic\u4ee3\u7801\u57fa\u672c\u53ea\u9700\u6539base_url\u548c\u6a21\u578b\u540d\u5c31\u80fd\u5207\u6362\u3002<\/p>\n<h1><b><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1\">\u4e00\u4e2a\u6700\u5c0f\u53ef\u8dd1\u7684<\/span>&#8220;\u8bfb\u6587\u4ef6+\u5de5\u5177\u8c03\u7528&#8221;\u601d\u8def<\/b><\/h1>\n<p>M3.1 Flash\u8d70\u7684\u662f\u6807\u51c6OpenAI\u517c\u5bb9\u7684 function calling \u534f\u8bae\u3002\u636e\u5f00\u53d1\u8005CSDN\u5b9e\u6d4b\uff0c\u4f20\u5165\u4e00\u4e2a\u00a0read_file\u00a0<span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1\">\u5de5\u5177\u5b9a\u4e49\u540e\uff0c\u6a21\u578b\u4f1a\u6b63\u786e\u8fd4\u56de<\/span>tool_calls\u00a0<span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1\">\u610f\u56fe\uff0c\u5b8c\u6574\u5de5\u5177\u56de\u8def\u53ef\u7528\u3002\u628a\u5b83\u63a5\u5230\u4e00\u4e2a\u672c\u5730\u5faa\u73af\u91cc\uff0c\u5c31\u662f\u4e00\u4e2a\u6700\u6734\u7d20\u7684<\/span>Agent\uff1a<\/p>\n<p>\u00b7<span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1\">\u7b2c\u4e00\u6b65\uff0c\u51c6\u5907\u4e00\u4e2a\u53ea\u6709\u51e0\u884c\u7684<\/span>Python\u811a\u672c\uff0c\u7528\u00a0openai\u00a0<span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1\">\u5e93\u628a<\/span>base_url\u00a0<span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1\">\u6307\u5230\u5b98\u65b9\u6216<\/span>OpenRouter\u5730\u5740\uff0c\u663e\u5f0f\u5e26\u4e0a\u00a0&#8220;effort&#8221;: &#8220;low&#8221;<span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1\">\uff08\u5148\u4fbf\u5b9c\u9a8c\u8bc1\u903b\u8f91\uff09\u3002<\/span><\/p>\n<p>\u00b7<span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1\">\u7b2c\u4e8c\u6b65\uff0c\u6ce8\u518c\u4e00\u4e2a<\/span>read_file(path)\u00a0<span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1\">\u5de5\u5177\uff0c\u628a\u6a21\u578b\u8fd4\u56de\u7684<\/span>tool_calls\u00a0<span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1\">\u5728\u672c\u5730\u6267\u884c\uff0c\u5c06\u7ed3\u679c\u4f5c\u4e3a<\/span>tool\u00a0<span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1\">\u6d88\u606f\u8ffd\u52a0\u56de\u5bf9\u8bdd\u3002<\/span><\/p>\n<p>\u00b7<span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1\">\u7b2c\u4e09\u6b65\uff0c\u8ba9\u6a21\u578b\u5bf9\u4e00\u4e2a\u5c0f\u9879\u76ee<\/span>&#8220;\u8bfb\u4e09\u4e2a\u6587\u4ef6\u3001\u603b\u7ed3\u4f9d\u8d56\u5173\u7cfb&#8221;\uff0c\u89c2\u5bdf\u5b83\u662f\u5426\u4f1a\u8fde\u7eed\u8c03\u7528\u5de5\u5177\u3001\u5e76\u5728\u62ff\u5230\u7ed3\u679c\u540e\u7ed9\u51fa\u7ed3\u8bba\u3002<\/p>\n<p><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1\">\u8dd1\u901a\u540e\uff0c\u518d\u628a<\/span>\u00a0effort \u63d0\u5230\u00a0high<span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1\">\uff0c\u5bf9\u6bd4\u8f93\u51fa\u8d28\u91cf\u4e0e<\/span>token\u6d88\u8017\u7684\u53d8\u5316\u2014\u2014\u8fd9\u6bd4\u76f4\u63a5\u770b\u8dd1\u5206\u8868\u66f4\u80fd\u5e2e\u4f60\u5efa\u7acb\u5bf9\u5b83\u7684\u771f\u5b9e\u624b\u611f\u3002<\/p>\n<h1><b><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1\">\u8dd1\u5206\u600e\u4e48\u8bfb\uff1a\u51e0\u4e4e\u5168\u662f\u81ea\u62a5\uff0c\u4e14\u81ea\u5bb6\u6570\u5b57\u6253\u67b6<\/span><\/b><\/h1>\n<p><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1\">\u5fc5\u987b\u7ed9\u8bfb\u8005\u6253\u4e2a\u9884\u9632\u9488\u3002<\/span>M3.1 Flash\u53d1\u5e03\u65f6\u7ed9\u51fa\u7684\u57fa\u51c6\u6210\u7ee9\uff08\u5982Automation-Bench 62.2\u3001OSWorld 2.0 61.7\u3001&#8221;\u4e2d\u6587\u6a21\u578b\u7b2c\u4e00&#8221;\u7b49\uff09\uff0c<b><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1\">\u51e0\u4e4e\u5168\u90e8\u662f<\/span>MiniMax\u81ea\u6d4b<\/b><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1\">\uff0c\u622a\u81f3<\/span>10\u670823\u65e5\u7b2c\u4e09\u65b9\u72ec\u7acb\u8bc4\u6d4b\u6781\u5c11\u3002\u66f4\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u5176\u5b98\u65b9\u56fe\u8868\u5185\u90e8\u8fd8\u51fa\u73b0\u8fc762.2\u4e0e62.8\u7684\u4e0d\u4e00\u81f4\uff0c\u90e8\u5206\u57fa\u51c6\uff08\u5982BankerToolBench\uff09\u7528\u81ea\u5bb6M2.7\u5f53\u8bc4\u5ba1\u6a21\u578b\uff08\u7b49\u4e8e\u81ea\u8bc4\uff09\uff0cOSWorld\u4e2dDeepSeek\u7684\u6210\u7ee9\u4e5f\u88ab\u6807\u6ce8\u4e3a&#8221;\u7531MiniMax\u5185\u90e8\u590d\u73b0&#8221;\u3002<\/p>\n<p><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1\">\u7b2c\u4e09\u65b9\u5206\u6790\u673a\u6784<\/span>Artificial Analysis\u7ed9\u51fa\u7684\u53e3\u5f84\u4e5f\u4e0d\u540c\uff1a\u5b83\u6d4b\u5f97M3.1 Flash\u5355\u4efb\u52a1\u6210\u672c\u8f83\u4e0a\u4ee3\u7ea6\u964d57%\uff08\u800c\u975e\u5382\u5546\u6240\u79f0\u7684\u7ea670%\uff09\uff0c\u5e76\u6307\u51fa\u8be5\u6a21\u578b&#8221;\u503e\u5411\u4e8e\u7ed9\u51fa\u9519\u8bef\u7b54\u6848\u3001\u800c\u975e\u627f\u8ba4\u4e0d\u786e\u5b9a&#8221;\u3002<\/p>\n<p><img data-dominant-color=\"8fc2f9\" data-has-transparency=\"false\" style=\"--dominant-color: #8fc2f9;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-30570\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/17cb8e2b-c4d0-4ac3-bcab-41bf99b93cea-e4d3fbae-150x84-1.png\" width=\"150\" height=\"84\" alt=\"\" \/><\/p>\n<h1><b><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1\">\u5c0f\u7ed3<\/span><\/b><\/h1>\n<p>MiniMax M3.1 Flash\u7684\u5b9e\u7528\u4ef7\u503c\uff0c\u5728\u4e8e\u7528\u6781\u4f4e\u4ef7\u683c\u548c\u514d\u8d39\u901a\u9053\uff0c\u628a&#8221;\u80fd\u64cd\u4f5c\u7535\u8111\u3001\u80fd\u591a\u6b65\u8c03\u5de5\u5177&#8221;\u7684Agent\u80fd\u529b\uff0c\u964d\u5230\u4e86\u4eca\u5929\u5c31\u80fd\u4e0a\u624b\u8bd5\u7684\u95e8\u69db\u3002\u771f\u6b63\u51b3\u5b9a\u4f53\u9a8c\u7684\u662f\u4e24\u4e2a\u7ec6\u8282\uff1a\u522b\u5fd8\u4e86\u5b83\u662f&#8221;\u5173\u4e0d\u6389\u601d\u8003&#8221;\u7684\u6a21\u578b\uff0c\u4ee5\u53ca\u52a1\u5fc5\u663e\u5f0f\u7ba1\u7406effort\u6863\u4f4d\u3002\u81f3\u4e8e\u8dd1\u5206\uff0c\u5728\u7b2c\u4e09\u65b9\u8bc4\u6d4b\u8865\u9f50\u4e4b\u524d\uff0c\u8bf7\u6309\u5382\u5546\u53e3\u5f84\u6253\u6298\u6765\u770b\u3002<\/p>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_30571\" class=\"pvc_stats total_only  \" data-element-id=\"30571\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.0\" viewBox=\"0 0 502 315\" preserveAspectRatio=\"xMidYMid meet\"><g transform=\"translate(0,332) scale(0.1,-0.1)\" fill=\"\" stroke=\"none\"><path d=\"M2394 3279 l-29 -30 -3 -207 c-2 -182 0 -211 15 -242 39 -76 157 -76 196 0 15 31 17 60 15 243 l-3 209 -33 29 c-26 23 -41 29 -80 29 -41 0 -53 -5 -78 -31z\"\/><path d=\"M3085 3251 c-45 -19 -58 -50 -96 -229 -47 -217 -49 -260 -13 -295 52 -53 146 -42 177 20 16 31 87 366 87 410 0 70 -86 122 -155 94z\"\/><path d=\"M1751 3234 c-13 -9 -29 -31 -37 -50 -12 -29 -10 -49 21 -204 19 -94 39 -189 45 -210 14 -50 54 -80 110 -80 34 0 48 6 76 34 21 21 34 44 34 59 0 14 -18 113 -40 219 -37 178 -43 195 -70 221 -36 32 -101 37 -139 11z\"\/><path d=\"M1163 3073 c-36 -7 -73 -59 -73 -102 0 -56 133 -378 171 -413 34 -32 83 -37 129 -13 70 36 67 87 -16 290 -86 209 -89 214 -129 231 -35 14 -42 15 -82 7z\"\/><path d=\"M3689 3066 c-15 -9 -33 -30 -42 -48 -48 -103 -147 -355 -147 -375 0 -98 131 -148 192 -74 13 15 57 108 97 206 80 196 84 226 37 273 -30 30 -99 39 -137 18z\"\/><path d=\"M583 2784 c-38 -19 -67 -74 -58 -113 9 -42 211 -354 242 -373 16 -10 45 -18 66 -18 51 0 107 52 107 100 0 39 -1 41 -124 234 -80 126 -108 162 -133 173 -41 17 -61 16 -100 -3z\"\/><path d=\"M4250 2784 c-14 -9 -74 -91 -133 -183 -95 -150 -107 -173 -107 -213 0 -55 33 -94 87 -104 67 -13 90 8 211 198 130 202 137 225 78 284 -27 27 -42 34 -72 34 -22 0 -50 -8 -64 -16z\"\/><path d=\"M2275 2693 c-553 -48 -1095 -270 -1585 -649 -135 -104 -459 -423 -483 -476 -23 -49 -22 -139 2 -186 73 -142 361 -457 571 -626 285 -228 642 -407 990 -497 242 -63 336 -73 660 -74 310 0 370 5 595 52 535 111 1045 392 1455 803 122 121 250 273 275 326 19 41 19 137 0 174 -41 79 -309 363 -465 492 -447 370 -946 591 -1479 653 -113 14 -422 18 -536 8z m395 -428 c171 -34 330 -124 456 -258 112 -119 167 -219 211 -378 27 -96 24 -300 -5 -401 -72 -255 -236 -447 -474 -557 -132 -62 -201 -76 -368 -76 -167 0 -236 14 -368 76 -213 98 -373 271 -451 485 -162 444 86 934 547 1084 153 49 292 57 452 25z m909 -232 c222 -123 408 -262 593 -441 76 -74 138 -139 138 -144 0 -16 -233 -242 -330 -319 -155 -123 -309 -223 -461 -299 l-81 -41 32 46 c18 26 49 83 70 128 143 306 141 649 -6 957 -25 52 -61 116 -79 142 l-34 47 45 -20 c26 -10 76 -36 113 -56z m-2057 25 c-40 -58 -105 -190 -130 -263 -110 -324 -59 -707 132 -981 25 -35 42 -64 37 -64 -19 0 -241 119 -326 174 -188 122 -406 314 -532 468 l-58 71 108 103 c185 178 428 349 672 473 66 33 121 60 123 61 2 0 -10 -19 -26 -42z\"\/><path d=\"M2375 1950 c-198 -44 -350 -190 -395 -379 -18 -76 -8 -221 19 -290 114 -284 457 -406 731 -260 98 52 188 154 231 260 27 69 37 214 19 290 -38 163 -166 304 -326 360 -67 23 -215 33 -279 19z\"\/><\/g><\/svg><\/i> <img loading=\"lazy\" decoding=\"async\" width=\"16\" height=\"16\" alt=\"Loading\" src=\"https:\/\/www.ixpower.cn\/wp-content\/plugins\/page-views-count\/ajax-loader-2x.gif\" border=0 \/><\/p>\n<div class=\"pvc_clear\"><\/div>\n","protected":false},"excerpt":{"rendered":"<p>10\u670819\u65e5\uff0cMiniMax\u53d1\u5e03\u4e86\u9762\u5411\u667a\u80fd\u4f53\uff08Agent\uff09\u7684\u65b0\u6a21\u578bM3.1 Flash\uff0c\u5b98\u65b9\u535a\u5ba2\u7684\u6807\u9898\u662f&#038;#8 [&hellip;]<\/p>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_30571\" class=\"pvc_stats total_only  \" data-element-id=\"30571\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.0\" viewBox=\"0 0 502 315\" preserveAspectRatio=\"xMidYMid meet\"><g transform=\"translate(0,332) scale(0.1,-0.1)\" fill=\"\" stroke=\"none\"><path d=\"M2394 3279 l-29 -30 -3 -207 c-2 -182 0 -211 15 -242 39 -76 157 -76 196 0 15 31 17 60 15 243 l-3 209 -33 29 c-26 23 -41 29 -80 29 -41 0 -53 -5 -78 -31z\"\/><path d=\"M3085 3251 c-45 -19 -58 -50 -96 -229 -47 -217 -49 -260 -13 -295 52 -53 146 -42 177 20 16 31 87 366 87 410 0 70 -86 122 -155 94z\"\/><path d=\"M1751 3234 c-13 -9 -29 -31 -37 -50 -12 -29 -10 -49 21 -204 19 -94 39 -189 45 -210 14 -50 54 -80 110 -80 34 0 48 6 76 34 21 21 34 44 34 59 0 14 -18 113 -40 219 -37 178 -43 195 -70 221 -36 32 -101 37 -139 11z\"\/><path d=\"M1163 3073 c-36 -7 -73 -59 -73 -102 0 -56 133 -378 171 -413 34 -32 83 -37 129 -13 70 36 67 87 -16 290 -86 209 -89 214 -129 231 -35 14 -42 15 -82 7z\"\/><path d=\"M3689 3066 c-15 -9 -33 -30 -42 -48 -48 -103 -147 -355 -147 -375 0 -98 131 -148 192 -74 13 15 57 108 97 206 80 196 84 226 37 273 -30 30 -99 39 -137 18z\"\/><path d=\"M583 2784 c-38 -19 -67 -74 -58 -113 9 -42 211 -354 242 -373 16 -10 45 -18 66 -18 51 0 107 52 107 100 0 39 -1 41 -124 234 -80 126 -108 162 -133 173 -41 17 -61 16 -100 -3z\"\/><path d=\"M4250 2784 c-14 -9 -74 -91 -133 -183 -95 -150 -107 -173 -107 -213 0 -55 33 -94 87 -104 67 -13 90 8 211 198 130 202 137 225 78 284 -27 27 -42 34 -72 34 -22 0 -50 -8 -64 -16z\"\/><path d=\"M2275 2693 c-553 -48 -1095 -270 -1585 -649 -135 -104 -459 -423 -483 -476 -23 -49 -22 -139 2 -186 73 -142 361 -457 571 -626 285 -228 642 -407 990 -497 242 -63 336 -73 660 -74 310 0 370 5 595 52 535 111 1045 392 1455 803 122 121 250 273 275 326 19 41 19 137 0 174 -41 79 -309 363 -465 492 -447 370 -946 591 -1479 653 -113 14 -422 18 -536 8z m395 -428 c171 -34 330 -124 456 -258 112 -119 167 -219 211 -378 27 -96 24 -300 -5 -401 -72 -255 -236 -447 -474 -557 -132 -62 -201 -76 -368 -76 -167 0 -236 14 -368 76 -213 98 -373 271 -451 485 -162 444 86 934 547 1084 153 49 292 57 452 25z m909 -232 c222 -123 408 -262 593 -441 76 -74 138 -139 138 -144 0 -16 -233 -242 -330 -319 -155 -123 -309 -223 -461 -299 l-81 -41 32 46 c18 26 49 83 70 128 143 306 141 649 -6 957 -25 52 -61 116 -79 142 l-34 47 45 -20 c26 -10 76 -36 113 -56z m-2057 25 c-40 -58 -105 -190 -130 -263 -110 -324 -59 -707 132 -981 25 -35 42 -64 37 -64 -19 0 -241 119 -326 174 -188 122 -406 314 -532 468 l-58 71 108 103 c185 178 428 349 672 473 66 33 121 60 123 61 2 0 -10 -19 -26 -42z\"\/><path d=\"M2375 1950 c-198 -44 -350 -190 -395 -379 -18 -76 -8 -221 19 -290 114 -284 457 -406 731 -260 98 52 188 154 231 260 27 69 37 214 19 290 -38 163 -166 304 -326 360 -67 23 -215 33 -279 19z\"\/><\/g><\/svg><\/i> <img loading=\"lazy\" decoding=\"async\" width=\"16\" height=\"16\" alt=\"Loading\" src=\"https:\/\/www.ixpower.cn\/wp-content\/plugins\/page-views-count\/ajax-loader-2x.gif\" border=0 \/><\/p>\n<div class=\"pvc_clear\"><\/div>\n","protected":false},"author":469,"featured_media":30570,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"publish_to_discourse":"","publish_post_category":"","wpdc_auto_publish_overridden":"","wpdc_topic_tags":"","wpdc_pin_topic":"","wpdc_pin_until":"","discourse_post_id":"","discourse_permalink":"","wpdc_publishing_response":"","wpdc_publishing_error":"","footnotes":""},"categories":[1844],"tags":[],"class_list":["post-30571","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-1844"],"_links":{"self":[{"href":"https:\/\/www.ixpower.cn\/index.php\/wp-json\/wp\/v2\/posts\/30571","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.ixpower.cn\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.ixpower.cn\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.ixpower.cn\/index.php\/wp-json\/wp\/v2\/users\/469"}],"replies":[{"embeddable":true,"href":"https:\/\/www.ixpower.cn\/index.php\/wp-json\/wp\/v2\/comments?post=30571"}],"version-history":[{"count":1,"href":"https:\/\/www.ixpower.cn\/index.php\/wp-json\/wp\/v2\/posts\/30571\/revisions"}],"predecessor-version":[{"id":30572,"href":"https:\/\/www.ixpower.cn\/index.php\/wp-json\/wp\/v2\/posts\/30571\/revisions\/30572"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.ixpower.cn\/index.php\/wp-json\/wp\/v2\/media\/30570"}],"wp:attachment":[{"href":"https:\/\/www.ixpower.cn\/index.php\/wp-json\/wp\/v2\/media?parent=30571"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.ixpower.cn\/index.php\/wp-json\/wp\/v2\/categories?post=30571"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.ixpower.cn\/index.php\/wp-json\/wp\/v2\/tags?post=30571"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}