{"id":599,"date":"2026-01-04T15:00:35","date_gmt":"2026-01-04T07:00:35","guid":{"rendered":"https:\/\/1ow.top\/index.php\/2026\/01\/04\/%e3%80%8c%e5%8c%97%e4%ba%ac%e7%89%88%e5%b9%bb%e6%96%b9%e3%80%8d%e5%86%b7%e4%b8%8d%e4%b8%81%e5%bc%80%e6%ba%90sota%e4%bb%a3%e7%a0%81%e5%a4%a7%e6%a8%a1%e5%9e%8b%ef%bc%81%e4%b8%80%e5%bc%a03090%e5%b0%b1\/"},"modified":"2026-01-04T15:00:35","modified_gmt":"2026-01-04T07:00:35","slug":"%e3%80%8c%e5%8c%97%e4%ba%ac%e7%89%88%e5%b9%bb%e6%96%b9%e3%80%8d%e5%86%b7%e4%b8%8d%e4%b8%81%e5%bc%80%e6%ba%90sota%e4%bb%a3%e7%a0%81%e5%a4%a7%e6%a8%a1%e5%9e%8b%ef%bc%81%e4%b8%80%e5%bc%a03090%e5%b0%b1","status":"publish","type":"post","link":"https:\/\/1ow.top\/index.php\/2026\/01\/04\/%e3%80%8c%e5%8c%97%e4%ba%ac%e7%89%88%e5%b9%bb%e6%96%b9%e3%80%8d%e5%86%b7%e4%b8%8d%e4%b8%81%e5%bc%80%e6%ba%90sota%e4%bb%a3%e7%a0%81%e5%a4%a7%e6%a8%a1%e5%9e%8b%ef%bc%81%e4%b8%80%e5%bc%a03090%e5%b0%b1\/","title":{"rendered":"\u300c\u5317\u4eac\u7248\u5e7b\u65b9\u300d\u51b7\u4e0d\u4e01\u5f00\u6e90SOTA\u4ee3\u7801\u5927\u6a21\u578b\uff01\u4e00\u5f203090\u5c31\u80fd\u8dd1\uff0c40B\u53c2\u6570\u6380\u7ffbOpus-4.5\u548cGPT-5.2"},"content":{"rendered":"<figure class=\"wp-block-image\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/1ow.top\/wp-content\/uploads\/2026\/01\/4a949cd0e07a32914d5d8287ab6ba130.webp'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/1ow.top\/wp-content\/uploads\/2026\/01\/4a949cd0e07a32914d5d8287ab6ba130.webp\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\u300c\u5317\u4eac\u7248\u5e7b\u65b9\u300d\u51b7\u4e0d\u4e01\u5f00\u6e90SOTA\u4ee3\u7801\u5927\u6a21\u578b\uff01\u4e00\u5f203090\u5c31\u80fd\u8dd1\uff0c40B\u53c2\u6570\u6380\u7ffbOpus-4.5\u548cGPT-5.2\"\/><\/div><\/figure>\n<figure class=\"wp-block-image\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/1ow.top\/wp-content\/uploads\/2026\/01\/3aa40e839a4133a563d2eb65cabd7fdd.gif'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/1ow.top\/wp-content\/uploads\/2026\/01\/3aa40e839a4133a563d2eb65cabd7fdd.gif\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\u300c\u5317\u4eac\u7248\u5e7b\u65b9\u300d\u51b7\u4e0d\u4e01\u5f00\u6e90SOTA\u4ee3\u7801\u5927\u6a21\u578b\uff01\u4e00\u5f203090\u5c31\u80fd\u8dd1\uff0c40B\u53c2\u6570\u6380\u7ffbOpus-4.5\u548cGPT-5.2\"\/><\/div><\/figure>\n<figure class=\"wp-block-image\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/1ow.top\/wp-content\/uploads\/2026\/01\/6885681f863655aa772d9b66b638197d.gif'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/1ow.top\/wp-content\/uploads\/2026\/01\/6885681f863655aa772d9b66b638197d.gif\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\u300c\u5317\u4eac\u7248\u5e7b\u65b9\u300d\u51b7\u4e0d\u4e01\u5f00\u6e90SOTA\u4ee3\u7801\u5927\u6a21\u578b\uff01\u4e00\u5f203090\u5c31\u80fd\u8dd1\uff0c40B\u53c2\u6570\u6380\u7ffbOpus-4.5\u548cGPT-5.2\"\/><\/div><\/figure>\n<figure class=\"wp-block-image\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/1ow.top\/wp-content\/uploads\/2026\/01\/daffcaed9973a74e4216e1b14b93a5b5.webp'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/1ow.top\/wp-content\/uploads\/2026\/01\/daffcaed9973a74e4216e1b14b93a5b5.webp\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\u300c\u5317\u4eac\u7248\u5e7b\u65b9\u300d\u51b7\u4e0d\u4e01\u5f00\u6e90SOTA\u4ee3\u7801\u5927\u6a21\u578b\uff01\u4e00\u5f203090\u5c31\u80fd\u8dd1\uff0c40B\u53c2\u6570\u6380\u7ffbOpus-4.5\u548cGPT-5.2\"\/><\/div><\/figure>\n<p>\u8861\u5b87 \u53d1\u81ea \u51f9\u975e\u5bfa<\/p>\n<p>\u53c8\u4e00\u4e2a\u4e2d\u56fd\u65b0\u6a21\u578b\u88ab\u63a8\u5230\u805a\u5149\u706f\u4e0b\uff0c\u5237\u5c4f\u56fd\u5185\u5916\u79d1\u6280\u5708\u3002<\/p>\n<p>IQuest-Coder-V1\u6a21\u578b\u7cfb\u5217\uff0c\u770b\u8d77\u6765\u771f\u7684\u5f88\u725b\u3002<\/p>\n<p>\u5728\u6700\u65b0\u7248SWE-Bench Verified\u699c\u5355\u4e2d\uff0c40B\u53c2\u6570\u7248\u672c\u7684IQuest-Coder\u53d6\u5f97\u4e8681.4%\u7684\u6210\u7ee9\uff0c\u8fd9\u4e2a\u6210\u7ee9\u751a\u81f3\u8d85\u8fc7\u4e86Claude Opus-4.5\u548cGPT-5.2\uff08\u8fd9\u4fe9\u6a21\u578b\u6ca1\u6709\u5b98\u65b9\u8d44\u6599\uff0c\u4f46\u5916\u754c\u666e\u904d\u731c\u6d4b\u53c2\u6570\u89c4\u6a21\u5728\u5343\u4ebf-\u4e07\u4ebf\u7ea7\uff09\u3002<\/p>\n<p>Oh\uff5eTiny Core, Titan Power\u3002<\/p>\n<p>\u597d\uff0c\u770b\u5230\u8fd9\u91cc\u6211\u76f2\u731c\u5f88\u591a\u4eba\u80af\u5b9a\u5df2\u7ecf\u5f00\u59cb\u8fb9\u6447\u5934\u8fb9\u7b11\u4e86\u3002<\/p>\n<p>\u6bd5\u7adf\u8fd9\u5e74\u5934\uff0cbenchmark\u7684\u6743\u5a01\u72b9\u5728\uff0c\u4f46\u8bf4\u670d\u529b\u4f3c\u4e4e\u5df2\u7ecf\u5927\u4e0d\u5982\u524d\u4e86\u3002<\/p>\n<p>\u90a3\u54b1\u4eec\u5c31\u770b\u770b\u8fd9\u4e2a\u6a21\u578b\u8dd1\u51fa\u6765\u7684case\u2014\u2014<\/p>\n<p>Prompt\uff1a\u7f16\u5199\u4e00\u4e2a\u7f51\u9875\u6765\u5c55\u793a\u4e00\u4e2a\u903c\u771f\u7684\u592a\u9633\u7cfb\u6a21\u62df\u3002<\/p>\n<p>\u7136\u540e\u4f60\u5c06\u5f97\u5230\uff1a<\/p>\n<p>\u53ef\u4ee5\u81ea\u7531\u5207\u6362\u5404\u79cd\u89c6\u89d2\uff0c\u8ba9\u753b\u9762\u6682\u505c\u3001\u653e\u5927\uff0c\u8c03\u6574\u516c\u8f6c\u901f\u5ea6\u4e5fok\u3002<\/p>\n<p>\u9009\u4e2d\u5177\u4f53\u7684\u884c\u661f\uff0c\u8fd8\u4f1a\u8df3\u51fa\u76f8\u5e94\u7684\u540d\u5b57\u548c\u7b80\u5355\u4ecb\u7ecd\u3002<\/p>\n<p>\u76ee\u524d\uff0c\u8fd9\u5957\u4ee3\u7801\u5927\u6a21\u578b\u7cfb\u5217\u5df2\u7ecf\u5728GitHub\u548c\u62b1\u62b1\u8138\u4e0a\u5f00\u6e90\u3002<\/p>\n<p>\u6709\u4e00\u4e2a\u91cd\u70b9\u4e00\u5b9a\u8981\u5212\uff01\uff01\uff01<\/p>\n<p>\u8fd9\u4e2a\u6a21\u578b\u56e2\u961fIQuest\uff0c\u548cDeepSeek\u56e2\u961f\u4e00\u4e2a\u8def\u6570\uff0c\u90fd\u51fa\u81ea\u4e2d\u56fd\u7684\u91cf\u5316\u79c1\u52df\u3002<\/p>\n<p>\u80cc\u540e\u516c\u53f8\u5c31\u662f\u5317\u4eac\u7248\u5e7b\u65b9\u91cf\u5316\u2014\u2014\u4e5d\u5764\u6295\u8d44\u3002<\/p>\n<p>\uff08\u4e24\u5bb6\u516c\u53f8\u90fd\u662f\u4e1a\u5185\u516c\u8ba4\u7684\u91cf\u5316\u79c1\u52df\u5934\u90e8\uff09<\/p>\n<p>\u3001Reddit\u7b49\u5e73\u53f0\u4e0a\uff0c\u5173\u4e8eIQuest-Coder\u7684\u6d88\u606f\u548c\u5bf9\u4e2d\u56fd\u91cf\u5316\u516c\u53f8\u6740\u5165AI\u6a21\u578b\u6218\u573a\u7684\u8ba8\u8bba\u5df2\u7ecf\u6ee1\u5929\u98de\u4e86\u3002<\/p>\n<p>\u6709\u7f51\u53cb\u4e00\u8138unbelievable\u5730\u95ee\u51fa\u4e86\u4ee4\u4ed6\u8be7\u5f02\u7684\u95ee\u9898\uff1a<\/p>\n<p>\u4e2d\u56fd\u91cf\u5316\u516c\u53f8\u5230\u5e95\u5438\u7eb3\u4e86\u4e9b\u4ec0\u4e48\u4eba\u624d\uff0c\u624d\u80fd\u628a\u6a21\u578b\u8bad\u7ec3\u6210\u8fd9\u6837\u554a\uff1f\uff1f\uff1f<\/p>\n<p>Ok\uff0c\u4e00\u8d77\u6765\u770b\u770b\u8fd9\u5957\u6a21\u578b\u7684\u8be6\u7ec6\u60c5\u51b5\u5427\uff5e<\/p>\n<p>\u4ece\u5b9a\u4f4d\u4e0a\u770b\uff0cIQuest-Coder-V1\u662f\u4e00\u5957\u8986\u76d6\u591a\u4e2a\u53c2\u6570\u89c4\u6a21\u4e0e\u4f7f\u7528\u573a\u666f\u7684\u5bb6\u65cf\u7248\u672c\uff0c\u4e13\u6ce8\u4e8e\u4ee3\u7801\u751f\u6210\u3001\u4ee3\u7801\u7406\u89e3\u4e0e\u8f6f\u4ef6\u5de5\u7a0b\u4efb\u52a1\u7684\u6a21\u578b\u7cfb\u5217\u3002<\/p>\n<p>\u53c2\u6570\u67097B\u300114B\u548c40B\u7684\uff0c\u6bcf\u4e2a\u89c4\u6a21\u5747\u63d0\u4f9bInstruct\u548cThinking\u4e24\u79cd\u7248\u672c\u3002<\/p>\n<p>\u5176\u4e2d\uff0cInstruct\u504f\u5411\u6307\u4ee4\u8ddf\u968f\u4e0e\u5de5\u7a0b\u4f7f\u7528\uff0c\u66f4\u9ad8\u6548\uff1bThinking\u5f3a\u5316\u590d\u6742\u63a8\u7406\u548c\u591a\u6b65\u95ee\u9898\u62c6\u89e3\uff0c\u54cd\u5e94\u65f6\u95f4\u66f4\u957f\u3002<\/p>\n<p>\u7279\u522b\u63d0\u9192\u5927\u5bb6\u6ce8\u610f\u4e00\u4e0b\uff0c40B\u53c2\u6570\u89c4\u6a21\u7684IQuest-Coder-V1\u989d\u5916\u63d0\u4f9b\u4e86Loop\u7248\u672c\uff0c\u7528\u4e8e\u63a2\u7d22\u66f4\u9ad8\u7684\u53c2\u6570\u5229\u7528\u6548\u7387\u3002<\/p>\n<p>\u4e0e\u8ba1\u7b97\u6210\u672c\u76f8\u4f3c\u7684\u6a21\u578b\u76f8\u6bd4\uff0cIQuest-Coder-V1-40B-Loop\u7684HBM\u548cKV Cache\u5f00\u9500\u663e\u8457\u964d\u4f4e\uff0c\u800c\u541e\u5410\u91cf\u5927\u5e45\u63d0\u5347\u3002<\/p>\n<p>\u4ec5\u589e\u52a0\u7ea65%\u7684\u8bad\u7ec3\u6210\u672c\uff0cLoop\u67b6\u6784\u4e0b\uff0c40B\u6a21\u578b\u8fbe\u5230\u6570\u767e\u4ebf\u53c2\u6570MoE\u6a21\u578b\u7684\u6c34\u5e73\u3002<\/p>\n<p>\u5728\u67b6\u6784\u8bbe\u8ba1\u4e0a\uff0cIQuest-Coder-V1\u7cfb\u5217\u5f3a\u8c03\u4e86\u201c\u5de5\u7a0b\u53cb\u597d\u201d\u548c\u201c\u957f\u4e0a\u4e0b\u6587\u53ef\u7528\u6027\u201d\u3002<\/p>\n<p>\u5b98\u65b9\u5728GitHub\u4e0a\u7ed9\u51fa\u7684\u56db\u70b9\u67b6\u6784\u7279\u6027\u5206\u522b\u662f\uff1a<\/p>\n<p>\u9996\u5148\u8bf4\u8bf4GQA\u7684\u5f15\u5165\u3002<\/p>\n<p>\u901a\u8fc7\u51cf\u5c11KV\u5934\u6570\u91cf\u6765\u964d\u4f4e\u63a8\u7406\u9636\u6bb5\u7684\u663e\u5b58\u5360\u7528\u548c\u8ba1\u7b97\u538b\u529b\uff0c\u5bf9\u957f\u4e0a\u4e0b\u6587\u573a\u666f\u8d85\u7ea7\u53cb\u597d\u3002<\/p>\n<p>\u5176\u6b21\uff0c\u6a21\u578b\u539f\u751f\u652f\u6301128K\u4e0a\u4e0b\u6587\u957f\u5ea6\u3002\u8fd9\u5c31\u8ba9\u6a21\u578b\u6709\u80fd\u529b\u76f4\u63a5\u5904\u7406\u5b8c\u6574\u4ee3\u7801\u4ed3\u5e93\u3001\u8de8\u6587\u4ef6\u4f9d\u8d56\u4ee5\u53ca\u5927\u89c4\u6a21\u5de5\u7a0b\u4e0a\u4e0b\u6587\u3002<\/p>\n<p>\u7b2c\u4e09\uff0c76800\u4e2atoken\u7684\u8bcd\u8868\u5927\u5c0f\uff0c\u66f4\u8d34\u8fd1\u771f\u5b9e\u4ee3\u7801\u73af\u5883\u4e2d\u9891\u7e41\u51fa\u73b0\u7684\u6807\u8bc6\u7b26\u3001\u8def\u5f84\u540d\u548c\u7b26\u53f7\u7ec4\u5408\u3002<\/p>\n<p>\u6700\u540e\uff0c\u5728Loop\u53d8\u4f53\u4e2d\uff0c\u6a21\u578b\u91c7\u7528\u4e86\u5177\u6709\u8de8\u4e24\u6b21\u8fed\u4ee3\u5171\u4eab\u53c2\u6570\u7684\u5faa\u73afTransformer\u8bbe\u8ba1\uff0c\u7528\u91cd\u590d\u8ba1\u7b97\u6362\u53d6\u66f4\u9ad8\u7684\u53c2\u6570\u5229\u7528\u7387\uff0c\u5728\u4e0d\u7ebf\u6027\u6269\u5927\u6a21\u578b\u89c4\u6a21\u7684\u524d\u63d0\u4e0b\u63d0\u5347\u6027\u80fd\u3002<\/p>\n<p>\u4f5c\u8005\u523b\u610f\u6307\u51fa\uff0c\u8fd9\u548c\u65e9\u671fParallel Loop Transformer\u4e0d\u540c\uff0c\u53bb\u6389\u4e86token shifting\u548cinference trick\uff0c\u66f4\u5f3a\u8c03\u63a8\u7406\u9636\u6bb5\u7684\u7a33\u5b9a\u6027\u3002<\/p>\n<p>\u8fd9\u4e9b\u7279\u6027\u7ec4\u5408\u5728\u4e00\u8d77\uff0c\u6709\u5229\u4e8e\u6a21\u578b\u5728\u771f\u5b9e\u8f6f\u4ef6\u5de5\u7a0b\u573a\u666f\u4e2d\u8dd1\u5f97\u66f4\u597d\u3002<\/p>\n<p>\u6765\u770b\u5b98\u65b9\u5c55\u793a\u7684\u66f4\u591acase\u3002<\/p>\n<p>Prompt 1\uff1a\u6784\u5efa\u4e00\u4e2a\u7c92\u5b50-\u6587\u672c\u52a8\u753b\uff0c\u6ee1\u8db3\u4ee5\u4e0b\u8981\u6c42\u3002<\/p>\n<p>Prompt 2\uff1a\u6784\u5efa\u4e00\u4e2a\u5b9e\u65f6\u50cf\u7d20\u6c99\u76d2\u6e38\u620f\u3002<\/p>\n<p>\u901a\u8fc7\u6309\u94ae\u5207\u6362\u6c99\u5b50\u3001\u6c34\u3001\u77f3\u5934\u548c\u9178\u6db2\uff1b\u5728\u753b\u5e03\u4e0a\u6d82\u753b\u53ef\u751f\u6210\u5177\u6709\u4e0d\u540c\u989c\u8272\u7684\u5143\u7d20\uff1b\u5927\u89c4\u6a21\u66f4\u65b0\u4f9d\u7136\u6d41\u7545\uff1b\u5143\u7d20\u4f1a\u81ea\u7136\u4e0b\u843d\u5e76\u6d41\u52a8\u3002<\/p>\n<p>Prompt 3\uff1a\u6784\u5efa\u4e00\u4e2a\u5b8c\u6574\u7684\u5355\u6587\u4ef6HTML5 Canvas\u592a\u7a7a\u5c04\u51fb\u6e38\u620f\uff0c\u5177\u6709\u590d\u53e4\u9713\u8679\u7f8e\u5b66\u548c\u660e\u663e\u7684\u6218\u6597\u53cd\u9988\u3002<\/p>\n<p>Prompt 4\uff1a\u57fa\u4e8e\u9e1f\u7fa4\u7b97\u6cd5\u7684\u4eff\u751f\u9e1f\/\u9c7c\u7fa4\u4f53\u6a21\u62df\uff0c\u62e5\u6709150\u4e2a\u4ee5\u4e0a\u7684\u81ea\u4e3bAgent\uff0c\u6709\u5b9e\u65f6\u8c03\u8282\u529f\u80fd\u3002<\/p>\n<p>IQuest-Coder\u7684\u8bad\u7ec3\u6d41\u7a0b\u5982\u4e0b\u2014\u2014<\/p>\n<p>\u9884\u8bad\u7ec3\u9636\u6bb5\u5148\u7528\u901a\u7528\u6570\u636e\u548c\u5927\u89c4\u6a21\u4ee3\u7801\u6570\u636e\u6253\u5e95\uff0c\u7136\u540e\u901a\u8fc7\u9ad8\u8d28\u91cf\u4ee3\u7801annealing\u5f3a\u5316\u57fa\u7840\u4ee3\u7801\u8868\u5f81\u3002<\/p>\n<p>\u4e2d\u671f\u8bad\u7ec3\u9636\u6bb5\u7b2c\u4e00\u6b21\u660e\u786e\u5f15\u5165reasoning\u3001agent trajectory\u548c\u957f\u4e0a\u4e0b\u6587\u4ee3\u7801\uff0c\u5e76\u4e14\u520632K\u548c128K\u4e24\u4e2a\u5c3a\u5ea6\u9010\u6b65\u63a8\u8fdb\u3002<\/p>\n<p>\u6700\u7ec8post-training\u9636\u6bb5\uff0c\u6a21\u578b\u88ab\u660e\u786e\u5206\u6d41\u6210instruct\u8def\u7ebf\u548cthinking\u8def\u7ebf\uff0c\u5206\u522b\u7528\u4e0d\u540c\u76ee\u6807\u51fd\u6570\u548cRL\u65b9\u5f0f\u6536\u655b\u3002<\/p>\n<p>\u5b98\u65b9\u5f3a\u8c03\uff0cIQuest-Coder-V1\u7cfb\u5217\u91c7\u7528\u4e86\u4e0e\u4f20\u7edf\u5355\u4e00\u9759\u6001\u6e90\u4ee3\u7801\u8bad\u7ec3\u4e0d\u540c\u7684\u8bad\u7ec3\u7b56\u7565\u3002<\/p>\n<p>\u79f0\u4e4b\u4e3acode-flow multi-stage training\u3002<\/p>\n<p>\u4e0e\u5927\u91cf\u4ee3\u7801\u6a21\u578b\u4fa7\u91cd\u4ece\u9759\u6001\u4ee3\u7801\u7247\u6bb5\u4e2d\u5b66\u4e60\u4e0d\u540c\uff0c\u8fd9\u5957\u65b9\u6cd5\u5f3a\u8c03\u4ece\u4ee3\u7801\u7684\u6f14\u5316\u8fc7\u7a0b\u4e2d\u5b66\u4e60\u3002<\/p>\n<p>\u56e2\u961f\u4e13\u95e8\u8bbe\u8ba1\u4e86\u57fa\u4e8e\u9879\u76ee\u751f\u547d\u5468\u671f\u7684triplet\u6570\u636e\u6784\u9020\u65b9\u5f0f\uff0c\u7528 (R_old, Patch, R_new) \u8fd9\u6837\u7684\u7ed3\u6784\uff0c\u8ba9\u6a21\u578b\u770b\u5230\u7a33\u5b9a\u671f\u4ee3\u7801\u3001\u53d8\u66f4\u5185\u5bb9\u4ee5\u53ca\u53d8\u66f4\u540e\u7684\u7ed3\u679c\u3002<\/p>\n<p>\u800c\u4e14\u523b\u610f\u907f\u5f00\u9879\u76ee\u65e9\u671f\u548c\u540e\u671f\uff0c\u53ea\u53d640%\u201380%\u751f\u547d\u5468\u671f\u533a\u95f4\u3002<\/p>\n<p>\u8fd9\u4e00\u6b65\u5b9e\u9645\u4e0a\u628a\u201c\u8f6f\u4ef6\u5de5\u7a0b\u7ecf\u9a8c\u201d\u663e\u5f0f\u7f16\u7801\u8fdb\u4e86\u8bad\u7ec3\u6570\u636e\u91cc\u3002<\/p>\n<p>\u6240\u4ee5\u6a21\u578b\u770b\u5230\u7684\u5e76\u4e0d\u53ea\u662f\u67d0\u4e00\u65f6\u523b\u7684\u5b8c\u6210\u6001\u4ee3\u7801\uff0c\u8fd8\u5305\u62ec\u4fee\u6539\u524d\u540e\u7684\u5dee\u5f02\u3001\u63d0\u4ea4\u5386\u53f2\u4e2d\u7684\u903b\u8f91\u53d8\u5316\uff0c\u4ee5\u53ca\u771f\u5b9e\u5de5\u7a0b\u4e2d\u53cd\u590d\u8bd5\u9519\u548c\u4fee\u6b63\u7684\u75d5\u8ff9\u3002<\/p>\n<p>\u4e5f\u5c31\u662f\u8bf4\u6a21\u578b\u88ab\u8bad\u7ec3\u5f97\u80fd\u591f\u6355\u6349\u8f6f\u4ef6\u903b\u8f91\u7684\u52a8\u6001\u6f14\u53d8\u3002<\/p>\n<p>\u4e0d\u5c11\u7f51\u53cb\u731c\u6d4b\uff0c\u8fd9\u5c31\u662fIQuest-Coder-V1\u5728\u591a\u4e2a\u8f6f\u4ef6\u5de5\u7a0b\u7c7b\u8bc4\u6d4b\u4e2d\u8868\u73b0\u7a81\u51fa\u7684\u91cd\u8981\u539f\u56e0\u4e4b\u4e00\u3002<\/p>\n<p>\u8fd9\u5957\u6a21\u578b\u6210\u7ee9\u786e\u5b9e\u4eae\u773c\u3002<\/p>\n<p>\u4e0b\u9762\u8fd9\u5f20\u56fe\u4f53\u73b0\u5f97\u66f4\u76f4\u89c2\u4e00\u70b9\uff0cIQuest-Coder\u5728\u516b\u4e2a\u4ee3\u7801\u3001Agentic\u76f8\u5173\u699c\u5355\u4e0a\u90fd\u72ec\u5360\u9ccc\u5934\u3002<\/p>\n<p>\u4e0d\u8fc7\uff0cGitHub\u4e0a\u767d\u7eb8\u9ed1\u5b57\u5199\u7740\uff0c\u6a21\u578b\u53ef\u4ee5\u751f\u6210\u4ee3\u7801\uff0c\u4f46\u4e0d\u80fd\u6267\u884c\uff0c\u59cb\u7ec8\u5728\u6c99\u76d2\u73af\u5883\u4e2d\u9a8c\u8bc1\u8f93\u51fa\u7ed3\u679c\u3002<\/p>\n<p>\u90e8\u7f72\u65b9\u9762\uff0c\u5b98\u65b9\u4fe1\u606f\u663e\u793a\uff0c\u4e0d\u7ba1\u662f\u57fa\u7840\u7248\u672c\u8fd8\u662fLoop\u7248\u672c\uff0c\u90fd\u652f\u6301\u5355\u5361H20\u63a8\u7406\u3002<\/p>\n<p>\u5176Int4\u7248\u672c\u53ef\u5728\u5355\u5f20\u6d88\u8d39\u7ea73090\/4090 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