{"id":103802,"date":"2026-09-11T10:33:47","date_gmt":"2026-09-11T02:33:47","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/103802.html"},"modified":"2026-09-11T10:33:47","modified_gmt":"2026-09-11T02:33:47","slug":"890-%e5%ad%97%e8%8a%82-token%ef%bc%9adeepseek-v4-1-flash-%e5%8f%91%e5%b8%83%ef%bc%8c%e9%95%bf%e4%b8%8a%e4%b8%8b%e6%96%87-agent-%e7%9a%84%e5%86%85%e5%ad%98%e8%b4%a6%e5%8d%95%e8%a2%ab%e7%a0%8d%e5%88%b0","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/103802.html","title":{"rendered":"890 \u5b57\u8282\/token\uff1aDeepSeek-V4.1-Flash \u53d1\u5e03\uff0c\u957f\u4e0a\u4e0b\u6587 Agent \u7684\u5185\u5b58\u8d26\u5355\u88ab\u780d\u5230 1\/4"},"content":{"rendered":"<p>&#x1f4a1; \u4e00\u53e5\u8bdd\u603b\u7ed3&#xff1a;9 \u6708 10 \u65e5 DeepSeek \u5f00\u6e90\u4e86 V4.1-Flash\u2014\u2014552B \u53c2\u6570\u30011M \u4e0a\u4e0b\u6587\u3001\u539f\u751f\u770b\u56fe\u3001MIT \u968f\u4fbf\u5546\u7528&#xff1b;\u6838\u5fc3\u5356\u70b9\u662f\u5168\u65b0 CED \u67b6\u6784\u628a KV cache&#xff08;\u6a21\u578b\u5904\u7406\u957f\u4e0a\u4e0b\u6587\u65f6\u6700\u5403\u5185\u5b58\u7684\u90a3\u5757\u8d26\u5355&#xff09;\u538b\u5230\u6bcf token 890 \u5b57\u8282&#xff0c;\u5b98\u65b9\u8fd8\u987a\u624b\u5ba3\u5e03 V4 Pro \u300c\u6027\u80fd\u5168\u9762\u88ab\u5b83\u8d85\u8d8a\u300d\u5c06\u88ab\u8def\u7531\u4e0b\u7ebf\u3002\u53d1\u5e03\u4e8b\u5b9e\u5f88\u786c&#xff0c;\u8dd1\u5206\u662f\u5b98\u65b9\u81ea\u6d4b&#xff0c;\u72ec\u7acb\u590d\u73b0\u8fd8\u5f97\u518d\u7b49\u7b49\u3002<\/p>\n<p>\u505a Agent \u5f00\u53d1\u7684\u540c\u5b66\u6700\u8fd1\u5927\u6982\u7387\u88ab\u4e24\u4ef6\u4e8b\u6298\u78e8\u8fc7&#xff1a;\u4e0a\u4e0b\u6587\u8d8a\u585e\u8d8a\u957f&#xff0c;\u8d26\u5355\u8d8a\u62c9\u8d8a\u9ad8&#xff1b;\u60f3\u81ea\u6258\u7ba1\u4e2a\u5f00\u6e90\u6a21\u578b&#xff0c;\u4e00\u7b97 KV cache \u7684\u663e\u5b58\u76f4\u63a5\u529d\u9000\u3002\u4e3a\u4ec0\u4e48\u957f\u4e0a\u4e0b\u6587\u8fd9\u4e48\u8d35&#xff1f;\u56e0\u4e3a\u6ce8\u610f\u529b\u673a\u5236\u8981\u7ed9\u6bcf\u4e2a token \u5b58\u4e00\u4efd\u300c\u4e2d\u95f4\u8bb0\u5fc6\u300d&#xff08;KV cache&#xff09;&#xff0c;\u4e0a\u4e0b\u6587\u7ffb\u500d\u3001\u8fd9\u4efd\u8bb0\u5fc6\u5c31\u7ffb\u500d&#xff0c;\u663e\u5b58\u548c\u6210\u672c\u8ddf\u7740\u7ffb\u500d\u3002<\/p>\n<p>9 \u6708 10 \u65e5&#xff0c;DeepSeek \u53d1\u5e03\u7684 V4.1-Flash \u5c31\u662f\u51b2\u7740\u8fd9\u4efd\u8d26\u5355\u6765\u7684&#xff1a;\u6a21\u578b\u5361\u6807\u9898\u4e0d\u85cf\u7740\u6396\u7740&#xff0c;\u5c31\u53eb\u300aPushing the Limits of KV Cache Compression\u300b&#xff08;\u628a KV cache \u538b\u7f29\u63a8\u5230\u6781\u9650&#xff09;\u3002<\/p>\n<p>\u60f3\u81ea\u5df1\u52a8\u624b&#xff1f;<\/p>\n<ul>\n<li>&#x1f917; \u6743\u91cd\u4e0e\u6280\u672f\u62a5\u544a&#xff1a;Hugging Face \u00b7 DeepSeek-V4.1-Flash&#xff08;MIT \u8bb8\u53ef&#xff09;<\/li>\n<li>&#x1f4c4; API \u66f4\u65b0\u516c\u544a&#xff1a;DeepSeek API \u66f4\u65b0\u65e5\u5fd7<\/li>\n<li>&#x1f4b0; \u4ef7\u683c\u8868&#xff1a;\u6a21\u578b\u4e0e\u4ef7\u683c<\/li>\n<\/ul>\n<h3>&#x1f4e6; \u8fd9\u6b21\u5230\u5e95\u53d1\u4e86\u4ec0\u4e48<\/h3>\n<p>\u5148\u628a\u57fa\u672c\u76d8\u6446\u6e05\u695a&#xff1a;V4.1-Flash \u662f\u4e00\u4e2a 552B \u4e3b\u5e72\u53c2\u6570\u7684 MoE \u6a21\u578b&#xff08;\u6df7\u5408\u4e13\u5bb6\u67b6\u6784&#xff0c;\u603b\u53c2\u6570\u5f88\u5927\u4f46\u6bcf\u4e2a token \u53ea\u6fc0\u6d3b\u4e00\u5c0f\u90e8\u5206\u4e0a\u573a&#xff09;&#xff0c;\u4e0a\u4e0b\u6587\u7a97\u53e3 1M token&#xff0c;\u6700\u5927\u8f93\u51fa 384K&#xff0c;\u539f\u751f\u652f\u6301\u56fe\u50cf\u7406\u89e3\u2014\u2014\u89c6\u89c9\u7f16\u7801\u5668\u662f\u4ece\u96f6\u8bad\u7ec3\u7684&#xff0c;\u4e0d\u662f\u5916\u6302\u7684\u3002<\/p>\n<p>\u51e0\u4e2a\u5bf9\u5f00\u53d1\u8005\u76f4\u63a5\u6709\u7528\u7684\u70b9&#xff1a;<\/p>\n<ul>\n<li>\u8c03\u7528\u540d\u662f deepseek-flash&#xff1a;\u65e7\u7684 deepseek-v4-flash\u3001deepseek-v4-flash-vision-exp \u5df2\u7ecf\u4e0b\u7ebf&#xff0c;\u6682\u65f6\u8def\u7531\u5230\u65b0\u6a21\u578b&#xff0c;\u6309 Flash \u4ef7\u683c\u8ba1\u8d39\u2014\u2014\u8001\u4ee3\u7801\u4e0d\u7528\u6539\u5c31\u80fd\u767d\u5ad6\u5347\u7ea7\u3002<\/li>\n<li>MIT \u8bb8\u53ef&#xff1a;\u6743\u91cd\u548c\u4ee3\u7801\u90fd\u653e\u5f00\u5546\u7528&#xff0c;Hugging Face \u53ef\u4e0b\u3002<\/li>\n<li>\u7b2c\u4e09\u65b9 Day-0 \u8ddf\u8fdb&#xff1a;SiliconFlow \u53d1\u5e03\u5f53\u5929\u5373\u4e0a\u7ebf\u6258\u7ba1&#xff0c;WorkBuddy \u7b49\u5e94\u7528\u4fa7\u4e5f\u5feb\u901f\u63a5\u5165\u3002<\/li>\n<li>\u652f\u6301 1\u2013100 \u8fde\u7eed\u63a8\u7406\u5f3a\u5ea6&#xff08;reasoning_effort&#xff0c;\u63a7\u5236\u6a21\u578b\u300c\u60f3\u591a\u6df1\u300d\u7684\u65cb\u94ae&#xff09;&#xff0c;\u7528\u63a8\u7406\u6210\u672c\u6362\u7cbe\u5ea6&#xff0c;\u6309\u9700\u8c03\u3002<\/li>\n<\/ul>\n<p>\u503c\u5f97\u6ce8\u610f\u7684\u662f\u53d1\u5e03\u8282\u594f&#xff1a;8 \u6708 21 \u65e5\u624d\u4e0a\u7ebf\u5b9e\u9a8c\u7248 Vision-Exp&#xff0c;20 \u5929\u540e\u5c31\u638f\u51fa\u6362\u67b6\u6784\u7684\u6b63\u5f0f\u7248\u2014\u2014\u8fd9\u4e2a\u8fed\u4ee3\u901f\u5ea6\u5728\u5f00\u6e90\u5708\u76f8\u5f53\u7f55\u89c1\u3002<\/p>\n<h3>&#x1f527; CED \u67b6\u6784&#xff1a;\u8ba9\u300c\u524d\u53f0\u300d\u66ff\u300c\u6267\u884c\u5c42\u300d\u8bb0\u7b14\u8bb0<\/h3>\n<p>\u8fd9\u6b21\u67b6\u6784\u4e0a\u7684\u5927\u52a8\u4f5c\u53eb CED&#xff08;Causal Encoder-Decoder&#xff0c;\u56e0\u679c\u7f16\u7801\u5668-\u89e3\u7801\u5668&#xff09;&#xff1a;40 \u5c42\u6a21\u578b\u5288\u6210\u4e24\u534a\u2014\u201420 \u5c42\u56e0\u679c\u7f16\u7801\u5668 &#043; 20 \u5c42\u89e3\u7801\u5668\u3002\u5173\u952e\u6539\u52a8\u5728\u4e8e&#xff1a;\u89e3\u7801\u5668\u7684\u5168\u5c40 KV cache \u4e0d\u518d\u7531\u5404\u89e3\u7801\u5c42\u81ea\u5df1\u751f\u6210&#xff0c;\u800c\u662f\u76f4\u63a5\u4ece\u7f16\u7801\u5668\u6700\u540e\u4e00\u5c42\u7684\u9690\u72b6\u6001\u6295\u5f71\u8fc7\u6765\u3002<\/p>\n<p>\u542c\u7740\u7ed5&#xff1f;\u6253\u4e2a\u6bd4\u65b9&#xff1a;\u4ee5\u524d\u56e2\u961f\u91cc\u6bcf\u4e2a\u6267\u884c\u7684\u4eba\u90fd\u8981\u81ea\u5df1\u4ece\u5934\u542c\u4e00\u904d\u5ba2\u6237\u4f1a\u8bae\u3001\u5404\u8bb0\u4e00\u672c\u7b14\u8bb0&#xff08;\u6bcf\u5c42\u89e3\u7801\u5668\u5404\u5b58\u4e00\u4efd KV&#xff09;&#xff1b;\u73b0\u5728\u6539\u6210\u524d\u53f0\u52a9\u7406\u5148\u628a\u4f1a\u8bae\u5b8c\u6574\u542c\u4e00\u904d\u3001\u6574\u7406\u51fa\u4e00\u4efd\u7eaa\u8981&#xff0c;\u6267\u884c\u5c42\u7684\u6bcf\u4e2a\u4eba\u62ff\u7eaa\u8981\u5e72\u6d3b\u5c31\u884c\u2014\u2014\u7b14\u8bb0\u4ece\u300c\u4eba\u624b\u4e00\u4efd\u300d\u53d8\u6210\u300c\u5171\u4eab\u4e00\u4efd\u300d&#xff0c;\u5b58\u50a8\u81ea\u7136\u4e0b\u6765\u4e86\u3002<\/p>\n<p>\u5b9e\u9645\u6548\u679c\u662f&#xff1a;prefill&#xff08;\u8bfb\u8f93\u5165&#xff09;\u65f6\u53ea\u6fc0\u6d3b 8B \u53c2\u6570&#xff0c;decode&#xff08;\u751f\u6210\u8f93\u51fa&#xff09;\u65f6\u6fc0\u6d3b 16B\u3002\u8f93\u5165\u8d8a\u957f\u7684 Agent \u578b\u5de5\u4f5c\u8d1f\u8f7d&#xff0c;\u8fd9\u4e2a\u8bbe\u8ba1\u8d8a\u5360\u4fbf\u5b9c\u2014\u2014\u56e0\u4e3a Agent \u573a\u666f\u6070\u6070\u662f\u300c\u8bfb\u5f97\u591a\u3001\u5199\u5f97\u5c11\u300d\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260911023338-6aa36882e30b6.png\" alt=\"\u5b98\u65b9\u67b6\u6784\u6210\u679c\u56fe\uff1a\u5de6\u4e3a Agent \u57fa\u51c6\u8868\u73b0\uff0c\u53f3\u4e3a\u5404\u4ee3 DeepSeek \u6a21\u578b KV cache \u5bf9\u6bd4\" \/><\/p>\n<p>\u56fe\u8bf4&#xff1a;\u53f3\u56fe\u662f\u91cd\u70b9\u2014\u2014\u5168\u5c40 KV cache \u6bcf token \u5b57\u8282\u6570\u4ece DeepSeek-V1 \u5230 V4.1-Flash \u4e00\u8def\u4e0b\u63a2&#xff0c;V4.1-Flash&#xff08;\u6700\u53f3\u4fa7&#xff09;\u7ea6\u4e3a\u4e0a\u4ee3 V4-Flash \u7684 1\/4\u3001\u521d\u4ee3 V1 \u7684 1\/437\u3002<\/p>\n<h3>&#x1f5dc;\ufe0f \u538b\u7f29\u4e09\u677f\u65a7&#xff1a;890 \u5b57\u8282\u662f\u600e\u4e48\u6765\u7684<\/h3>\n<p>KV cache \u538b\u5230 890 \u5b57\u8282\/token&#xff0c;\u9760\u7684\u662f\u4e09\u4ef6\u5957\u53e0\u52a0&#xff1a;<\/p>\n<ul>\n<li>SWA Bounded Replay&#xff1a;\u6ed1\u7a97\u6ce8\u610f\u529b&#xff08;SWA&#xff09;\u7684 KV \u4e0d\u518d\u5199 SSD \u786c\u76d8\u6682\u5b58&#xff0c;\u9700\u8981\u65f6\u53ea\u91cd\u653e\u6700\u8fd1\u7a97\u53e3\u5185\u7684 token \u91cd\u5efa\u2014\u2014\u7701\u6389\u786c\u76d8 I\/O&#xff0c;\u6301\u4e45\u5316 KV \u53ea\u5269\u4e0a\u4ee3\u7ea6 1\/8\u3002<\/li>\n<li>CSA2 \u7a00\u758f\u6ce8\u610f\u529b&#xff1a;\u7ed9\u6bcf\u5c42\u6ce8\u610f\u529b\u9759\u6001\u5206\u914d Full \/ Reindex \/ Reuse \u4e09\u79cd\u6a21\u5f0f\u4e4b\u4e00&#xff0c;\u8de8\u5c42\u5171\u4eab\u4e3b KV \u548c\u7d22\u5f15\u5668\u3001\u590d\u7528 Top-K \u7a00\u758f\u7d22\u5f15&#xff1b;\u6df1\u5c42\u7684\u7d22\u5f15\u6210\u672c\u4e0d\u518d\u968f\u4e0a\u4e0b\u6587\u957f\u5ea6\u589e\u957f\u3002<\/li>\n<li>FP4 KV \u7f13\u5b58&#xff1a;\u4e3b KV \u7528 4-bit \u6d6e\u70b9&#xff08;E2M1 \u683c\u5f0f&#xff09;\u5b58\u50a8&#xff0c;\u6bcf 16 \u4e2a\u901a\u9053\u914d\u4e00\u4e2a\u7f29\u653e\u56e0\u5b50\u2014\u2014\u8fd9\u662f 890 \u5b57\u8282\u8fd9\u4e2a\u6570\u5b57\u7684\u6700\u5927\u529f\u81e3\u3002<\/li>\n<\/ul>\n<p>\u5404\u6765\u6e90\u5728\u8fd9\u70b9\u4e0a\u53e3\u5f84\u4e00\u81f4&#xff1a;\u5b98\u65b9\u6a21\u578b\u5361\u3001the-decoder\u3001MarkTechPost \u7684\u8f6c\u8ff0\u90fd\u6307\u5411\u540c\u4e00\u7ec4\u6570\u5b57\u3002\u9700\u8981\u7559\u610f\u7684\u662f\u300c890 \u5b57\u8282\u300d\u662f\u5168\u5c40 KV cache \u7684\u5747\u503c\u53e3\u5f84&#xff0c;\u4e0d\u540c\u5c42\u3001\u4e0d\u540c\u6a21\u5f0f\u4e0b\u7684\u5b9e\u9645\u5360\u7528\u4f1a\u6709\u5dee\u5f02\u2014\u2014\u62ff\u5b83\u505a\u5bb9\u91cf\u89c4\u5212\u65f6\u522b\u76f4\u63a5\u7ebf\u6027\u5916\u63a8\u3002<\/p>\n<h3>&#x1f4ca; \u8dd1\u5206&#xff1a;\u4eae\u70b9\u5f88\u4eae&#xff0c;\u4f46\u5148\u770b\u6e05\u695a\u8c01\u6d4b\u7684<\/h3>\n<p>\u5b98\u65b9\u57fa\u51c6&#xff08;max \u6863\u63a8\u7406\u5f3a\u5ea6&#xff09;\u91cc\u6700\u62a2\u773c\u7684\u662f Agent \u7f16\u7801\u7c7b&#xff1a;<\/p>\n<ul>\n<li>Terminal-Bench 2.1&#xff1a;90.6&#xff0c;\u538b\u8fc7\u5bf9\u6bd4\u8868\u91cc\u6240\u6709\u5bf9\u624b\u2014\u2014Opus-5.0&#xff08;89.1&#xff09;\u3001GPT-5.6 Sol&#xff08;88.8&#xff09;\u3001K3&#xff08;88.3&#xff09;\u3001GLM-5.3&#xff08;88.2&#xff09;<\/li>\n<li>DeepSWE v1.1&#xff1a;74.2\u3001CyberGym 88.1\u3001AutomationBench 54.8\u3001Agent&#039;s Last Exam 31.8&#xff0c;\u5747\u4e3a\u8868\u5185\u7b2c\u4e00<\/li>\n<li>Codeforces Rating 3471&#xff0c;\u4e5f\u662f\u8868\u5185\u6700\u9ad8<\/li>\n<\/ul>\n<p>\u4f46\u628a\u6574\u5f20\u8868\u770b\u5b8c&#xff0c;\u77ed\u677f\u540c\u6837\u6e05\u695a&#xff1a;HLE \u53ea\u6709 36.8&#xff08;Opus-5.0 \u662f 56.3&#xff0c;\u5dee\u5f97\u4e0d\u662f\u4e00\u70b9\u534a\u70b9&#xff09;&#xff1b;Terminal-Bench 3.0\/4.0 \u8fd9\u7c7b\u9ad8\u96be\u6863\u4f4d&#xff08;30.0\/31.2&#xff09;\u660e\u663e\u843d\u540e Opus-5.0&#xff08;43.3\/51.8&#xff09;&#xff1b;NL2Repo-Bench\u3001ProgramBench \u4e5f\u672a\u767b\u9876\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260911023342-6aa36886f3076.png\" alt=\"\u5b98\u65b9 Agent \u57fa\u51c6\u5bf9\u6bd4\u56fe\" \/><\/p>\n<p>\u56fe\u8bf4&#xff1a;\u5b98\u65b9\u653e\u51fa\u7684 Agent \u7c7b\u57fa\u51c6\u5bf9\u6bd4&#xff0c;V4.1-Flash&#xff08;\u6df1\u8272&#xff09;\u5728 TB2.1\u3001DeepSWE \u7b49\u4e2d\u4f4e\u96be\u4efb\u52a1\u9886\u5148&#xff0c;\u9ad8\u96be\u4efb\u52a1\u4e0e Opus-5.0 \u4ecd\u6709\u5dee\u8ddd\u3002<\/p>\n<p>\u4e09\u70b9\u6f84\u6e05\u5e2e\u4f60\u5b9a\u4f4d\u8fd9\u4e9b\u6570\u5b57&#xff1a;\u5176\u4e00&#xff0c;\u5168\u90e8\u662f\u5b98\u65b9\u81ea\u6d4b&#xff0c;\u7528\u7684\u662f\u81ea\u7814 DeepSeek Harness \u6781\u7b80\u6a21\u5f0f&#xff0c;\u7b2c\u4e09\u65b9\u72ec\u7acb\u590d\u73b0\u76ee\u524d\u8fd8\u6ca1\u6709&#xff1b;\u5176\u4e8c&#xff0c;\u5b98\u65b9\u81ea\u5df1\u653e\u7684\u591a scaffold \u5bf9\u6bd4\u8868\u663e\u793a&#xff0c;\u540c\u4e00\u6a21\u578b\u6362\u4e0d\u540c\u6d4b\u8bd5\u6846\u67b6\u5206\u6570\u5dee\u5f02\u4e0d\u5c0f&#xff08;DeepSWE \u4ece 67.6 \u5230 74.2 \u4e0d\u7b49&#xff09;\u2014\u2014\u8bf4\u660e\u8fd9\u7c7b benchmark \u5bf9 harness \u654f\u611f&#xff0c;\u8de8\u5382\u5546\u6bd4\u8f83\u8981\u7559\u4e2a\u5fc3\u773c&#xff1b;\u5176\u4e09&#xff0c;\u5c0f\u7ec6\u8282&#xff1a;NL2Repo-Bench \u5206\u6570\u5728 HuggingFace \u6a21\u578b\u5361\u5199 64.0\u3001\u5728 API \u66f4\u65b0\u65e5\u5fd7\u5199 65.4&#xff0c;\u4e24\u5904\u5b98\u65b9\u53e3\u5f84\u5bf9\u4e0d\u4e0a (uncertain)&#xff0c;\u867d\u7136\u4e0d\u5f71\u54cd\u5927\u5c40&#xff0c;\u4f46\u8bf4\u660e\u300c\u5b98\u65b9\u6570\u5b57\u300d\u4e5f\u503c\u5f97\u591a\u770b\u4e00\u773c\u3002<\/p>\n<p>\u81f3\u4e8e\u793e\u533a\u53cd\u5e94&#xff1a;Hacker News \u8ba8\u8bba\u5e16 935 \u5206\u3001517 \u6761\u8bc4\u8bba&#xff0c;\u70ed\u5ea6\u8db3\u591f\u8bf4\u660e\u5173\u6ce8\u5ea6&#xff1b;\u5df2\u6709\u7528\u6237\u8868\u793a\u4e3b\u529b\u9879\u76ee\u5168\u91cf\u8dd1\u5728 DeepSeek Flash \u4e0a&#xff0c;\u4e5f\u6709\u535a\u5ba2\u63d0\u9192\u300c\u541e\u5410\u7ea6 2\u20134 \u500d\u63d0\u5347\u662f\u5b98\u65b9\u53e3\u5f84&#xff0c;\u6682\u65e0\u72ec\u7acb\u5206\u6570\u300d\u3002\u4e0a\u4e00\u4ee3 V4-Flash \u5728 Reddit \u6709\u8fc7\u300c\u7ec6\u8282\u5904\u4e0d\u53ef\u9760\u300d\u7684\u53cd\u9988\u2014\u2014\u6362\u67b6\u6784\u4e4b\u540e\u7a33\u5b9a\u6027\u5982\u4f55&#xff0c;\u8fd8\u5f97\u8ba9\u5b50\u5f39\u98de\u4e00\u4f1a\u513f\u3002<\/p>\n<h3>&#x1f4b0; \u4ef7\u683c&#xff1a;\u8f93\u51fa\u4ef7\u6253\u5230 V4 Pro \u7684\u4e09\u6210&#xff0c;V4 Pro \u76f4\u63a5\u300c\u6bd5\u4e1a\u300d<\/h3>\n<p>\u8fd9\u6b21\u771f\u6b63\u8ba9\u5b58\u91cf\u7528\u6237\u5750\u76f4\u7684&#xff0c;\u662f\u4ef7\u683c\u8868\u548c\u4e00\u53e5\u5b98\u65b9\u5ba3\u5e03\u3002\u65b0\u4ef7\u683c&#xff08;\u6bcf\u767e\u4e07 token&#xff0c;\u7a7a\u95f2\/\u9ad8\u5cf0\u65f6\u6bb5&#xff09;&#xff1a;<\/p>\n<ul>\n<li>\u8f93\u5165&#xff08;\u7f13\u5b58\u547d\u4e2d&#xff09;&#xff1a;0.02 \/ 0.04 \u5143<\/li>\n<li>\u8f93\u5165&#xff08;\u7f13\u5b58\u672a\u547d\u4e2d&#xff09;&#xff1a;1 \/ 2 \u5143<\/li>\n<li>\u8f93\u51fa&#xff1a;4 \/ 8 \u5143<\/li>\n<li>\u5e76\u53d1\u4e0a\u9650&#xff1a;2500&#xff08;V4 Pro \u662f 500&#xff09;<\/li>\n<\/ul>\n<p>\u5bf9\u6bd4 V4 Pro \u539f\u4ef7&#xff08;\u8f93\u5165\u672a\u547d\u4e2d 4.5\/9 \u5143\u3001\u8f93\u51fa 13.5\/27 \u5143&#xff09;&#xff0c;\u8f93\u51fa\u4ef7\u7ea6\u4e3a\u5176 30%&#xff0c;\u5e76\u53d1\u8fd8\u7ffb\u4e86\u4e94\u500d\u3002\u9ad8\u5cf0\u65f6\u6bb5\u6307\u5317\u4eac\u65f6\u95f4\u5de5\u4f5c\u65e5 9\u201312 \u70b9\u300114\u201318 \u70b9&#xff0c;\u5176\u4f59\u65f6\u95f4\u534a\u4ef7\u3002<\/p>\n<p>\u66f4\u6fc0\u8fdb\u7684\u662f\u8fd9\u53e5&#xff1a;\u300c\u7ecf\u591a\u65b9\u6d4b\u8bd5&#xff0c;V4.1 Flash \u5728\u6027\u80fd\u3001\u8d39\u7528\u3001\u901f\u5ea6\u3001\u603b\u7528\u65f6\u7b49\u5404\u9879\u6307\u6807\u4e0a\u5df2\u5168\u9762\u8d85\u8d8a V4 Pro&#xff0c;\u56e0\u6b64\u6211\u4eec\u8ba1\u5212\u6709\u5e8f\u4e0b\u7ebf V4 Pro\u300d\u30029 \u6708 14 \u65e5 12 \u70b9\u4e4b\u540e&#xff0c;\u6240\u6709 deepseek-v4-pro \u7684\u8bf7\u6c42\u4f1a\u88ab\u8def\u7531\u5230 V4.1-Flash&#xff0c;\u6309 Flash \u4ef7\u683c\u8ba1\u8d39&#xff0c;\u76f4\u5230\u672a\u6765\u7684 V4.1 Pro \u4e0a\u7ebf\u3002<\/p>\n<p>\u8fd9\u91cc\u6709\u4e2a\u503c\u5f97\u5482\u6478\u7684\u884c\u4e1a\u4fe1\u53f7&#xff1a;\u81ea\u5bb6 1.6T \u53c2\u6570\u7684\u65d7\u8230\u6863&#xff0c;\u88ab 552B \u7684\u300c\u5c0f\u676f\u300d\u4ee5\u5b98\u65b9\u540d\u4e49\u6574\u4f53\u66ff\u4ee3\u2014\u2014\u300c\u66f4\u5927\u6fc0\u6d3b\u53c2\u6570&#061;\u66f4\u9ad8\u6863\u4f4d\u300d\u8fd9\u6761\u8001\u516c\u5f0f&#xff0c;\u5728 Agent \u8d1f\u8f7d\u4e3b\u5bfc\u7684\u65f6\u4ee3\u5f00\u59cb\u677e\u52a8\u4e86\u3002\u5f53\u7136&#xff0c;\u300c\u5168\u9762\u8d85\u8d8a\u300d\u7684\u5224\u5b9a\u6807\u51c6\u5b98\u65b9\u6ca1\u6709\u5c55\u5f00 (uncertain)&#xff0c;\u628a\u5b83\u7406\u89e3\u4e3a\u4ea7\u54c1\u7b56\u7565&#043;\u6280\u672f\u4e8b\u5b9e\u7684\u6df7\u5408\u8868\u8ff0\u66f4\u7a33\u59a5\u3002<\/p>\n<h3>&#x1f9ed; \u5bf9\u4e0d\u540c\u4eba\u7684\u610f\u5473<\/h3>\n<p>\u628a\u8bdd\u8bf4\u660e\u767d&#xff1a;\u8fd9\u6b21\u53d1\u5e03\u5bf9\u4e0d\u540c\u573a\u666f\u7684\u5b9e\u9645\u5f71\u54cd\u4e0d\u4e00\u6837\u3002<\/p>\n<ul>\n<li>API \u7528\u6237&#xff1a;9 \u6708 14 \u65e5\u540e\u65e0\u611f\u5207\u6362&#043;\u964d\u4ef7&#xff0c;\u7eaf\u5229\u597d&#xff1b;\u4f46\u4f9d\u8d56 V4 Pro \u7279\u6709\u884c\u4e3a\u7684\u540c\u5b66\u7559\u610f\u4e00\u4e0b\u8f93\u51fa\u98ce\u683c\u53d8\u5316&#xff0c;\u4ee5\u53ca V4.1 Pro \u7a7a\u7a97\u671f\u7684\u65f6\u95f4\u8868\u5b98\u65b9\u5c1a\u672a\u7ed9\u51fa\u3002<\/li>\n<li>\u81ea\u6258\u7ba1\u73a9\u5bb6&#xff1a;KV cache 1\/4 \u610f\u5473\u7740\u540c\u663e\u5b58\u80fd\u625b\u66f4\u957f\u4e0a\u4e0b\u6587\u6216\u66f4\u591a\u5e76\u53d1\u2014\u2014890 \u5b57\u8282\/token \u7684\u91cf\u7ea7&#xff0c;\u8ba9\u5355\u5361\u8dd1\u957f\u4e0a\u4e0b\u6587 Agent \u670d\u52a1\u4ece\u300c\u52c9\u5f3a\u300d\u53d8\u300c\u4ece\u5bb9\u300d\u3002<\/li>\n<li>\u505a Agent \u4ea7\u54c1\u7684\u56e2\u961f&#xff1a;1M \u4e0a\u4e0b\u6587 &#043; 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