{"id":611,"date":"2026-10-25T07:06:56","date_gmt":"2026-10-24T23:06:56","guid":{"rendered":"https:\/\/aidashxp.com\/kimi-k3-1-pro-review\/"},"modified":"2026-10-25T07:07:41","modified_gmt":"2026-10-24T23:07:41","slug":"kimi-k3-1-pro-review","status":"publish","type":"post","link":"https:\/\/aidashxp.com\/en\/kimi-k3-1-pro-review\/","title":{"rendered":"Kimi K3.1 Pro \u6df1\u5ea6\u8bc4\u6d4b\uff1a2.8T \u5f00\u6e90\u65d7\u8230\uff0c\u4ef7\u683c\u780d\u6389\u4e09\u5206\u4e4b\u4e00"},"content":{"rendered":"<p class=\"wp-block-paragraph\">Moonshot AI\uff08\u6708\u4e4b\u6697\u9762\uff09\u5728 2026 \u5e74 10 \u6708 23 \u65e5\u53d1\u5e03 <strong><a href=\"https:\/\/kimi.moonshot.cn\" target=\"_blank\" rel=\"nofollow noopener\">Kimi<\/a> K3.1 Pro<\/strong>\uff0cK3.1 \u7cfb\u5217\u7b2c\u4e00\u6b3e\u6a21\u578b\uff0c\u4e5f\u662f\u5b98\u65b9\u76ee\u524d\u6700\u5f3a\u7684\u5f00\u6e90\u6743\u91cd\u6a21\u578b\u3002\u601d\u8def\u5f88\u76f4\u63a5\uff1a\u67b6\u6784\u4e0d\u52a8\uff0c\u540e\u8bad\u7ec3\uff08post-training\uff09\u9884\u7b97\u5927\u5e45\u62c9\u9ad8\uff0c\u4ef7\u683c\u780d\u6389\u4e09\u5206\u4e4b\u4e00\u3002\u72ec\u7acb\u8bc4\u6d4b\u673a\u6784 Artificial Analysis \u7684\u6210\u7ee9\u5355\u91cc\u6700\u523a\u773c\u7684\u4e00\u9879\u662f Terminal-Bench 4.0 \u4ece <strong>13% \u8df3\u5230 67%<\/strong>\u2014\u2014\u8fd9\u4e0d\u662f\u7248\u672c\u53f7\u52a0 0.1 \u8be5\u6709\u7684\u5e45\u5ea6\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><a href=\"https:\/\/kimi.moonshot.cn\" target=\"_blank\" rel=\"nofollow noopener\">Kimi<\/a> K3.1 Pro \u662f\u4ec0\u4e48\uff1a\u540c\u4e00\u4e2a 2.8T \u67b6\u6784\uff0c\u6362\u4e86\u540e\u8bad\u7ec3<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b98\u65b9\u8bf4\u5f97\u5f88\u660e\u786e\uff1aK3.1 Pro \u662f <strong><a href=\"https:\/\/kimi.moonshot.cn\" target=\"_blank\" rel=\"nofollow noopener\">Kimi<\/a> K3 \u7684\u540e\u8bad\u7ec3\u7248\u672c<\/strong>\uff0c\u67b6\u6784\u4e0e\u53c2\u6570\u89c4\u6a21\u5b8c\u5168\u4e00\u81f4\uff0c\u53d8\u5f97\u53ea\u662f&#8221;\u7ec3\u5b8c\u4e4b\u540e\u600e\u4e48\u6559&#8221;\u2014\u2014\u8de8\u6570\u767e\u4e2a\u9886\u57df\u7684\u5927\u89c4\u6a21\u5f3a\u5316\u5b66\u4e60\uff0c\u52a0\u4e0a RL \u6846\u67b6\u3001\u957f\u4e0a\u4e0b\u6587\u63a8\u7406\u548c\u6c99\u76d2\u57fa\u7840\u8bbe\u65bd\u7684\u6539\u9020\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Parameter count<\/strong>\uff1a2.8 \u4e07\u4ebf\u603b\u53c2\u6570\uff0c104B \u6fc0\u6d3b\uff08MoE\uff09\uff0c\u4e0e K3 \u76f8\u540c<\/li>\n<li><strong>context<\/strong>\uff1a100 \u4e07 token\uff0c\u5355\u6b21\u6700\u5927\u8f93\u51fa\u7ea6 94 \u4e07 token<\/li>\n<li><strong>\u8f93\u5165\u6a21\u6001<\/strong>\uff1a\u6587\u672c\u3001\u56fe\u50cf\uff08OpenRouter \u6807\u6ce8\u8fd8\u542b\u89c6\u9891\u8f93\u5165\uff09\uff0c\u8f93\u51fa\u4e3a\u6587\u672c<\/li>\n<li><strong>\u4e24\u4e2a\u7248\u672c<\/strong>\uff1a\u6807\u51c6\u7248\u4e0e <strong>K3.1 Pro Highspeed<\/strong>\uff0c\u5b98\u65b9\u79f0\u5feb 2\u20133 \u500d\uff0c\u4ef7\u683c\u7ffb\u500d<\/li>\n<li><strong>\u5165\u53e3<\/strong>:<a href=\"https:\/\/kimi.moonshot.cn\" target=\"_blank\" rel=\"nofollow noopener\">Kimi<\/a>.com\u3001<a href=\"https:\/\/kimi.moonshot.cn\" target=\"_blank\" rel=\"nofollow noopener\">Kimi<\/a> Work\u3001<a href=\"https:\/\/kimi.moonshot.cn\" target=\"_blank\" rel=\"nofollow noopener\">Kimi<\/a> Code\u3001<a href=\"https:\/\/kimi.moonshot.cn\" target=\"_blank\" rel=\"nofollow noopener\">Kimi<\/a> API\uff08OpenAI \u517c\u5bb9\uff09<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u57fa\u51c6\u6210\u7ee9\uff1a\u5168\u7403\u7b2c 4\uff0c\u5f00\u6e90\u9635\u8425\u7b2c 1<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Artificial Analysis \u7684 Intelligence Index \u628a K3.1 Pro \u653e\u5728 <strong>\u7b2c 4 \u540d\uff0c\u5f97\u5206 55<\/strong>\uff0c\u6bd4 K3 \u7684 44 \u63d0\u5347 11 \u5206\u3002\u6392\u5728\u524d\u9762\u7684\u662f <a href=\"https:\/\/claude.ai\" target=\"_blank\" rel=\"nofollow noopener\">Claude<\/a> Opus 5.5\uff0858\uff09\u3001<a href=\"https:\/\/claude.ai\" target=\"_blank\" rel=\"nofollow noopener\">Claude<\/a> Sonnet 5.5\uff0856\uff09\u548c Meta Muse Wonder Full\uff0856\uff09\u3002\u5173\u952e\u70b9\u5728\u4e8e\uff1a<strong>\u6743\u91cd\u4e00\u653e\u51fa\u5b83\u5c31\u662f\u5f00\u6e90\u7b2c\u4e00<\/strong>\uff0c\u5f00\u6e90\u4e0e\u95ed\u6e90\u65d7\u8230\u7684\u5dee\u8ddd\u4f1a\u4ece 12 \u5206\u538b\u5230 3 \u5206\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table>\n<thead><tr><th>\u6d4b\u8bd5\u9879<\/th><th><a href=\"https:\/\/kimi.moonshot.cn\" target=\"_blank\" rel=\"nofollow noopener\">Kimi<\/a> K3<\/th><th><a href=\"https:\/\/kimi.moonshot.cn\" target=\"_blank\" rel=\"nofollow noopener\">Kimi<\/a> K3.1 Pro<\/th><th>\u8bf4\u660e<\/th><\/tr><\/thead>\n<tbody>\n<tr><td>Intelligence Index<\/td><td>44<\/td><td><strong>55<\/strong><\/td><td>\u5168\u7403\u7b2c 4\uff0c\u5f00\u6e90\u7b2c\u4e00<\/td><\/tr>\n<tr><td>Terminal-Bench 4.0<\/td><td>13%<\/td><td><strong>67%<\/strong><\/td><td>\u5168\u573a\u6700\u9ad8\uff0c\u8d85\u8fc7 Sonnet 5.5 \u7684 64%<\/td><\/tr>\n<tr><td>GDPval-AA<\/td><td>1534 Elo<\/td><td><strong>1846 Elo<\/strong><\/td><td>\u7b2c 3 \u540d\uff0c+312 Elo<\/td><\/tr>\n<tr><td>AutomationBench-AA<\/td><td>58%<\/td><td><strong>73%<\/strong><\/td><td>Agent \u5316\u7684 SaaS \u5de5\u4f5c\u6d41<\/td><\/tr>\n<tr><td>Humanity&#8217;s Last Exam<\/td><td>47%<\/td><td><strong>52%<\/strong><\/td><td>\u63d0\u5347\u6e29\u548c<\/td><\/tr>\n<tr><td>\u5e7b\u89c9\u7387\uff08AA \u53e3\u5f84\uff09<\/td><td>53%<\/td><td><strong>44%<\/strong><\/td><td>\u4e8b\u5b9e\u51c6\u786e\u7387 48% \u2192 51%<\/td><\/tr>\n<\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u7ec4\u6570\u636e\u6307\u5411\u4e00\u4e2a\u7ed3\u8bba\uff1a<strong>\u63d0\u5347\u96c6\u4e2d\u5728 Agent \u548c\u957f\u5468\u671f\u4efb\u52a1\uff0c\u4e0d\u5728\u901a\u7528\u77e5\u8bc6<\/strong>\u3002Terminal-Bench +54 \u4e2a\u767e\u5206\u70b9\u4e0e HLE \u53ea\u6709 +5 \u653e\u5728\u4e00\u8d77\u770b\uff0c\u5dee\u5f02\u5927\u5f97\u4e0d\u50cf\u540c\u4e00\u4e2a\u6a21\u578b\u3002\u5b98\u65b9\u53e3\u5f84\u4e5f\u5370\u8bc1\uff1aTerminal-Bench 4.0 \u4e0a\u5b83 65.7\u3001Opus 5.5 \u662f 66.4\uff0c\u5dee\u8ddd\u7f29\u5230\u4e00\u4e2a\u70b9\u5185\uff1b\u5728 DeepSWE v1.1\u3001SWE-Marathon \u4e0a\u5b83\u53cd\u800c\u9886\u5148\u3002\u8fd9\u4e9b\u662f\u5382\u5546\u81ea\u6d4b\u3001\u672a\u7ecf\u7b2c\u4e09\u65b9\u590d\u73b0\uff0c\u4f46\u65b9\u5411\u8db3\u591f\u6e05\u695a\u2014\u2014<strong>\u8fd9\u662f\u4e00\u6b3e\u4e3a\u957f\u8dd1 Agent \u4f18\u5316\u7684\u6a21\u578b<\/strong>.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4ef7\u683c\uff1a\u5355\u4ef7\u4fbf\u5b9c\u4e09\u5206\u4e4b\u4e00\uff0c\u5355\u4f4d\u4efb\u52a1\u6210\u672c\u5374\u6ca1\u964d<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>enter<\/strong>\uff1a$2 \/ \u767e\u4e07 token\uff08K3 \u662f $3\uff09<\/li>\n<li><strong>output<\/strong>\uff1a$10 \/ \u767e\u4e07 token\uff08K3 \u662f $15\uff09<\/li>\n<li><strong>\u7f13\u5b58\u547d\u4e2d\u8bfb\u53d6<\/strong>\uff1a$0.20 \/ \u767e\u4e07 token\uff08K3 \u662f $0.30\uff09<\/li>\n<li><strong>Highspeed \u7248<\/strong>\uff1a$4 \/ $20\uff0c\u6362 2\u20133 \u500d\u901f\u5ea6<\/li>\n<li><strong>\u7f13\u5b58\u5199\u5165\u53e6\u8ba1<\/strong>\uff1a5 \u5206\u949f\u7f13\u5b58 $2 \/ \u767e\u4e07\uff0c1 \u5c0f\u65f6 $4 \/ \u767e\u4e07<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f46\u6709\u4e2a\u5bb9\u6613\u5ffd\u7565\u7684\u5751\uff1aArtificial Analysis \u6d4b\u51fa\u7684<strong>\u6bcf\u4efb\u52a1\u6210\u672c\u662f $1.98\uff0c\u4e0e K3 \u51e0\u4e4e\u6301\u5e73<\/strong>\u3002\u56e0\u4e3a K3.1 Pro \u5b8c\u6210\u540c\u4e00\u9053\u9898\u5e73\u5747\u8f93\u51fa 55K token\uff0c\u6bd4 K3 \u7684 48K \u591a 14%\uff0c\u628a 33% \u7684\u964d\u4ef7\u5403\u6389\u5927\u534a\u3002\u6240\u4ee5\u77ed\u95ee\u7b54\u573a\u666f\u80fd\u5168\u989d\u4eab\u53d7\u964d\u4ef7\uff1b\u957f\u94fe\u63a8\u7406\u3001Agent \u53cd\u590d\u8bd5\u9519\u7684\u573a\u666f\uff0c\u8d26\u5355\u53ef\u80fd\u548c\u6362\u6a21\u578b\u4e4b\u524d\u5dee\u4e0d\u591a\u3002<strong>\u8fc1\u79fb\u524d\u7528\u81ea\u5df1\u771f\u5b9e\u7684 prompt \u8dd1\u4e00\u904d\uff0c\u522b\u53ea\u770b\u4ef7\u76ee\u8868\u3002<\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u90e8\u7f72\uff1a\u81ea\u6258\u7ba1\u95e8\u69db\u548c K3 \u4e00\u6a21\u4e00\u6837<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u67b6\u6784\u6ca1\u53d8\uff0cK3 \u7684\u81ea\u6258\u7ba1\u8d26\u53ef\u4ee5\u7167\u6284\uff1aMXFP4 \u683c\u5f0f\u6743\u91cd\u7ea6 <strong>1.56 TB<\/strong>\uff0c\u9700\u8981 2TB \u4ee5\u4e0a\u805a\u5408\u663e\u5b58\u7684\u591a\u8282\u70b9\u96c6\u7fa4\u52a0\u9ad8\u901f\u4e92\u8054\uff0c\u4e2a\u4eba\u7535\u8111\u548c\u5355\u5361\u5de5\u4f5c\u7ad9\u522b\u60f3\u3002\u5bf9\u7edd\u5927\u591a\u6570\u56e2\u961f\u6765\u8bf4\u73b0\u5b9e\u8def\u5f84\u53ea\u6709 API\uff1b\u597d\u5728\u63a5\u53e3\u662f OpenAI \u517c\u5bb9\u7684\uff0c\u6362 base URL \u548c\u6a21\u578b\u540d\u5c31\u80fd\u63a5\u4e0a\u3002\u5b98\u65b9\u627f\u8bfa<strong>\u5b8c\u6574\u6743\u91cd 11 \u6708 4 \u65e5\u524d\u653e\u51fa<\/strong>\uff0c\u4f46\u8bb8\u53ef\u8bc1\u672a\u516c\u5e03\u2014\u2014K3 \u7528\u7684\u662f\u81ea\u5b9a\u4e49 <a href=\"https:\/\/kimi.moonshot.cn\" target=\"_blank\" rel=\"nofollow noopener\">Kimi<\/a> K3 License\uff08\u975e OSI \u8ba4\u53ef\u534f\u8bae\uff09\uff0c\u5546\u7528\u524d\u52a1\u5fc5\u7b49\u8bb8\u53ef\u8bc1\u7ec6\u5219\u843d\u5730\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4f7f\u7528\u4f53\u9a8c\u4e0e\u5c40\u9650\uff1a\u4e09\u4e2a\u4fdd\u7559\u610f\u89c1<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u57fa\u51c6\u662f\u6df7\u5408\u53e3\u5f84\u3002<\/strong>Moonshot \u7528 <a href=\"https:\/\/claude.ai\" target=\"_blank\" rel=\"nofollow noopener\">Claude<\/a> Code \u7684 harness \u8dd1 K3.1 Pro\uff0c\u5176\u4ed6\u6a21\u578b\u5206\u6570\u53d6\u81ea\u5404\u5bb6\u62a5\u544a\u6216\u516c\u5f00\u699c\u5355\uff0c\u4e25\u683c\u8bf4\u4e0d\u662f\u540c\u4e00\u628a\u5c3a\u5b50\uff0cIntelligence Index \u662f\u552f\u4e00\u7684\u72ec\u7acb\u6570\u636e\u6e90\u3002<strong>\u5b89\u5168\u53d6\u820d\u662f\u660e\u786e\u7684\u3002<\/strong>\u5b98\u65b9\u627f\u8ba4\u5728 mid-training \u548c RL \u6570\u636e\u91cc\u4e3b\u52a8\u79fb\u9664\u4e86\u7f51\u7edc\u653b\u51fb\u76f8\u5173\u5185\u5bb9\uff0c\u7528\u90e8\u5206\u6f0f\u6d1e\u7814\u7a76\u80fd\u529b\u6362\u66f4\u5b89\u5168\u7684\u5f00\u6e90\u6a21\u578b\u2014\u2014\u505a\u5b89\u5168\u7814\u7a76\u7684\u56e2\u961f\u8981\u77e5\u9053\u8fd9\u662f&#8221;\u6545\u610f\u4e0d\u7ed9&#8221;\u800c\u975e&#8221;\u80fd\u529b\u4e0d\u8db3&#8221;\u3002<strong>\u5e7b\u89c9\u6570\u636e\u4e24\u5957\u53e3\u5f84\u5dee\u5f88\u8fdc\u3002<\/strong>\u5b98\u65b9\u5185\u90e8\u6d4b\u8bd5\u79f0 claim-level \u5e7b\u89c9\u7387\u4ece 23.4% \u964d\u5230 8.3%\uff0cAA \u6d4b\u7684\u5374\u662f 53% \u2192 44%\uff0c\u771f\u5b9e\u4f53\u9a8c\u5927\u6982\u7387\u5728\u4e24\u8005\u4e4b\u95f4\uff1a\u6709\u6539\u5584\uff0c\u4f46\u8fdc\u6ca1\u5230\u4e0d\u7528\u6838\u5bf9\u7684\u7a0b\u5ea6\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e0e\u5176\u4ed6\u540c\u7c7b\u6a21\u578b\u6a2a\u5411\u5bf9\u6bd4<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table>\n<thead><tr><th>Model<\/th><th>\u89c4\u6a21 \/ \u5f62\u6001<\/th><th>Core Positioning<\/th><th>This Site\u2019s Rating<\/th><\/tr><\/thead>\n<tbody>\n<tr><td><strong><a href=\"https:\/\/kimi.moonshot.cn\" target=\"_blank\" rel=\"nofollow noopener\">Kimi<\/a> K3.1 Pro<\/strong><\/td><td>2.8T \u603b\u53c2 \/ 104B \u6fc0\u6d3b\uff0c1M \u4e0a\u4e0b\u6587<\/td><td>\u957f\u5468\u671f Agent + \u7f16\u7a0b\uff0c\u5f00\u6e90\u6743\u91cd<\/td><td>8.8<\/td><\/tr>\n<tr><td><a href=\"https:\/\/aidashxp.com\/en\/kimi-k3-amazon-bedrock\/\">Kimi K3<\/a><\/td><td>\u540c\u67b6\u6784\u4e0a\u4e00\u4ee3\uff0c$3\/$15<\/td><td>Bedrock \u4e0a\u67b6\uff0c\u4f01\u4e1a\u91c7\u8d2d\u8def\u5f84\u6210\u719f<\/td><td>\u2014<\/td><\/tr>\n<tr><td><a href=\"https:\/\/aidashxp.com\/en\/deepseek-v4-pro-0813-review\/\">DeepSeek V4 Pro<\/a><\/td><td>MoE\uff0c1M \u4e0a\u4e0b\u6587<\/td><td>\u6781\u81f4\u6027\u4ef7\u6bd4\uff0c\u56fd\u5185 API \u4e3b\u529b<\/td><td>8.9<\/td><\/tr>\n<tr><td><a href=\"https:\/\/aidashxp.com\/en\/glm-5-3-review\/\">GLM 5.3<\/a><\/td><td>\u667a\u8c31\u767e\u4e07\u4e0a\u4e0b\u6587\u63a8\u7406<\/td><td>\u4e2d\u6587\u573a\u666f + \u7f16\u7a0b Agent<\/td><td>8.4<\/td><\/tr>\n<tr><td><a href=\"https:\/\/aidashxp.com\/en\/claude-opus-5-5-review\/\">Claude Opus 5.5<\/a><\/td><td>\u95ed\u6e90\u65d7\u8230<\/td><td>\u5bf9\u9f50\u80fd\u529b\u4e0e\u5b89\u5168\u6700\u5f3a<\/td><td>8.9<\/td><\/tr>\n<tr><td><a href=\"https:\/\/aidashxp.com\/en\/claude-sonnet-5-5-review\/\">Claude Sonnet 5.5<\/a><\/td><td>\u95ed\u6e90\u4e2d\u7aef\u4e3b\u529b<\/td><td>\u6027\u4ef7\u6bd4\u5747\u8861\uff0cAgent \u901a\u7528<\/td><td>8.8<\/td><\/tr>\n<tr><td><a href=\"https:\/\/aidashxp.com\/en\/meta-muse-wonder-review\/\">Muse Wonder Full<\/a><\/td><td>Meta\u2019s first frontier model<\/td><td>MemoryBench \u5f3a\u9879<\/td><td>8.3<\/td><\/tr>\n<tr><td><a href=\"https:\/\/aidashxp.com\/en\/qwen38-2-4t-a95b-review\/\">Qwen3.8 2.4T A95B<\/a><\/td><td>2.4T \u5f00\u6e90\u6743\u91cd<\/td><td>\u56fd\u4ea7\u5f00\u6e90\u65d7\u8230\uff0c\u591a\u6a21\u6001<\/td><td>8.5<\/td><\/tr>\n<\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u8fd9\u5f20\u5750\u6807\u7cfb\u91cc\uff0cK3.1 Pro \u7684\u4f4d\u7f6e\u662f\uff1a<strong>\u80fd\u529b\u903c\u8fd1\u95ed\u6e90\u7b2c\u4e00\u68af\u961f\uff0c\u4ef7\u683c\u662f\u5f00\u6e90\u65d7\u8230\u91cc\u7684\u4e0a\u6cbf<\/strong>\u3002\u5355\u4ef7\u7ea6\u662f <a href=\"https:\/\/chat.deepseek.com\" target=\"_blank\" rel=\"nofollow noopener\">DeepSeek<\/a> V4 Pro \u7684 2.5 \u500d\u3001GLM 5.3 \u7684\u4e24\u500d\uff0c\u6362\u7684\u662f Terminal-Bench \u8fd9\u7c7b Agent \u786c\u6307\u6807\u7684\u660e\u663e\u9886\u5148\u3002\u8dd1&#8221;\u7b80\u5355\u95ee\u7b54\u3001\u91cf\u5927&#8221;\u7684\uff0c\u7528 <a href=\"https:\/\/aidashxp.com\/en\/mistral-large-4-le-chonk-1t-model\/\">Mistral Large 4<\/a> or <a href=\"https:\/\/chat.deepseek.com\" target=\"_blank\" rel=\"nofollow noopener\">DeepSeek<\/a> \u66f4\u5212\u7b97\uff1b\u8dd1&#8221;AI \u81ea\u5df1\u5199\u4ee3\u7801\u3001\u8fde\u7eed\u51e0\u5341\u6b65\u4e0d\u51fa\u9519&#8221;\u7684\uff0c\u8fd9 3 \u5206\u5dee\u8ddd\u503c\u8fd9\u4e2a\u4ef7\u3002\u540c\u7c7b\u5f00\u6e90\u91cc <a href=\"https:\/\/aidashxp.com\/en\/reflection-beam-open-weight-release\/\">Reflection Beam<\/a> and <a href=\"https:\/\/aidashxp.com\/en\/recursive-flint-review\/\">Recursive Flint<\/a> \u8d70\u7684\u662f\u5c0f\u53c2\u6570\u672c\u5730\u8def\u7ebf\uff0c\u4e0e\u5b83\u4e0d\u662f\u540c\u4e00\u573a\u7ade\u4e89\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Overall Score<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table>\n<thead><tr><th>\u7ef4\u5ea6<\/th><th>Score<\/th><th>evaluate<\/th><\/tr><\/thead>\n<tbody>\n<tr><td>functional completeness<\/td><td>9.0 \/ 10<\/td><td>1M \u4e0a\u4e0b\u6587 + 94 \u4e07\u8f93\u51fa + \u539f\u751f\u5de5\u5177\u8c03\u7528\uff0cAgent \u9700\u8981\u7684\u90fd\u6709<\/td><\/tr>\n<tr><td>\u6613\u7528\u6027<\/td><td>8.3 \/ 10<\/td><td>API \u597d\u63a5\uff0c\u4f46\u81ea\u6258\u7ba1 1.56TB\uff0c\u4e2a\u4eba\u53ea\u80fd\u8d70\u4e91<\/td><\/tr>\n<tr><td>Cost-effectiveness<\/td><td>8.6 \/ 10<\/td><td>\u5355\u4ef7\u6bd4 K3 \u4f4e 33%\uff0c\u8f93\u51fa token \u53d8\u591a\u62b5\u6d88\u4e86\u4e00\u90e8\u5206<\/td><\/tr>\n<tr><td>\u4e2d\u6587\u652f\u6301<\/td><td>9.2 \/ 10<\/td><td>\u56fd\u4ea7\u6a21\u578b\u7684\u4e2d\u6587\u8bed\u611f\u4ecd\u662f\u7b2c\u4e00\u68af\u961f<\/td><\/tr>\n<tr><td>\u8f93\u51fa\u8d28\u91cf<\/td><td>9.0 \/ 10<\/td><td>Agent \u4e0e\u7f16\u7a0b\u5df2\u8d34\u95ed\u6e90\u65d7\u8230\uff0c\u901a\u7528\u77e5\u8bc6\u63d0\u5347\u6709\u9650<\/td><\/tr>\n<\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Overall rating: 8.8\/10<\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Frequently Asked Questions (FAQ)<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><a href=\"https:\/\/kimi.moonshot.cn\" target=\"_blank\" rel=\"nofollow noopener\">Kimi<\/a> K3.1 Pro \u514d\u8d39\u5417\uff1f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">API \u6536\u8d39\uff1a\u8f93\u5165 $2 \/ \u767e\u4e07 token\uff0c\u8f93\u51fa $10 \/ \u767e\u4e07\uff0c\u7f13\u5b58\u547d\u4e2d\u8bfb\u53d6 $0.20\u3002<a href=\"https:\/\/kimi.moonshot.cn\" target=\"_blank\" rel=\"nofollow noopener\">Kimi<\/a>.com \u7f51\u9875\u7aef\u6709\u514d\u8d39\u989d\u5ea6\uff0c\u4f46\u65d7\u8230\u6a21\u578b\u7684\u5b9e\u9645\u53ef\u7528\u91cf\u53d7\u4f1a\u5458\u4e0e\u989d\u5ea6\u9650\u5236\u3002\u6743\u91cd\u867d\u627f\u8bfa\u5f00\u6e90\uff0c\u8dd1\u8d77\u6765\u9700\u8981\u591a\u8282\u70b9\u96c6\u7fa4\uff0c\u4e0d\u7b49\u4e8e\u4e2a\u4eba\u514d\u8d39\u7528\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><a href=\"https:\/\/kimi.moonshot.cn\" target=\"_blank\" rel=\"nofollow noopener\">Kimi<\/a> K3.1 Pro \u7684\u6743\u91cd\u4ec0\u4e48\u65f6\u5019\u5f00\u6e90\uff1f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b98\u65b9\u627f\u8bfa 2026 \u5e74 11 \u6708 4 \u65e5\u524d\u653e\u51fa\u5b8c\u6574\u6743\u91cd\uff0c\u4f46\u8bb8\u53ef\u8bc1\u5c1a\u672a\u516c\u5e03\u3002\u53c2\u8003 K3 \u4f7f\u7528\u81ea\u5b9a\u4e49 <a href=\"https:\/\/kimi.moonshot.cn\" target=\"_blank\" rel=\"nofollow noopener\">Kimi<\/a> K3 License \u800c\u975e OSI \u8ba4\u53ef\u534f\u8bae\uff0c\u5546\u7528\u524d\u5efa\u8bae\u7b49\u8bb8\u53ef\u8bc1\u7ec6\u5219\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u672c\u5730\u90e8\u7f72 <a href=\"https:\/\/kimi.moonshot.cn\" target=\"_blank\" rel=\"nofollow noopener\">Kimi<\/a> K3.1 Pro \u9700\u8981\u4ec0\u4e48\u914d\u7f6e\uff1f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">MXFP4 \u6743\u91cd\u7ea6 1.56 TB\uff0c\u9700\u8981 2TB \u4ee5\u4e0a\u805a\u5408 GPU \u663e\u5b58\u7684\u591a\u8282\u70b9\u96c6\u7fa4\u52a0\u9ad8\u901f\u4e92\u8054\uff0c\u666e\u901a\u5de5\u4f5c\u7ad9\u8dd1\u4e0d\u52a8\u3002\u4e2a\u4eba\u548c\u5c0f\u56e2\u961f\u73b0\u5b9e\u7684\u9009\u62e9\u662f\u8d70 API\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><a href=\"https:\/\/kimi.moonshot.cn\" target=\"_blank\" rel=\"nofollow noopener\">Kimi<\/a> K3.1 Pro \u548c <a href=\"https:\/\/claude.ai\" target=\"_blank\" rel=\"nofollow noopener\">Claude<\/a> Opus 5.5: Which Should You Choose?<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u770b\u4efb\u52a1\u7c7b\u578b\u3002\u7eaf Agent \u4e0e\u7ec8\u7aef\u64cd\u4f5c\u5dee\u8ddd\u5df2\u5f88\u5c0f\uff0c\u5b98\u65b9\u53e3\u5f84 Terminal-Bench 4.0 \u662f 65.7 \u5bf9 66.4\uff1bIntelligence Index \u4e0a K3.1 Pro \u843d\u540e 3 \u5206\uff0c\u901a\u7528\u77e5\u8bc6\u4e0e\u5b89\u5168\u5bf9\u9f50\u4ecd\u662f Opus 5.5 \u66f4\u5f3a\u3002\u91cf\u5927\u8ffd\u6210\u672c\u7684\u56e2\u961f\u4f18\u5148\u9009 K3.1 Pro\uff0c\u9ad8\u5408\u89c4\u8981\u6c42\u573a\u666f\u4ecd\u5efa\u8bae Opus 5.5\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u603b\u7ed3\uff1a\u5f00\u6e90\u9635\u8425\u7b2c\u4e00\u6b21\u771f\u6b63\u8d34\u4e0a\u95ed\u6e90\u65d7\u8230<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">K3.1 Pro \u7684\u610f\u4e49\u4e0d\u5728&#8221;\u53c8\u53d1\u4e86\u4e2a\u65b0\u7248\u672c&#8221;\uff0c\u800c\u5728\u4e8e\u628a\u5f00\u6e90\u4e0e\u95ed\u6e90\u7684 Intelligence Index \u5dee\u8ddd\u4ece 12 \u5206\u538b\u5230 3 \u5206\uff0c\u540c\u65f6\u628a\u4ef7\u683c\u5f80\u4e0b\u8c03\u3002\u771f\u6b63\u7684\u5206\u6c34\u5cad\u5728 11 \u6708 4 \u65e5\u2014\u2014\u6743\u91cd\u843d\u5730\u3001\u8bb8\u53ef\u8bc1\u516c\u5f00\u4e4b\u540e\uff0c\u624d\u80fd\u5224\u65ad\u5b83\u662f&#8221;\u80fd\u81ea\u5df1\u8dd1\u7684\u65d7\u8230&#8221;\u8fd8\u662f&#8221;\u53ea\u80fd\u79df\u7684\u65d7\u8230&#8221;\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Want to Discover More Useful AI Tools? Explore Our <a href=\"https:\/\/aidashxp.com\/en\/ai-models\/\">AI Model Library<\/a> and <a href=\"https:\/\/aidashxp.com\/en\/compare-tools\/\">Tool Comparison Engine<\/a>or continue reading:<a href=\"https:\/\/aidashxp.com\/en\/deepseek-v4-pro-0813-review\/\">DeepSeek V4 Pro In-Depth Evaluation<\/a> \u00b7 <a href=\"https:\/\/aidashxp.com\/en\/glm-5-3-review\/\">GLM 5.3 in-depth review<\/a> \u00b7 <a href=\"https:\/\/aidashxp.com\/en\/recursive-flint-review\/\">In-depth review of Recursive Flint<\/a> \u00b7 <a href=\"https:\/\/aidashxp.com\/en\/reviews\/\">Full Review List<\/a>.<\/p>","protected":false},"excerpt":{"rendered":"<p>Moonshot AI\uff08\u6708\u4e4b\u6697\u9762\uff09\u5728 2 [&hellip;]<\/p>\n","protected":false},"author":0,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[6],"tags":[],"class_list":["post-611","post","type-post","status-publish","format-standard","hentry","category-ai-coding"],"_links":{"self":[{"href":"https:\/\/aidashxp.com\/en\/wp-json\/wp\/v2\/posts\/611","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aidashxp.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aidashxp.com\/en\/wp-json\/wp\/v2\/types\/post"}],"replies":[{"embeddable":true,"href":"https:\/\/aidashxp.com\/en\/wp-json\/wp\/v2\/comments?post=611"}],"version-history":[{"count":1,"href":"https:\/\/aidashxp.com\/en\/wp-json\/wp\/v2\/posts\/611\/revisions"}],"predecessor-version":[{"id":614,"href":"https:\/\/aidashxp.com\/en\/wp-json\/wp\/v2\/posts\/611\/revisions\/614"}],"wp:attachment":[{"href":"https:\/\/aidashxp.com\/en\/wp-json\/wp\/v2\/media?parent=611"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aidashxp.com\/en\/wp-json\/wp\/v2\/categories?post=611"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aidashxp.com\/en\/wp-json\/wp\/v2\/tags?post=611"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}