{"id":25808,"date":"2025-05-13T10:11:35","date_gmt":"2025-05-13T02:11:35","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=25808"},"modified":"2025-05-13T10:11:35","modified_gmt":"2025-05-13T02:11:35","slug":"o3-vs-o4-mini-vs-gemini-2-5-pro%ef%bc%9a%e7%bb%88%e6%9e%81%e6%8e%a8%e7%90%86%e4%b9%8b%e6%88%98","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2025\/05\/13\/25808\/","title":{"rendered":"o3 vs o4 mini vs Gemini 2.5 pro\uff1a\u7ec8\u6781\u63a8\u7406\u4e4b\u6218"},"content":{"rendered":"<div class=\"article-desc\">\u672c\u6587\u5bf9o3\u3001o4-mini\u548cGemini 2.5 Pro\u8fd9\u4e09\u79cd\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u8fdb\u884c\u4e86\u4e00\u7cfb\u5217\u6d4b\u8bd5\uff0c\u6db5\u76d6\u7269\u7406\u8c1c\u9898\u3001\u6570\u5b66\u95ee\u9898\u3001\u7f16\u7801\u4efb\u52a1\u53ca\u73b0\u5b9e\u4e16\u754c\u667a\u5546\u6d4b\u8bd5\u7b49\uff0c\u65e8\u5728\u8bc4\u4f30\u5b83\u4eec\u5728\u538b\u529b\u4e0b\u7684\u9ad8\u7ea7\u63a8\u7406\u80fd\u529b\u3002<\/div>\n<div id=\"postspictures\" class=\"article-content\">\n<div id=\"container\" class=\"container am-engine\" data-v-1d7a5742=\"\" data-element=\"root\">\n<p><img data-dominant-color=\"274460\" data-has-transparency=\"false\" style=\"--dominant-color: #274460;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-25810\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/954ba7e0552a86d2994617421b881eafc36d20-300x167-1.jpg\" width=\"300\" height=\"167\" alt=\"\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/954ba7e0552a86d2994617421b881eafc36d20-300x167-1.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/954ba7e0552a86d2994617421b881eafc36d20-300x167-1-150x84.jpg 150w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/p>\n<p>\u968f\u7740\u6280\u672f\u7684\u53d1\u5c55\u548c\u8fdb\u6b65\uff0c\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u8d8a\u6765\u8d8a\u667a\u80fd\uff0c\u4f46\u7a76\u7adf\u54ea\u4e00\u79cd\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u80fd\u5728\u538b\u529b\u4e0b\u5c55\u73b0\u51fa\u771f\u6b63\u7684\u63a8\u7406\u80fd\u529b\uff1f\u672c\u6587\u5bf9o3\u3001o4-mini\u548cGemini 2.5 Pro\u8fd9\u4e09\u79cd\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u8fdb\u884c\u4e86\u4e00\u7cfb\u5217\u6d4b\u8bd5\uff1a\u7269\u7406\u8c1c\u9898\u3001\u6570\u5b66\u95ee\u9898\u3001\u7f16\u7801\u4efb\u52a1\u548c\u73b0\u5b9e\u4e16\u754c\u7684\u667a\u5546\u6d4b\u8bd5\u3002<\/p>\n<p>\u800c\u5e94\u5bf9\u8fd9\u4e9b\u6311\u6218\u5e76\u6ca1\u6709\u4efb\u4f55\u6377\u5f84\uff0c\u800c\u53ea\u6709\u5bf9\u5b83\u4eec\u601d\u7ef4\u80fd\u529b\u7684\u8003\u9a8c\u3002\u672c\u6587\u5c06\u6df1\u5165\u5256\u6790\u8fd9\u4e09\u79cd\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u5728\u4e0d\u540c\u9886\u57df\u4e2d\u7684\u9ad8\u7ea7\u63a8\u7406\u8868\u73b0\u3002\u65e0\u8bba\u662f\u5bc6\u5207\u5173\u6ce8\u4eba\u5de5\u667a\u80fd\u9886\u57df\u7684\u6700\u65b0\u52a8\u6001\uff0c\u8fd8\u662f\u4e86\u89e3\u54ea\u79cd\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u80fd\u591f\u8131\u9896\u800c\u51fa\uff0c\u672c\u6587\u5c06\u8fdb\u884c\u63ed\u6653\u3002<\/p>\n<h3>o3\u548co4-mini\u662f\u4ec0\u4e48\uff1f<\/h3>\n<p>o3\u548co4 mini\u662fOpenAI\u516c\u53f8\u6700\u65b0\u63a8\u51fa\u7684\u63a8\u7406\u6a21\u578b\uff0c\u5b83\u4eec\u662fo1\u548co3 mini\u7684\u7ee7\u4efb\u8005\uff0c\u901a\u8fc7\u8fd0\u884c\u66f4\u6df1\u5c42\u6b21\u3001\u66f4\u957f\u7684\u5185\u90e8\u201c\u601d\u7ef4\u94fe\u201d\uff0c\u8d85\u8d8a\u4e86\u6a21\u5f0f\u5339\u914d\u3002\u5b83\u4eec\u53ef\u4ee5\u81ea\u4e3b\u5730\u8c03\u7528\u5168\u5957ChatGPT\u5de5\u5177\uff0c\u5e76\u64c5\u957fSTEM\u3001\u7f16\u7801\u548c\u903b\u8f91\u63a8\u7406\u3002<\/p>\n<ul data-id=\"u738a58b-Jb7Q8G8J\">\n<li data-id=\"ld70c578-5YX9Qu84\"><strong>o3\uff1a<\/strong>\u4f5c\u4e3a\u65d7\u8230\u6a21\u578b\uff0c\u5176\u8ba1\u7b97\u80fd\u529b\u662fo1\u768410\u500d\uff0c\u5177\u5907\u201c\u901a\u8fc7\u56fe\u50cf\u8fdb\u884c\u601d\u8003\u201d\u7684\u80fd\u529b\uff0c\u53ef\u4ee5\u76f4\u63a5\u8fdb\u884c\u89c6\u89c9\u63a8\u7406\uff1b\u9002\u7528\u4e8e\u6df1\u5ea6\u5206\u6790\u4efb\u52a1\u3002<\/li>\n<li data-id=\"ld70c578-Ae6ORLaH\"><strong>o4 mini\uff1a<\/strong>\u8be5\u6a21\u578b\u662f\u7d27\u51d1\u800c\u9ad8\u6548\u7684\u5bf9\u5e94\u6a21\u578b\uff0c\u9488\u5bf9\u901f\u5ea6\u548c\u541e\u5410\u91cf\u8fdb\u884c\u4e86\u4f18\u5316\uff1b\u4ee5\u8f83\u4f4e\u7684\u6210\u672c\u63d0\u4f9b\u5f3a\u5927\u7684\u6570\u5b66\u3001\u7f16\u7801\u548c\u89c6\u89c9\u6027\u80fd\u3002<\/li>\n<\/ul>\n<p><img data-dominant-color=\"2f2f2f\" data-has-transparency=\"false\" style=\"--dominant-color: #2f2f2f;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-25811\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/46343e290eac.png\" width=\"554\" height=\"294\" alt=\"\" title=\"o3 vs o4 mini vs Gemini 2.5 pro\uff1a\u7ec8\u6781\u63a8\u7406\u4e4b\u6218-AI.x\u793e\u533a\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/46343e290eac.png 554w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/46343e290eac-300x159.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/46343e290eac-150x80.png 150w\" sizes=\"auto, (max-width: 554px) 100vw, 554px\" \/><\/p>\n<p>\u7528\u6237\u53ef\u4ee5\u5728ChatGPT\u4e2d\u6216\u901a\u8fc7\u54cd\u5e94API\u8bbf\u95ee\u3002<\/p>\n<h3>o3\u548co4-mini\u7684\u4e3b\u8981\u7279\u6027<\/h3>\n<p>\u4ee5\u4e0b\u662fo3\u548co4-mini\u8fd9\u4e24\u79cd\u5148\u8fdb\u4e14\u5f3a\u5927\u7684\u63a8\u7406\u6a21\u578b\u7684\u4e00\u4e9b\u5173\u952e\u7279\u6027\uff1a<\/p>\n<ul data-id=\"u738a58b-lnUHFpj3\">\n<li data-id=\"ld70c578-8Xxkrntu\"><strong>\u81ea\u4e3b\u884c\u4e3a\uff1a<\/strong>o3\u548co4-mini\u90fd\u5c55\u73b0\u51fa\u4e3b\u52a8\u89e3\u51b3\u95ee\u9898\u7684\u80fd\u529b\uff0c\u80fd\u591f\u81ea\u4e3b\u786e\u5b9a\u590d\u6742\u4efb\u52a1\u7684\u6700\u4f73\u65b9\u6cd5\uff0c\u5e76\u9ad8\u6548\u6267\u884c\u591a\u6b65\u9aa4\u89e3\u51b3\u65b9\u6848\u3002<\/li>\n<li data-id=\"ld70c578-d1gA0XNM\"><strong>\u9ad8\u7ea7\u5de5\u5177\u96c6\u6210\uff1a<\/strong>\u8fd9\u4e9b\u6a21\u578b\u80fd\u591f\u65e0\u7f1d\u5730\u5229\u7528web\u6d4f\u89c8\u3001\u4ee3\u7801\u6267\u884c\u548c\u56fe\u50cf\u751f\u6210\u7b49\u5de5\u5177\u6765\u589e\u5f3a\u5b83\u4eec\u7684\u54cd\u5e94\uff0c\u5e76\u6709\u6548\u5730\u5904\u7406\u590d\u6742\u7684\u67e5\u8be2\u3002<\/li>\n<li data-id=\"ld70c578-efx6XbMJ\"><strong>\u591a\u6a21\u6001\u63a8\u7406\uff1a<\/strong>\u5b83\u4eec\u80fd\u591f\u5904\u7406\u5e76\u5c06\u89c6\u89c9\u4fe1\u606f\u76f4\u63a5\u6574\u5408\u5230\u63a8\u7406\u94fe\u4e2d\uff0c\u4ece\u800c\u80fd\u591f\u89e3\u8bfb\u548c\u5206\u6790\u56fe\u50cf\u4ee5\u53ca\u6587\u672c\u6570\u636e\u3002<\/li>\n<li data-id=\"ld70c578-wtj8Dp3i\"><strong>\u9ad8\u7ea7\u89c6\u89c9\u63a8\u7406\uff08\u201c\u901a\u8fc7\u56fe\u50cf\u8fdb\u884c\u601d\u8003\u201d\uff09<\/strong>\uff1a\u8fd9\u4e9b\u6a21\u578b\u80fd\u591f\u89e3\u8bfb\u590d\u6742\u7684\u89c6\u89c9\u8f93\u5165\uff0c\u4f8b\u5982\u56fe\u8868\u3001\u767d\u677f\u8349\u56fe\uff0c\u751a\u81f3\u6a21\u7cca\u6216\u4f4e\u8d28\u91cf\u7684\u7167\u7247\u3002\u5b83\u4eec\u751a\u81f3\u80fd\u591f\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\u64cd\u4f5c\u8fd9\u4e9b\u56fe\u50cf\uff08\u4f8b\u5982\u5982\u7f29\u653e\u3001\u88c1\u526a\u3001\u65cb\u8f6c\u3001\u589e\u5f3a\uff09\u4ee5\u63d0\u53d6\u76f8\u5173\u4fe1\u606f\u3002<\/li>\n<\/ul>\n<h3>Gemini 2.5 Pro\u662f\u4ec0\u4e48\uff1f<\/h3>\n<p>Gemini 2.5 Pro\u662f\u8c37\u6b4cDeepMind\u6700\u65b0\u7684\u4eba\u5de5\u667a\u80fd\u6a21\u578b\uff0c\u65e8\u5728\u63d0\u4f9b\u6bd4\u5176\u524d\u8eab\u66f4\u597d\u7684\u6027\u80fd\u3001\u6548\u7387\u548c\u529f\u80fd\u3002\u5b83\u662fGemini 2.5\u7cfb\u5217\u4e2d\u7684Pro\u7ea7\u522b\u7248\u672c\uff0c\u5b83\u4e3a\u5f00\u53d1\u4eba\u5458\u548c\u4f01\u4e1a\u5728\u529f\u7387\u548c\u6210\u672c\u6548\u7387\u4e4b\u95f4\u53d6\u5f97\u4e86\u5e73\u8861\u3002<\/p>\n<p><img data-dominant-color=\"2a2c2e\" data-has-transparency=\"true\" style=\"--dominant-color: #2a2c2e;\" loading=\"lazy\" decoding=\"async\" class=\"has-transparency alignnone size-full wp-image-25812\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/38902f6617a1.png\" width=\"554\" height=\"344\" alt=\"\" title=\"o3 vs o4 mini vs Gemini 2.5 pro\uff1a\u7ec8\u6781\u63a8\u7406\u4e4b\u6218-AI.x\u793e\u533a\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/38902f6617a1.png 554w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/38902f6617a1-300x186.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/38902f6617a1-150x93.png 150w\" sizes=\"auto, (max-width: 554px) 100vw, 554px\" \/><\/p>\n<h3>Gemini 2.5 Pro\u7684\u4e3b\u8981\u7279\u6027<\/h3>\n<p>Gemini 2.5 Pro\u5f15\u5165\u4e86\u4e00\u4e9b\u663e\u8457\u589e\u5f3a\u7684\u529f\u80fd\uff1a<\/p>\n<ul data-id=\"u738a58b-KFlYUsue\">\n<li data-id=\"ld70c578-eIpaYnA4\"><strong>\u591a\u6a21\u6001\u529f\u80fd\uff1a<\/strong>\u8be5\u6a21\u578b\u652f\u6301\u6587\u672c\u3001\u56fe\u50cf\u3001\u89c6\u9891\u3001\u97f3\u9891\u3001\u4ee3\u7801\u5e93\u7b49\u591a\u79cd\u6570\u636e\u7c7b\u578b\uff0c\u80fd\u591f\u5904\u7406\u5404\u79cd\u8f93\u5165\u548c\u8f93\u51fa\uff0c\u4f7f\u5176\u6210\u4e3a\u8de8\u4e0d\u540c\u9886\u57df\u7684\u901a\u7528\u5de5\u5177\u3002<\/li>\n<li data-id=\"ld70c578-c8O3q8lz\"><strong>\u9ad8\u7ea7\u63a8\u7406\u7cfb\u7edf\uff1a<\/strong>Gemini 2.5 Pro\u7684\u6838\u5fc3\u662f\u5176\u590d\u6742\u7684\u63a8\u7406\u7cfb\u7edf\uff0c\u5b83\u4f7f\u4eba\u5de5\u667a\u80fd\u80fd\u591f\u5728\u7cfb\u7edf\u5730\u751f\u6210\u54cd\u5e94\u4e4b\u524d\u5206\u6790\u4fe1\u606f\u3002\u8fd9\u79cd\u6df1\u601d\u719f\u8651\u7684\u65b9\u6cd5\u5141\u8bb8\u66f4\u51c6\u786e\u548c\u4e0e\u4e0a\u4e0b\u6587\u76f8\u5173\u7684\u8f93\u51fa\u3002<\/li>\n<li data-id=\"ld70c578-L2E3GTPM\"><strong>\u6269\u5c55\u4e0a\u4e0b\u6587\u7a97\u53e3\uff1a<\/strong>\u5b83\u5177\u6709100\u4e07\u4e2a\u4ee4\u724c\u7684\u6269\u5c55\u4e0a\u4e0b\u6587\u7a97\u53e3\u3002\u8fd9\u4f7f\u5176\u80fd\u591f\u540c\u65f6\u5904\u7406\u548c\u7406\u89e3\u5927\u91cf\u4fe1\u606f\u3002<\/li>\n<li data-id=\"ld70c578-2LphcNBW\"><strong>\u589e\u5f3a\u7684\u7f16\u7801\u6027\u80fd\uff1a<\/strong>\u8be5\u6a21\u578b\u5c55\u793a\u4e86\u7f16\u7801\u4efb\u52a1\u7684\u663e\u8457\u6539\u8fdb\uff0c\u4e3a\u5f00\u53d1\u4eba\u5458\u63d0\u4f9b\u4e86\u66f4\u9ad8\u6548\u3001\u66f4\u51c6\u786e\u7684\u4ee3\u7801\u751f\u6210\u548c\u5e2e\u52a9\u3002<\/li>\n<li data-id=\"ld70c578-vsuWiCmj\"><strong>\u6269\u5c55\u77e5\u8bc6\u5e93\uff1a<\/strong>\u4e0e\u5927\u591a\u6570\u5176\u4ed6\u6a21\u578b\u76f8\u6bd4\uff0c\u5b83\u662f\u5728\u6700\u8fd1\u7684\u6570\u636e\u4e0a\u8fdb\u884c\u8bad\u7ec3\u7684\uff0c\u77e5\u8bc6\u622a\u6b62\u65e5\u671f\u4e3a2025\u5e741\u6708\u3002<\/li>\n<\/ul>\n<p>\u7528\u6237\u53ef\u4ee5\u901a\u8fc7Google AI Studio\u6216Gemini\u7f51\u7ad9\u8bbf\u95eeGemini 2.5 Pro\u3002<\/p>\n<h3>o3 vs o4 mini vs Gemini 2.5\uff1a\u4efb\u52a1\u6bd4\u8f83\u5bf9\u51b3<\/h3>\n<p>\u4e3a\u4e86\u63a2\u7a76\u54ea\u4e00\u6b3e\u6a21\u578b\u771f\u6b63\u80fd\u591f\u5728\u73b0\u5b9e\u4e16\u754c\u7684\u6311\u6218\u4e2d\u8131\u9896\u800c\u51fa\uff0c\u8ba9o3\u3001o4 mini\u548cGemini 2.5\u5206\u522b\u5b8c\u6210\u4e86\u4e94\u9879\u622a\u7136\u4e0d\u540c\u7684\u4efb\u52a1\u5e76\u8fdb\u884c\u5bf9\u6bd4\uff1a<\/p>\n<ul data-id=\"u738a58b-hvHCWVg1\">\n<li data-id=\"ld70c578-V2ABbaRd\"><strong>\u8c10\u632f\u8870\u51cf\u63a8\u7406\uff1a<\/strong>\u8ba1\u7b97\u5149\u7ebf\u8272\u6563\u6c14\u4f53\u4ecb\u8d28\u7684\u5438\u6536\u7cfb\u6570\uff0c\u76f8\u901f\u5ea6\u6392\u5e8f\u548c\u8c10\u632f\u6298\u5c04\u7387\u3002<\/li>\n<li data-id=\"ld70c578-s0Ym6esM\"><strong>\u6570\u503c\u5e8f\u5217\u8c1c\u9898\uff1a<\/strong>\u7834\u89e3\u4e00\u4e2a\u9010\u6e10\u589e\u957f\u7684\u6570\u5217\uff0c\u627e\u51fa\u7f3a\u5931\u7684\u9879\u3002<\/li>\n<li data-id=\"ld70c578-iEZQWUAi\"><strong>LRU\u7f13\u5b58\u5b9e\u73b0\uff1a<\/strong>\u5728\u4ee3\u7801\u4e2d\u8bbe\u8ba1\u4e00\u4e2a\u9ad8\u6027\u80fd\uff0c\u5e38\u6570\u65f6\u95f4\u6700\u8fd1\u6700\u5c11\u4f7f\u7528\u7684\u7f13\u5b58\u3002<\/li>\n<li data-id=\"ld70c578-iEcYbPlu\"><strong>\u54cd\u5e94\u5f0f\u4f5c\u54c1\u7f51\u9875\uff1a<\/strong>\u8fd0\u7528\u8bed\u4e49\u5316 HTML \u548c\u81ea\u5b9a\u4e49 CSS \u6253\u9020\u7b80\u6d01\u4e14\u9002\u914d\u79fb\u52a8\u8bbe\u5907\u7684\u4e2a\u4eba\u7f51\u7ad9\u3002<\/li>\n<li data-id=\"ld70c578-FPYlXQH1\"><strong>\u591a\u6a21\u6001\u4efb\u52a1\u5206\u89e3<\/strong>\uff1a\u5206\u6790\u6bcf\u4e2a\u6a21\u578b\u5982\u4f55\u5904\u7406\u57fa\u4e8e\u56fe\u50cf\u7684\u6311\u6218\u3002<\/li>\n<\/ul>\n<p>\u6bcf\u9879\u6d4b\u8bd5\u90fd\u63a2\u8ba8\u4e86\u4e0d\u540c\u7684\u4f18\u52bf\uff0c\u5305\u62ec\u6df1\u5ea6\u7269\u7406\u63a8\u7406\u3001\u6a21\u5f0f\u8bc6\u522b\u3001\u7f16\u7801\u80fd\u529b\u3001\u8bbe\u8ba1\u6d41\u7545\u6027\u548c\u56fe\u50cf\u4e0a\u4e0b\u6587\u7406\u89e3\uff1b\u56e0\u6b64\uff0c\u53ef\u4ee5\u51c6\u786e\u5730\u770b\u5230\u6bcf\u4e2a\u6a21\u578b\u7684\u4f18\u7f3a\u70b9\u3002<\/p>\n<h4>\u4efb\u52a11\uff1a\u63a8\u7406<\/h4>\n<p>\u8f93\u5165\u63d0\u793a\uff1a\u8272\u6563\u6c14\u4f53\u4ecb\u8d28\u3002\u7814\u7a76\u53d1\u73b0\uff0c\u7a00\u8584\u6c14\u4f53\u4ecb\u8d28\u5728\u9891\u7387\u4e0a\u8868\u73b0\u51fa\u5355\u4e00\u7684\u5149\u5b66\u8c10\u632f \\\\(\\omega \uff3f0 = 2 \\pi\\cdot 10^{15} \\\\\u8d6b\u5179\u3002\u9891\u7387\u4e0a\u5e73\u9762\u6ce2\u7684\u7535\u573a \\\\\uff08\\omega \uff3f0\uff09 \\\\)\u5728\u8fd9\u79cd\u4ecb\u8d28\u4e2d\u4f20\u64ad\uff0c\u572810\u7c73\u7684\u8ddd\u79bb\u4e0a\u8870\u51cf\u4e862\u500d\u3002\u5438\u6536\u5171\u632f\u7684\u9891\u7387\u5bbd\u5ea6\u4e3a \\\\\uff08 \\Delta \\omega \\\\\uff09. (a)\u5438\u6536\u7cfb\u6570\u662f\u591a\u5c11 \\\\\uff08 \\alpha \\\\)\u5171\u632f\uff1f(b)\u6309\u5347\u5e8f\u6392\u5217\u5404\u9891\u7387\u7684\u4f20\u64ad\u901f\u5ea6\u662f\u591a\u5c11 \\\\(\\omega \uff3f0, \\omega \uff3f0 + \\Delta\\omega \/ 10 \\\\)\uff0c\u548c \\\\(\\omega \uff3f0 &#8211; \\Delta\\omega \/ 10 \\\\\uff09\uff1f\u5e76\u5c55\u793a\u63a8\u7406\u3002(c)\u5982\u679c\u4ecb\u8d28\u4e2d\u4e0d\u5b58\u5728\u5176\u4ed6\u8c10\u632f\uff0c\u8c10\u632f\u65f6\u6298\u5c04\u7387\u548c\u4f20\u64ad\u901f\u5ea6\u7684\u8fd1\u4f3c\u6570\u503c\u662f\u591a\u5c11\uff1f<\/p>\n<p>\uff081\uff09o3\u7684\u8f93\u51fa\uff1a<\/p>\n<p><img data-dominant-color=\"2a2a2a\" data-has-transparency=\"true\" style=\"--dominant-color: #2a2a2a;\" loading=\"lazy\" decoding=\"async\" class=\"has-transparency alignnone size-full wp-image-25813\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/19116d10968a.png\" width=\"565\" height=\"322\" alt=\"\" title=\"o3 vs o4 mini vs Gemini 2.5 pro\uff1a\u7ec8\u6781\u63a8\u7406\u4e4b\u6218-AI.x\u793e\u533a\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/19116d10968a.png 565w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/19116d10968a-300x171.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/19116d10968a-150x85.png 150w\" sizes=\"auto, (max-width: 565px) 100vw, 565px\" \/><\/p>\n<p><img data-dominant-color=\"2c2c2c\" data-has-transparency=\"true\" style=\"--dominant-color: #2c2c2c;\" loading=\"lazy\" decoding=\"async\" class=\"has-transparency alignnone size-full wp-image-25814\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/017d7c876492.png\" width=\"576\" height=\"467\" alt=\"\" title=\"o3 vs o4 mini vs Gemini 2.5 pro\uff1a\u7ec8\u6781\u63a8\u7406\u4e4b\u6218-AI.x\u793e\u533a\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/017d7c876492.png 576w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/017d7c876492-300x243.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/017d7c876492-150x122.png 150w\" sizes=\"auto, (max-width: 576px) 100vw, 576px\" \/><\/p>\n<p><img data-dominant-color=\"2d2d2d\" data-has-transparency=\"false\" style=\"--dominant-color: #2d2d2d;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-25815\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/b846bc292ed4.png\" width=\"576\" height=\"295\" alt=\"\" title=\"o3 vs o4 mini vs Gemini 2.5 pro\uff1a\u7ec8\u6781\u63a8\u7406\u4e4b\u6218-AI.x\u793e\u533a\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/b846bc292ed4.png 576w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/b846bc292ed4-300x154.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/b846bc292ed4-150x77.png 150w\" sizes=\"auto, (max-width: 576px) 100vw, 576px\" \/><\/p>\n<p>\uff082\uff09o4-mini\u7684\u8f93\u51fa\uff1a<\/p>\n<p><img data-dominant-color=\"292929\" data-has-transparency=\"true\" style=\"--dominant-color: #292929;\" loading=\"lazy\" decoding=\"async\" class=\"has-transparency alignnone size-full wp-image-25816\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/65224c41808e.png\" width=\"565\" height=\"351\" alt=\"\" title=\"o3 vs o4 mini vs Gemini 2.5 pro\uff1a\u7ec8\u6781\u63a8\u7406\u4e4b\u6218-AI.x\u793e\u533a\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/65224c41808e.png 565w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/65224c41808e-300x186.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/65224c41808e-150x93.png 150w\" sizes=\"auto, (max-width: 565px) 100vw, 565px\" \/><\/p>\n<p><img data-dominant-color=\"2b2b2b\" data-has-transparency=\"true\" style=\"--dominant-color: #2b2b2b;\" loading=\"lazy\" decoding=\"async\" class=\"has-transparency alignnone size-full wp-image-25817\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/43873f8808ec.png\" width=\"565\" height=\"369\" alt=\"\" title=\"o3 vs o4 mini vs Gemini 2.5 pro\uff1a\u7ec8\u6781\u63a8\u7406\u4e4b\u6218-AI.x\u793e\u533a\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/43873f8808ec.png 565w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/43873f8808ec-300x196.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/43873f8808ec-150x98.png 150w\" sizes=\"auto, (max-width: 565px) 100vw, 565px\" \/><\/p>\n<p><img data-dominant-color=\"292929\" data-has-transparency=\"true\" style=\"--dominant-color: #292929;\" loading=\"lazy\" decoding=\"async\" class=\"has-transparency alignnone size-full wp-image-25818\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/363c2b0b3ed1.png\" width=\"564\" height=\"271\" alt=\"\" title=\"o3 vs o4 mini vs Gemini 2.5 pro\uff1a\u7ec8\u6781\u63a8\u7406\u4e4b\u6218-AI.x\u793e\u533a\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/363c2b0b3ed1.png 564w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/363c2b0b3ed1-300x144.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/363c2b0b3ed1-150x72.png 150w\" sizes=\"auto, (max-width: 564px) 100vw, 564px\" \/><\/p>\n<p>\uff083\uff09Gemini 2.5\u7684\u8f93\u51fa\uff1a<\/p>\n<p><img data-dominant-color=\"2d2d2e\" data-has-transparency=\"false\" style=\"--dominant-color: #2d2d2e;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-25819\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/96faaa040471.png\" width=\"588\" height=\"314\" alt=\"\" title=\"o3 vs o4 mini vs Gemini 2.5 pro\uff1a\u7ec8\u6781\u63a8\u7406\u4e4b\u6218-AI.x\u793e\u533a\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/96faaa040471.png 588w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/96faaa040471-300x160.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/96faaa040471-150x80.png 150w\" sizes=\"auto, (max-width: 588px) 100vw, 588px\" \/><\/p>\n<p><img data-dominant-color=\"242424\" data-has-transparency=\"false\" style=\"--dominant-color: #242424;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-25820\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/f1a7da3b1787.png\" width=\"588\" height=\"310\" alt=\"\" title=\"o3 vs o4 mini vs Gemini 2.5 pro\uff1a\u7ec8\u6781\u63a8\u7406\u4e4b\u6218-AI.x\u793e\u533a\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/f1a7da3b1787.png 588w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/f1a7da3b1787-300x158.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/f1a7da3b1787-150x79.png 150w\" sizes=\"auto, (max-width: 588px) 100vw, 588px\" \/><\/p>\n<p><img data-dominant-color=\"262626\" data-has-transparency=\"true\" style=\"--dominant-color: #262626;\" loading=\"lazy\" decoding=\"async\" class=\"has-transparency alignnone size-full wp-image-25821\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/48ca6a28fe24.png\" width=\"588\" height=\"247\" alt=\"\" title=\"o3 vs o4 mini vs Gemini 2.5 pro\uff1a\u7ec8\u6781\u63a8\u7406\u4e4b\u6218-AI.x\u793e\u533a\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/48ca6a28fe24.png 588w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/48ca6a28fe24-300x126.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/48ca6a28fe24-150x63.png 150w\" sizes=\"auto, (max-width: 588px) 100vw, 588px\" \/><\/p>\n<p><img data-dominant-color=\"282829\" data-has-transparency=\"true\" style=\"--dominant-color: #282829;\" loading=\"lazy\" decoding=\"async\" class=\"has-transparency alignnone size-full wp-image-25822\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/01f2472fa251.png\" width=\"589\" height=\"136\" alt=\"\" title=\"o3 vs o4 mini vs Gemini 2.5 pro\uff1a\u7ec8\u6781\u63a8\u7406\u4e4b\u6218-AI.x\u793e\u533a\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/01f2472fa251.png 589w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/01f2472fa251-300x69.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/01f2472fa251-150x35.png 150w\" sizes=\"auto, (max-width: 589px) 100vw, 589px\" \/><\/p>\n<p><img data-dominant-color=\"242424\" data-has-transparency=\"true\" style=\"--dominant-color: #242424;\" loading=\"lazy\" decoding=\"async\" class=\"has-transparency alignnone size-full wp-image-25823\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/c3831c200650.png\" width=\"576\" height=\"267\" alt=\"\" title=\"o3 vs o4 mini vs Gemini 2.5 pro\uff1a\u7ec8\u6781\u63a8\u7406\u4e4b\u6218-AI.x\u793e\u533a\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/c3831c200650.png 576w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/c3831c200650-300x139.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/c3831c200650-150x70.png 150w\" sizes=\"auto, (max-width: 576px) 100vw, 576px\" \/><\/p>\n<p>\uff084\uff09\u8f93\u51fa\u6bd4\u8f83<\/p>\n<table class=\"data-table\" data-transient-attributes=\"class\" data-width=\"820px\">\n<colgroup data-id=\"c7104f7d-BrRqHh00\">\n<col span=\"1\" width=\"181\" data-id=\"c62c2645-2Z9LHMGI\" \/>\n<col span=\"1\" width=\"158\" data-id=\"cdd90175-mN6amEY6\" \/>\n<col span=\"1\" width=\"178\" data-id=\"cec9061d-PhSd25RW\" \/>\n<col span=\"1\" width=\"132\" data-id=\"c2b25fe7-5h9YjWFM\" \/><\/colgroup>\n<tbody data-id=\"t6d5e859-pIXEdUMT\">\n<tr data-id=\"t31e458f-1uxUAOif\">\n<td data-id=\"t8c0e6ab-HV9G4dKL\" data-transient-attributes=\"table-cell-selection\"><strong>\u8bc4\u5224\u6807\u51c6<\/strong><\/td>\n<td data-id=\"t8c0e6ab-1mnQ2jVH\" data-transient-attributes=\"table-cell-selection\"><strong>o3<\/strong><\/td>\n<td data-id=\"t8c0e6ab-AVQgNmAQ\" data-transient-attributes=\"table-cell-selection\"><strong>o4-mini<\/strong><\/td>\n<td class=\"table-last-row\" data-id=\"t1b895c3-Jja4iJFC\" data-transient-attributes=\"table-cell-selection\"><strong>Gemini 2.5<\/strong><\/td>\n<\/tr>\n<tr data-id=\"t1ecfec6-GTH7TBPW\">\n<td data-id=\"t7ca8cd1-8TLLfTKd\" data-transient-attributes=\"table-cell-selection\"><strong>\u5438\u6536\u7cfb\u6570\u7684\u8ba1\u7b97\u65b9\u6cd5<\/strong><\/td>\n<td data-id=\"t7ca8cd1-mGLJejOJ\" data-transient-attributes=\"table-cell-selection\">\u63a8\u5bfc\u6b63\u786e\uff1b\u4f7f\u7528\u573a\u8870\u53d8\u65b9\u7a0b\u548c\u6bd4\u5c14-\u6717\u4f2f\u5b9a\u5f8b<\/td>\n<td data-id=\"t7ca8cd1-3mIh816F\" data-transient-attributes=\"table-cell-selection\">\u8868\u8ff0\u51c6\u786e\u7b80\u660e\uff1b\u6e05\u6670\u5173\u8054\u6d88\u5149\u7cfb\u6570\u03ba\u4e0e\u5438\u6536\u7cfb\u6570\u03b1<\/td>\n<td class=\"table-last-row\" data-id=\"tad8470f-jlmWL4C7\" data-transient-attributes=\"table-cell-selection\">\u6b63\u786e\u5e76\u8be6\u7ec6\uff1b\u4f7f\u7528\u5bf9\u6570\u53d8\u6362\u5e76\u5305\u542b\u5355\u4f4d<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-9E2URSz7\">\n<td data-id=\"t8c0e6ab-ca0kN4Ec\" data-transient-attributes=\"table-cell-selection\"><strong>\u76f8\u901f\u5ea6\u7684\u6392\u5e8f\u65b9\u5f0f<\/strong><\/td>\n<td data-id=\"t8c0e6ab-PaAWfaYZ\" data-transient-attributes=\"table-cell-selection\">\u6b63\u786e\u7684\u6570\u5b66\u6e05\u6670\u5ea6\u548c\u7269\u7406\u89e3\u91ca<\/td>\n<td data-id=\"t8c0e6ab-2ZHrpRF1\" data-transient-attributes=\"table-cell-selection\">\u903b\u8f91\u4e25\u8c28\uff0c\u63a8\u5bfc\u7b80\u6d01<\/td>\n<td class=\"table-last-row\" data-id=\"t1b895c3-VDg9IdXk\" data-transient-attributes=\"table-cell-selection\">\u6b63\u786e\uff0c\u6709\u5f88\u5f3a\u7684\u6982\u5ff5\u80cc\u666f\u548c\u76f4\u89c2\u7684\u63a8\u7406\u80fd\u529b<\/td>\n<\/tr>\n<tr data-id=\"t1ecfec6-W3mAHm3J\">\n<td data-id=\"t7ca8cd1-l2CS2kE8\" data-transient-attributes=\"table-cell-selection\"><strong>\u8c10\u632f\u65f6\u7684\u6298\u5c04\u7387\u548c\u901f\u5ea6<\/strong><\/td>\n<td data-id=\"t7ca8cd1-1HRhnXmi\" data-transient-attributes=\"table-cell-selection\">\u5177\u6709\u5355\u4f4d\u8f6c\u6362\u548c\u542b\u4e49\u7684\u7cbe\u786e\u503c<\/td>\n<td data-id=\"t7ca8cd1-QKBj9Ala\" data-transient-attributes=\"table-cell-selection\">\u8fd1\u4f3c\u5904\u7406\u4f46\u8868\u8ff0\u6e05\u6670\uff1b\u5047\u8bbe\u80cc\u666f\u6298\u5c04\u7387\u22481<\/td>\n<td class=\"table-last-row\" data-id=\"tad8470f-UTDhgnI6\" data-transient-attributes=\"table-cell-selection\">\u5b9a\u6027\u89e3\u91ca\uff1b\u5b9a\u91cf\u7565\u4f4e<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-OViCcYtK\">\n<td class=\"table-last-column\" data-id=\"t1c8f800-750UdGUV\" data-transient-attributes=\"table-cell-selection\"><strong>\u89e3\u91ca\u7684\u6e05\u6670\u5ea6\u4e0e\u6df1\u5ea6<\/strong><\/td>\n<td class=\"table-last-column\" data-id=\"t1c8f800-a6gZHjAa\" data-transient-attributes=\"table-cell-selection\">\u6df1\u523b\u4f46\u6280\u672f\u6027\u5f3a<\/td>\n<td class=\"table-last-column\" data-id=\"t1c8f800-lZClXQQh\" data-transient-attributes=\"table-cell-selection\">\u7b80\u6d01\u6613\u61c2\uff0c\u9002\u5408\u5b66\u751f\u7406\u89e3<\/td>\n<td class=\"table-last-column table-last-row\" data-id=\"t16089ba-bRDaYBaP\" data-transient-attributes=\"table-cell-selection\">\u6982\u5ff5\u4e30\u5bcc\u4e14\u7ed3\u6784\u826f\u597d\uff1b\u9ad8\u5ea6\u53ef\u8bfb\u7684<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\uff085\uff09\u6700\u7ec8\u7ed3\u8bba<\/p>\n<p>\u8fd9\u4e09\u79cd\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u90fd\u63d0\u4f9b\u4e86\u6b63\u786e\u548c\u8fde\u8d2f\u7684\u7b54\u6848\uff0c\u4f46Gemini 2.5\u6574\u4f53\u8868\u73b0\u6700\u597d\u3002o3\u63d0\u4f9b\u4e86\u6700\u4e25\u683c\u7684\u6280\u672f\uff0c\u4f46o4-mini\u5728\u901f\u5ea6\u548c\u6e05\u6670\u5ea6\u65b9\u9762\u8868\u73b0\u51fa\u8272\u3002Gemini 2.5\u5728\u6df1\u5ea6\u3001\u6982\u5ff5\u6e05\u6670\u5ea6\u548c\u7ed3\u6784\u5316\u6f14\u793a\u4e4b\u95f4\u8fbe\u5230\u4e86\u6700\u4f73\u5e73\u8861\u3002\u5b83\u4e0d\u4ec5\u63d0\u4f9b\u4e86\u6b63\u786e\u7684\u7ed3\u679c\uff0c\u800c\u4e14\u8fd8\u7528\u76f4\u89c2\u7684\u63a8\u7406\u89e3\u91ca\u4e86\u5e95\u5c42\u7269\u7406\u539f\u7406\uff0c\u4f7f\u5176\u6210\u4e3a\u7406\u89e3\u548c\u9a8c\u8bc1\u7684\u7406\u60f3\u9009\u62e9\u3002<\/p>\n<h4>\u4efb\u52a12\uff1a\u6570\u503c\u63a8\u7406<\/h4>\n<p><strong>\u8f93\u5165\u63d0\u793a\uff1a<\/strong>\u5728\u4e0b\u5217\u5e8f\u5217\u4e2d\uff0c\u4ece\u7ed9\u5b9a\u7684\u9009\u9879\u4e2d\u9009\u62e9\u53ef\u66ff\u6362\u95ee\u53f7\uff08?\uff09\u7684\u6570\u5b57\uff1a16\u300133\u3001100\u3001401\u3001\uff1f<\/p>\n<ul data-id=\"u738a58b-dtDdrlhr\">\n<li data-id=\"ld70c578-Vg5E1EZJ\">1235<\/li>\n<li data-id=\"ld70c578-kXvbnFMX\">804<\/li>\n<li data-id=\"ld70c578-t6YyPObI\">1588<\/li>\n<li data-id=\"ld70c578-EGhwA0oJ\">2006<\/li>\n<\/ul>\n<p>\uff081\uff09o3\u7684\u8f93\u51fa\uff1a<\/p>\n<p><img data-dominant-color=\"272727\" data-has-transparency=\"true\" style=\"--dominant-color: #272727;\" loading=\"lazy\" decoding=\"async\" class=\"has-transparency alignnone size-full wp-image-25824\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/520ebd532df7.png\" width=\"589\" height=\"311\" alt=\"\" title=\"o3 vs o4 mini vs Gemini 2.5 pro\uff1a\u7ec8\u6781\u63a8\u7406\u4e4b\u6218-AI.x\u793e\u533a\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/520ebd532df7.png 589w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/520ebd532df7-300x158.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/520ebd532df7-150x79.png 150w\" sizes=\"auto, (max-width: 589px) 100vw, 589px\" \/><\/p>\n<p>\uff082\uff09o4-mini\u7684\u8f93\u51fa\uff1a<\/p>\n<p><img data-dominant-color=\"242424\" data-has-transparency=\"false\" style=\"--dominant-color: #242424;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-25825\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/a343591a0315.png\" width=\"588\" height=\"278\" alt=\"\" title=\"o3 vs o4 mini vs Gemini 2.5 pro\uff1a\u7ec8\u6781\u63a8\u7406\u4e4b\u6218-AI.x\u793e\u533a\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/a343591a0315.png 588w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/a343591a0315-300x142.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/a343591a0315-150x71.png 150w\" sizes=\"auto, (max-width: 588px) 100vw, 588px\" \/><\/p>\n<p>\uff083\uff09Gemini 2.5\u7684\u8f93\u51fa\uff1a<\/p>\n<p><img data-dominant-color=\"232323\" data-has-transparency=\"false\" style=\"--dominant-color: #232323;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-25826\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/824b1d1b406e.png\" width=\"552\" height=\"509\" alt=\"\" title=\"o3 vs o4 mini vs Gemini 2.5 pro\uff1a\u7ec8\u6781\u63a8\u7406\u4e4b\u6218-AI.x\u793e\u533a\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/824b1d1b406e.png 552w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/824b1d1b406e-300x277.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/824b1d1b406e-150x138.png 150w\" sizes=\"auto, (max-width: 552px) 100vw, 552px\" \/><\/p>\n<p>\uff084\uff09\u8f93\u51fa\u6bd4\u8f83<\/p>\n<table class=\"data-table\" data-transient-attributes=\"class\" data-width=\"820px\">\n<colgroup data-id=\"c7104f7d-SuhhZbvf\">\n<col span=\"1\" width=\"130\" data-id=\"cffe184c-02jL9Sl1\" \/>\n<col span=\"1\" width=\"167\" data-id=\"c8753dc1-GEgjBFST\" \/>\n<col span=\"1\" width=\"161\" data-id=\"cd058673-8L8VeUEZ\" \/>\n<col span=\"1\" width=\"184\" data-id=\"c3efcdaa-aje2PM8T\" \/><\/colgroup>\n<tbody data-id=\"t6d5e859-x9pO4unH\">\n<tr data-id=\"t31e458f-OTwGMuWt\">\n<td data-id=\"t8c0e6ab-akBsRrKP\" data-transient-attributes=\"table-cell-selection\"><strong>\u8bc4\u5224\u6807\u51c6<\/strong><\/td>\n<td data-id=\"t8c0e6ab-7JRLUN9V\" data-transient-attributes=\"table-cell-selection\"><strong>o3<\/strong><\/td>\n<td data-id=\"t8c0e6ab-eIhOM6Xu\" data-transient-attributes=\"table-cell-selection\">o<strong>4-mini<\/strong><\/td>\n<td class=\"table-last-row\" data-id=\"t1b895c3-9ZdBW66a\" data-transient-attributes=\"table-cell-selection\"><strong>Gemini 2.5<\/strong><\/td>\n<\/tr>\n<tr data-id=\"t1ecfec6-31jT88Y8\">\n<td data-id=\"t7ca8cd1-koihiOJD\" data-transient-attributes=\"table-cell-selection\"><strong>\u6b63\u786e\u6027<\/strong><\/td>\n<td data-id=\"t7ca8cd1-iMjSFS2j\" data-transient-attributes=\"table-cell-selection\">\u6b63\u786e\u7b54\u6848\u4e3a2006<\/td>\n<td data-id=\"t7ca8cd1-iZHEGJbp\" data-transient-attributes=\"table-cell-selection\">\u6b63\u786e\u7b54\u6848\u4e3a2006<\/td>\n<td class=\"table-last-row\" data-id=\"tad8470f-Mb72CAX6\" data-transient-attributes=\"table-cell-selection\">\u6b63\u786e\u7b54\u6848\u4e3a2006<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-6gy6k0zE\">\n<td data-id=\"t8c0e6ab-nEmSsA1n\" data-transient-attributes=\"table-cell-selection\"><strong>\u6a21\u5f0f\u8bc6\u522b<\/strong><\/td>\n<td data-id=\"t8c0e6ab-58pqXDsD\" data-transient-attributes=\"table-cell-selection\">\u6e05\u695a\u8bc6\u522b\u589e\u52a0\u7684\u4e58\u6570+1<\/td>\n<td data-id=\"t8c0e6ab-3MARP6RQ\" data-transient-attributes=\"table-cell-selection\">\u7b80\u6d01\u5730\u6807\u8bc6\u9012\u5f52\u516c\u5f0f<\/td>\n<td class=\"table-last-row\" data-id=\"t1b895c3-MbCYA8hG\" data-transient-attributes=\"table-cell-selection\">\u9010\u6b65\u5730\u8bb2\u89e3\u903b\u8f91<\/td>\n<\/tr>\n<tr data-id=\"t1ecfec6-InCjDZMY\">\n<td data-id=\"t7ca8cd1-1oO5lfuC\" data-transient-attributes=\"table-cell-selection\"><strong>\u89e3\u91ca\u98ce\u683c<\/strong><\/td>\n<td data-id=\"t7ca8cd1-su8kZ1sJ\" data-transient-attributes=\"table-cell-selection\">\u6709\u70b9\u6280\u672f\u6027\uff0c\u4f46\u5f88\u7b80\u6d01<\/td>\n<td data-id=\"t7ca8cd1-SdaZoi4o\" data-transient-attributes=\"table-cell-selection\">\u5e72\u51c0\u7b80\u7ea6<\/td>\n<td class=\"table-last-row\" data-id=\"tad8470f-hA3MZKF8\" data-transient-attributes=\"table-cell-selection\">\u6700\u8be6\u7ec6\u76f4\u89c2<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-ojUc1IGL\">\n<td class=\"table-last-column\" data-id=\"t1c8f800-FSUL44Ki\" data-transient-attributes=\"table-cell-selection\"><strong>\u6e05\u6670\u6613\u61c2\u7684\u8868\u8fbe<\/strong><\/td>\n<td class=\"table-last-column\" data-id=\"t1c8f800-GESUZIFC\" data-transient-attributes=\"table-cell-selection\">\u9002\u5408\u4e2d\u7ea7\u5b66\u4e60\u8005<\/td>\n<td class=\"table-last-column\" data-id=\"t1c8f800-aEOZKjTJ\" data-transient-attributes=\"table-cell-selection\">\u6709\u52a9\u4e8e\u5feb\u901f\u7406\u89e3<\/td>\n<td class=\"table-last-column table-last-row\" data-id=\"t16089ba-jGD4m2RO\" data-transient-attributes=\"table-cell-selection\">\u9002\u5408\u6240\u6709\u7ea7\u522b<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\uff085\uff09\u6700\u7ec8\u7ed3\u8bba<\/p>\n<p>\u6240\u6709\u4e09\u4e2a\u6a21\u578b\u90fd\u6b63\u786e\u5730\u8bc6\u522b\u4e86\u6a21\u5f0f\u5e76\u5f97\u51fa\u4e86\u6b63\u786e\u7684\u7b54\u6848\uff082006\uff09\u3002Gemini 2.5\u63d0\u4f9b\u4e86\u8be6\u7ec6\u7684\u9010\u6b65\u7684\u89e3\u91ca\uff0c\u800co3\u5219\u6e05\u6670\u5730\u89e3\u91ca\u4e86\u903b\u8f91\uff0c\u800co4-mini\u5219\u4ee5\u5176\u4f18\u96c5\u548c\u6570\u5b66\u7cbe\u5ea6\u8131\u9896\u800c\u51fa\u3002<\/p>\n<p>\u901a\u8fc7\u5c06\u5e8f\u5217\u8868\u793a\u4e3a\u4e00\u822c\u516c\u5f0f\uff0can=an-1\u00d7n+1a_n=a{n-1}\\times n+1an=a\u22121\u00d7n+1\uff0co4 mini\u4ee5\u6700\u7b80\u6d01\u548c\u7ed3\u6784\u5316\u7684\u65b9\u5f0f\u6355\u83b7\u4e86\u5e95\u5c42\u6a21\u5f0f\u3002\u8fd9\u4f7f\u5f97\u5b83\u975e\u5e38\u9002\u5408\u90a3\u4e9b\u6b23\u8d4f\u6e05\u6670\u548c\u7b80\u6d01\u63a8\u7406\u7684\u5b66\u4e60\u8005\u3002o4 mini\u63d0\u4f9b\u4e86\u6700\u4f73\u7684\u6574\u4f53\u89e3\u91ca\u3002<\/p>\n<h4>\u4efb\u52a13\uff1a\u7f16\u7801\u4efb\u52a1<\/h4>\n<p><strong>\u8f93\u5165\u63d0\u793a\uff1a<\/strong>\u8bbe\u8ba1\u5e76\u5b9e\u73b0\u6700\u8fd1\u6700\u5c11\u4f7f\u7528\uff08Least Recently Used\uff0cLRU\uff09\u7f13\u5b58\u7684\u6570\u636e\u7ed3\u6784\u3002\u7528\u4ee5\u4e0b\u65b9\u6cd5\u5b9e\u73b0LRUCache\u7c7b\uff1a<\/p>\n<p>&#8211; &#8216; get(key: int) -&gt; int &#8216;\uff1a\u5982\u679c\u5b58\u5728\u5219\u8fd4\u56de\u952e\u7684\u503c\uff0c\u5426\u5219\u8fd4\u56de-1\u3002<\/p>\n<p>\u2014\u201cput\uff08key: int, value: int\uff09\u201d\u2014\u201c&gt; None\u201d\uff1a\u5982\u679c\u5b58\u5728\u952e\u503c\uff0c\u5219\u66f4\u65b0\u952e\u503c\uff0c\u5982\u679c\u4e0d\u5b58\u5728\u5219\u63d2\u5165\u952e\u503c\u5bf9\u3002\u5f53\u7f13\u5b58\u8fbe\u5230\u5176\u5bb9\u91cf\u65f6\uff0c\u5b83\u5e94\u8be5\u4f7f\u6700\u8fd1\u6700\u5c11\u4f7f\u7528\u7684\u9879\u65e0\u6548\u3002<\/p>\n<p>\u5bf9\u4e8e\u8fd9\u4e24\u4e2a\u64cd\u4f5c\uff0c\u7f13\u5b58\u7684\u65f6\u95f4\u590d\u6742\u5ea6\u5e94\u8be5\u4e3a0(1)\u3002<\/p>\n<p>\uff081\uff09o3\u7684\u7f16\u7801\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_0\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-java\" tabindex=\"0\"><code class=\"language-java\"><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">Node<\/span><span class=\"token operator\">:<\/span>\r\n <span class=\"token string\">\"\"<\/span>\"<span class=\"token class-name\">Doubly<\/span> linked list node holding a cache entry <span class=\"token punctuation\">(<\/span>key<span class=\"token punctuation\">,<\/span> value<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token triple-quoted-string string\">\"\"\"\r\n __slots__ = (\"key\", \"value\", \"prev\", \"next\")\r\n\r\n def __init__(self, key: int, value: int):\r\n self.key = key\r\n self.value = value\r\n self.prev = None\r\n self.next = None\r\nclass LRUCache:\r\n def __init__(self, capacity: int):\r\n if capacity &lt;= 0:\r\n raise ValueError(\"Capacity must be positive\")\r\n self.cap = capacity\r\n self.map: dict[int, Node] = {}\r\n\r\n # Dummy head\/tail simplify edge case handling\r\n self.head = Node(0, 0) # Most recently used sentinel\r\n self.tail = Node(0, 0) # Least recently used sentinel\r\n self.head.next = self.tail\r\n self.tail.prev = self.head\r\n\r\n # \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500 Internal helpers \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\r\n def _add_to_front(self, node: Node) -&gt; None:\r\n \"\"\"<\/span><span class=\"token class-name\">Insert<\/span> node right after head <span class=\"token punctuation\">(<\/span><span class=\"token class-name\">MRU<\/span> position<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token triple-quoted-string string\">\"\"\"\r\n node.prev = self.head\r\n node.next = self.head.next\r\n self.head.next.prev = node\r\n self.head.next = node\r\n\r\n def _remove(self, node: Node) -&gt; None:\r\n \"\"\"<\/span><span class=\"token class-name\">Unlink<\/span> node from list<span class=\"token punctuation\">.<\/span><span class=\"token triple-quoted-string string\">\"\"\"\r\n node.prev.next = node.next\r\n node.next.prev = node.prev\r\n\r\n # \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500 Public API \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\r\n def get(self, key: int) -&gt; int:\r\n \"\"\"<\/span><span class=\"token class-name\">Return<\/span> value <span class=\"token keyword\">if<\/span> present<span class=\"token punctuation\">;<\/span> <span class=\"token keyword\">else<\/span> <span class=\"token number\">1.<\/span> <span class=\"token class-name\">Marks<\/span> entry as recently used<span class=\"token punctuation\">.<\/span><span class=\"token triple-quoted-string string\">\"\"\"\r\n if key not in self.map:\r\n return -1\r\n node = self.map[key]\r\n self._remove(node)\r\n self._add_to_front(node)\r\n return node.value\r\n\r\n def put(self, key: int, value: int) -&gt; None:\r\n \"\"\"<\/span>\r\n <span class=\"token class-name\">Insert<\/span><span class=\"token operator\">\/<\/span>update <span class=\"token punctuation\">(<\/span>key<span class=\"token punctuation\">,<\/span>value<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span> \r\n <span class=\"token class-name\">If<\/span> capacity exceeded<span class=\"token punctuation\">,<\/span> evict the least recently used entry<span class=\"token punctuation\">.<\/span>\r\n <span class=\"token string\">\"\"<\/span>\"\r\n <span class=\"token keyword\">if<\/span> key in self<span class=\"token punctuation\">.<\/span>map<span class=\"token operator\">:<\/span> # <span class=\"token class-name\">Update<\/span> existing\r\n node <span class=\"token operator\">=<\/span> self<span class=\"token punctuation\">.<\/span>map<span class=\"token punctuation\">[<\/span>key<span class=\"token punctuation\">]<\/span>\r\n node<span class=\"token punctuation\">.<\/span>value <span class=\"token operator\">=<\/span> value\r\n self<span class=\"token punctuation\">.<\/span><span class=\"token function\">_remove<\/span><span class=\"token punctuation\">(<\/span>node<span class=\"token punctuation\">)<\/span>\r\n self<span class=\"token punctuation\">.<\/span><span class=\"token function\">_add_to_front<\/span><span class=\"token punctuation\">(<\/span>node<span class=\"token punctuation\">)<\/span>\r\n <span class=\"token keyword\">return<\/span>\r\n\r\n # <span class=\"token class-name\">Insert<\/span> <span class=\"token keyword\">new<\/span> key\r\n node <span class=\"token operator\">=<\/span> <span class=\"token class-name\">Node<\/span><span class=\"token punctuation\">(<\/span>key<span class=\"token punctuation\">,<\/span> value<span class=\"token punctuation\">)<\/span>\r\n self<span class=\"token punctuation\">.<\/span>map<span class=\"token punctuation\">[<\/span>key<span class=\"token punctuation\">]<\/span> <span class=\"token operator\">=<\/span> node\r\n self<span class=\"token punctuation\">.<\/span><span class=\"token function\">_add_to_front<\/span><span class=\"token punctuation\">(<\/span>node<span class=\"token punctuation\">)<\/span>\r\n\r\n # <span class=\"token class-name\">Evict<\/span> <span class=\"token keyword\">if<\/span> over capacity\r\n <span class=\"token keyword\">if<\/span> <span class=\"token function\">len<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">.<\/span>map<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&gt;<\/span> self<span class=\"token punctuation\">.<\/span>cap<span class=\"token operator\">:<\/span>\r\n lru <span class=\"token operator\">=<\/span> self<span class=\"token punctuation\">.<\/span>tail<span class=\"token punctuation\">.<\/span>prev # <span class=\"token class-name\">Real<\/span> LRU node\r\n self<span class=\"token punctuation\">.<\/span><span class=\"token function\">_remove<\/span><span class=\"token punctuation\">(<\/span>lru<span class=\"token punctuation\">)<\/span>\r\n del self<span class=\"token punctuation\">.<\/span>map<span class=\"token punctuation\">[<\/span>lru<span class=\"token punctuation\">.<\/span>key<span class=\"token punctuation\">]<\/span><\/code><\/pre>\n<ul id=\"code_id_0\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<li>13.<\/li>\n<li>14.<\/li>\n<li>15.<\/li>\n<li>16.<\/li>\n<li>17.<\/li>\n<li>18.<\/li>\n<li>19.<\/li>\n<li>20.<\/li>\n<li>21.<\/li>\n<li>22.<\/li>\n<li>23.<\/li>\n<li>24.<\/li>\n<li>25.<\/li>\n<li>26.<\/li>\n<li>27.<\/li>\n<li>28.<\/li>\n<li>29.<\/li>\n<li>30.<\/li>\n<li>31.<\/li>\n<li>32.<\/li>\n<li>33.<\/li>\n<li>34.<\/li>\n<li>35.<\/li>\n<li>36.<\/li>\n<li>37.<\/li>\n<li>38.<\/li>\n<li>39.<\/li>\n<li>40.<\/li>\n<li>41.<\/li>\n<li>42.<\/li>\n<li>43.<\/li>\n<li>44.<\/li>\n<li>45.<\/li>\n<li>46.<\/li>\n<li>47.<\/li>\n<li>48.<\/li>\n<li>49.<\/li>\n<li>50.<\/li>\n<li>51.<\/li>\n<li>52.<\/li>\n<li>53.<\/li>\n<li>54.<\/li>\n<li>55.<\/li>\n<li>56.<\/li>\n<li>57.<\/li>\n<li>58.<\/li>\n<li>59.<\/li>\n<li>60.<\/li>\n<li>61.<\/li>\n<li>62.<\/li>\n<li>63.<\/li>\n<li>64.<\/li>\n<li>65.<\/li>\n<li>66.<\/li>\n<li>67.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\uff082\uff09 o4-mini\u7684\u7f16\u7801\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_1\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-java\" tabindex=\"0\"><code class=\"language-java\"><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">Node<\/span><span class=\"token operator\">:<\/span>\r\n __slots__ <span class=\"token operator\">=<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token char\">'key'<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token char\">'value'<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token char\">'prev'<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token char\">'next'<\/span><span class=\"token punctuation\">)<\/span>\r\n def <span class=\"token function\">__init__<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> key<span class=\"token operator\">:<\/span> <span class=\"token keyword\">int<\/span> <span class=\"token operator\">=<\/span> <span class=\"token class-name\">None<\/span><span class=\"token punctuation\">,<\/span> value<span class=\"token operator\">:<\/span> <span class=\"token keyword\">int<\/span> <span class=\"token operator\">=<\/span> <span class=\"token class-name\">None<\/span><span class=\"token punctuation\">)<\/span><span class=\"token operator\">:<\/span>\r\n self<span class=\"token punctuation\">.<\/span>key <span class=\"token operator\">=<\/span> key\r\n self<span class=\"token punctuation\">.<\/span>value <span class=\"token operator\">=<\/span> value\r\n self<span class=\"token punctuation\">.<\/span>prev <span class=\"token operator\">=<\/span> <span class=\"token class-name\">None<\/span>\r\n self<span class=\"token punctuation\">.<\/span>next <span class=\"token operator\">=<\/span> <span class=\"token class-name\">None<\/span>\r\n\r\n<span class=\"token keyword\">class<\/span> <span class=\"token class-name\">LRUCache<\/span><span class=\"token operator\">:<\/span>\r\n def <span class=\"token function\">__init__<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> capacity<span class=\"token operator\">:<\/span> <span class=\"token keyword\">int<\/span><span class=\"token punctuation\">)<\/span><span class=\"token operator\">:<\/span>\r\n self<span class=\"token punctuation\">.<\/span>capacity <span class=\"token operator\">=<\/span> capacity\r\n self<span class=\"token punctuation\">.<\/span>cache <span class=\"token operator\">=<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token punctuation\">}<\/span> # key \u2192 <span class=\"token class-name\">Node<\/span>\r\n # <span class=\"token class-name\">Dummy<\/span> head<span class=\"token operator\">\/<\/span>tail\r\n self<span class=\"token punctuation\">.<\/span>head <span class=\"token operator\">=<\/span> <span class=\"token class-name\">Node<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\r\n self<span class=\"token punctuation\">.<\/span>tail <span class=\"token operator\">=<\/span> <span class=\"token class-name\">Node<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\r\n self<span class=\"token punctuation\">.<\/span>head<span class=\"token punctuation\">.<\/span>next <span class=\"token operator\">=<\/span> self<span class=\"token punctuation\">.<\/span>tail\r\n self<span class=\"token punctuation\">.<\/span>tail<span class=\"token punctuation\">.<\/span>prev <span class=\"token operator\">=<\/span> self<span class=\"token punctuation\">.<\/span>head\r\n\r\n def <span class=\"token function\">_remove<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> node<span class=\"token operator\">:<\/span> <span class=\"token class-name\">Node<\/span><span class=\"token punctuation\">)<\/span><span class=\"token operator\">:<\/span>\r\n <span class=\"token string\">\"\"<\/span>\"<span class=\"token class-name\">Disconnect<\/span> node from list<span class=\"token punctuation\">.<\/span><span class=\"token triple-quoted-string string\">\"\"\"\r\n prev, nxt = node.prev, node.next\r\n prev.next = nxt\r\n nxt.prev = prev\r\n\r\n def _add_to_front(self, node: Node):\r\n \"\"\"<\/span><span class=\"token class-name\">Insert<\/span> node right after head<span class=\"token punctuation\">.<\/span><span class=\"token triple-quoted-string string\">\"\"\"\r\n node.next = self.head.next\r\n node.prev = self.head\r\n self.head.next.prev = node\r\n self.head.next = node\r\n\r\n def get(self, key: int) -&gt; int:\r\n if key not in self.cache:\r\n return -1\r\n node = self.cache[key]\r\n # Move to front\r\n self._remove(node)\r\n self._add_to_front(node)\r\n return node.value\r\n\r\n def put(self, key: int, value: int) -&gt; None:\r\n if key in self.cache:\r\n # Update existing node and move it to front\r\n node = self.cache[key]\r\n node.value = value\r\n self._remove(node)\r\n self._add_to_front(node)\r\n else:\r\n # Insert new node\r\n new_node = Node(key, value)\r\n self.cache[key] = new_node\r\n self._add_to_front(new_node)\r\n # Evict LRU if over capacity\r\n if len(self.cache) &gt; self.capacity:\r\n # Tail.prev is LRU\r\n lru = self.tail.prev\r\n self._remove(lru)\r\n del self.cache[lru.key]\r\n\uff083\uff09Gemini 2.5\u7684\u7f16\u7801\uff1a\r\nimport collections\r\nclass Node:\r\n \"\"\"<\/span><span class=\"token class-name\">Node<\/span> <span class=\"token keyword\">for<\/span> the doubly linked list<span class=\"token punctuation\">.<\/span><span class=\"token triple-quoted-string string\">\"\"\"\r\n def __init__(self, key, value):\r\n self.key = key\r\n self.value = value\r\n self.prev = None\r\n self.next = None\r\n\r\nclass LRUCache:\r\n\r\n def __init__(self, capacity: int):\r\n if capacity &lt;= 0:\r\n raise ValueError(\"Capacity must be a positive integer\")\r\n self.capacity = capacity\r\n self.cache = {} # Stores key -&gt; Node mapping\r\n # Initialize sentinel nodes for the doubly linked list\r\n self.head = Node(0, 0) # Dummy head\r\n self.tail = Node(0, 0) # Dummy tail\r\n self.head.next = self.tail\r\n self.tail.prev = self.head\r\n\r\n def _remove_node(self, node: Node):\r\n \"\"\"<\/span><span class=\"token class-name\">Removes<\/span> an existing node from the linked list<span class=\"token punctuation\">.<\/span><span class=\"token triple-quoted-string string\">\"\"\"\r\n prev_node = node.prev\r\n next_node = node.next\r\n prev_node.next = next_node\r\n next_node.prev = prev_node\r\n # Optional: clear node pointers for garbage collection if needed\r\n # node.prev = None\r\n # node.next = None\r\n\r\n def _add_to_front(self, node: Node):\r\n \"\"\"<\/span><span class=\"token class-name\">Adds<\/span> a node right after the head <span class=\"token punctuation\">(<\/span>most recently used<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token triple-quoted-string string\">\"\"\"\r\n node.prev = self.head\r\n node.next = self.head.next\r\n self.head.next.prev = node\r\n self.head.next = node\r\n\r\n def get(self, key: int) -&gt; int:\r\n \"\"\"<\/span>\r\n <span class=\"token class-name\">Return<\/span> the value of the key <span class=\"token keyword\">if<\/span> it exists<span class=\"token punctuation\">,<\/span> otherwise <span class=\"token keyword\">return<\/span> <span class=\"token operator\">-<\/span><span class=\"token number\">1.<\/span>\r\n <span class=\"token class-name\">Moves<\/span> the accessed node <span class=\"token keyword\">to<\/span> <span class=\"token namespace\">the<\/span> front <span class=\"token punctuation\">(<\/span>most recently used<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>\r\n <span class=\"token triple-quoted-string string\">\"\"\"\r\n if key in self.cache:\r\n node = self.cache[key]\r\n # Move accessed node to the front\r\n self._remove_node(node)\r\n self._add_to_front(node)\r\n return node.value\r\n else:\r\n return -1\r\n\r\n def put(self, key: int, value: int) -&gt; None:\r\n \"\"\"<\/span>\r\n <span class=\"token class-name\">Update<\/span> the value of the key <span class=\"token keyword\">if<\/span> it exists<span class=\"token punctuation\">,<\/span> or insert the key<span class=\"token operator\">-<\/span>value <span class=\"token class-name\"><span class=\"token namespace\">pair<span class=\"token punctuation\">.<\/span><\/span>\r\n Moves<\/span> the updated<span class=\"token operator\">\/<\/span>inserted node <span class=\"token keyword\">to<\/span> <span class=\"token namespace\">the<\/span> <span class=\"token class-name\"><span class=\"token namespace\">front<span class=\"token punctuation\">.<\/span><\/span>\r\n Evicts<\/span> the least recently used item <span class=\"token keyword\">if<\/span> capacity is exceeded<span class=\"token punctuation\">.<\/span>\r\n <span class=\"token string\">\"\"<\/span>\"\r\n <span class=\"token keyword\">if<\/span> key in self<span class=\"token punctuation\">.<\/span>cache<span class=\"token operator\">:<\/span>\r\n # <span class=\"token class-name\">Key<\/span> exists<span class=\"token punctuation\">,<\/span> update value and move <span class=\"token keyword\">to<\/span> <span class=\"token namespace\">front<\/span>\r\n node <span class=\"token operator\">=<\/span> self<span class=\"token punctuation\">.<\/span>cache<span class=\"token punctuation\">[<\/span>key<span class=\"token punctuation\">]<\/span>\r\n node<span class=\"token punctuation\">.<\/span>value <span class=\"token operator\">=<\/span> value\r\n self<span class=\"token punctuation\">.<\/span><span class=\"token function\">_remove_node<\/span><span class=\"token punctuation\">(<\/span>node<span class=\"token punctuation\">)<\/span>\r\n self<span class=\"token punctuation\">.<\/span><span class=\"token function\">_add_to_front<\/span><span class=\"token punctuation\">(<\/span>node<span class=\"token punctuation\">)<\/span>\r\n <span class=\"token keyword\">else<\/span><span class=\"token operator\">:<\/span>\r\n # <span class=\"token class-name\">Key<\/span> doesn't exist<span class=\"token punctuation\">,<\/span> insert <span class=\"token keyword\">new<\/span> node\r\n new_node <span class=\"token operator\">=<\/span> <span class=\"token class-name\">Node<\/span><span class=\"token punctuation\">(<\/span>key<span class=\"token punctuation\">,<\/span> value<span class=\"token punctuation\">)<\/span>\r\n self<span class=\"token punctuation\">.<\/span>cache<span class=\"token punctuation\">[<\/span>key<span class=\"token punctuation\">]<\/span> <span class=\"token operator\">=<\/span> new_node\r\n self<span class=\"token punctuation\">.<\/span><span class=\"token function\">_add_to_front<\/span><span class=\"token punctuation\">(<\/span>new_node<span class=\"token punctuation\">)<\/span>\r\n\r\n # <span class=\"token class-name\">Check<\/span> <span class=\"token keyword\">if<\/span> capacity is exceeded\r\n <span class=\"token keyword\">if<\/span> <span class=\"token function\">len<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">.<\/span>cache<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&gt;<\/span> self<span class=\"token punctuation\">.<\/span>capacity<span class=\"token operator\">:<\/span>\r\n # <span class=\"token class-name\">Evict<\/span> the least recently used item <span class=\"token punctuation\">(<\/span>node before tail<span class=\"token punctuation\">)<\/span>\r\n lru_node <span class=\"token operator\">=<\/span> self<span class=\"token punctuation\">.<\/span>tail<span class=\"token punctuation\">.<\/span>prev\r\n self<span class=\"token punctuation\">.<\/span><span class=\"token function\">_remove_node<\/span><span class=\"token punctuation\">(<\/span>lru_node<span class=\"token punctuation\">)<\/span>\r\n # <span class=\"token class-name\">Remove<\/span> from cache as well\r\n del self<span class=\"token punctuation\">.<\/span>cache<span class=\"token punctuation\">[<\/span>lru_node<span class=\"token punctuation\">.<\/span>key<span class=\"token punctuation\">]<\/span>\r\n\r\n# <span class=\"token class-name\">Example<\/span> <span class=\"token class-name\">Usage<\/span><span class=\"token operator\">:<\/span>\r\n<span class=\"token keyword\">try<\/span><span class=\"token operator\">:<\/span>\r\n cache <span class=\"token operator\">=<\/span> <span class=\"token class-name\">LRUCache<\/span><span class=\"token punctuation\">(<\/span><span class=\"token number\">2<\/span><span class=\"token punctuation\">)<\/span>\r\n cache<span class=\"token punctuation\">.<\/span><span class=\"token function\">put<\/span><span class=\"token punctuation\">(<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">1<\/span><span class=\"token punctuation\">)<\/span> # cache is <span class=\"token punctuation\">{<\/span><span class=\"token number\">1<\/span><span class=\"token operator\">=<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">}<\/span>\r\n <span class=\"token function\">print<\/span><span class=\"token punctuation\">(<\/span>f<span class=\"token string\">\"Cache after put(1, 1): {[(k, v.value) for k, v in cache.cache.items()]}\"<\/span><span class=\"token punctuation\">)<\/span>\r\n cache<span class=\"token punctuation\">.<\/span><span class=\"token function\">put<\/span><span class=\"token punctuation\">(<\/span><span class=\"token number\">2<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">2<\/span><span class=\"token punctuation\">)<\/span> # cache is <span class=\"token punctuation\">{<\/span><span class=\"token number\">1<\/span><span class=\"token operator\">=<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">2<\/span><span class=\"token operator\">=<\/span><span class=\"token number\">2<\/span><span class=\"token punctuation\">}<\/span>\r\n <span class=\"token function\">print<\/span><span class=\"token punctuation\">(<\/span>f<span class=\"token string\">\"Cache after put(2, 2): {[(k, v.value) for k, v in cache.cache.items()]}\"<\/span><span class=\"token punctuation\">)<\/span>\r\n <span class=\"token function\">print<\/span><span class=\"token punctuation\">(<\/span>f<span class=\"token string\">\"get(1): {cache.get(1)}\"<\/span><span class=\"token punctuation\">)<\/span> # returns <span class=\"token number\">1<\/span><span class=\"token punctuation\">,<\/span> cache is <span class=\"token punctuation\">{<\/span><span class=\"token number\">2<\/span><span class=\"token operator\">=<\/span><span class=\"token number\">2<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">1<\/span><span class=\"token operator\">=<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">}<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token number\">1<\/span> is now MRU<span class=\"token punctuation\">)<\/span>\r\n <span class=\"token function\">print<\/span><span class=\"token punctuation\">(<\/span>f<span class=\"token string\">\"Cache after get(1): {[(k, v.value) for k, v in cache.cache.items()]}\"<\/span><span class=\"token punctuation\">)<\/span> # <span class=\"token class-name\">Order<\/span> in dict might not reflect LRU order\r\n cache<span class=\"token punctuation\">.<\/span><span class=\"token function\">put<\/span><span class=\"token punctuation\">(<\/span><span class=\"token number\">3<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">3<\/span><span class=\"token punctuation\">)<\/span> # LRU key <span class=\"token number\">2<\/span> was evicted<span class=\"token punctuation\">,<\/span> cache is <span class=\"token punctuation\">{<\/span><span class=\"token number\">1<\/span><span class=\"token operator\">=<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">3<\/span><span class=\"token operator\">=<\/span><span class=\"token number\">3<\/span><span class=\"token punctuation\">}<\/span>\r\n <span class=\"token function\">print<\/span><span class=\"token punctuation\">(<\/span>f<span class=\"token string\">\"Cache after put(3, 3): {[(k, v.value) for k, v in cache.cache.items()]}\"<\/span><span class=\"token punctuation\">)<\/span>\r\n <span class=\"token function\">print<\/span><span class=\"token punctuation\">(<\/span>f<span class=\"token string\">\"get(2): {cache.get(2)}\"<\/span><span class=\"token punctuation\">)<\/span> # returns <span class=\"token operator\">-<\/span><span class=\"token number\">1<\/span> <span class=\"token punctuation\">(<\/span>not found<span class=\"token punctuation\">)<\/span>\r\n cache<span class=\"token punctuation\">.<\/span><span class=\"token function\">put<\/span><span class=\"token punctuation\">(<\/span><span class=\"token number\">4<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">4<\/span><span class=\"token punctuation\">)<\/span> # LRU key <span class=\"token number\">1<\/span> was evicted<span class=\"token punctuation\">,<\/span> cache is <span class=\"token punctuation\">{<\/span><span class=\"token number\">3<\/span><span class=\"token operator\">=<\/span><span class=\"token number\">3<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">4<\/span><span class=\"token operator\">=<\/span><span class=\"token number\">4<\/span><span class=\"token punctuation\">}<\/span>\r\n <span class=\"token function\">print<\/span><span class=\"token punctuation\">(<\/span>f<span class=\"token string\">\"Cache after put(4, 4): {[(k, v.value) for k, v in cache.cache.items()]}\"<\/span><span class=\"token punctuation\">)<\/span>\r\n <span class=\"token function\">print<\/span><span class=\"token punctuation\">(<\/span>f<span class=\"token string\">\"get(1): {cache.get(1)}\"<\/span><span class=\"token punctuation\">)<\/span> # returns <span class=\"token operator\">-<\/span><span class=\"token number\">1<\/span> <span class=\"token punctuation\">(<\/span>not found<span class=\"token punctuation\">)<\/span>\r\n <span class=\"token function\">print<\/span><span class=\"token punctuation\">(<\/span>f<span class=\"token string\">\"get(3): {cache.get(3)}\"<\/span><span class=\"token punctuation\">)<\/span> # returns <span class=\"token number\">3<\/span>\r\n <span class=\"token function\">print<\/span><span class=\"token punctuation\">(<\/span>f<span class=\"token string\">\"Cache after get(3): {[(k, v.value) for k, v in cache.cache.items()]}\"<\/span><span class=\"token punctuation\">)<\/span>\r\n <span class=\"token function\">print<\/span><span class=\"token punctuation\">(<\/span>f<span class=\"token string\">\"get(4): {cache.get(4)}\"<\/span><span class=\"token punctuation\">)<\/span> # returns <span class=\"token number\">4<\/span>\r\n <span class=\"token function\">print<\/span><span class=\"token punctuation\">(<\/span>f<span class=\"token string\">\"Cache after get(4): {[(k, v.value) for k, v in cache.cache.items()]}\"<\/span><span class=\"token punctuation\">)<\/span>\r\n\r\nexcept <span class=\"token class-name\">ValueError<\/span> as e<span class=\"token operator\">:<\/span>\r\n <span class=\"token function\">print<\/span><span class=\"token punctuation\">(<\/span>f<span class=\"token string\">\"Error: {e}\"<\/span><span class=\"token punctuation\">)<\/span><\/code><\/pre>\n<ul id=\"code_id_1\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<li>13.<\/li>\n<li>14.<\/li>\n<li>15.<\/li>\n<li>16.<\/li>\n<li>17.<\/li>\n<li>18.<\/li>\n<li>19.<\/li>\n<li>20.<\/li>\n<li>21.<\/li>\n<li>22.<\/li>\n<li>23.<\/li>\n<li>24.<\/li>\n<li>25.<\/li>\n<li>26.<\/li>\n<li>27.<\/li>\n<li>28.<\/li>\n<li>29.<\/li>\n<li>30.<\/li>\n<li>31.<\/li>\n<li>32.<\/li>\n<li>33.<\/li>\n<li>34.<\/li>\n<li>35.<\/li>\n<li>36.<\/li>\n<li>37.<\/li>\n<li>38.<\/li>\n<li>39.<\/li>\n<li>40.<\/li>\n<li>41.<\/li>\n<li>42.<\/li>\n<li>43.<\/li>\n<li>44.<\/li>\n<li>45.<\/li>\n<li>46.<\/li>\n<li>47.<\/li>\n<li>48.<\/li>\n<li>49.<\/li>\n<li>50.<\/li>\n<li>51.<\/li>\n<li>52.<\/li>\n<li>53.<\/li>\n<li>54.<\/li>\n<li>55.<\/li>\n<li>56.<\/li>\n<li>57.<\/li>\n<li>58.<\/li>\n<li>59.<\/li>\n<li>60.<\/li>\n<li>61.<\/li>\n<li>62.<\/li>\n<li>63.<\/li>\n<li>64.<\/li>\n<li>65.<\/li>\n<li>66.<\/li>\n<li>67.<\/li>\n<li>68.<\/li>\n<li>69.<\/li>\n<li>70.<\/li>\n<li>71.<\/li>\n<li>72.<\/li>\n<li>73.<\/li>\n<li>74.<\/li>\n<li>75.<\/li>\n<li>76.<\/li>\n<li>77.<\/li>\n<li>78.<\/li>\n<li>79.<\/li>\n<li>80.<\/li>\n<li>81.<\/li>\n<li>82.<\/li>\n<li>83.<\/li>\n<li>84.<\/li>\n<li>85.<\/li>\n<li>86.<\/li>\n<li>87.<\/li>\n<li>88.<\/li>\n<li>89.<\/li>\n<li>90.<\/li>\n<li>91.<\/li>\n<li>92.<\/li>\n<li>93.<\/li>\n<li>94.<\/li>\n<li>95.<\/li>\n<li>96.<\/li>\n<li>97.<\/li>\n<li>98.<\/li>\n<li>99.<\/li>\n<li>100.<\/li>\n<li>101.<\/li>\n<li>102.<\/li>\n<li>103.<\/li>\n<li>104.<\/li>\n<li>105.<\/li>\n<li>106.<\/li>\n<li>107.<\/li>\n<li>108.<\/li>\n<li>109.<\/li>\n<li>110.<\/li>\n<li>111.<\/li>\n<li>112.<\/li>\n<li>113.<\/li>\n<li>114.<\/li>\n<li>115.<\/li>\n<li>116.<\/li>\n<li>117.<\/li>\n<li>118.<\/li>\n<li>119.<\/li>\n<li>120.<\/li>\n<li>121.<\/li>\n<li>122.<\/li>\n<li>123.<\/li>\n<li>124.<\/li>\n<li>125.<\/li>\n<li>126.<\/li>\n<li>127.<\/li>\n<li>128.<\/li>\n<li>129.<\/li>\n<li>130.<\/li>\n<li>131.<\/li>\n<li>132.<\/li>\n<li>133.<\/li>\n<li>134.<\/li>\n<li>135.<\/li>\n<li>136.<\/li>\n<li>137.<\/li>\n<li>138.<\/li>\n<li>139.<\/li>\n<li>140.<\/li>\n<li>141.<\/li>\n<li>142.<\/li>\n<li>143.<\/li>\n<li>144.<\/li>\n<li>145.<\/li>\n<li>146.<\/li>\n<li>147.<\/li>\n<li>148.<\/li>\n<li>149.<\/li>\n<li>150.<\/li>\n<li>151.<\/li>\n<li>152.<\/li>\n<li>153.<\/li>\n<li>154.<\/li>\n<li>155.<\/li>\n<li>156.<\/li>\n<li>157.<\/li>\n<li>158.<\/li>\n<li>159.<\/li>\n<li>160.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\uff084\uff09\u8f93\u51fa\u6bd4\u8f83<\/p>\n<table class=\"data-table\" data-transient-attributes=\"class\" data-width=\"820px\">\n<colgroup data-id=\"c7104f7d-6CUK9mkL\">\n<col span=\"1\" width=\"131\" data-id=\"c22ce445-6khYcFhi\" \/>\n<col span=\"1\" width=\"188\" data-id=\"cdd2217e-mcUXc0P1\" \/>\n<col span=\"1\" width=\"173\" data-id=\"c98b99f2-5Z57ZdF9\" \/>\n<col span=\"1\" width=\"156\" data-id=\"cb45ffd5-a9gBMCKN\" \/><\/colgroup>\n<tbody data-id=\"t6d5e859-kDkUvTUa\">\n<tr data-id=\"t31e458f-e9lKzzXL\">\n<td data-id=\"t8c0e6ab-u9JxAD3S\" data-transient-attributes=\"table-cell-selection\"><strong>\u8bc4\u5224\u6807\u51c6<\/strong><\/td>\n<td data-id=\"t8c0e6ab-t1lkgxtr\" data-transient-attributes=\"table-cell-selection\"><strong>o3<\/strong><\/td>\n<td data-id=\"t8c0e6ab-e237z8e5\" data-transient-attributes=\"table-cell-selection\"><strong>o4-mini<\/strong><\/td>\n<td class=\"table-last-row\" data-id=\"t1b895c3-TnYmYkU4\" data-transient-attributes=\"table-cell-selection\"><strong>Gemini 2.5<\/strong><\/td>\n<\/tr>\n<tr data-id=\"t1ecfec6-7ea3SMV8\">\n<td data-id=\"t7ca8cd1-joBMgLTU\" data-transient-attributes=\"table-cell-selection\"><strong>\u53ef\u8bfb\u6027<\/strong><\/td>\n<td data-id=\"t7ca8cd1-u51BxtBY\" data-transient-attributes=\"table-cell-selection\">\u4f18\u79c0\u7684\u7ed3\u6784\u4e0e\u6ce8\u91ca<\/td>\n<td data-id=\"t7ca8cd1-l1hUq2Hm\" data-transient-attributes=\"table-cell-selection\">\u975e\u5e38\u7b80\u6d01\uff0c\u4f46\u53ef\u8bfb\u6027\u8f83\u5dee<\/td>\n<td class=\"table-last-row\" data-id=\"tad8470f-RLRF3fG0\" data-transient-attributes=\"table-cell-selection\">\u6e05\u6670\u6613\u61c2\uff0c\u9644\u5e26\u6709\u7528\u7684\u6ce8\u91ca<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-KHnO4p5Z\">\n<td data-id=\"t8c0e6ab-mHN2l4ia\" data-transient-attributes=\"table-cell-selection\"><strong>\u8bbe\u8ba1\u4e0e\u6a21\u5757\u5316<\/strong><\/td>\n<td data-id=\"t8c0e6ab-IANLgFHe\" data-transient-attributes=\"table-cell-selection\">\u6a21\u5757\u5316\u8bbe\u8ba1\u51fa\u8272\uff0c\u4f7f\u7528\u79c1\u6709\u65b9\u6cd5<\/td>\n<td data-id=\"t8c0e6ab-QNdKVxB5\" data-transient-attributes=\"table-cell-selection\">\u6781\u7b80\u8bbe\u8ba1\uff0c\u7f3a\u4e4f\u6a21\u5757\u5316\u5b89\u5168\u6027<\/td>\n<td class=\"table-last-row\" data-id=\"t1b895c3-dHTa320f\" data-transient-attributes=\"table-cell-selection\">\u6a21\u5757\u5316\u8bbe\u8ba1\uff0c\u5305\u542b\u8f85\u52a9\u65b9\u6cd5\u548c\u68c0\u67e5<\/td>\n<\/tr>\n<tr data-id=\"t1ecfec6-LA0h9ZqW\">\n<td data-id=\"t7ca8cd1-BCbAregE\" data-transient-attributes=\"table-cell-selection\"><strong>\u6027\u80fd<\/strong><\/td>\n<td data-id=\"t7ca8cd1-fvLOd2Rb\" data-transient-attributes=\"table-cell-selection\">\u7ed3\u5408 __slots__ \u548c\u54e8\u5175\u503c\u5b9e\u73b0\u6700\u4f18\u65b9\u6848<\/td>\n<td data-id=\"t7ca8cd1-lF9v6nZ6\" data-transient-attributes=\"table-cell-selection\">\u6700\u4f18\u4e14\u5185\u5b58\u9ad8\u6548<\/td>\n<td class=\"table-last-row\" data-id=\"tad8470f-o7kpjX4q\" data-transient-attributes=\"table-cell-selection\">\u6700\u4f18\u65b9\u6848\uff0c\u63d0\u4f9b\u53ef\u9009\u7684GC\u5efa\u8bae<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-VAQFbW5F\">\n<td class=\"table-last-column\" data-id=\"t1c8f800-ZDsGcRQp\" data-transient-attributes=\"table-cell-selection\"><strong>\u5b89\u5168\u6027\u548c\u7a33\u5065\u6027<\/strong><\/td>\n<td class=\"table-last-column\" data-id=\"t1c8f800-CT5HkSiL\" data-transient-attributes=\"table-cell-selection\">\u9a8c\u8bc1\u673a\u5236\u5f3a\u5927\uff0c\u9519\u8bef\u5904\u7406\u6e05\u6670<\/td>\n<td class=\"table-last-column\" data-id=\"t1c8f800-htHMXMnP\" data-transient-attributes=\"table-cell-selection\">\u7f3a\u5c11\u8f93\u5165\u68c0\u67e5\uff08\u4f8b\u5982\uff1a\u5bb9\u91cf\u22640\u7684\u60c5\u51b5\uff09<\/td>\n<td class=\"table-last-column table-last-row\" data-id=\"t16089ba-TSNJKTnh\" data-transient-attributes=\"table-cell-selection\">\u5305\u542b\u9a8c\u8bc1\u548c\u5b89\u5168\u9632\u62a4\u673a\u5236<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\uff085\uff09\u6700\u7ec8\u7ed3\u8bba<\/p>\n<p>o3\u5728\u53ef\u8bfb\u6027\u3001\u5b89\u5168\u6027\u3001\u8bbe\u8ba1\u548c\u6027\u80fd\u65b9\u9762\u63d0\u4f9b\u4e86\u6700\u4f73\u5e73\u8861\uff0c\u4f7f\u5176\u6700\u9002\u5408\u7528\u4e8e\u751f\u4ea7\u548c\u957f\u671f\u4f7f\u7528\u3002<\/p>\n<h4>\u4efb\u52a14\uff1a\u521b\u5efa\u7f51\u9875<\/h4>\n<p><strong>\u8f93\u5165\u63d0\u793a\uff1a<\/strong>\u8bbe\u8ba1\u4e00\u4e2a\u54cd\u5e94\u7684\u4e2a\u4eba\u6295\u8d44\u7ec4\u5408\u7f51\u9875\u4f7f\u7528HTML\u548cCSS\u3002\u8be5\u9875\u9762\u5e94\u5305\u62ec\u4ee5\u4e0b\u90e8\u5206\uff1a<\/p>\n<ul data-id=\"u738a58b-9ytaA5AW\">\n<li data-id=\"ld70c578-djSYio18\"><strong>\u9875\u7709\uff1a<\/strong>\u663e\u793a\u7528\u6237\u540d\u548c\u7b80\u77ed\u7684\u6807\u9898\u3002<\/li>\n<li data-id=\"ld70c578-9oJV4DpA\"><strong>\u5173\u4e8e\uff1a<\/strong>\u7b80\u77ed\u63cf\u8ff0\u7528\u6237\u80cc\u666f\u548c\u6280\u80fd\u7684\u6bb5\u843d\u3002<\/li>\n<li data-id=\"ld70c578-pZZMztAj\"><strong>\u9879\u76ee\uff1a<\/strong>\u5c55\u793a\u81f3\u5c11\u4e09\u4e2a\u5e26\u6709\u6807\u9898\u3001\u63cf\u8ff0\u548c\u94fe\u63a5\u7684\u9879\u76ee\u3002<\/li>\n<li data-id=\"ld70c578-AeXAxuDX\"><strong>\u8054\u7cfb\u4eba\uff1a<\/strong>\u63d0\u4f9b\u8054\u7cfb\u65b9\u5f0f\u6216\u8054\u7cfb\u8868\u3002<\/li>\n<\/ul>\n<p>\u786e\u4fdd\u8bbe\u8ba1\u5e72\u51c0\uff0c\u4fbf\u4e8e\u79fb\u52a8\u8bbe\u5907\u4f7f\u7528\u3002\u4f7f\u7528\u8bed\u4e49HTML\u5143\u7d20\u5e76\u5305\u542b\u57fa\u672c\u7684CSS\u6837\u5f0f\u6765\u589e\u5f3a\u89c6\u89c9\u5438\u5f15\u529b\u3002\u907f\u514d\u4f7f\u7528\u5916\u90e8CSS\u6846\u67b6\uff1b\u4e3a\u6837\u5f0f\u7f16\u5199\u81ea\u5b9a\u4e49CSS\u3002<\/p>\n<p>\u5b9e\u73b0\u7f51\u9875\u5728\u4e00\u4e2a\u5355\u4e00\u7684HTML\u6587\u4ef6\u4e0e\u5d4c\u5165CSS\u3002<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_2\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-java\" tabindex=\"0\"><code class=\"language-java\">\uff08<span class=\"token class-name\">Design<\/span> a responsive personal portfolio webpage using HTML and <span class=\"token class-name\">CSS<span class=\"token punctuation\">.<\/span> The<\/span> page should include the following sections<span class=\"token operator\">:<\/span>\r\n<span class=\"token number\">1.<\/span> <span class=\"token class-name\">Header<\/span><span class=\"token operator\">:<\/span> <span class=\"token class-name\">Display<\/span> the user\u2019s name and a brief tagline<span class=\"token punctuation\">.<\/span>\r\n<span class=\"token number\">2.<\/span> <span class=\"token class-name\">About<\/span> <span class=\"token class-name\">Me<\/span><span class=\"token operator\">:<\/span> <span class=\"token class-name\">A<\/span> <span class=\"token keyword\">short<\/span> paragraph describing the user\u2019s background and skills<span class=\"token punctuation\">.<\/span>\r\n<span class=\"token number\">3.<\/span> <span class=\"token class-name\">Projects<\/span><span class=\"token operator\">:<\/span> <span class=\"token class-name\">Showcase<\/span> at least three projects <span class=\"token keyword\">with<\/span> <span class=\"token namespace\">titles<\/span><span class=\"token punctuation\">,<\/span> descriptions<span class=\"token punctuation\">,<\/span> and links<span class=\"token punctuation\">.<\/span>\r\n<span class=\"token number\">4.<\/span> <span class=\"token class-name\">Contact<\/span><span class=\"token operator\">:<\/span> <span class=\"token class-name\">Provide<\/span> contact information or a contact <span class=\"token class-name\"><span class=\"token namespace\">form<span class=\"token punctuation\">.<\/span><\/span>\r\nEnsure<\/span> the design is clean and mobile<span class=\"token operator\">-<\/span><span class=\"token class-name\"><span class=\"token namespace\">friendly<span class=\"token punctuation\">.<\/span><\/span> Use<\/span> semantic HTML elements and include basic CSS styling <span class=\"token keyword\">to<\/span> <span class=\"token namespace\">enhance<\/span> the visual <span class=\"token class-name\"><span class=\"token namespace\">appeal<span class=\"token punctuation\">.<\/span><\/span> Avoid<\/span> using external <span class=\"token class-name\">CSS<\/span> frameworks<span class=\"token punctuation\">;<\/span> write custom CSS <span class=\"token keyword\">for<\/span> <span class=\"token class-name\"><span class=\"token namespace\">styling<span class=\"token punctuation\">.<\/span><\/span>\r\nImplement<\/span> the webpage in a single HTML file <span class=\"token keyword\">with<\/span> <span class=\"token namespace\">embedded<\/span> CSS<span class=\"token punctuation\">.<\/span>\uff09<\/code><\/pre>\n<ul id=\"code_id_2\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\uff081\uff09o3\u7684\u8f93\u51fa\uff1a<\/p>\n<p><img data-dominant-color=\"f4f6f8\" data-has-transparency=\"true\" style=\"--dominant-color: #f4f6f8;\" loading=\"lazy\" decoding=\"async\" class=\"has-transparency alignnone size-full wp-image-25827\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/8244763b6c50.png\" width=\"554\" height=\"557\" alt=\"\" title=\"o3 vs o4 mini vs Gemini 2.5 pro\uff1a\u7ec8\u6781\u63a8\u7406\u4e4b\u6218-AI.x\u793e\u533a\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/8244763b6c50.png 554w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/8244763b6c50-298x300.png 298w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/8244763b6c50-150x150.png 150w\" sizes=\"auto, (max-width: 554px) 100vw, 554px\" \/><\/p>\n<p>\uff082\uff09o4-mini\u7684\u8f93\u51fa\uff1a<\/p>\n<p><img data-dominant-color=\"f4f6f8\" data-has-transparency=\"false\" style=\"--dominant-color: #f4f6f8;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-25828\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/a59a39670889.png\" width=\"594\" height=\"598\" alt=\"\" title=\"o3 vs o4 mini vs Gemini 2.5 pro\uff1a\u7ec8\u6781\u63a8\u7406\u4e4b\u6218-AI.x\u793e\u533a\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/a59a39670889.png 594w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/a59a39670889-298x300.png 298w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/a59a39670889-150x150.png 150w\" sizes=\"auto, (max-width: 594px) 100vw, 594px\" \/><\/p>\n<p>\uff083\uff09Gemini 2.5\u7684\u8f93\u51fa\uff1a<\/p>\n<p><img data-dominant-color=\"e2e2e3\" data-has-transparency=\"false\" style=\"--dominant-color: #e2e2e3;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-25829\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/c294196b20b1.png\" width=\"593\" height=\"599\" alt=\"\" title=\"o3 vs o4 mini vs Gemini 2.5 pro\uff1a\u7ec8\u6781\u63a8\u7406\u4e4b\u6218-AI.x\u793e\u533a\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/c294196b20b1.png 593w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/c294196b20b1-297x300.png 297w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/c294196b20b1-148x150.png 148w\" sizes=\"auto, (max-width: 593px) 100vw, 593px\" \/><\/p>\n<p>\uff084\uff09\u8f93\u51fa\u6bd4\u8f83<\/p>\n<table class=\"data-table\" data-transient-attributes=\"class\" data-width=\"820px\">\n<colgroup data-id=\"c7104f7d-jv5sjieC\">\n<col span=\"1\" width=\"150\" data-id=\"cf2f040f-W6IU9AQc\" \/>\n<col span=\"1\" width=\"170\" data-id=\"cc9baafc-k5lTGCiN\" \/>\n<col span=\"1\" width=\"154\" data-id=\"cdcf8c27-OmEWiHFM\" \/>\n<col span=\"1\" width=\"178\" data-id=\"cec9061d-fKgQV7iK\" \/><\/colgroup>\n<tbody data-id=\"t6d5e859-RDbRQX9Z\">\n<tr data-id=\"t31e458f-OHBjvUTt\">\n<td data-id=\"t8c0e6ab-oIAe3IeM\" data-transient-attributes=\"table-cell-selection\"><strong>\u7279\u6027<\/strong><\/td>\n<td data-id=\"t8c0e6ab-QQRqArod\" data-transient-attributes=\"table-cell-selection\"><strong>o3<\/strong><\/td>\n<td data-id=\"t8c0e6ab-rQNs06rR\" data-transient-attributes=\"table-cell-selection\"><strong>o4-mini<\/strong><\/td>\n<td class=\"table-last-row\" data-id=\"t1b895c3-gdX5UM7D\" data-transient-attributes=\"table-cell-selection\"><strong>Gemini 2.5<\/strong><\/td>\n<\/tr>\n<tr data-id=\"t1ecfec6-qMM8RiJB\">\n<td data-id=\"t7ca8cd1-hgwX1lBi\" data-transient-attributes=\"table-cell-selection\"><strong>\u8bbe\u8ba1\u7f8e\u5b66<\/strong><\/td>\n<td data-id=\"t7ca8cd1-d4MWbu5w\" data-transient-attributes=\"table-cell-selection\">\u73b0\u4ee3\uff0c\u5f69\u8272\u6e10\u53d8\u6807\u9898\u548c\u4e00\u81f4\u7684\u4e3b\u9898\u989c\u8272<\/td>\n<td data-id=\"t7ca8cd1-4SYtCrbp\" data-transient-attributes=\"table-cell-selection\">\u7b80\u6d01\u660e\u4e86\uff0c\u5e26\u6709\u57fa\u672c\u8fb9\u6846\u548c\u65b9\u6846\u9634\u5f71<\/td>\n<td class=\"table-last-row\" data-id=\"tad8470f-V9S9ThoD\" data-transient-attributes=\"table-cell-selection\">\u7b80\u6d01\u7684\u5e03\u5c40\u548c\u6781\u7b80\u4e3b\u4e49\u7684\u8bbe\u8ba1\u3002\u5229\u7528\u5bb9\u5668\u5bbd\u5ea6\u548c\u586b\u5145\u6765\u63d0\u9ad8\u54cd\u5e94\u901f\u5ea6<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-8jXV5M0J\">\n<td data-id=\"t8c0e6ab-acS7ZJj3\" data-transient-attributes=\"table-cell-selection\"><strong>\u4ee3\u7801\u7ed3\u6784\u4e0e\u8bed\u4e49<\/strong><\/td>\n<td data-id=\"t8c0e6ab-wz5VU9YD\" data-transient-attributes=\"table-cell-selection\">\u51fa\u8272\u5730\u4f7f\u7528\u8bed\u4e49HTML\u548c\u6ce8\u91ca\uff1b\u4e00\u81f4\u7684\u8fb9\u754c\u5143\u98ce\u683c\u7c7b\u547d\u540d<\/td>\n<td data-id=\"t8c0e6ab-tkMZ8LCp\" data-transient-attributes=\"table-cell-selection\">\u7b80\u6d01\u7684\u8bed\u4e49HTML\uff0c\u4f46\u6a21\u5757\u5316\u6216\u6ce8\u91ca\u8f83\u5c11<\/td>\n<td class=\"table-last-row\" data-id=\"t1b895c3-jpqdUB83\" data-transient-attributes=\"table-cell-selection\">\u7ed3\u6784\u826f\u597d\uff0cHTML\u3001CSS\u548cJS\u6e05\u6670\u5206\u79bb\u3002\u4e13\u6ce8\u4e8e\u8bed\u4e49HTML\uff0c\u6b63\u786e\u4f7f\u7528&lt;header&gt;\u3001&lt;section&gt;\u548c&lt;footer&gt;\u7b49\u5143\u7d20<\/td>\n<\/tr>\n<tr data-id=\"t1ecfec6-YeRD6FUO\">\n<td data-id=\"t7ca8cd1-xCrzP8ME\" data-transient-attributes=\"table-cell-selection\"><strong>\u54cd\u5e94\u6027\uff08\u9002\u914d\u6027\uff09<\/strong><\/td>\n<td data-id=\"t7ca8cd1-eWKHAC8B\" data-transient-attributes=\"table-cell-selection\">\u901a\u8fc7clamp\uff08\uff09\u3001\u81ea\u52a8\u8c03\u6574\u7f51\u683c\u548c\u5a92\u4f53\u67e5\u8be2\u5b9e\u73b0\u9ad8\u5ea6\u54cd\u5e94<\/td>\n<td data-id=\"t7ca8cd1-rqeSw2rN\" data-transient-attributes=\"table-cell-selection\">\u901a\u8fc7\u7075\u6d3b\u5305\u88c5\u548c\u7b80\u5355\u7684\u5a92\u4f53\u67e5\u8be2\u5b9e\u73b0\u57fa\u672c\u54cd\u5e94<\/td>\n<td class=\"table-last-row\" data-id=\"tad8470f-DAjhtLL6\" data-transient-attributes=\"table-cell-selection\">\u54cd\u5e94\u826f\u597d\uff0c\u53ef\u52a8\u6001\u8c03\u6574\u5404\u79cd\u5c4f\u5e55\u5c3a\u5bf8\uff0c\u786e\u4fdd\u8de8\u8bbe\u5907\u7684\u9002\u5f53\u7528\u6237\u4f53\u9a8c<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-IhAy9izw\">\n<td class=\"table-last-column\" data-id=\"t1c8f800-BjPcd2sE\" data-transient-attributes=\"table-cell-selection\"><strong>\u5305\u542b\u7684\u529f\u80fd<\/strong><\/td>\n<td class=\"table-last-column\" data-id=\"t1c8f800-AIbIH01J\" data-transient-attributes=\"table-cell-selection\">\u5b8c\u6574\u529f\u80fd\u96c6\uff1a\u9875\u7709\u3001\u5173\u4e8e\u3001\u9879\u76ee\u7f51\u683c\u3001\u8054\u7cfb\u4eba\uff08\u8868\u5355\u548c\u4fe1\u606f\uff09\u3001\u5e72\u51c0\u7684\u9875\u811a<\/td>\n<td class=\"table-last-column\" data-id=\"t1c8f800-9elAOxjE\" data-transient-attributes=\"table-cell-selection\">\u7c7b\u4f3c\u7684\u90e8\u5206\uff0c\u4f46\u5728\u5e03\u5c40\u3001\u4ea4\u4e92\u6027\u548c\u9020\u578b\u6280\u5de7\u65b9\u9762\u7f3a\u4e4f\u6da6\u8272<\/td>\n<td class=\"table-last-column table-last-row\" data-id=\"t16089ba-PMAZU0HN\" data-transient-attributes=\"table-cell-selection\">\u7c7b\u4f3c\u7684\u90e8\u5206\uff0c\u4f46\u5728\u5e03\u5c40\u3001\u4ea4\u4e92\u6027\u548c\u9020\u578b\u6280\u5de7\u65b9\u9762\u7f3a\u4e4f\u6da6\u8272<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\uff085\uff09\u6700\u7ec8\u7ed3\u8bba<\/p>\n<p>\u5b83\u5177\u6709\u66f4\u7cbe\u81f4\u7684\u7528\u6237\u754c\u9762\uff08UI\uff09\uff0c\u6539\u8fdb\u7684\u54cd\u5e94\u6027\uff0c\u73b0\u4ee3CSS\u6280\u672f\uff08\u5982\u53d8\u91cf\u548cclamp\uff09\u4ee5\u53ca\u4e13\u4e1a\u7684\u6574\u4f53\u5448\u73b0\u3002\u5b83\u53ef\u4ee5\u7528\u4e8e\u751f\u4ea7\uff0c\u5e76\u5c55\u793a\u4e86\u5bf9CSS\u7684\u66f4\u6df1\u5165\u7684\u638c\u63e1\u3002<\/p>\n<h4>\u4efb\u52a15\uff1a\u56fe\u50cf\u5206\u6790<\/h4>\n<p>\u8f93\u5165\u56fe\u50cf\uff1a<\/p>\n<p><img data-dominant-color=\"eef3f5\" data-has-transparency=\"true\" style=\"--dominant-color: #eef3f5;\" loading=\"lazy\" decoding=\"async\" class=\"has-transparency alignnone size-full wp-image-25830\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/f2446408993e.png\" width=\"225\" height=\"225\" alt=\"\" title=\"o3 vs o4 mini vs Gemini 2.5 pro\uff1a\u7ec8\u6781\u63a8\u7406\u4e4b\u6218-AI.x\u793e\u533a\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/f2446408993e.png 225w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/f2446408993e-150x150.png 150w\" sizes=\"auto, (max-width: 225px) 100vw, 225px\" \/><\/p>\n<p><strong>\u8f93\u5165\u63d0\u793a\uff1a<\/strong>\u91c7\u7528\u7b80\u5355\u7684\u5355\u8bcd\u89e3\u91ca\u56fe\u50cf\uff0c\u5927\u7ea660\u4e2a\u5355\u8bcd<\/p>\n<p>\uff081\uff09o3\u7684\u8f93\u51fa\uff1a<\/p>\n<p><img data-dominant-color=\"444445\" data-has-transparency=\"true\" style=\"--dominant-color: #444445;\" loading=\"lazy\" decoding=\"async\" class=\"has-transparency alignnone size-full wp-image-25831\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/96f4aa6f50c1.png\" width=\"589\" height=\"334\" alt=\"\" title=\"o3 vs o4 mini vs Gemini 2.5 pro\uff1a\u7ec8\u6781\u63a8\u7406\u4e4b\u6218-AI.x\u793e\u533a\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/96f4aa6f50c1.png 589w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/96f4aa6f50c1-300x170.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/96f4aa6f50c1-150x85.png 150w\" sizes=\"auto, (max-width: 589px) 100vw, 589px\" \/><\/p>\n<p>\uff082\uff09o4-mini\u7684\u8f93\u51fa\uff1a<\/p>\n<p><img data-dominant-color=\"414242\" data-has-transparency=\"false\" style=\"--dominant-color: #414242;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-25832\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/93c7fb189da2.png\" width=\"588\" height=\"370\" alt=\"\" title=\"o3 vs o4 mini vs Gemini 2.5 pro\uff1a\u7ec8\u6781\u63a8\u7406\u4e4b\u6218-AI.x\u793e\u533a\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/93c7fb189da2.png 588w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/93c7fb189da2-300x189.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/93c7fb189da2-150x94.png 150w\" sizes=\"auto, (max-width: 588px) 100vw, 588px\" \/><\/p>\n<p>\uff083\uff09Gemini 2.5\u7684\u8f93\u51fa\uff1a<\/p>\n<p><img data-dominant-color=\"282829\" data-has-transparency=\"true\" style=\"--dominant-color: #282829;\" loading=\"lazy\" decoding=\"async\" class=\"has-transparency alignnone size-full wp-image-25833\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/42075c8ee6ff.png\" width=\"589\" height=\"166\" alt=\"\" title=\"o3 vs o4 mini vs Gemini 2.5 pro\uff1a\u7ec8\u6781\u63a8\u7406\u4e4b\u6218-AI.x\u793e\u533a\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/42075c8ee6ff.png 589w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/42075c8ee6ff-300x85.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/42075c8ee6ff-150x42.png 150w\" sizes=\"auto, (max-width: 589px) 100vw, 589px\" \/><\/p>\n<p>\uff084\uff09\u8f93\u51fa\u6bd4\u8f83<\/p>\n<table class=\"data-table\" data-transient-attributes=\"class\" data-width=\"820px\">\n<colgroup data-id=\"c7104f7d-ICwnaWJc\">\n<col span=\"1\" width=\"88\" data-id=\"c07fe720-aT2TEOZ0\" \/>\n<col span=\"1\" width=\"182\" data-id=\"c3b6719e-T6XH2Rhe\" \/>\n<col span=\"1\" width=\"169\" data-id=\"cc6d7c6e-SSQQ8aMK\" \/>\n<col span=\"1\" width=\"208\" data-id=\"ceead2f2-j86iEc5X\" \/><\/colgroup>\n<tbody data-id=\"t6d5e859-KAcCpMNN\">\n<tr data-id=\"t31e458f-t7qUE73C\">\n<td data-id=\"t8c0e6ab-xgW201gu\" data-transient-attributes=\"table-cell-selection\"><strong>\u8bc4\u5224\u6807\u51c6<\/strong><\/td>\n<td data-id=\"t8c0e6ab-BZNbpkJP\" data-transient-attributes=\"table-cell-selection\"><strong>o3\u7684\u8f93\u51fa<\/strong><\/td>\n<td data-id=\"t8c0e6ab-iHvh0YYo\" data-transient-attributes=\"table-cell-selection\"><strong>o4-mini\u7684\u8f93\u51fa<\/strong><\/td>\n<td class=\"table-last-row\" data-id=\"t1b895c3-c3fjEJno\" data-transient-attributes=\"table-cell-selection\"><strong>Gemini 2.5\u7684\u8f93\u51fa<\/strong><\/td>\n<\/tr>\n<tr data-id=\"t1ecfec6-MbBW82Mb\">\n<td data-id=\"t7ca8cd1-LZSl28Ep\" data-transient-attributes=\"table-cell-selection\"><strong>\u6e05\u6670\u5ea6<\/strong><\/td>\n<td data-id=\"t7ca8cd1-0REGeuzP\" data-transient-attributes=\"table-cell-selection\">\u6e05\u6670\u3001\u7b80\u5355\u3001\u6613\u4e8e\u7406\u89e3\u3002<\/td>\n<td data-id=\"t7ca8cd1-Q71e6W7o\" data-transient-attributes=\"table-cell-selection\">\u7a0d\u5fae\u8be6\u7ec6\u4e00\u70b9\uff0c\u4ecd\u7136\u6e05\u6670\u3002<\/td>\n<td class=\"table-last-row\" data-id=\"tad8470f-oJJSAkkV\" data-transient-attributes=\"table-cell-selection\">\u7b80\u5355\uff0c\u5bb9\u6613\u7406\u89e3\u3002<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-fvbOdaA4\">\n<td data-id=\"t8c0e6ab-9zgY9E2T\" data-transient-attributes=\"table-cell-selection\"><strong>\u89e3\u91ca\u6df1\u5ea6<\/strong><\/td>\n<td data-id=\"t8c0e6ab-jsovdr1s\" data-transient-attributes=\"table-cell-selection\">\u5e73\u8861\u7684\u89e3\u91ca\u548c\u5fc5\u8981\u7684\u7ec6\u8282\u3002<\/td>\n<td data-id=\"t8c0e6ab-PxJY1DaG\" data-transient-attributes=\"table-cell-selection\">\u5173\u4e8e\u8272\u5f69\u5982\u4f55\u6e10\u53d8\u7684\u66f4\u591a\u7ec6\u8282<\/td>\n<td class=\"table-last-row\" data-id=\"t1b895c3-c6FjeMkt\" data-transient-attributes=\"table-cell-selection\">\u5bf9\u8fd9\u4e2a\u6982\u5ff5\u7684\u975e\u5e38\u57fa\u672c\u7684\u89e3\u91ca<\/td>\n<\/tr>\n<tr data-id=\"t1ecfec6-JgS24VJh\">\n<td data-id=\"t7ca8cd1-i3j2gn2I\" data-transient-attributes=\"table-cell-selection\"><strong>\u8bed\u6c14\/\u98ce\u683c<\/strong><\/td>\n<td data-id=\"t7ca8cd1-YvhzJAc2\" data-transient-attributes=\"table-cell-selection\">\u4e2d\u7acb\u3001\u79d1\u5b66\uff0c\u4f46\u6613\u4e8e\u7406\u89e3<\/td>\n<td data-id=\"t7ca8cd1-GoKoKmje\" data-transient-attributes=\"table-cell-selection\">\u6709\u70b9\u50cf\u5bf9\u8bdd\uff0c\u4f46\u8fd8\u662f\u5f88\u6b63\u5f0f<\/td>\n<td class=\"table-last-row\" data-id=\"tad8470f-sk0ViLvM\" data-transient-attributes=\"table-cell-selection\">\u975e\u5e38\u6709\u6559\u80b2\u610f\u4e49\uff0c\u65e8\u5728\u5feb\u901f\u7406\u89e3<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-2KUttA6I\">\n<td class=\"table-last-column\" data-id=\"t1c8f800-Qw2mK4KL\" data-transient-attributes=\"table-cell-selection\"><strong>\u957f\u5ea6<\/strong><\/td>\n<td class=\"table-last-column\" data-id=\"t1c8f800-1SJkKF95\" data-transient-attributes=\"table-cell-selection\">\u7d27\u51d1\uff0c\u7b80\u6d01\uff0c\u6db5\u76d6\u6240\u6709\u8981\u70b9<\/td>\n<td class=\"table-last-column\" data-id=\"t1c8f800-3p2F4Efy\" data-transient-attributes=\"table-cell-selection\">\u66f4\u957f\uff0c\u63d0\u4f9b\u4e86\u66f4\u591a\u7684\u6df1\u5ea6<\/td>\n<td class=\"table-last-column table-last-row\" data-id=\"t16089ba-2JT28LNA\" data-transient-attributes=\"table-cell-selection\">\u975e\u5e38\u7b80\u660e\u627c\u8981<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\uff085\uff09\u6700\u7ec8\u7ed3\u8bba<\/p>\n<p>o3\u6a21\u578b\u5728\u6e05\u6670\u5ea6\u3001\u5b8c\u6574\u6027\u548c\u7b80\u6d01\u6027\u4e4b\u95f4\u53d6\u5f97\u4e86\u6700\u4f73\u5e73\u8861\uff0c\u4f7f\u5176\u6210\u4e3a\u666e\u901a\u53d7\u4f17\u7684\u7406\u60f3\u9009\u62e9\u3002\u5b83\u6e05\u6670\u89e3\u91ca\u4e86\u5f69\u8679\u7684\u5f62\u6210\u8fc7\u7a0b\uff0c\u65e2\u672a\u8ba9\u8bfb\u8005\u88ab\u8fc7\u591a\u7ec6\u8282\u6df9\u6ca1\uff0c\u53c8\u6db5\u76d6\u4e86\u6298\u5c04\u3001\u5185\u90e8\u53cd\u5c04\u4ee5\u53ca\u591a\u4e2a\u6c34\u6ef4\u5982\u4f55\u5171\u540c\u4f5c\u7528\u5f62\u6210\u5f69\u8679\u7b49\u5173\u952e\u5185\u5bb9\u3002\u5176\u7b80\u6d01\u7684\u98ce\u683c\u6613\u4e8e\u7406\u89e3\u548c\u5438\u6536\uff0c\u662f\u89e3\u91ca\u5f69\u8679\u73b0\u8c61\u7684\u6700\u6709\u6548\u9009\u62e9\u3002<\/p>\n<h3>\u603b\u4f53\u8bc4\u4ef7<\/h3>\n<p>o3\u6a21\u578b\u5728\u6240\u6709\u7ef4\u5ea6\u4e0a\u90fd\u662f\u6574\u4f53\u8868\u73b0\u6700\u597d\u7684\u3002\u5b83\u5728\u79d1\u5b66\u51c6\u786e\u6027\u548c\u6613\u4e8e\u7406\u89e3\u4e4b\u95f4\u53d6\u5f97\u4e86\u5b8c\u7f8e\u7684\u5e73\u8861\u3002\u867d\u7136Gemini 2.5\u9002\u5408\u975e\u5e38\u57fa\u7840\u7684\u7406\u89e3\uff0c\u800co4-mini\u9002\u5408\u66f4\u591a\u7684\u6280\u672f\u8bfb\u8005\uff0c\u4f46o3\u6700\u9002\u5408\u666e\u901a\u53d7\u4f17\u548c\u6559\u80b2\u76ee\u7684\uff0c\u63d0\u4f9b\u5b8c\u6574\u800c\u5f15\u4eba\u5165\u80dc\u7684\u89e3\u91ca\uff0c\u800c\u4e0d\u4f1a\u8fc7\u4e8e\u6280\u672f\u5316\u6216\u8fc7\u4e8e\u7b80\u5355\u5316\u3002<\/p>\n<h3>\u57fa\u51c6\u6bd4\u8f83<\/h3>\n<p>\u4e3a\u4e86\u66f4\u597d\u5730\u4e86\u89e3\u5c16\u7aef\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u7684\u6027\u80fd\uff0c\u53ef\u4ee5\u5728\u4e00\u7cfb\u5217\u6807\u51c6\u5316\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u6bd4\u8f83Gemini 2.5 Pro\u3001o4 mini\u548co3\u3002\u8fd9\u4e9b\u57fa\u51c6\u6d4b\u8bd5\u8bc4\u4f30\u4e86\u5404\u79cd\u80fd\u529b\u7684\u6a21\u578b\uff0c\u5176\u8303\u56f4\u4ece\u9ad8\u7b49\u6570\u5b66\u548c\u7269\u7406\u5230\u8f6f\u4ef6\u5de5\u7a0b\u548c\u590d\u6742\u63a8\u7406\u3002<\/p>\n<p><img data-dominant-color=\"dfe5db\" data-has-transparency=\"true\" style=\"--dominant-color: #dfe5db;\" loading=\"lazy\" decoding=\"async\" class=\"has-transparency alignnone size-full wp-image-25834\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/d1c8f53e0723.png\" width=\"525\" height=\"312\" alt=\"\" title=\"o3 vs o4 mini vs Gemini 2.5 pro\uff1a\u7ec8\u6781\u63a8\u7406\u4e4b\u6218-AI.x\u793e\u533a\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/d1c8f53e0723.png 525w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/d1c8f53e0723-300x178.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/d1c8f53e0723-150x89.png 150w\" sizes=\"auto, (max-width: 525px) 100vw, 525px\" \/><\/p>\n<h3>\u5173\u952e\u8981\u70b9<\/h3>\n<ul data-id=\"u738a58b-jMQLpzXZ\">\n<li data-id=\"ld70c578-yC5AfcsE\"><strong>\u6570\u5b66\u63a8\u7406<\/strong>\uff1ao4-mini\u5728AIME 2024\uff0893.4%\uff09\u548cAIME 2025\uff0892.7%\uff09\u4e2d\u9886\u5148\uff0c\u7565\u4f18\u4e8eo3\u548cGemini 2.5 Pro\u3002<\/li>\n<li data-id=\"ld70c578-94trffCI\"><strong>\u7269\u7406\u77e5\u8bc6<\/strong>\uff1aGemin i2.5 Pro\u5728GPQA\u4e2d\u5f97\u5206\u6700\u9ad8\uff0884%\uff09\uff0c\u8868\u660e\u5176\u5728\u7814\u7a76\u751f\u7ea7\u522b\u7684\u7269\u7406\u65b9\u9762\u5177\u6709\u5f88\u5f3a\u7684\u9886\u57df\u4e13\u4e1a\u77e5\u8bc6\u3002<\/li>\n<li data-id=\"ld70c578-wlFn6ha8\"><strong>\u590d\u6742\u63a8\u7406\u6311\u6218<\/strong>\uff1a\u6240\u6709\u6a21\u578b\u5728\u201c\u4eba\u7c7b\u7ec8\u6781\u8003\u8bd5\u201d\u4e2d\u8868\u73b0\u4e0d\u4f73\uff08&lt;21%\uff09\uff0c\u5176\u4e2do3\u4ee520.3%\u7684\u6210\u7ee9\u9886\u5148\u3002<\/li>\n<li data-id=\"ld70c578-oqYBaecn\"><strong>\u8f6f\u4ef6\u5de5\u7a0b<\/strong>\uff1ao3\u5728SWE-Bench\u4e2d\u53d6\u5f9769.1%\u7684\u6210\u7ee9\uff0c\u7565\u9ad8\u4e8eo4-mini\uff0868.1%\uff09\u548cGemini 2.5 Pro\uff0863.8%\uff09\u3002<\/li>\n<li data-id=\"ld70c578-OQkiVs0x\"><strong>\u591a\u6a21\u6001\u4efb\u52a1<\/strong>\uff1ao3\u5728MMMU\u4e2d\u4ee582.9%\u7684\u6210\u7ee9\u9886\u5148\uff0c\u5c3d\u7ba1\u5dee\u8ddd\u5fae\u5c0f\u3002<\/li>\n<\/ul>\n<p><strong>\u89e3\u91ca\u4e0e\u542f\u793a<\/strong><\/p>\n<p>\u8fd9\u4e9b\u7ed3\u679c\u7a81\u51fa\u4e86\u5404\u4e2a\u6a21\u578b\u7684\u4f18\u52bf\uff1ao4-mini\u5728\u7ed3\u6784\u5316\u6570\u5b66\u57fa\u51c6\u65b9\u9762\u8868\u73b0\u51fa\u8272\uff0cGemini 2.5 Pro\u5728\u4e13\u4e1a\u7269\u7406\u65b9\u9762\u8868\u73b0\u51fa\u8272\uff0c\u800co3\u5728\u7f16\u7801\u548c\u591a\u6a21\u6001\u7406\u89e3\u65b9\u9762\u8868\u73b0\u51fa\u5e73\u8861\u7684\u80fd\u529b\u3002\u6240\u6709\u6a21\u578b\u5728\u201c\u4eba\u7c7b\u7ec8\u6781\u8003\u8bd5\u201d\u4e2d\u7684\u4f4e\u5206\u8868\u660e\uff0c\u62bd\u8c61\u63a8\u7406\u4efb\u52a1\u4ecd\u6709\u6539\u8fdb\u7a7a\u95f4\u3002<\/p>\n<h3>\u7ed3\u8bba<\/h3>\n<p>\u6700\u7ec8\uff0co3\u3001o4-mini\u548cGemini 2.5 Pro\u8fd9\u4e09\u79cd\u6a21\u578b\u90fd\u4ee3\u8868\u4e86\u4eba\u5de5\u667a\u80fd\u63a8\u7406\u7684\u6700\u524d\u6cbf\uff0c\u6bcf\u79cd\u6a21\u578b\u90fd\u6709\u4e0d\u540c\u7684\u4f18\u52bf\u3002o3\u56e0\u5176\u5728\u8f6f\u4ef6\u5de5\u7a0b\u3001\u6df1\u5ea6\u5206\u6790\u4efb\u52a1\u548c\u591a\u6a21\u6001\u7406\u89e3\u65b9\u9762\u7684\u5e73\u8861\u80fd\u529b\u800c\u8131\u9896\u800c\u51fa\uff0c\u8fd9\u8981\u5f52\u529f\u4e8e\u5176\u56fe\u50cf\u9a71\u52a8\u7684\u601d\u7ef4\u94fe\u548c\u8de8\u57fa\u51c6\u6d4b\u8bd5\u7684\u5f3a\u5927\u6027\u80fd\u3002o4-mini\u51ed\u501f\u5176\u4f18\u5316\u7684\u8bbe\u8ba1\u548c\u8f83\u4f4e\u7684\u5ef6\u8fdf\uff0c\u5728\u7ed3\u6784\u5316\u6570\u5b66\u548c\u903b\u8f91\u6311\u6218\u65b9\u9762\u8868\u73b0\u51fa\u8272\uff0c\u4f7f\u5176\u6210\u4e3a\u9ad8\u541e\u5410\u91cf\u7f16\u7801\u548c\u5b9a\u91cf\u5206\u6790\u7684\u7406\u60f3\u9009\u62e9\u3002<\/p>\n<p>Gemini 2.5 Pro\u7684\u5927\u578b\u4e0a\u4e0b\u6587\u7a97\u53e3\u548c\u5bf9\u6587\u672c\u3001\u56fe\u50cf\u3001\u97f3\u9891\u548c\u89c6\u9891\u7684\u539f\u751f\u652f\u6301\u4f7f\u5176\u5728\u7814\u7a76\u751f\u7ea7\u522b\u7684\u7269\u7406\u548c\u5927\u89c4\u6a21\u591a\u6a21\u6001\u5de5\u4f5c\u6d41\u7a0b\u4e2d\u5177\u6709\u660e\u663e\u7684\u4f18\u52bf\u3002\u5728\u5b83\u4eec\u4e4b\u95f4\u8fdb\u884c\u9009\u62e9\u53d6\u51b3\u4e8e\u7528\u6237\u7684\u7279\u5b9a\u9700\u6c42\uff08\u4f8b\u5982\uff0co3\u7684\u5206\u6790\u6df1\u5ea6\u3001o4-mini\u7684\u5feb\u901f\u6570\u5b66\u7cbe\u5ea6\u6216Gemini 2.5 Pro\u7684\u5927\u89c4\u6a21\u591a\u6a21\u6001\u63a8\u7406\uff09\uff0c\u4f46\u5728\u6bcf\u79cd\u60c5\u51b5\u4e0b\uff0c\u8fd9\u4e9b\u6a21\u578b\u90fd\u5728\u91cd\u65b0\u5b9a\u4e49\u4eba\u5de5\u667a\u80fd\u53ef\u4ee5\u5b8c\u6210\u7684\u4efb\u52a1\u3002<\/p>\n<h3>\u5e38\u89c1\u95ee\u9898\u89e3\u7b54<\/h3>\n<p><strong>O\u6a21\u578b\uff08o3, o4-mini\uff09\u548cGemini 2.5\u7684\u4e3b\u8981\u533a\u522b\u662f\u4ec0\u4e48\uff1f<\/strong><\/p>\n<p>Gemini 2.5 pro\u652f\u6301\u591a\u8fbe200\u4e07\u4e2a\u4ee4\u724c\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\uff0c\u660e\u663e\u5927\u4e8eO\u6a21\u578b\u3002<\/p>\n<p><strong>\u54ea\u4e2a\u6a21\u578b\u66f4\u9002\u5408\u7f16\u7801\u4efb\u52a1\uff1aO\u6a21\u578b\u8fd8\u662fGemini 2.5\uff1f<\/strong><\/p>\n<p>\u5728\u9ad8\u7ea7\u7f16\u7801\u548c\u8f6f\u4ef6\u5de5\u7a0b\u4efb\u52a1\u4e2d\uff0co3\u548co 4-mini\u7684\u8868\u73b0\u666e\u904d\u4f18\u4e8eGemini 2.5\u3002\u7136\u800c\uff0cGemini 2.5\u66f4\u9002\u5408\u9700\u8981\u5927\u578b\u4e0a\u4e0b\u6587\u7a97\u53e3\u6216\u591a\u6a21\u5f0f\u8f93\u5165\u7684\u7f16\u7801\u9879\u76ee\u3002<\/p>\n<p><strong>\u8fd9\u4e9b\u6a21\u578b\u5728\u5b9a\u4ef7\u65b9\u9762\u5982\u4f55\u6bd4\u8f83\uff1f<\/strong><\/p>\n<p>Gemini 2.5 Pro\u5728\u8f93\u5165\u548c\u8f93\u51fa\u4ee4\u724c\u65b9\u9762\u7684\u6210\u672c\u6548\u76ca\u5927\u7ea6\u662fo3\u76844.4\u500d\u3002\u8fd9\u4f7f\u5f97Gemini 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