{"id":324,"date":"2026-06-28T08:12:50","date_gmt":"2026-06-28T00:12:50","guid":{"rendered":"https:\/\/aidashxp.com\/sakana-fugu-ultra-review\/"},"modified":"2026-06-28T08:12:50","modified_gmt":"2026-06-28T00:12:50","slug":"sakana-fugu-ultra-review","status":"publish","type":"post","link":"https:\/\/aidashxp.com\/en\/sakana-fugu-ultra-review\/","title":{"rendered":"Sakana Fugu Ultra in-depth review: Japanese AI orchestration system, SWE-Bench Pro scores 73.7 to challenge cutting-edge models"},"content":{"rendered":"<p class=\"wp-block-paragraph\">\u65e5\u672cAI\u5b9e\u9a8c\u5ba4<strong>Sakana AI<\/strong>\u4e8e6\u670822\u65e5\u6b63\u5f0f\u53d1\u5e03\u4e86\u5176\u6700\u65b0\u4ea7\u54c1<strong>Fugu\u548cFugu Ultra<\/strong>\u2014\u2014\u8fd9\u4e0d\u662f\u4e00\u4e2a\u4f20\u7edf\u7684\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u800c\u662f\u4e00\u4e2a<strong>\u591a\u667a\u80fd\u4f53\u7f16\u6392\u7cfb\u7edf<\/strong>\u3002\u5b83\u901a\u8fc7\u5355\u4e00API\u63a5\u53e3\uff0c\u52a8\u6001\u8c03\u5ea6\u4e00\u4e2a\u7531\u591a\u4e2a\u524d\u6cbf\u6a21\u578b\u7ec4\u6210\u7684&#8221;\u667a\u80fd\u4f53\u6c60&#8221;\uff0c\u4e3a\u590d\u6742\u4efb\u52a1\u81ea\u52a8\u9009\u62e9\u6700\u4f73\u6267\u884c\u7b56\u7565\u3002Fugu Ultra\u5728SWE-Bench Pro\u7f16\u7a0b\u57fa\u51c6\u4e0a\u53d6\u5f97\u4e8673.7\u5206\uff0cSakana AI\u58f0\u79f0\u5176\u6027\u80fd\u5df2\u53ef\u5ab2\u7f8eAnthropic\u7684Mythos\u548cFable 5\u7ea7\u522b\u6a21\u578b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">core competencies<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Fugu\u7684\u6838\u5fc3\u521b\u65b0\u5728\u4e8e\u5b83\u7684<strong>&#8220;\u7f16\u6392\u5373\u6a21\u578b&#8221;<\/strong>\u67b6\u6784\u3002\u7528\u6237\u53ea\u9700\u53d1\u9001\u4e00\u4e2a\u8bf7\u6c42\u5230\u5355\u4e00\u7aef\u70b9\uff0cFugu\u5185\u90e8\u4f1a\u81ea\u52a8\u5224\u65ad\uff1a\u662f\u76f4\u63a5\u56de\u7b54\u7b80\u5355\u95ee\u9898\uff0c\u8fd8\u662f\u7ec4\u5efa\u4e00\u4e2a&#8221;\u4e13\u5bb6\u56e2\u961f&#8221;\u6765\u5904\u7406\u590d\u6742\u4efb\u52a1\u3002\u6574\u4e2a\u8fc7\u7a0b\u5bf9\u5f00\u53d1\u8005\u5b8c\u5168\u900f\u660e\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u591a\u6a21\u578b\u52a8\u6001\u8c03\u5ea6<\/strong>\uff1aFugu\u672c\u8eab\u662f\u4e00\u4e2a\u8bad\u7ec3\u6709\u7d20\u7684\u8bed\u8a00\u6a21\u578b\uff0c\u4e13\u95e8\u5b66\u4e60\u5982\u4f55\u8c03\u7528\u5176\u4ed6LLM\uff0c\u5305\u62ec\u9012\u5f52\u8c03\u7528\u81ea\u8eab\u5b9e\u4f8b<\/li>\n<li><strong>\u53cc\u7248\u672c\u8bbe\u8ba1<\/strong>\uff1aFugu\uff08\u57fa\u7840\u7248\uff09\u548cFugu Ultra\uff08\u65d7\u8230\u7248\uff09\uff0c\u901a\u8fc7\u540c\u4e00\u4e2aOpenAI\u517c\u5bb9API\u8bbf\u95ee<\/li>\n<li><strong>\u53ef\u66ff\u6362\u7684\u667a\u80fd\u4f53\u6c60<\/strong>\uff1a\u5e95\u5c42\u7684&#8221;\u4e13\u5bb6\u6a21\u578b\u6c60&#8221;\u5b8c\u5168\u53ef\u66ff\u6362\uff0cSakana\u8ba1\u5212\u672a\u6765\u52a0\u5165\u5f00\u6e90\u6a21\u578b\u548c\u81ea\u7814\u6a21\u578b<\/li>\n<li><strong>\u57fa\u51c6\u8868\u73b0\u7a81\u51fa<\/strong>\uff1aFugu Ultra\u5728SWE-Bench Pro\u53d6\u5f9773.7\u5206\uff0cTerminalBench 2.1\u53d6\u5f9782.1\u5206\uff0c\u8d85\u8fc7GPT-5.5\u548c<a href=\"https:\/\/claude.ai\" target=\"_blank\" rel=\"nofollow noopener\">Claude<\/a> Opus 4.8<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">User experience and limitations<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ece\u65e9\u671f\u7528\u6237\u53cd\u9988\u6765\u770b\uff0cFugu Ultra\u7684\u80fd\u529b\u786e\u5b9e\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\uff0c\u5c24\u5176\u5728<strong>\u7f16\u7a0b\u548c\u79d1\u5b66\u63a8\u7406<\/strong>\u4efb\u52a1\u4e0a\u8868\u73b0\u7a81\u51fa\u3002Sakana AI\u5728\u5b83\u7684\u4ea7\u54c1\u9875\u9762\u4e0a\u5c55\u793a\u4e86Fugu Ultra\u5728\u8d85\u53c2\u6570\u4f18\u5316\u4efb\u52a1\u4e2d\u6301\u7eed\u8d85\u8d8aGPT-5.5\u3001Gemini 3.1 Pro\u548c<a href=\"https:\/\/claude.ai\" target=\"_blank\" rel=\"nofollow noopener\">Claude<\/a> Opus 4.8\u7684\u5b9e\u9a8c\u7ed3\u679c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f46Fugu\u4e5f\u6709\u660e\u663e\u7684\u77ed\u677f\uff1a<strong>API\u54cd\u5e94\u901f\u5ea6\u8f83\u6162<\/strong>\u2014\u2014\u56e0\u4e3a\u5b83\u5185\u90e8\u9700\u8981\u8c03\u5ea6\u591a\u4e2a\u6a21\u578b\u534f\u540c\u5de5\u4f5c\uff0c\u7b80\u5355\u67e5\u8be2\u4e5f\u6709\u7ea61260 token\u7684\u56fa\u5b9a\u7f16\u6392\u5f00\u9500\uff0c\u590d\u6742\u67e5\u8be2\u7684\u603btoken\u6d88\u8017\u53ef\u8fbe\u53ef\u89c1\u8f93\u51fa\u76845\u523012\u500d\u3002\u5b9a\u4ef7\u65b9\u9762\uff0cFugu Ultra\u6bcf\u6708<strong>200\u7f8e\u5143<\/strong>\uff0c\u6709\u7528\u6237\u8c03\u4f83&#8221;\u82b1\u4e86200\u7f8e\u5143\uff0c\u6bcf\u5468\u5b9e\u9645\u4f7f\u7528\u4e0d\u52303\u5c0f\u65f6&#8221;\u3002\u6b64\u5916\uff0c<strong>\u76ee\u524d\u4e0d\u652f\u6301\u6b27\u76df\u548c\u6b27\u6d32\u7ecf\u6d4e\u533a<\/strong>\u7684\u8bbf\u95ee\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>8.5 \/ 10<\/td><td>\u591a\u667a\u80fd\u4f53\u7f16\u6392\u67b6\u6784\u72ec\u7279\uff0c\u4f46\u76ee\u524d\u53ef\u7528\u7684\u4e13\u5bb6\u6a21\u578b\u6c60\u8303\u56f4\u6709\u9650<\/td><\/tr>\n<tr><td>\u6613\u7528\u6027<\/td><td>8.0 \/ 10<\/td><td>\u5355\u4e00API\u63a5\u53e3\u964d\u4f4e\u96c6\u6210\u96be\u5ea6\uff0c\u4f46\u54cd\u5e94\u901f\u5ea6\u8f83\u6162\u5f71\u54cd\u4f53\u9a8c<\/td><\/tr>\n<tr><td>Cost-effectiveness<\/td><td>7.0 \/ 10<\/td><td>200\u7f8e\u5143\/\u6708\u5b9a\u4ef7\u504f\u9ad8\uff0c\u7f16\u6392\u5f00\u9500\u5bfc\u81f4\u5b9e\u9645token\u6210\u672c\u662f\u53ef\u89c1\u8f93\u51fa\u76845-12\u500d<\/td><\/tr>\n<tr><td>\u4e2d\u6587\u652f\u6301<\/td><td>7.5 \/ 10<\/td><td>\u5e95\u5c42\u6a21\u578b\u6c60\u5305\u542b\u591a\u8bed\u8a00\u6a21\u578b\uff0c\u4f46\u975e\u4e2d\u6587\u539f\u751f\u4f18\u5316<\/td><\/tr>\n<tr><td>\u8f93\u51fa\u8d28\u91cf<\/td><td>8.8 \/ 10<\/td><td>\u7f16\u7a0b\u548c\u63a8\u7406\u4efb\u52a1\u8868\u73b0\u51fa\u8272\uff0cSWE-Bench Pro 73.7\u5206\u9a8c\u8bc1\u4e86\u5176\u80fd\u529b<\/td><\/tr>\n<\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Overall rating: 8.0\/10<\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Summarize<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Sakana Fugu\u4ee3\u8868\u4e86\u4e00\u79cd\u5168\u65b0\u7684AI\u4ea7\u54c1\u8303\u5f0f\u2014\u2014\u4e0d\u518d\u662f&#8221;\u8bad\u7ec3\u4e00\u4e2a\u66f4\u5f3a\u7684\u6a21\u578b&#8221;\uff0c\u800c\u662f<strong>&#8220;\u8bad\u7ec3\u4e00\u4e2a\u66f4\u806a\u660e\u7684\u8c03\u5ea6\u5458&#8221;<\/strong>\u3002\u8fd9\u79cd\u601d\u8def\u5728\u6280\u672f\u4e0a\u6781\u5177\u524d\u77bb\u6027\uff0c\u5c24\u5176\u9002\u5408\u90a3\u4e9b\u9700\u8981\u7075\u6d3b\u8c03\u7528\u4e0d\u540c\u6a21\u578b\u4f18\u52bf\u7684\u590d\u6742\u573a\u666f\u3002\u4f46\u76ee\u524dFugu\u53d7\u9650\u4e8e\u54cd\u5e94\u901f\u5ea6\u548c\u5b9a\u4ef7\uff0c\u66f4\u9002\u5408\u5bf9\u6210\u672c\u4e0d\u654f\u611f\u3001\u8ffd\u6c42\u6781\u81f4\u8f93\u51fa\u8d28\u91cf\u7684\u4e13\u4e1a\u5f00\u53d1\u8005\u3002\u968f\u7740\u5e95\u5c42\u667a\u80fd\u4f53\u6c60\u7684\u6269\u5c55\u548c\u4f18\u5316\uff0cFugu\u7684&#8221;\u7f16\u6392\u5373\u6a21\u578b&#8221;\u7406\u5ff5\u6709\u53ef\u80fd\u6210\u4e3a\u4e0b\u4e00\u4ee3AI\u57fa\u7840\u8bbe\u65bd\u7684\u91cd\u8981\u65b9\u5411\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/aidashxp.com\/en\/\">AI Dash<\/a> \u2014 \u53d1\u73b0\u6700\u597d\u7528\u7684AI\u5de5\u5177\uff0c\u83b7\u53d6\u6700\u65b0AI\u6a21\u578b\u8bc4\u6d4b\u3002<\/p>","protected":false},"excerpt":{"rendered":"<p>\u65e5\u672cAI\u5b9e\u9a8c\u5ba4Sakana AI\u4e8e6\u67082 [&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 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