{"id":120324,"date":"2026-10-31T13:00:38","date_gmt":"2026-10-31T05:00:38","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/120324.html"},"modified":"2026-10-31T13:00:38","modified_gmt":"2026-10-31T05:00:38","slug":"deepseek-v4-1-flash-1017-%e5%85%a8%e6%99%af%e8%a7%a3%e8%af%bb","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/120324.html","title":{"rendered":"DeepSeek-V4.1-Flash-1017 \u5168\u666f\u89e3\u8bfb"},"content":{"rendered":"<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">DeepSeek-V4.1-Flash-1017 \u5168\u666f\u89e3\u8bfb<\/span><\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\"><span style=\"color:#586378\">\u53d1\u5c55\u5386\u7a0b<\/span><span style=\"color:#586378\"> \u00b7 <\/span><span style=\"color:#586378\">\u6a21\u578b\u77e9\u9635<\/span><span style=\"color:#586378\"> \u00b7 <\/span><span style=\"color:#586378\">\u6280\u672f\u539f\u7406<\/span><span style=\"color:#586378\"> \u00b7 <\/span><span style=\"color:#586378\">\u56fd\u5185\u5916\u6027\u80fd\u4e0e\u4ef7\u683c\u6bd4\u8f83<\/span><span style=\"color:#586378\"> \u00b7 <\/span><span style=\"color:#586378\">\u771f\u5b9e\u5e02\u573a\u6848\u4f8b\u6d4b\u7b97<\/span><\/span><\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">\n<h3 style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1554d1\">\u76ee\u5f55<\/span><\/h3>\n<ul>\n<li style=\"text-align:justify\"><span style=\"color:#1c2638\">\u6458\u8981<\/span><\/li>\n<li style=\"text-align:justify\"><span style=\"color:#1c2638\">\u4e00\u3001DeepSeek \u7684\u53d1\u5c55\u5386\u7a0b<\/span><\/li>\n<li style=\"text-align:justify\"><span style=\"color:#1c2638\">\u4e8c\u3001DeepSeek \u6a21\u578b\u77e9\u9635&#xff1a;\u6309\u5e94\u7528\u573a\u666f\u7684\u5206\u7c7b\u53ca\u540d\u79f0<\/span><\/li>\n<li style=\"text-align:justify\"><span style=\"color:#1c2638\">\u4e09\u3001DeepSeek \u7684\u6280\u672f\u5de5\u4f5c\u539f\u7406<\/span><\/li>\n<li style=\"text-align:justify\"><span style=\"color:#1c2638\">\u56db\u3001\u4e0e\u56fd\u5916\u5927\u6a21\u578b\u7684\u6027\u80fd\u3001\u4f7f\u7528\u6548\u679c\u4e0e\u4ef7\u683c\u6bd4\u8f83<\/span><\/li>\n<li style=\"text-align:justify\"><span style=\"color:#1c2638\">\u4e94\u3001\u5e02\u573a\u6848\u4f8b&#xff1a;V4.1-Flash-1017 \u7684 DeepSWE \u5b9e\u6d4b\u4e0e\u8d26\u5355\u6d4b\u7b97<\/span><\/li>\n<li style=\"text-align:justify\"><span style=\"color:#1c2638\">\u516d\u3001\u7ed3\u8bed\u4e0e\u9009\u578b\u5efa\u8bae<\/span><\/li>\n<li style=\"text-align:justify\"><span style=\"color:#1c2638\">\u9644\u5f55&#xff1a;\u6570\u636e\u6765\u6e90\u4e0e\u53e3\u5f84\u8bf4\u660e<\/span><\/li>\n<\/ul>\n<h3 style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1554d1\">\u6458\u8981<\/span><\/h3>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">2026 \u5e74 10 \u6708 17 \u65e5&#xff0c;DeepSeek \u5c06\u5176\u8f7b\u91cf\u4e3b\u529b\u6a21\u578b DeepSeek V4.1 Flash \u66f4\u65b0\u81f3 V4.1-Flash-1017 \u7248\u672c&#xff0c;\u5b98\u65b9\u7f51\u9875\u7aef\u3001App \u4e0e API \u540c\u6b65\u5207\u6362\u3002\u8fd9\u6b21\u66f4\u65b0\u6700\u7279\u6b8a\u7684\u5730\u65b9\u5728\u4e8e&#xff1a;\u6a21\u578b\u5728\u5404\u9879\u57fa\u51c6\u6d4b\u8bd5\u5f97\u5206\u4e0a\u6da8\u7684\u540c\u65f6&#xff0c;\u4efb\u52a1\u8fd0\u884c\u65f6\u95f4\u4e0e\u8f93\u51fa\u957f\u5ea6\u53cd\u800c\u88ab\u4e00\u8d77\u538b\u4e86\u4e0b\u6765\u2014\u2014\u5b98\u65b9\u79f0\u4e4b\u4e3a\u300c\u6027\u80fd\u2014\u8d39\u7528\u300d\u7684\u5e15\u7d2f\u6258\u6539\u8fdb\u3002\u540c\u671f&#xff0c;DeepSeek API \u6b63\u5f0f\u5f00\u653e\u81ea\u7814\u641c\u7d22\u5f15\u64ce\u7684 Search \u4e0e Fetch \u63a5\u53e3&#xff0c;\u5b9a\u4ef7\u5747\u4e3a 5 \u5143 \/ \u5343\u6b21\u6210\u529f\u8bf7\u6c42\u3002<\/span><\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">\u672c\u6587\u56f4\u7ed5\u4e94\u4e2a\u95ee\u9898\u5c55\u5f00&#xff1a;DeepSeek \u8fd9\u5bb6\u516c\u53f8\u662f\u600e\u4e48\u4e00\u6b65\u6b65\u8d70\u5230\u4eca\u5929\u7684&#xff1b;\u5b83\u7684\u6a21\u578b\u77e9\u9635\u5982\u4f55\u6309\u573a\u666f\u5206\u7c7b\u3001\u5404\u81ea\u53eb\u4ec0\u4e48\u540d\u5b57&#xff1b;V4.1-Flash \u5728\u6280\u672f\u4e0a\u9760\u4ec0\u4e48\u505a\u5230\u53c8\u5f3a\u53c8\u4fbf\u5b9c&#xff1b;\u628a\u5b83\u653e\u5230\u5168\u7403\u5e02\u573a\u91cc&#xff0c;\u6027\u80fd\u3001\u4f7f\u7528\u6548\u679c\u4e0e\u4ef7\u683c\u5904\u5728\u4ec0\u4e48\u4f4d\u7f6e&#xff1b;\u4ee5\u53ca\u7528\u4e00\u4e2a\u771f\u5b9e\u8bc4\u6d4b\u6848\u4f8b&#xff08;DeepSWE \u81ea\u4e3b\u7f16\u7a0b\u57fa\u51c6&#xff09;\u4e0e\u4e00\u7ec4\u7edf\u4e00\u53e3\u5f84\u7684\u6708\u5ea6\u8d26\u5355\u6d4b\u7b97&#xff0c;\u8bf4\u660e\u8fd9\u6b21\u5347\u7ea7\u5bf9\u4f7f\u7528\u8005\u7684\u5b9e\u9645\u610f\u4e49\u3002<\/span><\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">\u6838\u5fc3\u7ed3\u8bba\u6709\u4e09\u6761&#xff1a;\u5176\u4e00&#xff0c;DeepSeek \u7528\u7ea6\u4e09\u5e74\u65f6\u95f4\u8d70\u5b8c\u300c\u5f00\u6e90\u8ddf\u968f \u2192 \u67b6\u6784\u521b\u65b0 \u2192 \u6548\u7387\u5b9a\u4e49\u300d\u7684\u8def\u5f84&#xff0c;\u7ea6\u6bcf 47 \u5929\u53d1\u5e03\u4e00\u4e2a\u6a21\u578b&#xff1b;\u5176\u4e8c&#xff0c;\u5728\u81ea\u4e3b\u7f16\u7a0b\u3001\u7ec8\u7aef\u6267\u884c\u3001\u5b89\u5168\u4fee\u590d\u7b49\u591a\u6b65\u5de5\u7a0b\u4efb\u52a1\u4e0a&#xff0c;V4.1-Flash-1017 \u5df2\u8fbe\u5230\u6216\u8d85\u8fc7\u6d77\u5916\u65d7\u8230\u6c34\u5e73&#xff0c;\u535a\u58eb\u7ea7\u7eaf\u63a8\u7406\u4ecd\u7565\u6709\u5dee\u8ddd&#xff1b;\u5176\u4e09&#xff0c;\u540c\u6837\u7684\u4efb\u52a1\u91cf&#xff0c;\u5b83\u7684\u8d26\u5355\u5f80\u5f80\u53ea\u6709\u6d77\u5916\u65d7\u8230\u7684\u51e0\u5341\u5206\u4e4b\u4e00\u2014\u2014\u8fd9\u4e00\u6b21\u4e0d\u662f\u9760\u5355\u4ef7\u6253\u6298&#xff0c;\u800c\u662f\u9760\u300c\u628a\u6d3b\u5e72\u5b8c\u6240\u9700\u7684 token \u66f4\u5c11\u300d\u3002<\/span><\/p>\n<h3 style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1554d1\">\u4e00\u3001DeepSeek \u7684\u53d1\u5c55\u5386\u7a0b<\/span><\/h3>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">DeepSeek&#xff08;\u6df1\u5ea6\u6c42\u7d22&#xff09;\u6210\u7acb\u4e8e 2023 \u5e74 7 \u6708&#xff0c;\u7531\u77e5\u540d\u91cf\u5316\u8d44\u7ba1\u673a\u6784\u5e7b\u65b9\u91cf\u5316\u5b75\u5316&#xff0c;\u6881\u6587\u950b\u51fa\u4efb CEO&#xff0c;\u6ce8\u518c\u5730\u6d59\u6c5f\u676d\u5dde\u3002\u4e0e\u5927\u591a\u6570\u521b\u4e1a\u516c\u53f8\u4e0d\u540c&#xff0c;\u5b83\u4ece\u7b2c\u4e00\u5929\u8d77\u5c31\u786e\u7acb\u4e86\u300c\u5168\u7cfb\u5f00\u6e90 &#043; MIT \u8bb8\u53ef\u300d\u7684\u8def\u7ebf&#xff0c;\u5e76\u5728\u7ea6\u4e09\u5e74\u65f6\u95f4\u91cc\u4fdd\u6301\u5e73\u5747\u6bcf 47 \u5929\u53d1\u5e03\u4e00\u4e2a\u6a21\u578b\u7684\u8282\u594f\u3002\u7406\u89e3\u8fd9\u6761\u65f6\u95f4\u7ebf&#xff0c;\u662f\u7406\u89e3 1017 \u7248\u672c\u4e3a\u4ec0\u4e48\u957f\u6210\u8fd9\u6837\u7684\u524d\u63d0\u3002<\/span><\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\n<h4 style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">1.1 \u8d77\u70b9&#xff1a;\u5f00\u6e90\u57fa\u5ea7\u4e0e\u4ee3\u7801\u6a21\u578b&#xff08;2023&#xff09;<\/span><\/h4>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">2023 \u5e74 11 \u6708&#xff0c;DeepSeek \u5728\u4e00\u4e2a\u6708\u5185\u8fde\u53d1 DeepSeek LLM \u4e0e DeepSeek Coder \u4e24\u4e2a\u5f00\u6e90\u7cfb\u5217&#xff0c;\u524d\u8005\u9a8c\u8bc1\u57fa\u5ea7\u80fd\u529b&#xff0c;\u540e\u8005\u76f4\u63a5\u5207\u5165\u5f00\u53d1\u8005\u751f\u6001\u3002\u5f7c\u65f6\u56fd\u5185\u5927\u6a21\u578b\u591a\u6570\u8fd8\u5904\u5728\u300c\u53d1\u5e03\u4f1a\u6f14\u793a\u300d\u9636\u6bb5&#xff0c;DeepSeek \u5df2\u7ecf\u628a\u53ef\u4e0b\u8f7d\u7684\u6743\u91cd\u653e\u4e0a\u4e86 Hugging Face\u3002<\/span><\/p>\n<h4 style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">1.2 \u67b6\u6784\u521b\u65b0\u671f&#xff1a;MLA \u4e0e MoE&#xff08;2024&#xff09;<\/span><\/h4>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">2024 \u5e74 5 \u6708\u7684 DeepSeek-V2 \u662f\u7b2c\u4e00\u4e2a\u5206\u6c34\u5cad&#xff1a;\u5b83\u9996\u6b21\u843d\u5730 MLA&#xff08;Multi-head Latent Attention&#xff0c;\u591a\u5934\u6f5c\u5728\u6ce8\u610f\u529b&#xff09;\u4e0e DeepSeekMoE&#xff08;\u5171\u4eab\u4e13\u5bb6 &#043; \u7ec6\u7c92\u5ea6\u8def\u7531\u4e13\u5bb6&#xff09;&#xff0c;\u628a\u63a8\u7406\u6210\u672c\u538b\u5230\u540c\u4ee3\u6a21\u578b\u7684\u51e0\u5206\u4e4b\u4e00&#xff0c;\u8d85\u4f4e API \u5b9a\u4ef7\u76f4\u63a5\u5f15\u7206\u4e86\u56fd\u5185\u5927\u6a21\u578b\u4ef7\u683c\u6218\u30022024 \u5e74 12 \u6708\u7684 DeepSeek-V3 \u628a\u53c2\u6570\u91cf\u63a8\u5230 6710 \u4ebf&#xff08;MoE \u7a00\u758f\u6fc0\u6d3b&#xff0c;\u5355\u6b21\u63a8\u7406\u4ec5\u6fc0\u6d3b\u7ea6 370 \u4ebf&#xff09;&#xff0c;\u5176\u9884\u8bad\u7ec3\u53ea\u7528\u4e86 2048 \u5757 GPU\u3001\u7ea6\u4e24\u4e2a\u6708\u3001\u7ea6 557.6 \u4e07\u7f8e\u5143\u7684 GPU \u6210\u672c\u2014\u2014\u8fd9\u4e2a\u6570\u5b57\u540e\u6765\u88ab\u884c\u4e1a\u53cd\u590d\u5f15\u7528&#xff0c;\u4e5f\u8ba9\u300c\u9ad8\u6027\u80fd\u5fc5\u987b\u7b49\u4e8e\u5929\u4ef7\u7b97\u529b\u300d\u7684\u5171\u8bc6\u7b2c\u4e00\u6b21\u88ab\u516c\u5f00\u6311\u6218\u3002<\/span><\/p>\n<h4 style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">1.3 \u51fa\u5708\u4e0e\u63a8\u7406\u65f6\u4ee3&#xff08;2025&#xff09;<\/span><\/h4>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">2025 \u5e74 1 \u6708\u53d1\u5e03\u7684 DeepSeek-R1 \u662f\u7b2c\u4e8c\u5206\u6c34\u5cad&#xff1a;\u63a8\u7406\u6a21\u578b\u5f00\u6e90\u540e\u6570\u65e5\u5185&#xff0c;DeepSeek App \u767b\u9876\u4e2d\u7f8e App Store \u514d\u8d39\u699c&#xff0c;\u5e76\u5728\u7ea6 140 \u4e2a\u56fd\u5bb6\u767b\u9876\u4e0b\u8f7d\u699c\u3002\u6b64\u540e\u4e00\u5e74\u91cc&#xff0c;V3.1-Terminus \u4fee\u590d\u4e2d\u82f1\u6587\u6df7\u6742\u95ee\u9898&#xff0c;V3.2-Exp \u5f15\u5165 DSA&#xff08;DeepSeek Sparse Attention&#xff0c;\u7a00\u758f\u6ce8\u610f\u529b&#xff09;\u5e76\u518d\u6b21\u5c06 API \u4ef7\u683c\u4e0b\u8c03 50% \u4ee5\u4e0a&#xff0c;V3.2 \u6b63\u5f0f\u7248\u5219\u62ff\u4e0b IMO\u3001CMO\u3001ICPC\u3001IOI \u56db\u9879\u91d1\u724c&#xff0c;\u6210\u4e3a\u9996\u4e2a\u628a\u300c\u601d\u8003\u300d\u878d\u5165\u5de5\u5177\u8c03\u7528\u7684\u5f00\u6e90\u6a21\u578b\u3002<\/span><\/p>\n<h4 style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">1.4 \u767e\u4e07\u4e0a\u4e0b\u6587\u4e0e\u666e\u60e0\u65f6\u4ee3&#xff08;2026&#xff09;<\/span><\/h4>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">2026 \u5e74 4 \u6708&#xff0c;V4 \u9884\u89c8\u7248\u628a\u4e0a\u4e0b\u6587\u957f\u5ea6\u63a8\u5230 100 \u4e07 token \u5e76\u540c\u6b65\u5f00\u6e90&#xff1b;9 \u6708 10 \u65e5&#xff0c;V4.1-Flash \u53d1\u5e03\u2014\u2014\u5168\u65b0\u975e\u5bf9\u79f0 Causal Encoder-Decoder \u67b6\u6784&#xff0c;\u539f\u751f\u652f\u6301\u89c6\u89c9\u7406\u89e3&#xff0c;\u751f\u6210\u901f\u5ea6\u7ea6 284 token\/s&#xff08;\u4e0a\u4e00\u4ee3\u7ea6 97&#xff09;&#xff0c;\u5b98\u65b9\u660e\u786e\u8868\u793a\u5176\u5728\u6027\u80fd\u3001\u54cd\u5e94\u901f\u5ea6\u3001\u8ba1\u7b97\u8d39\u7528\u7b49\u6838\u5fc3\u6307\u6807\u4e0a\u5168\u9762\u8d85\u8d8a\u6b64\u524d\u7684 V4 Pro&#xff0c;\u5e76\u5c06\u6240\u6709\u6307\u5411 V4 Pro \u7684\u8bf7\u6c42\u81ea\u52a8\u8def\u7531\u5230 Flash \u6309\u66f4\u4f4e\u4ef7\u683c\u8ba1\u8d39&#xff0c;\u7f55\u89c1\u5730\u5b9e\u73b0\u4e86\u300c\u5347\u7ea7\u4e0e\u964d\u4ef7\u540c\u6b65\u300d\u300210 \u6708 17 \u65e5\u7684 V4.1-Flash-1017 \u5219\u628a\u91cd\u5fc3\u4ece\u67b6\u6784\u8f6c\u5411\u8bad\u7ec3\u65b9\u6cd5&#xff1a;\u7528\u57fa\u4e8e\u81ea\u53cd\u9988\u7684\u5f3a\u5316\u5b66\u4e60&#xff0c;\u8ba9\u6a21\u578b\u5b66\u4f1a\u300c\u5c11\u7ed5\u8def\u3001\u5c11\u5e9f\u8bdd\u300d\u3002\u540c\u671f\u516c\u5f00\u62a5\u9053\u79f0&#xff0c;DeepSeek \u5b8c\u6210\u7ea6 1000 \u4ebf\u5143\u878d\u8d44&#xff0c;\u5e74\u5316\u6536\u5165\u4ece\u4e0d\u8db3 5 \u4ebf\u7f8e\u5143\u7ffb\u500d\u81f3\u7a81\u7834 10 \u4ebf\u7f8e\u5143&#xff0c;\u5e76\u5df2\u7b79\u5907\u79d1\u521b\u677f IPO\u3002<\/span><\/p>\n<h3 style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1554d1\">\u4e8c\u3001DeepSeek \u6a21\u578b\u77e9\u9635&#xff1a;\u6309\u5e94\u7528\u573a\u666f\u7684\u5206\u7c7b\u53ca\u540d\u79f0<\/span><\/h3>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">DeepSeek \u7684\u6a21\u578b\u547d\u540d\u5bf9\u5916\u53ea\u6709\u4e24\u4e2a\u4e3b\u63a5\u53e3\u540d&#xff1a;deepseek-flash \u4e0e deepseek-v4-pro&#xff0c;\u4f46\u80cc\u540e\u7684\u6a21\u578b\u5bb6\u65cf\u8986\u76d6\u4e86\u4ece\u5bf9\u8bdd\u3001\u4ee3\u7801\u3001\u89c6\u89c9\u5230 OCR \u4e0e\u7ade\u8d5b\u6570\u5b66\u7684\u5b8c\u6574\u573a\u666f\u3002\u4e0b\u9762\u6309\u5e94\u7528\u573a\u666f\u7ed9\u51fa\u5206\u7c7b\u4e0e\u540d\u79f0&#xff0c;\u8fd9\u4e5f\u662f\u9009\u578b\u65f6\u7684\u7b2c\u4e00\u5f20\u5730\u56fe\u3002<\/span><\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\n<h4 style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">2.1 \u6309\u5e94\u7528\u573a\u666f\u7684\u516d\u7c7b\u5212\u5206<\/span><\/h4>\n<ul>\n<li style=\"text-align:justify\"><span style=\"color:#1c2638\">\u901a\u7528\u5bf9\u8bdd\u4e0e\u5185\u5bb9\u751f\u4ea7&#xff1a;deepseek-flash&#xff08;\u5373 DeepSeek-V4.1-Flash&#xff09;\u3002\u652f\u6301\u601d\u8003 \/ \u975e\u601d\u8003\u53cc\u6a21\u5f0f&#xff0c;\u8986\u76d6\u804a\u5929\u3001\u5199\u4f5c\u3001\u6458\u8981\u3001\u7ffb\u8bd1\u7b49\u9ad8\u9891\u4efb\u52a1&#xff0c;\u662f\u7edd\u5927\u591a\u6570\u4e1a\u52a1\u7684\u9996\u9009\u6863\u3002<\/span><\/li>\n<li style=\"text-align:justify\"><span style=\"color:#1c2638\">\u4ee3\u7801\u4e0e\u667a\u80fd\u4f53\u7f16\u7a0b&#xff1a;\u540c\u6837\u8d70 deepseek-flash \u63a5\u53e3&#xff0c;1017 \u7248\u672c\u9488\u5bf9 DeepSeek Harness\u3001\u817e\u8baf CodeBuddy\u3001WorkBuddy \u7b49\u7f16\u7a0b\u667a\u80fd\u4f53\u6846\u67b6\u505a\u4e86\u4e13\u9879\u4f18\u5316&#xff0c;\u4e3b\u6253 SWE \u7c7b\u4efb\u52a1\u3001\u591a\u6587\u4ef6\u4fee\u6539\u4e0e\u7aef\u5230\u7aef\u9879\u76ee\u751f\u6210\u3002<\/span><\/li>\n<li style=\"text-align:justify\"><span style=\"color:#1c2638\">\u6df1\u5ea6\u63a8\u7406\u4e0e\u590d\u6742\u95ee\u9898&#xff1a;deepseek-v4-pro&#xff08;DeepSeek-V4-Pro-0813&#xff09;\u3002\u9762\u5411\u957f\u94fe\u6761\u63a8\u7406\u3001\u79d1\u7814\u4e0e\u9ad8\u96be\u5ea6\u6570\u5b66&#xff0c;\u80fd\u529b\u66f4\u5f3a&#xff0c;\u6210\u672c\u7ea6\u4e3a Flash \u6863\u7684\u6570\u500d\u3002<\/span><\/li>\n<li style=\"text-align:justify\"><span style=\"color:#1c2638\">\u591a\u6a21\u6001\u89c6\u89c9\u7406\u89e3&#xff1a;V4.1-Flash \u539f\u751f\u652f\u6301\u89c6\u89c9\u8f93\u5165&#xff0c;\u56fe\u50cf token \u4e0e\u6587\u672c token \u5171\u4eab\u540c\u4e00\u6f5c\u5728\u6ce8\u610f\u529b\u7a7a\u95f4&#xff0c;\u53ef\u76f4\u63a5\u8bfb\u67b6\u6784\u56fe\u3001\u8868\u683c\u4e0e UI \u622a\u56fe\u3002<\/span><\/li>\n<li style=\"text-align:justify\"><span style=\"color:#1c2638\">\u6587\u6863\u89e3\u6790\u4e0e OCR&#xff1a;DeepSeek-OCR \/ DeepSeek-OCR 2 \u7814\u7a76\u7cfb\u5217&#xff0c;\u7528\u300c\u4e0a\u4e0b\u6587\u5149\u5b66\u538b\u7f29\u300d\u628a\u957f\u6587\u6863\u538b\u6210\u89c6\u89c9 token \u518d\u7406\u89e3&#xff0c;\u9002\u5408\u5927\u6279\u91cf\u6587\u6863\u6570\u5b57\u5316\u3002<\/span><\/li>\n<li style=\"text-align:justify\"><span style=\"color:#1c2638\">\u6570\u5b66\u4e0e\u7ade\u8d5b\u63a8\u7406&#xff1a;DeepSeek-Math-V2&#xff08;\u81ea\u53ef\u9a8c\u8bc1\u6570\u5b66\u63a8\u7406&#xff09;\u4e0e V3.2-Speciale&#xff08;\u7ade\u8d5b\u4e13\u9879&#xff09;&#xff0c;IMO \/ CMO \/ ICPC \/ IOI \u91d1\u724c\u7ea7\u80fd\u529b\u3002<\/span><\/li>\n<\/ul>\n<h4 style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">2.2 \u6309\u80fd\u529b\u6863\u4f4d\u4e0e\u90e8\u7f72\u5f62\u6001<\/span><\/h4>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">\u6309\u6863\u4f4d\u770b&#xff0c;DeepSeek \u7684\u7b56\u7565\u662f\u300c\u56db\u6863\u94fa\u6ee1\u300d&#xff1a;Flash \u6863\u627f\u63a5\u9ad8\u9891\u4e3b\u529b\u4e1a\u52a1&#xff08;\u95f2\u65f6\u8f93\u5165 1 \u5143 \/ \u8f93\u51fa 4 \u5143\u6bcf\u767e\u4e07 token&#xff09;&#xff1b;Pro \u6863\u627f\u63a5\u65d7\u8230\u7ea7\u6df1\u5ea6\u4efb\u52a1&#xff08;\u95f2\u65f6\u8f93\u5165\u7ea6 4.4 \u5143 \/ \u8f93\u51fa\u7ea6 13.3 \u5143&#xff09;&#xff1b;Speciale \u6863\u9762\u5411\u6570\u5b66\u4e0e\u7ade\u8d5b\u4e13\u9879&#xff1b;\u5f00\u6e90\u6743\u91cd\u6863\u5219\u5141\u8bb8\u4f01\u4e1a\u4ee5 MIT \u8bb8\u53ef\u4ece Hugging Face \u6216 ModelScope \u4e0b\u8f7d\u6743\u91cd&#xff0c;\u81ea\u90e8\u7f72\u3001\u5fae\u8c03\u6216\u84b8\u998f\u51fa\u7aef\u4fa7\u5c0f\u6a21\u578b\u3002\u5bf9\u9884\u7b97\u654f\u611f\u7684\u56e2\u961f\u6765\u8bf4&#xff0c;\u8fd9\u5957\u300c\u540c\u4e00\u4e2a\u5bb6\u65cf\u3001\u56db\u4e2a\u6863\u4f4d\u300d\u7684\u8bbe\u8ba1\u610f\u5473\u7740\u5927\u591a\u6570\u9700\u6c42\u53ef\u4ee5\u5728\u4e0d\u6362\u4f9b\u5e94\u5546\u7684\u524d\u63d0\u4e0b\u5b8c\u6210\u5347\u964d\u7ea7\u3002<\/span><\/p>\n<h3 style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1554d1\">\u4e09\u3001DeepSeek \u7684\u6280\u672f\u5de5\u4f5c\u539f\u7406<\/span><\/h3>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">DeepSeek \u7684\u6280\u672f\u53d9\u4e8b\u53ef\u4ee5\u6982\u62ec\u4e3a\u4e00\u53e5\u8bdd&#xff1a;\u628a\u6bcf\u4e00\u4ee3\u67b6\u6784\u521b\u65b0&#xff0c;\u76f4\u63a5\u5151\u6362\u6210\u8d26\u5355\u4e0a\u7684\u4e0b\u964d\u3002V4.1-Flash \u7684\u300c\u53c8\u5f3a\u53c8\u4fbf\u5b9c\u300d\u4e0d\u662f\u8425\u9500\u8bdd\u672f&#xff0c;\u800c\u662f\u4e09\u5c42\u6280\u672f\u53e0\u52a0\u7684\u7ed3\u679c&#xff1a;\u975e\u5bf9\u79f0\u7f16\u7801\u5668\u2014\u89e3\u7801\u5668\u67b6\u6784\u3001\u6781\u81f4\u538b\u7f29\u7684 KV \u7f13\u5b58&#xff0c;\u4ee5\u53ca\u4ee5\u81ea\u53cd\u9988\u5f3a\u5316\u5b66\u4e60\u4e3a\u4ee3\u8868\u7684\u540e\u8bad\u7ec3\u65b9\u6cd5\u3002<\/span><\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\n<h4 style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">3.1 \u975e\u5bf9\u79f0 Causal Encoder-Decoder&#xff1a;\u8bfb\u61c2\u4e0e\u5206\u5de5\u5f00<\/span><\/h4>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">\u4f20\u7edf Transformer \u662f\u300c\u4e00\u6574\u5757\u300d&#xff1a;\u8bfb\u8f93\u5165\u548c\u5199\u8f93\u51fa\u7528\u540c\u4e00\u5957\u53c2\u6570\u4e0e\u6ce8\u610f\u529b\u7ed3\u6784\u3002V4.1-Flash \u628a\u4e24\u8005\u62c6\u5f00\u2014\u2014\u7f16\u7801\u5668\u8d1f\u8d23\u300c\u8bfb\u61c2\u300d&#xff0c;\u628a\u6587\u672c token \u4e0e\u56fe\u50cf patch \u4e00\u8d77\u7f16\u6210\u6f5c\u5728\u8868\u793a&#xff1b;\u89e3\u7801\u5668\u8d1f\u8d23\u300c\u5199\u300d&#xff0c;\u81ea\u56de\u5f52\u5730\u9010\u8bcd\u751f\u6210&#xff0c;\u6700\u5927\u8f93\u51fa 384K token\u3002\u4e24\u4fa7\u5404\u81ea\u7a00\u758f\u6fc0\u6d3b&#xff1a;Prefill&#xff08;\u8bfb&#xff09;\u9636\u6bb5\u4ec5\u6fc0\u6d3b\u7ea6 8B \u53c2\u6570&#xff0c;Decode&#xff08;\u5199&#xff09;\u9636\u6bb5\u7ea6 16B\u3002\u66f4\u5927\u7684\u6536\u76ca\u5728\u7f13\u5b58&#xff1a;\u89e3\u7801\u5668\u7684\u5168\u5c40\u952e\u503c\u72b6\u6001\u76f4\u63a5\u4ece\u7f16\u7801\u5668\u6700\u7ec8\u9690\u5c42\u6295\u5f71\u5f97\u5230&#xff0c;KV \u7f13\u5b58\u5360\u7528\u538b\u7f29\u5230\u4f20\u7edf\u65b9\u6848\u7684\u7ea6\u56db\u5206\u4e4b\u4e00\u2014\u2014\u6bcf 10 \u4e07 token \u4e0a\u4e0b\u6587\u4ec5\u9700\u7ea6 3.6GB \u663e\u5b58&#xff08;\u4f20\u7edf\u7ea6 14.4GB&#xff09;&#xff0c;\u5206\u9875\u7f13\u5b58\u843d\u76d8\u5360\u7528\u7ea6 3.6GB&#xff08;\u4f20\u7edf\u7ea6 28.8GB&#xff09;\u3002\u5bf9\u9700\u8981\u53cd\u590d\u8c03\u7528\u5de5\u5177\u7684\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41\u6765\u8bf4&#xff0c;\u8fd9\u610f\u5473\u7740\u540c\u6837\u7684\u786c\u4ef6\u80fd\u627f\u8f7d\u7ea6 4 \u500d\u7684\u5e76\u53d1\u4f1a\u8bdd\u3002<\/span><\/p>\n<h4 style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">3.2 \u56db\u4ee3\u79ef\u7d2f\u7684\u8bad\u7ec3\u4e0e\u63a8\u7406\u6280\u672f<\/span><\/h4>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">\u8fd9\u5957\u67b6\u6784\u4e0d\u662f\u51ed\u7a7a\u51fa\u73b0\u7684\u3002FP8 \u6df7\u5408\u7cbe\u5ea6\u8bad\u7ec3\u6846\u67b6\u8ba9\u5343\u4ebf\u7ea7 MoE \u5728\u6709\u9650\u5361\u6570\u4e0a\u5b8c\u6210\u9884\u8bad\u7ec3&#xff08;\u76f8\u6bd4\u4f20\u7edf\u7cbe\u5ea6\u8282\u7701\u7ea6 30%~50% \u663e\u5b58&#xff09;&#xff1b;MoE \u7684\u65e0\u8f85\u52a9\u635f\u5931\u8d1f\u8f7d\u5747\u8861&#xff08;V3 \u8d77&#xff09;\u907f\u514d\u4e86\u300c\u4e3a\u5747\u8861\u800c\u727a\u7272\u6548\u679c\u300d&#xff1b;MTP \u591a token \u9884\u6d4b\u65e2\u63d0\u5347\u8868\u5f81\u8d28\u91cf&#xff0c;\u53c8\u80fd\u7528\u4e8e\u63a8\u7406\u9636\u6bb5\u7684\u6295\u673a\u89e3\u7801&#xff1b;GRPO \u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u53bb\u6389\u4ef7\u503c\u7f51\u7edc&#xff0c;\u663e\u8457\u964d\u4f4e RL \u8bad\u7ec3\u5f00\u9500\u3002\u518d\u52a0\u4e0a V3.2-Exp \u5f15\u5165\u7684 DSA \u7a00\u758f\u6ce8\u610f\u529b&#xff0c;\u6784\u6210\u4e86\u4ece\u8bad\u7ec3\u5230\u63a8\u7406\u7684\u5b8c\u6574\u964d\u672c\u94fe\u6761\u3002<\/span><\/p>\n<h4 style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">3.3 1017 \u7248\u672c\u7684\u6838\u5fc3&#xff1a;\u81ea\u53cd\u9988\u5f3a\u5316\u5b66\u4e60<\/span><\/h4>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">V4.1-Flash-1017 \u6700\u503c\u5f97\u5173\u6ce8\u7684\u4e0d\u662f\u8dd1\u5206&#xff0c;\u800c\u662f\u8bad\u7ec3\u65b9\u6cd5\u7684\u8f6c\u53d8&#xff1a;\u5b83\u5b8c\u5168\u901a\u8fc7\u300c\u81ea\u53cd\u9988\u300d\u7684\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u2014\u2014\u6a21\u578b\u751f\u6210\u7b2c\u4e00\u7248\u7ed3\u679c\u540e&#xff0c;\u81ea\u5df1\u68c0\u67e5\u3001\u53d1\u73b0\u95ee\u9898\u3001\u56de\u5934\u4fee\u590d&#xff0c;\u5168\u7a0b\u4e0d\u4f9d\u8d56\u4eba\u7c7b\u6807\u6ce8\u5458\u6253\u5206&#xff0c;\u4e5f\u4e0d\u4f9d\u8d56\u5916\u90e8\u5956\u52b1\u6a21\u578b\u3002\u8fd9\u6837\u505a\u6709\u4e24\u4e2a\u76f4\u63a5\u540e\u679c&#xff1a;\u5176\u4e00&#xff0c;\u8bad\u7ec3\u4fe1\u53f7\u76f4\u63a5\u5bf9\u9f50\u300c\u628a\u4efb\u52a1\u505a\u5b8c\u300d\u8fd9\u4e2a\u76ee\u6807&#xff0c;\u800c\u4e0d\u662f\u300c\u8ba9\u8bc4\u5ba1\u6ee1\u610f\u300d&#xff1b;\u5176\u4e8c&#xff0c;\u6a21\u578b\u5b66\u4f1a\u4e86\u5c11\u7ed5\u8def\u3001\u5c11\u8bf4\u5e9f\u8bdd&#xff0c;\u4efb\u52a1\u8fd0\u884c\u65f6\u95f4\u4e0e\u8f93\u51fa\u957f\u5ea6\u540c\u6b65\u4e0b\u964d\u3002\u5728 API \u5355\u4ef7\u4e0d\u53d8\u7684\u524d\u63d0\u4e0b&#xff0c;\u8f93\u51fa token \u53d8\u5c11\u5c31\u610f\u5473\u7740\u8d26\u5355\u76f4\u63a5\u53d8\u8584\u2014\u2014\u8fd9\u5c31\u662f\u5b98\u65b9\u6240\u8bf4\u7684\u300c\u6027\u80fd\u2014\u8d39\u7528\u5e15\u7d2f\u6258\u6539\u8fdb\u300d\u3002<\/span><\/p>\n<h3 style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1554d1\">\u56db\u3001\u4e0e\u56fd\u5916\u5927\u6a21\u578b\u7684\u6027\u80fd\u3001\u4f7f\u7528\u6548\u679c\u4e0e\u4ef7\u683c\u6bd4\u8f83<\/span><\/h3>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">\u628a V4.1-Flash \u653e\u5230\u5168\u7403\u5e02\u573a\u91cc&#xff0c;\u9700\u8981\u5206\u4e09\u4e2a\u7ef4\u5ea6\u770b&#xff1a;\u8dd1\u5206\u6027\u80fd\u3001\u771f\u5b9e\u4f7f\u7528\u6548\u679c\u3001\u4ee5\u53ca\u4ef7\u683c\u3002\u7ed3\u8bba\u5148\u884c&#xff1a;\u5728\u591a\u6b65\u5de5\u7a0b\u4efb\u52a1\u4e0a\u5df2\u8fdb\u5165\u7b2c\u4e00\u68af\u961f&#xff0c;\u8d85\u96be\u7eaf\u63a8\u7406\u4ecd\u5dee\u534a\u6b65&#xff0c;\u800c\u4ef7\u683c\u4e0e\u6d77\u5916\u65d7\u8230\u5dee\u51fa\u4e00\u4e2a\u6570\u91cf\u7ea7\u4ee5\u4e0a\u3002<\/span><\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\n<h4 style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">4.1 \u6027\u80fd\u5bf9\u6bd4&#xff1a;\u5de5\u7a0b\u4efb\u52a1\u9886\u5148&#xff0c;\u7eaf\u63a8\u7406\u8ffd\u8d76<\/span><\/h4>\n<table cellspacing=\"0\" style=\"width:100.0%\">\n<tbody>\n<tr>\n<td style=\"background-color:#1554d1;border-color:#1554d1;width:108.0pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:left\"><span style=\"color:#1c2638\"><span style=\"color:white\">\u8bc4\u6d4b\u9879&#xff08; Pass&#064;1 &#xff09;<\/span><\/span><\/p>\n<\/td>\n<td style=\"background-color:#1554d1;border-color:#1554d1;width:108.0pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:left\"><span style=\"color:#1c2638\"><span style=\"color:white\">DeepSeek V4.1-Flash-1017<\/span><\/span><\/p>\n<\/td>\n<td style=\"background-color:#1554d1;border-color:#1554d1;width:108.0pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:left\"><span style=\"color:#1c2638\"><span style=\"color:white\">\u6d77\u5916\u5bf9\u7167<\/span><\/span><\/p>\n<\/td>\n<td style=\"background-color:#1554d1;border-color:#1554d1;width:108.0pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:left\"><span style=\"color:#1c2638\"><span style=\"color:white\">\u76f8\u5bf9\u4f4d\u7f6e<\/span><\/span><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"border-color:#dee4ee;width:108.0pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">DeepSWE v1.1 &#xff08;\u81ea\u4e3b\u7f16\u7a0b&#xff09;<\/span><\/p>\n<\/td>\n<td style=\"width:108.0pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">77.0%<\/span><\/p>\n<\/td>\n<td style=\"width:108.0pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">Claude Opus 5 &#xff1a; 74.0%<\/span><\/p>\n<\/td>\n<td style=\"width:108.0pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">\u9886\u5148<\/span><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"background-color:#f8fafd;border-color:#dee4ee;width:108.0pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">Terminal-Bench 2.1 &#xff08;\u7ec8\u7aef\u6267\u884c&#xff09;<\/span><\/p>\n<\/td>\n<td style=\"background-color:#f8fafd;width:108.0pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">90.6%<\/span><\/p>\n<\/td>\n<td style=\"background-color:#f8fafd;width:108.0pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">Claude 3.7 Sonnet &#xff1a; 88.7%<\/span><\/p>\n<\/td>\n<td style=\"background-color:#f8fafd;width:108.0pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">\u9886\u5148<\/span><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"border-color:#dee4ee;width:108.0pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">CyberGym &#xff08;\u5b89\u5168\u6f0f\u6d1e\u4e0e\u4fee\u590d&#xff09;<\/span><\/p>\n<\/td>\n<td style=\"width:108.0pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">88.1%<\/span><\/p>\n<\/td>\n<td style=\"width:108.0pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">Claude 3.7 Sonnet &#xff1a; 86.2%<\/span><\/p>\n<\/td>\n<td style=\"width:108.0pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">\u9886\u5148<\/span><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"background-color:#f8fafd;border-color:#dee4ee;width:108.0pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">GPQA Diamond &#xff08;\u535a\u58eb\u7ea7\u63a8\u7406&#xff09;<\/span><\/p>\n<\/td>\n<td style=\"background-color:#f8fafd;width:108.0pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">90.9%<\/span><\/p>\n<\/td>\n<td style=\"background-color:#f8fafd;width:108.0pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">Claude 3.7 Sonnet &#xff1a; 91.4%<\/span><\/p>\n<\/td>\n<td style=\"background-color:#f8fafd;width:108.0pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">\u57fa\u672c\u6301\u5e73\u3001\u7565\u4f4e<\/span><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"border-color:#dee4ee;width:108.0pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">AutomationBench &#xff08;\u591a\u6b65\u5de5\u5177\u8c03\u7528&#xff09;<\/span><\/p>\n<\/td>\n<td style=\"width:108.0pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">54.8%<\/span><\/p>\n<\/td>\n<td style=\"width:108.0pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">Claude 3.7 Sonnet &#xff1a; 56.2%<\/span><\/p>\n<\/td>\n<td style=\"width:108.0pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">\u57fa\u672c\u6301\u5e73\u3001\u7565\u4f4e<\/span><\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">\u8865\u5145\u4e24\u4e2a\u7b2c\u4e09\u65b9\u89c6\u89d2&#xff1a;\u5728 CodeForces \u7ade\u8d5b\u7f16\u7a0b\u699c\u4e0a&#xff0c;V4.1-Flash \u6392\u540d\u7b2c\u4e00&#xff1b;\u5728 LLM Stats \u7efc\u5408\u5bf9\u6bd4\u4e2d&#xff0c;\u5b83\u4ee5\u7ea6 1M \u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u548c\u7ea6\u4e94\u5206\u4e4b\u4e00\u7684\u4ef7\u683c&#xff0c;\u7efc\u5408\u5f97\u5206\u8d85\u8fc7 GPT-5&#xff08;51.8 \u6bd4 33.8&#xff09;\u3002DeepSeek \u5728 V4 \u6280\u672f\u62a5\u544a\u4e2d\u81ea\u8ff0\u4e0e\u6700\u5148\u8fdb\u95ed\u6e90\u6a21\u578b\u5b58\u5728\u7ea6 3~6 \u4e2a\u6708\u7684\u5dee\u8ddd&#xff0c;\u4e3b\u8981\u843d\u5728 GPQA Diamond\u3001HLE \u8fd9\u7c7b\u535a\u58eb\u7ea7\u7eaf\u63a8\u7406\u9898\u4e0a\u3002<\/span><\/p>\n<h4 style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">4.2 \u4f7f\u7528\u6548\u679c\u5bf9\u6bd4&#xff1a;\u4e94\u4e2a\u7ef4\u5ea6\u7684\u4f53\u611f\u5dee\u5f02<\/span><\/h4>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">\u8dd1\u5206\u4e4b\u5916&#xff0c;\u4f7f\u7528\u8005\u66f4\u5173\u5fc3\u4f53\u611f\u3002\u4e2d\u6587\u4e0e\u672c\u571f\u8bed\u5883&#xff1a;DeepSeek \u5728\u4e2d\u6587\u7406\u89e3\u3001\u672c\u571f\u77e5\u8bc6\u4e0e\u65f6\u4e8b\u8ddf\u8fdb\u4e0a\u6709\u5929\u7136\u4f18\u52bf&#xff0c;\u56de\u7b54\u98ce\u683c\u66f4\u8d34\u8fd1\u4e2d\u6587\u7528\u6237\u4e60\u60ef\u3002\u4ee3\u7801\u4e0e\u667a\u80fd\u4f53&#xff1a;1017 \u7248\u672c\u5728\u591a\u6587\u4ef6\u4fee\u6539\u3001\u7aef\u5230\u7aef\u9879\u76ee\u751f\u6210\u4e0a\u7684\u300c\u8bb8\u613f\u5f0f\u7f16\u7a0b\u300d\u4f53\u9a8c\u662f\u5f53\u524d\u540c\u4ef7\u4f4d\u72ec\u4e00\u6863&#xff0c;\u5b98\u65b9\u5c55\u793a\u4e86\u6545\u5bab 3D \u5efa\u6a21\u3001\u7f51\u9875\u7248\u8d5b\u8f66\u6e38\u620f\u3001\u57fa\u4e8e Godot \u5f15\u64ce\u7684\u300a\u4f20\u9001\u95e8 2\u300b\u590d\u523b\u7b49\u6848\u4f8b\u3002\u957f\u4e0a\u4e0b\u6587&#xff1a;1M token \u7a97\u53e3\u914d\u5408\u56db\u5206\u4e4b\u4e00\u538b\u7f29\u6bd4\u7684 KV \u7f13\u5b58&#xff0c;\u6574\u5e93\u4ee3\u7801\u3001\u6574\u672c\u4e66\u7ea7\u522b\u7684\u8f93\u5165\u53ef\u4ee5\u4e00\u6b21\u8bfb\u5b8c\u3002\u591a\u6a21\u6001&#xff1a;\u539f\u751f\u89c6\u89c9\u907f\u514d\u4e86\u5916\u6302\u6295\u5f71\u5c42\u5e26\u6765\u7684\u6a21\u6001\u5272\u88c2\u5e7b\u89c9\u3002\u5de5\u7a0b\u53ef\u7528\u6027&#xff1a;MIT \u8bb8\u53ef &#043; \u53ef\u79c1\u6709\u5316\u90e8\u7f72 &#043; 2500 \u5e76\u53d1\u4e0a\u9650&#xff08;Flash \u6863&#xff09;&#xff0c;\u5bf9\u5408\u89c4\u654f\u611f\u4e0e\u6d41\u91cf\u654f\u611f\u7684\u4f01\u4e1a\u90fd\u662f\u5b9e\u6253\u5b9e\u7684\u80fd\u529b&#xff1b;\u77ed\u677f\u5219\u662f\u8d85\u96be\u63a8\u7406\u7684\u7a33\u5b9a\u6027\u4e0e\u8d85\u957f\u4e0a\u4e0b\u6587\u4e0b\u7684\u6781\u9650\u7cbe\u5ea6\u4ecd\u7565\u900a\u4e8e\u6700\u5148\u8fdb\u95ed\u6e90\u6a21\u578b\u3002<\/span><\/p>\n<h4 style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">4.3 \u4ef7\u683c\u5bf9\u6bd4&#xff1a;\u5dee\u51fa\u4e00\u4e2a\u6570\u91cf\u7ea7\u4ee5\u4e0a<\/span><\/h4>\n<p style=\"margin-left:0;margin-right:0;text-align:center\"><span style=\"color:#1c2638\"><span style=\"color:#586378\">\u56fe<\/span><span style=\"color:#586378\"> 6<\/span><span style=\"color:#586378\">\u3000\u6bcf\u767e\u4e07\u8f93\u51fa<\/span><span style=\"color:#586378\"> token <\/span><span style=\"color:#586378\">\u4ef7\u683c\u5bf9\u6bd4&#xff08;\u4eba\u6c11\u5e01\u8ba1\u4ef7&#xff0c;\u6c47\u7387<\/span><span style=\"color:#586378\"> 1 USD &#061; 6.72 CNY<\/span><span style=\"color:#586378\">&#xff09;<\/span><\/span><\/p>\n<table cellspacing=\"0\" style=\"width:100.0%\">\n<tbody>\n<tr>\n<td style=\"background-color:#1554d1;border-color:#1554d1;width:86.4pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:left\"><span style=\"color:#1c2638\"><span style=\"color:white\">\u6a21\u578b<\/span><\/span><\/p>\n<\/td>\n<td style=\"background-color:#1554d1;border-color:#1554d1;width:86.4pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:left\"><span style=\"color:#1c2638\"><span style=\"color:white\">\u8f93\u5165 \u00b7 \u7f13\u5b58\u547d\u4e2d<\/span><\/span><\/p>\n<\/td>\n<td style=\"background-color:#1554d1;border-color:#1554d1;width:86.4pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:left\"><span style=\"color:#1c2638\"><span style=\"color:white\">\u8f93\u5165 \u00b7 \u672a\u547d\u4e2d<\/span><\/span><\/p>\n<\/td>\n<td style=\"background-color:#1554d1;border-color:#1554d1;width:86.4pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:left\"><span style=\"color:#1c2638\"><span style=\"color:white\">\u8f93\u51fa<\/span><\/span><\/p>\n<\/td>\n<td style=\"background-color:#1554d1;border-color:#1554d1;width:86.4pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:left\"><span style=\"color:#1c2638\"><span style=\"color:white\">\u8f93\u51fa\u4ef7\u76f8\u5bf9\u500d\u6570<\/span><\/span><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"border-color:#dee4ee;width:86.4pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">DeepSeek V4.1-Flash&#xff08;\u95f2\u65f6&#xff09;<\/span><\/p>\n<\/td>\n<td style=\"width:86.4pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">\u00a50.02<\/span><\/p>\n<\/td>\n<td style=\"width:86.4pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">\u00a51<\/span><\/p>\n<\/td>\n<td style=\"width:86.4pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">\u00a54<\/span><\/p>\n<\/td>\n<td style=\"width:86.4pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">1 \u00d7<\/span><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"background-color:#f8fafd;border-color:#dee4ee;width:86.4pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">DeepSeek V4.1-Flash &#xff08;\u9ad8\u5cf0&#xff09;<\/span><\/p>\n<\/td>\n<td style=\"background-color:#f8fafd;width:86.4pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">\u00a50.04<\/span><\/p>\n<\/td>\n<td style=\"background-color:#f8fafd;width:86.4pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">\u00a52<\/span><\/p>\n<\/td>\n<td style=\"background-color:#f8fafd;width:86.4pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">\u00a58<\/span><\/p>\n<\/td>\n<td style=\"background-color:#f8fafd;width:86.4pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">2 \u00d7<\/span><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"border-color:#dee4ee;width:86.4pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">DeepSeek V4-Pro &#xff08;\u95f2\u65f6&#xff09;<\/span><\/p>\n<\/td>\n<td style=\"width:86.4pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">\u00a50.15<\/span><\/p>\n<\/td>\n<td style=\"width:86.4pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">\u00a54.4<\/span><\/p>\n<\/td>\n<td style=\"width:86.4pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">\u00a513.3<\/span><\/p>\n<\/td>\n<td style=\"width:86.4pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">3.3 \u00d7<\/span><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"background-color:#f8fafd;border-color:#dee4ee;width:86.4pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">\u5343\u95ee\u00a0 3.8 max<\/span><\/p>\n<\/td>\n<td style=\"background-color:#f8fafd;width:86.4pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">\u2014<\/span><\/p>\n<\/td>\n<td style=\"background-color:#f8fafd;width:86.4pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">\u00a512<\/span><\/p>\n<\/td>\n<td style=\"background-color:#f8fafd;width:86.4pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">\u00a536<\/span><\/p>\n<\/td>\n<td style=\"background-color:#f8fafd;width:86.4pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">9 \u00d7<\/span><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"border-color:#dee4ee;width:86.4pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">GPT-5.1<\/span><\/p>\n<\/td>\n<td style=\"width:86.4pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">\u00a50.84 &#xff08; $0.125 &#xff09;<\/span><\/p>\n<\/td>\n<td style=\"width:86.4pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">\u00a58.4 &#xff08; $1.25 &#xff09;<\/span><\/p>\n<\/td>\n<td style=\"width:86.4pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">\u00a567.2 &#xff08; $10 &#xff09;<\/span><\/p>\n<\/td>\n<td style=\"width:86.4pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">16.8 \u00d7<\/span><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"background-color:#f8fafd;border-color:#dee4ee;width:86.4pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">Gemini 3.1 Pro<\/span><\/p>\n<\/td>\n<td style=\"background-color:#f8fafd;width:86.4pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">\u2014<\/span><\/p>\n<\/td>\n<td style=\"background-color:#f8fafd;width:86.4pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">\u00a513.4 &#xff08; $2 &#xff09;<\/span><\/p>\n<\/td>\n<td style=\"background-color:#f8fafd;width:86.4pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">\u00a580.6 &#xff08; $12 &#xff09;<\/span><\/p>\n<\/td>\n<td style=\"background-color:#f8fafd;width:86.4pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">20 \u00d7<\/span><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"border-color:#dee4ee;width:86.4pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">Claude Opus 5<\/span><\/p>\n<\/td>\n<td style=\"width:86.4pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">\u2014<\/span><\/p>\n<\/td>\n<td style=\"width:86.4pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">\u00a533.6 &#xff08; $5 &#xff09;<\/span><\/p>\n<\/td>\n<td style=\"width:86.4pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">\u00a5168 &#xff08; $25 &#xff09;<\/span><\/p>\n<\/td>\n<td style=\"width:86.4pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">42 \u00d7<\/span><\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">\u4e24\u4e2a\u5bb9\u6613\u88ab\u5ffd\u7565\u7684\u7ec6\u8282&#xff1a;\u7b2c\u4e00&#xff0c;DeepSeek \u7684\u9ad8\u5cf0\u65f6\u6bb5\u4ec5\u4e3a\u5317\u4eac\u65f6\u95f4\u5de5\u4f5c\u65e5\u4e0a\u5348 9\u201412 \u70b9\u4e0e\u4e0b\u5348 14\u201418 \u70b9&#xff0c;\u5468\u672b\u4e0e\u8282\u5047\u65e5\u5168\u5929\u6267\u884c\u95f2\u65f6\u4ef7&#xff0c;\u6279\u91cf\u4efb\u52a1\u5b8c\u5168\u53ef\u4ee5\u6392\u8fdb\u95f2\u65f6&#xff1b;\u7b2c\u4e8c&#xff0c;\u524d\u7f00\u7f13\u5b58\u547d\u4e2d\u4ef7\u4f4e\u81f3\u672a\u547d\u4e2d\u7684 2%&#xff0c;\u5bf9\u7cfb\u7edf\u63d0\u793a\u8bcd\u56fa\u5b9a\u3001\u957f\u524d\u7f00\u590d\u7528\u7684\u667a\u80fd\u4f53\u573a\u666f&#xff0c;\u5b9e\u9645\u8f93\u5165\u6210\u672c\u53ef\u4ee5\u518d\u964d\u4e00\u4e2a\u6570\u91cf\u7ea7\u3002\u6b64\u5916&#xff0c;\u65b0\u5f00\u653e\u7684 Search \u4e0e Fetch \u63a5\u53e3\u5747\u4e3a 5 \u5143 \/ \u5343\u6b21\u6210\u529f\u8bf7\u6c42&#xff0c;\u4e14 2026 \u5e74 11 \u6708 1 \u65e5\u524d\u7ecf\u7531 DeepSeek Harness\u3001Claude Code\u3001Codex \u53d1\u8d77\u7684\u670d\u52a1\u7aef\u8c03\u7528\u6682\u4e0d\u8ba1\u8d39\u3002<\/span><\/p>\n<h3 style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1554d1\">\u4e94\u3001\u5e02\u573a\u6848\u4f8b&#xff1a;V4.1-Flash-1017 \u7684 DeepSWE \u5b9e\u6d4b\u4e0e\u8d26\u5355\u6d4b\u7b97<\/span><\/h3>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">\u4ef7\u683c\u8868\u662f\u9759\u6001\u7684&#xff0c;\u771f\u5b9e\u4ef7\u503c\u8981\u770b\u300c\u5e72\u6210\u4e00\u4ef6\u4e8b\u82b1\u591a\u5c11\u94b1\u300d\u3002DeepSeek \u5b98\u65b9\u5728\u53d1\u5e03 1017 \u7248\u672c\u65f6&#xff0c;\u7528 mini-swe-v2 \u6846\u67b6\u5728 DeepSWE v1.1&#xff08;\u81ea\u4e3b\u8f6f\u4ef6\u5de5\u7a0b\u57fa\u51c6&#xff09;\u4e0a\u7ed9\u51fa\u4e86\u4e00\u7ec4\u6027\u80fd\u2014\u6210\u672c\u6570\u636e&#xff0c;\u8fd9\u6070\u597d\u6784\u6210\u4e00\u4e2a\u53ef\u76f4\u63a5\u590d\u7b97\u7684\u5e02\u573a\u6848\u4f8b\u3002<\/span><\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\n<h4 style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">5.1 \u6848\u4f8b\u6570\u636e&#xff1a;\u8dd1\u5f97\u66f4\u597d&#xff0c;\u82b1\u5f97\u66f4\u5c11<\/span><\/h4>\n<ul>\n<li style=\"text-align:justify\"><span style=\"color:#1c2638\">1017 \u7248&#xff08;\u6700\u9ad8\u6863&#xff09;&#xff1a;\u4efb\u52a1\u901a\u8fc7\u7387 77.0%&#xff0c;\u5355\u4efb\u52a1\u5e73\u5747\u8d39\u7528\u7ea6 1.3 \u5143&#xff08;\u7ea6 0.19 \u7f8e\u5143&#xff09;&#xff1b;<\/span><\/li>\n<li style=\"text-align:justify\"><span style=\"color:#1c2638\">1017 \u7248&#xff08;\u7701\u6863&#xff09;&#xff1a;\u901a\u8fc7\u7387\u4ecd\u6709 72.0%&#xff0c;\u5355\u4efb\u52a1\u7ea6 0.7 \u5143&#xff08;\u7ea6 0.10 \u7f8e\u5143&#xff09;&#xff0c;\u9002\u5408\u5927\u6279\u91cf\u8bd5\u8dd1&#xff1b;<\/span><\/li>\n<li style=\"text-align:justify\"><span style=\"color:#1c2638\">\u4e0a\u4e00\u7248 V4.1-Flash&#xff1a;\u901a\u8fc7\u7387 74.2%&#xff0c;\u5355\u4efb\u52a1\u7ea6 3.3 \u5143&#xff08;\u7ea6 0.50 \u7f8e\u5143&#xff09;&#xff1b;<\/span><\/li>\n<li style=\"text-align:justify\"><span style=\"color:#1c2638\">\u6d77\u5916\u540c\u6027\u80fd\u5e26&#xff1a;GPT-6 Astra\u3001Gemini 3.8 Flash\u3001Claude Opus 5 \u7b49\u843d\u5728\u6bcf\u4efb\u52a1\u7ea6 2\u201410 \u7f8e\u5143&#xff08;\u7ea6 13\u201467 \u5143&#xff09;\u533a\u95f4&#xff0c;\u591a\u6570\u8fd8\u8fbe\u4e0d\u5230 77% \u7684\u901a\u8fc7\u7387\u3002<\/span><\/li>\n<\/ul>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">\u6362\u7b97\u4e0b\u6765&#xff1a;\u76f8\u6bd4\u4e0a\u4e00\u7248&#xff0c;1017 \u628a\u5355\u4efb\u52a1\u6210\u672c\u538b\u4f4e\u7ea6 60%&#xff0c;\u540c\u65f6\u901a\u8fc7\u7387\u63d0\u5347\u7ea6 3 \u4e2a\u767e\u5206\u70b9&#xff1b;\u76f8\u6bd4\u6d77\u5916\u540c\u6027\u80fd\u6a21\u578b&#xff0c;\u5355\u4efb\u52a1\u6210\u672c\u7ea6\u4e3a\u5176\u51e0\u5341\u5206\u4e4b\u4e00\u3002\u7b2c\u4e09\u65b9\u8bc4\u4ef7\u5c06\u5176\u6982\u62ec\u4e3a\u300c\u540c\u7b49\u751a\u81f3\u66f4\u5f3a\u4ee3\u7801\u80fd\u529b\u7684\u6210\u672c\u4e00\u53e3\u6c14\u62c9\u4f4e 90%\u300d&#xff0c;\u5e76\u767b\u4e0a WebDev \u8bc4\u6d4b\u5f00\u6e90\u699c\u9996\u4f4d\u3002<\/span><\/p>\n<h4 style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">5.2 \u6848\u4f8b\u80cc\u540e\u7684\u5b98\u65b9\u6f14\u793a<\/span><\/h4>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">\u5728\u8f83\u5c11\u63d0\u793a\u8bcd\u4e0e\u7d20\u6750\u53c2\u8003\u7684\u6761\u4ef6\u4e0b&#xff0c;1017 \u7248\u4ee5\u6781\u77ed\u4ea4\u4e92\u8f6e\u6b21\u5b8c\u6210\u4e86\u56db\u7c7b\u6f14\u793a\u9879\u76ee&#xff1a;\u6545\u5bab 3D \u5efa\u6a21\u5c55\u793a\u3001\u7f51\u9875\u7248\u8d5b\u8f66\u6e38\u620f\u3001\u57fa\u4e8e Godot \u5f15\u64ce\u7684\u300a\u4f20\u9001\u95e8 2\u300b\u6e38\u620f\u590d\u523b\u3001\u4ee5\u53ca\u4ee5 3D \u573a\u666f\u52a8\u6001\u5c55\u73b0\u53f2\u524d\u5230\u73b0\u4ee3\u7684 Valley of Ages\u3002\u8fd9\u7c7b\u300c\u8bb8\u613f\u5f0f\u7f16\u7a0b\u300d\u4efb\u52a1\u2014\u2014\u7528\u6237\u8bf4\u6e05\u60f3\u8981\u4ec0\u4e48&#xff0c;\u6a21\u578b\u81ea\u5df1\u5b8c\u6210\u89c4\u5212\u3001\u5199\u7801\u3001\u8fd0\u884c\u3001\u68c0\u67e5\u4e0e\u4fee\u6539\u2014\u2014\u6b63\u662f\u81ea\u53cd\u9988\u5f3a\u5316\u5b66\u4e60\u7684\u76f4\u63a5\u4f53\u73b0&#xff0c;\u4e5f\u89e3\u91ca\u4e86\u4e3a\u4ec0\u4e48 DeepSeek \u8981\u540c\u6b65\u4e3a DeepSeek Harness&#xff08;\u5efa\u8bae 0.2.1-rc.1 \u53ca\u4ee5\u4e0a&#xff09;\u3001\u817e\u8baf CodeBuddy\u3001WorkBuddy \u505a\u7b97\u5b50\u7ea7\u4f18\u5316\u3002<\/span><\/p>\n<h4 style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">5.3 \u7edf\u4e00\u53e3\u5f84\u8d26\u5355&#xff1a;\u653e\u5230\u4f01\u4e1a\u573a\u666f\u91cc\u7b97\u4e00\u904d<\/span><\/h4>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#1c2638\">\u5047\u8bbe\u4e00\u4e2a 10 \u4eba\u7814\u53d1\u56e2\u961f\u6bcf\u5de5\u4f5c\u65e5\u53d1\u8d77 500 \u6b21 Agent \u7f16\u7a0b\u4efb\u52a1&#xff08;\u6708\u7ea6 1.1 \u4e07\u6b21&#xff09;&#xff0c;\u5355\u6b21\u8f93\u5165 2 \u4e07 token\u3001\u8f93\u51fa 4 \u5343 token&#xff0c;\u524d\u7f00\u7f13\u5b58\u547d\u4e2d\u7387 70%&#xff1a;\u6708\u5ea6\u8f93\u5165\u7ea6 2.2 \u4ebf token&#xff08;\u5176\u4e2d 1.54 \u4ebf\u547d\u4e2d\u7f13\u5b58&#xff09;\u3001\u8f93\u51fa\u7ea6 4400 \u4e07 token\u3002\u6309\u5b98\u65b9\u5b9a\u4ef7\u6d4b\u7b97&#xff1a;DeepSeek V4.1-Flash 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