{"id":786252,"date":"2026-05-25T16:50:38","date_gmt":"2026-05-25T08:50:38","guid":{"rendered":"https:\/\/www.alphaseek.cn\/?p=786252"},"modified":"2026-05-25T16:50:38","modified_gmt":"2026-05-25T08:50:38","slug":"deepseek-%e8%a6%81%e7%94%a8%e8%9c%9c%e9%9b%aa%e5%86%b0%e5%9f%8e%e7%9a%84%e6%89%93%e6%b3%95%ef%bc%8c%e5%81%9a%e4%b8%ad%e5%9b%bd%e7%89%88-claude-code","status":"publish","type":"post","link":"https:\/\/www.alphaseek.cn\/?p=786252","title":{"rendered":"DeepSeek \u8981\u7528\u871c\u96ea\u51b0\u57ce\u7684\u6253\u6cd5\uff0c\u505a\u4e2d\u56fd\u7248 Claude Code"},"content":{"rendered":"<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/1EA4202E08E5B0C4C2777A9C5DB951D518A085EE_size2901_w1922_h818.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"DeepSeek \u8981\u7528\u871c\u96ea\u51b0\u57ce\u7684\u6253\u6cd5\uff0c\u505a\u4e2d\u56fd\u7248 Claude Code\" \/><\/p>\n<p>DeepSeek \u4e4b\u4e8e\u5927\u6a21\u578b\uff0c\u5c31\u50cf\u871c\u96ea\u51b0\u57ce\u4e4b\u4e8e\u5976\u8336\u3002\u4f60\u4e0d\u5fc5\u7ea0\u7ed3\u6027\u4ef7\u6bd4\uff0c\u56e0\u4e3a\u5b83\u7684\u672c\u4e8b\u4f60\u6311\u4e0d\u51fa\u6bdb\u75c5\uff0c\u4f60\u7684\u94b1\u5305\u5b83\u4e5f\u4ece\u4e0d\u4e3a\u96be\u3002<\/p>\n<p>\u6700\u8fd1\uff0cDeepSeek \u5b98\u65b9\u5ba3\u5e03\uff0cDeepSeek-V4-Pro \u6a21\u578b API \u5c06\u6c38\u4e45\u964d\u4ef7\u3002\u540c\u65f6\uff0cDeepSeek \u8868\u793a\uff0cAPI \u5df2\u5b8c\u6210\u8f93\u51fa\u63d0\u901f\u4e0e\u670d\u52a1\u6269\u5bb9\uff0c\u901f\u5ea6\u66f4\u5feb\uff0c\u670d\u52a1\u66f4\u7a33\u5b9a\uff0c\u9ed8\u8ba4\u652f\u6301 500 \u5e76\u53d1\uff0c\u4f01\u4e1a\u7528\u6237\u53ef\u4ee5\u5728\u7ebf\u7533\u8bf7\u66f4\u9ad8\u5e76\u53d1\u3002<\/p>\n<p>\u53d1\u5e03\u6a21\u578b\uff0c\u518d\u7ed9\u51fa\u6298\u6263\uff0c\u63a5\u7740\u964d\u4f4e\u7f13\u5b58\u547d\u4e2d\u4ef7\u683c\uff0c\u6700\u540e\u628a\u4e34\u65f6\u4f18\u60e0\u53d8\u6210\u957f\u671f\u4ef7\u683c\u3002\u5927\u6a21\u578b API \u7684\u4ef7\u683c\u57fa\u51c6\u6b63\u5728\u88ab\u91cd\u65b0\u6539\u5199\uff0c\u800c\u4f4e\u4ef7\u6a21\u578b\u80cc\u540e\u7684\u4e0b\u4e00\u7ad9\uff0c\u5f88\u53ef\u80fd\u662f Agent\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/54972A1D5A779CFF5F65BEC2DF81FD35475E0946_size81_w1080_h1464.jpg\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"DeepSeek \u8981\u7528\u871c\u96ea\u51b0\u57ce\u7684\u6253\u6cd5\uff0c\u505a\u4e2d\u56fd\u7248 Claude Code\" \/><\/p>\n<p>DeepSeek \u6c38\u4e45\u964d\u4ef7\uff0c\u6881\u6587\u950b\u628a Token \u4ef7\u683c\u6253\u9aa8\u6298\u4e86<\/p>\n<p>\u8ba9\u6211\u4eec\u5148\u6765\u7b80\u5355\u68b3\u7406\u4e00\u4e0b DeepSeek \u7684\u964d\u4ef7\u65f6\u95f4\u7ebf\uff1a<\/p>\n<p>4 \u6708 24 \u65e5\uff0cDeepSeek V4 \u9884\u89c8\u7248\u6b63\u5f0f\u53d1\u5e03\u3002<\/p>\n<p>4 \u6708 25 \u65e5\uff0cDeepSeek \u5ba3\u5e03 V4-Pro \u5f00\u542f 2.5 \u6298\u4f18\u60e0\u3002<\/p>\n<p>4 \u6708 26 \u65e5\uff0cDeepSeek \u5ba3\u5e03\u7f13\u5b58\u547d\u4e2d\u4ef7\u683c\u8c03\u6574\u4e3a\u9996\u53d1\u4ef7\u7684\u5341\u5206\u4e4b\u4e00\u3002<\/p>\n<p>4 \u6708 28 \u65e5\uff0cDeepSeek \u5ba3\u5e03 V4-Pro \u7684 2.5 \u6298\u4f18\u60e0\u5ef6\u671f\u81f3 5 \u6708 31 \u65e5\u3002<\/p>\n<p>5 \u6708 22 \u65e5\uff0cDeepSeek \u5ba3\u5e03 V4-Pro \u6c38\u4e45\u964d\u4ef7\u4e3a\u539f\u4ef7\u7684\u56db\u5206\u4e4b\u4e00\u3002<\/p>\n<p>\u65f6\u95f4\u7ebf\u7684\u5173\u952e\u4e4b\u5904\uff0c\u5728\u4e8e\u4e34\u65f6\u6298\u6263\u53d8\u6210\u4e86\u6c38\u4e45\u964d\u4ef7\u3002\u8c03\u6574\u4e4b\u540e\uff0cDeepSeek-V4-Pro \u8f93\u5165\u7f13\u5b58\u547d\u4e2d\u4ef7\u683c\u4ece 0.1 \u5143\u6bcf\u767e\u4e07 Tokens \u964d\u81f3 0.025 \u5143\uff0c\u8f93\u5165\u7f13\u5b58\u672a\u547d\u4e2d\u4ef7\u683c\u4ece 12 \u5143\u6bcf\u767e\u4e07 Tokens \u964d\u81f3 3 \u5143\uff1b<\/p>\n<p>\u8f93\u51fa\u4ef7\u683c\u4ece 24 \u5143\u6bcf\u767e\u4e07 Tokens \u964d\u81f3 6 \u5143\u3002\u53e0\u52a0\u9ed8\u8ba4 500 \u5e76\u53d1\u548c\u670d\u52a1\u63d0\u901f\u540e\uff0c\u5b98\u65b9 API \u5bf9\u5f00\u53d1\u8005\u548c\u4f01\u4e1a\u7684\u5438\u5f15\u529b\u8fdb\u4e00\u6b65\u63d0\u9ad8\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/58755D9E7CC9F97A23C4E9DF6EC8C5F268300FD3_size283_w1324_h740.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"DeepSeek \u8981\u7528\u871c\u96ea\u51b0\u57ce\u7684\u6253\u6cd5\uff0c\u505a\u4e2d\u56fd\u7248 Claude Code\" \/><\/p>\n<p>\u25b2<\/p>\n<p>https:\/\/api-docs.deepseek.com\/zh-cn\/quick_start\/pricing<\/p>\n<p>\u800c\u4ef7\u683c\u4e0b\u8c03\u6700\u76f4\u63a5\u7684\u5f71\u54cd\uff0c\u662f\u628a\u4efb\u52a1\u6210\u672c\u63a8\u5230\u5f00\u53d1\u8005\u51b3\u7b56\u7684\u66f4\u524d\u7aef\u3002<\/p>\n<p>\u5728\u4ee3\u7801\u573a\u666f\u91cc\uff0c\u4e00\u6b21\u4efb\u52a1\u53ef\u80fd\u8981\u8bfb\u53d6\u9879\u76ee\u6587\u4ef6\u3001\u5206\u6790\u65e5\u5fd7\u3001\u591a\u8f6e\u4fee\u6539\u3001\u53cd\u590d\u8fd0\u884c\u6d4b\u8bd5\uff0cTokens \u6d88\u8017\u5f88\u5bb9\u6613\u653e\u5927\u3002<\/p>\n<p>\u957f\u4e0a\u4e0b\u6587\u3001\u4ee3\u7801\u5e93\u5206\u6790\u3001\u6279\u91cf\u91cd\u6784\u3001\u81ea\u52a8\u6d4b\u8bd5\u3001Agent \u591a\u8f6e\u6267\u884c\u8fd9\u4e9b\u9ad8\u6d88\u8017\u573a\u666f\uff0c\u5f00\u59cb\u66f4\u63a5\u8fd1\u4e2a\u4eba\u5f00\u53d1\u8005\u548c\u5c0f\u56e2\u961f\u7684\u9884\u7b97\u8303\u56f4\u3002<\/p>\n<p>\u8fc7\u53bb\uff0c\u5f00\u53d1\u8005\u9009\u62e9 Claude\u3001<a href=\"https:\/\/www.alphaseek.cn\/?tag=openai\" title=\"View all posts in OpenAI\" target=\"_blank\" class=\"tag_link\">OpenAI<\/a> \u6216 Gemini\uff0c\u4e3b\u8981\u770b\u6a21\u578b\u80fd\u529b\u3001\u7a33\u5b9a\u6027\u3001\u751f\u6001\u548c\u4f7f\u7528\u4e60\u60ef\u3002DeepSeek \u6253\u9aa8\u6298\u7684\u6c38\u4e45\u964d\u4ef7\uff0c\u4e5f\u610f\u5473\u7740\u5728\u7edd\u5bf9\u7684\u6027\u4ef7\u6bd4\u9762\u524d\uff0c\u5f00\u53d1\u8005\u4f7f\u7528\u4e60\u60ef\u4e5f\u662f\u53ef\u4ee5\u8f7b\u6613\u6539\u53d8\u7684\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/D2718C728491C2C221B96E0E085F5842D1365B77_size660_w1286_h722.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"DeepSeek \u8981\u7528\u871c\u96ea\u51b0\u57ce\u7684\u6253\u6cd5\uff0c\u505a\u4e2d\u56fd\u7248 Claude Code\" \/><\/p>\n<p>\u987a\u7740\u8fd9\u6761\u7ebf\uff0cDeepSeek \u4e00\u8d2f\u7684\u5e02\u573a\u89d2\u8272\u4e5f\u66f4\u6e05\u695a\u4e86\uff1a\u7528\u4f4e\u4ef7\u3001\u5f00\u6e90\u548c\u5f3a\u63a8\u7406\u80fd\u529b\uff0c\u6301\u7eed\u5efa\u7acb\u5927\u6a21\u578b\u5e02\u573a\u7684\u4ef7\u683c\u4f18\u52bf\u3002\u5bf9\u56fd\u5185\u6a21\u578b\u5382\u5546\u6765\u8bf4\uff0cV4-Pro \u6c38\u4e45\u964d\u4ef7\u76f8\u5f53\u4e8e\u91cd\u65b0\u5212\u4e86\u4e00\u6761 API \u5b9a\u4ef7\u7ebf\u3002<\/p>\n<p>\u667a\u8c31\u3001MiniMax\u3001\u6708\u4e4b\u6697\u9762\u8fd9\u7c7b\u540c\u6837\u4f9d\u8d56 API \u6536\u8d39\u3001\u53c8\u9762\u5411\u5f00\u53d1\u8005\u548c\u4f01\u4e1a\u5ba2\u6237\u7684\u6a21\u578b\uff0c\u538b\u529b\u53ef\u60f3\u800c\u77e5\u3002\u53cd\u89c2 Claude\u3001OpenAI\u3001Gemini \u7b49\u6d77\u5916\u5934\u90e8\u6a21\u578b\uff0c\u7531\u4e8e\u5e02\u573a\u3001\u5ba2\u6237\u7ed3\u6784\u548c\u751f\u6001\u4f4d\u7f6e\u4e0d\u540c\uff0c\u77ed\u671f\u51b2\u51fb\u5219\u76f8\u5bf9\u6709\u9650\u3002<\/p>\n<p>\u4f46\u5982\u679c DeepSeek \u540e\u7eed\u63a8\u51fa\u7c7b\u4f3c Claude Code \u7684\u7f16\u7801\u5de5\u5177\uff0c\u518d\u7528\u4f4e token \u6210\u672c\u652f\u6491\u9ad8\u9891\u8c03\u7528\uff0c\u4ef7\u683c\u654f\u611f\u7684\u5f00\u53d1\u8005\u7fa4\u4f53\u4f1a\u66f4\u5bb9\u6613\u88ab\u5438\u5f15\u8fc7\u6765\u3002<\/p>\n<p>\u6881\u6587\u950b\u6b64\u524d\u5bf9 DeepSeek \u5b9a\u4ef7\u54f2\u5b66\u7684\u89e3\u91ca\uff0c\u4e5f\u80fd\u653e\u5230\u4eca\u5929\u7406\u89e3\u3002<\/p>\n<p>\u65e9\u5728 2024 \u5e74 DeepSeek V2 \u964d\u4ef7\u65f6\uff0c\u6881\u6587\u950b\u5c31\u63d0\u5230\uff0cDeepSeek \u53ea\u662f\u6309\u7167\u81ea\u5df1\u7684\u8282\u594f\u505a\u4e8b\uff0c\u6838\u7b97\u6210\u672c\u540e\u5b9a\u4ef7\uff0c\u539f\u5219\u662f\u4e0d\u8d34\u94b1\uff0c\u4e5f\u4e0d\u8d5a\u53d6\u66b4\u5229\u3002\u4ed6\u8fd8\u8bf4\uff0c\u964d\u4ef7\u4e00\u90e8\u5206\u6765\u81ea\u4e0b\u4e00\u4ee3\u6a21\u578b\u7ed3\u6784\u63a2\u7d22\u5e26\u6765\u7684\u6210\u672c\u4e0b\u964d\uff0c\u53e6\u4e00\u90e8\u5206\u539f\u56e0\u662f API \u548c AI \u90fd\u5e94\u8be5\u662f\u666e\u60e0\u7684\u3001\u4eba\u4eba\u7528\u5f97\u8d77\u7684\u4e1c\u897f\u3002<\/p>\n<p>\u6bd4\u8d77\u628a API \u5f53\u6210\u9ad8\u6bdb\u5229\u6536\u8d39\u5165\u53e3\uff0cDeepSeek \u5219\u66f4\u50cf\u662f\u5728\u7528\u8fc7\u786c\u7684 Infra \u5b9e\u529b\u538b\u4f4e\u63a8\u7406\u6210\u672c\uff0c\u518d\u7528\u4f4e\u4ef7\u5438\u5f15\u5f00\u53d1\u8005\u3001\u5e94\u7528\u548c\u4e0b\u6e38\u751f\u6001\u8fdb\u5165\u81ea\u5df1\u7684\u8f68\u9053\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/D394020E8C4C43C2CA5722343F8D6489604CB71C_size618_w1288_h870.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"DeepSeek \u8981\u7528\u871c\u96ea\u51b0\u57ce\u7684\u6253\u6cd5\uff0c\u505a\u4e2d\u56fd\u7248 Claude Code\" \/><\/p>\n<p>X \u5e73\u53f0\u535a\u4e3b @bookwormengr \u6700\u8fd1\u5728\u4e00\u7bc7\u9898\u4e3a\u300aDeepSeek\u2019s 10 trillion USD grand strategy\uff08DeepSeek \u7684\u5341\u4e07\u4ebf\u7f8e\u5143\u68cb\u5c40\uff09\u300b\u7684\u957f\u6587\u4e2d\uff0c\u7ed9\u51fa\u4e86\u4e00\u4e2a\u66f4\u6fc0\u8fdb\u7684\u89e3\u91ca\u3002<\/p>\n<p>\u4ed6\u8ba4\u4e3a\uff0cDeepSeek \u7684\u771f\u6b63\u76ee\u6807\u672a\u5fc5\u662f\u548c\u667a\u8c31\u3001\u6708\u4e4b\u6697\u9762\u3001MiniMax \u7ade\u4e89\uff0c\u4e5f\u4e0d\u662f\u6025\u7740\u8865\u9f50\u591a\u6a21\u6001\u3001\u8bed\u97f3\u3001\u89c6\u9891\u8fd9\u4e9b\u4ea7\u54c1\u7ebf\uff0c\u800c\u662f\u901a\u8fc7\u6301\u7eed\u964d\u4f4e\u8bad\u7ec3\u548c\u63a8\u7406\u7684<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e8%b5%84%e6%ba%90\" title=\"View all posts in \u8d44\u6e90\" target=\"_blank\" class=\"tag_link\">\u8d44\u6e90<\/a>\u9700\u6c42\uff0c\u63a8\u52a8\u4e00\u5957\u66f4\u4fbf\u5b9c\u3001\u66f4\u5206\u6563\u7684 AI \u786c\u4ef6\u751f\u6001\u6210\u5f62\u3002<\/p>\n<p>\u5728\u4ed6\u770b\u6765\uff0cDeepSeek \u7684\u957f\u671f\u4ef7\u503c\u4e0d\u53ea\u5728\u6a21\u578b\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u8ba9\u66f4\u591a\u56fd\u4ea7\u5b58\u50a8\u3001GPU\u3001ASIC\u3001\u7f51\u7edc<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e8%8a%af%e7%89%87\" title=\"View all posts in \u82af\u7247\" target=\"_blank\" class=\"tag_link\">\u82af\u7247<\/a>\u548c\u5f02\u6784\u786c\u4ef6\u8fdb\u5165\u5927\u6a21\u578b\u8bad\u7ec3\u4e0e\u63a8\u7406\u4f53\u7cfb\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/91B23661815EC6C5CF66E56C6380408127C28787_size442_w1296_h614.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"DeepSeek \u8981\u7528\u871c\u96ea\u51b0\u57ce\u7684\u6253\u6cd5\uff0c\u505a\u4e2d\u56fd\u7248 Claude Code\" \/><\/p>\n<p>\u8fd9\u4e2a\u5224\u65ad\u672a\u5fc5\u80fd\u5b8c\u5168\u5151\u73b0\uff0c\u4f46\u5b83\u89e3\u91ca\u4e86 DeepSeek \u4e00\u7cfb\u5217\u9009\u62e9\u80cc\u540e\u7684\u65b9\u5411\uff1a<\/p>\n<p>MoE\u3001MLA\u3001DSA\u3001GRPO\u3001RLVR\u3001KV Cache \u538b\u7f29\u3001Dual Path\u3001TileLang\uff0c\u8868\u9762\u4e0a\u770b\u662f\u6a21\u578b\u67b6\u6784\u548c\u63a8\u7406\u5de5\u7a0b\u4f18\u5316\uff0c\u5f80\u6df1\u5904\u770b\uff0c\u90fd\u662f\u5728\u964d\u4f4e\u5bf9\u9ad8\u7aef HBM\u3001\u9876\u7ea7 GPU \u548c CUDA \u751f\u6001\u7684\u4f9d\u8d56\u3002<\/p>\n<p>\u4e00\u7cfb\u5217\u964d\u4ef7\u516c\u544a\u91cc\uff0c\u6700\u503c\u5f97\u5173\u6ce8\u7684\u4e0d\u53ea\u662f\u8f93\u51fa\u4ef7\u683c\u4e0b\u964d\uff0c\u8fd8\u6709\u7f13\u5b58\u547d\u4e2d\u4ef7\u683c\u4e0b\u964d\u3002<\/p>\n<p>\u5728\u5927\u6a21\u578b\u63a8\u7406\u8fc7\u7a0b\u4e2d\uff0cKV Cache \u662f\u4e00\u4e2a\u5173\u952e\u6210\u672c\u9879\u3002\u6a21\u578b\u5904\u7406\u957f\u4e0a\u4e0b\u6587\u65f6\uff0c\u9700\u8981\u628a\u5386\u53f2 tokens \u5bf9\u5e94\u7684 Key \u548c Value \u5b58\u8d77\u6765\uff0c\u540e\u7eed\u751f\u6210\u65f6\u53cd\u590d\u4f7f\u7528\u3002\u4e0a\u4e0b\u6587\u8d8a\u957f\uff0c\u9700\u8981\u4fdd\u5b58\u548c\u8bfb\u53d6\u7684\u7f13\u5b58\u8d8a\u591a\uff0c\u5bf9\u663e\u5b58\u3001\u5e26\u5bbd\u548c\u5b58\u50a8\u7cfb\u7edf\u7684\u538b\u529b\u4e5f\u8d8a\u5927\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/60AF4C183D0BDC085F4A6ED615A8413A0F1BB46F_size248_w1286_h910.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"DeepSeek \u8981\u7528\u871c\u96ea\u51b0\u57ce\u7684\u6253\u6cd5\uff0c\u505a\u4e2d\u56fd\u7248 Claude Code\" \/><\/p>\n<p>\u666e\u901a\u804a\u5929\u91cc\uff0c\u7f13\u5b58\u538b\u529b\u4e0d\u4e00\u5b9a\u660e\u663e\uff0c\u4f46\u5728\u8fdb\u5165\u4ee3\u7801\u3001\u957f\u6587\u6863\u548c Agent \u4efb\u52a1\u540e\uff0c\u6210\u672c\u7ed3\u6784\u4f1a\u8fc5\u901f\u53d8\u5316\u3002@bookwormengr \u5728\u957f\u6587\u91cc\u4e13\u95e8\u7b97\u4e86\u4e00\u7b14 KV Cache \u8d26\u3002<\/p>\n<p>\u4ed6\u4ee5 100 \u4e07 tokens \u4e0a\u4e0b\u6587\u30018 bit KV \u7cbe\u5ea6\u548c 16 bit \u7d22\u5f15\u7cbe\u5ea6\u4e3a\u524d\u63d0\uff0c\u4f30\u7b97 DeepSeek V4 \u53ea\u9700\u8981\u7ea6 5.48GB HBM\uff0c\u800c GLM5 \u7ea6\u4e3a 60GB\uff0cQwen3-235B-A22B \u7ea6\u4e3a 89GB\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/D08BD059755A00F2910E4927C6DF73E1CACCC38C_size347_w1316_h834.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"DeepSeek \u8981\u7528\u871c\u96ea\u51b0\u57ce\u7684\u6253\u6cd5\uff0c\u505a\u4e2d\u56fd\u7248 Claude Code\" \/><\/p>\n<p>\u957f\u4e0a\u4e0b\u6587\u548c Agent \u4efb\u52a1\u771f\u6b63\u8d35\u7684\u5730\u65b9\uff0c\u4e0d\u53ea\u662f\u6a21\u578b\u751f\u6210\u672c\u8eab\uff0c\u8fd8\u6709\u7f13\u5b58\u3001\u663e\u5b58\u3001\u5e26\u5bbd\u548c\u91cd\u590d\u4e0a\u4e0b\u6587\u642c\u8fd0\u3002<\/p>\n<p>\u4e00\u4e2a Code Agent \u5904\u7406\u9879\u76ee\u65f6\uff0c\u53ef\u80fd\u8981\u53cd\u590d\u8bfb\u53d6\u540c\u4e00\u4e2a\u4ee3\u7801\u5e93\u7ed3\u6784\u3001\u540c\u4e00\u6279\u6587\u4ef6\u3001\u540c\u4e00\u6bb5\u4efb\u52a1\u5386\u53f2\u3001\u540c\u4e00\u5957\u7cfb\u7edf\u63d0\u793a\u8bcd\u548c\u540c\u4e00\u6279\u6d4b\u8bd5\u65e5\u5fd7\u3002\u82e5\u6bcf\u4e00\u8f6e\u90fd\u6309\u5b8c\u6574\u4e0a\u4e0b\u6587\u91cd\u65b0\u8ba1\u8d39\uff0c\u957f\u4efb\u52a1\u5f88\u5feb\u4f1a\u53d8\u8d35\u3002\u7f13\u5b58\u547d\u4e2d\u4ef7\u683c\u4e0b\u964d\u540e\uff0c\u91cd\u590d\u4e0a\u4e0b\u6587\u7684\u6210\u672c\u4f1a\u660e\u663e\u53d8\u4f4e\u3002<\/p>\n<p>DeepSeek \u8fd1\u5e74\u6765\u5728 MoE \u67b6\u6784\u3001\u957f\u4e0a\u4e0b\u6587\u3001KV Cache \u538b\u7f29\u548c\u63a8\u7406\u6548\u7387\u4e0a\u6301\u7eed\u6295\u5165\u7684\u8868\u73b0\u6709\u76ee\u5171\u7779\u3002\u964d\u4ef7\u662f\u6280\u672f\u8fed\u4ee3\u540e\u7684\u5fc5\u7136\u7ed3\u679c\uff0c\u4e5f\u5c06\u5f7b\u5e95\u6405\u52a8 AI \u7f16\u7a0b\u5e02\u573a\u683c\u5c40\u3002<\/p>\n<p>\u4e3a\u4ec0\u4e48\u5fc5\u987b\u505a\u4e2d\u56fd\u7248\u300cClaude Code\u300d\uff1f<\/p>\n<p>\u6700\u5148\u88ab\u7275\u52a8\u7684\uff0c\u662f AI \u7f16\u7a0b\u5de5\u5177\u7684\u8ba2\u9605\u6a21\u5f0f\u3002<\/p>\n<p>\u5e02\u9762\u4e3b\u6d41 AI \u7f16\u7a0b\u5de5\u5177\u5747\u63a8\u51fa Coding Plan \u6708\u4ed8\u8ba2\u9605\uff0c\u4e3a\u7528\u6237\u63d0\u4f9b\u4ee3\u7801\u8865\u5168\u3001\u6a21\u578b\u8c03\u7528\u3001Agent \u6267\u884c\u7b49\u6743\u76ca\u3002\u5728\u8f7b\u91cf\u5316\u8865\u5168\u65f6\u4ee3\uff0c\u5355\u6b21\u8c03\u7528\u6d88\u8017\u6781\u4f4e\u3002<\/p>\n<p>\u4f46 AI \u7f16\u7a0b\u5df2\u4ece\u5355\u6b21\u8865\u5168\u8fed\u4ee3\u4e3a\u5168\u6d41\u7a0b Agent \u81ea\u52a8\u5316\u7f16\u7801\uff0c\u6a21\u578b\u53ef\u72ec\u7acb\u5b8c\u6210\u4ee3\u7801\u4fee\u6539\u3001\u6d4b\u8bd5\u8fd0\u884c\u3001\u62a5\u9519\u4fee\u590d\uff0c\u5355\u6b21\u4efb\u52a1 Token \u6d88\u8017\u5927\u5e45\u63d0\u5347\u3002<\/p>\n<p>\u5f53\u5e95\u5c42 API \u53c8\u540c\u65f6\u5927\u5e45\u964d\u4ef7\uff0cCoding Plan \u4e5f\u5fc5\u987b\u627e\u5230\u65b0\u7684\u652f\u6491\u70b9\u3002\u8fd9\u4e2a\u652f\u6491\u70b9\uff0c\u66f4\u53ef\u80fd\u843d\u5728\u5de5\u7a0b\u80fd\u529b\u4e0a\u2014\u2014\u6bd4\u5982\u80fd\u4e0d\u80fd\u66f4\u597d\u5730\u8bfb\u61c2\u9879\u76ee\u7ed3\u6784\uff0c\u80fd\u4e0d\u80fd\u7cbe\u51c6\u9009\u62e9\u4e0a\u4e0b\u6587\uff0c\u80fd\u4e0d\u80fd\u63a7\u5236 tokens \u6d88\u8017\uff0c\u80fd\u4e0d\u80fd\u7a33\u5b9a\u4fee\u6539\u4ee3\u7801\uff0c\u80fd\u4e0d\u80fd\u5904\u7406 Git\u3001\u7ec8\u7aef\u3001CI\/CD\uff0c\u80fd\u4e0d\u80fd\u5728\u4f01\u4e1a\u73af\u5883\u91cc\u7ba1\u7406\u6743\u9650\u548c\u5ba1\u8ba1\u8bb0\u5f55\uff1f<\/p>\n<p>\u540c\u6837\u8981\u91cd\u65b0\u5b9a\u4f4d\u7684\uff0c\u8fd8\u6709 API \u4e2d\u8f6c\u7ad9\u3002\u5bf9\u4e2a\u4eba\u5f00\u53d1\u8005\u6765\u8bf4\uff0c\u4fbf\u5b9c\u548c\u597d\u7528\u4ecd\u7136\u91cd\u8981\u3002\u4f46\u5bf9\u4f01\u4e1a\u6765\u8bf4\uff0c\u7a33\u5b9a\u3001\u53ef\u5ba1\u8ba1\u3001\u53ef\u63a7\u3001\u53ef\u8fc1\u79fb\u66f4\u91cd\u8981\u3002<\/p>\n<p>\u6cbf\u7740\u8fd9\u4e2a\u903b\u8f91\u7ee7\u7eed\u770b\uff0cCoding Plan \u548c\u4e2d\u8f6c\u7ad9\u7684\u6539\u53d8\u53ea\u662f\u8868\u5c42\u3002\u4f4e\u4ef7\u4e4b\u540e\u66f4\u503c\u5f97\u8ffd\u95ee\u7684\uff0c\u662f\u5f00\u53d1\u8005\u5165\u53e3\u7a76\u7adf\u638c\u63e1\u5728\u8c01\u624b\u91cc\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/C38B1CFA364E45FDC3C47BF27C0F639E96921923_size550_w1194_h794.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"DeepSeek \u8981\u7528\u871c\u96ea\u51b0\u57ce\u7684\u6253\u6cd5\uff0c\u505a\u4e2d\u56fd\u7248 Claude Code\" \/><\/p>\n<p>Google CEO Sundar Pichai \u6700\u8fd1\u63a5\u53d7\u4e86\u300aHard Fork\u300b\u91c7\u8bbf\uff0c\u4ed6\u9996\u6b21\u516c\u5f00\u627f\u8ba4\uff0cGoogle \u5728\u6587\u672c\u3001\u591a\u6a21\u6001\u3001\u8bed\u97f3\u3001\u63a8\u7406\u548c\u6574\u4f53\u667a\u80fd\u4e0a\u90fd\u5f88\u6709\u7ade\u4e89\u529b\uff0c\u4f46\u5728 agentic coding \u8fd9\u4e00\u7c7b\u80fd\u529b\u4e0a\uff0c\u5c24\u5176\u662f\u5de5\u5177\u8c03\u7528\u3001\u6307\u4ee4\u8ddf\u968f\u548c\u957f\u5468\u671f\u4efb\u52a1\uff0c\u76ee\u524d\u8fd8\u6709\u5dee\u8ddd\u3002<\/p>\n<p>\u4ed6\u8fd8\u63d0\u5230\uff0c\u66f4\u5173\u952e\u7684\u662f\u628a\u6a21\u578b\u653e\u5230\u771f\u5b9e\u4e16\u754c\u91cc\u4f7f\u7528\uff0c\u8ba9\u6570\u636e\u56de\u6d41\uff0c\u7ee7\u7eed\u8fed\u4ee3\u3002Pichai \u7279\u522b\u8bf4\u5230\uff0ccoding \u662f\u4e00\u4e2a\u9700\u8981\u63a5\u89e6 data flows\uff08\u6570\u636e\u6d41\uff09\u7684\u9886\u57df\u3002<\/p>\n<p>\u7ec8\u7aef\u5de5\u5177\u80fd\u770b\u5230\u5f00\u53d1\u8005\u5982\u4f55\u63d0\u51fa\u4efb\u52a1\uff0c\u5982\u4f55\u8ffd\u95ee\uff0c\u4ec0\u4e48\u65f6\u5019\u63a5\u53d7\u5efa\u8bae\uff0c\u4ec0\u4e48\u65f6\u5019\u653e\u5f03\uff0c\u4ec0\u4e48\u65f6\u5019\u8981\u6c42\u6a21\u578b\u7ee7\u7eed\u4fee\u590d\u3002\u5b83\u8fd8\u53ef\u4ee5\u901a\u8fc7\u6d4b\u8bd5\u7ed3\u679c\u3001\u7ec8\u7aef\u65e5\u5fd7\u3001\u6587\u4ef6\u53d8\u66f4\u548c Git \u63d0\u4ea4\uff0c\u5224\u65ad\u4e00\u6b21 Agent \u6267\u884c\u662f\u5426\u5b8c\u6210\u4efb\u52a1\u3002\u8fd9\u7c7b\u6570\u636e\uff0c\u5bf9 coding model \u548c Agent \u4ea7\u54c1\u90fd\u975e\u5e38\u6709\u4ef7\u503c\u3002<\/p>\n<p>\u4ece\u516c\u5f00\u62db\u8058\u52a8\u4f5c\u770b\uff0cDeepSeek \u8fd1\u671f\u56f4\u7ed5 Agent \u7684\u52a8\u4f5c\u4e5f\u53d8\u5f97\u5bc6\u96c6\u3002<\/p>\n<p>\u6211\u4eec\u4e5f\u53ef\u4ee5\u770b\u5230\u5c97\u4f4d\u91cc\u51fa\u73b0\u4e86 Agent \u6df1\u5ea6\u5b66\u4e60\u7b97\u6cd5\u7814\u7a76\u5458\u3001Agent \u6570\u636e<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e7%ad%96%e7%95%a5\" title=\"View all posts in \u7b56\u7565\" target=\"_blank\" class=\"tag_link\">\u7b56\u7565<\/a>\u5de5\u7a0b\u5e08\u3001\u4ea7\u54c1\u7ecf\u7406\u3001\u7814\u53d1\u5de5\u7a0b\u5e08\u7b49\u89d2\u8272\u3002\u66f4\u5173\u952e\u7684\u662f\uff0cDeepSeek \u8d44\u6df1\u7814\u7a76\u5458\u9648\u5fb7\u91cc\u76f4\u63a5\u53d1\u51fa\u62db\u8058\u4fe1\u606f\uff0c\u63d0\u5230\u8981\u4ece\u96f6\u5f00\u59cb\u6784\u5efa Code Harness\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/86CF1C76E7F7A9C43D18D10DE50ED6126FCA8CB0_size382_w1088_h728.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"DeepSeek \u8981\u7528\u871c\u96ea\u51b0\u57ce\u7684\u6253\u6cd5\uff0c\u505a\u4e2d\u56fd\u7248 Claude Code\" \/><\/p>\n<p>\u5982\u5176\u6240\u8bf4\uff0cModel + Harness = Agent\uff0c\u5728 Agent \u4ea7\u54c1\u4e2d\uff0c\u6a21\u578b\u8d1f\u8d23\u7406\u89e3\u548c\u751f\u6210\uff0cHarness \u8d1f\u8d23\u628a\u6a21\u578b\u80fd\u529b\u5e26\u5165\u771f\u5b9e\u5de5\u7a0b\u73af\u5883\uff0c\u76f8\u5f53\u4e8e\u6a21\u578b\u5916\u9762\u90a3\u5957\u300c\u6267\u884c\u7cfb\u7edf\u300d\u3002<\/p>\n<p>DeepSeek \u7248 Claude Code \u4e0d\u80fd\u53ea\u7ed9\u5f00\u53d1\u8005\u4e00\u4e2a\u5bf9\u8bdd\u6846\uff0c\u800c\u8981\u7ed9\u5f00\u53d1\u8005\u4e00\u4e2a\u80fd\u6301\u7eed\u6267\u884c\u4efb\u52a1\u7684\u5de5\u7a0b\u7cfb\u7edf\u3002<\/p>\n<p>\u5d14\u6dfb\u7ffc\u52a0\u5165 DeepSeek \u540e\u53d7\u5230\u5173\u6ce8\uff0c\u4e5f\u548c Code Agent \u7684\u5de5\u7a0b\u5c5e\u6027\u6709\u5173\u3002<\/p>\n<p>\u516c\u5f00\u4fe1\u606f\u663e\u793a\uff0c\u5d14\u6dfb\u7ffc\u672c\u79d1\u6bd5\u4e1a\u4e8e\u6d59\u6c5f\u5927\u5b66\u8ba1\u7b97\u673a\u7cfb\uff0c\u66fe\u56e0\u4fe1\u606f\u5b66\u7ade\u8d5b\u4fdd\u9001\u6d59\u5927\uff0c6 \u6b21\u83b7\u5f97 ACM \u4e9a\u6d32\u533a\u57df\u8d5b\u91d1\u724c\uff0c\u4e4b\u540e\u5728 Jane Street \u5de5\u4f5c 9 \u5e74\uff0c\u5e76\u8054\u5408\u521b\u7acb TSY Capital\u3002<\/p>\n<\/p>\n<p>Code Agent \u7684\u96be\u70b9\u4e0d\u53ea\u662f\u751f\u6210\u4ee3\u7801\uff0c\u8fd8\u8981\u5728\u771f\u5b9e\u9879\u76ee\u91cc\u6301\u7eed\u6267\u884c\u4efb\u52a1\u3002\u91cf\u5316\u4ea4\u6613\u7cfb\u7edf\u957f\u671f\u5f3a\u8c03\u4f4e\u5ef6\u8fdf\u3001\u7a33\u5b9a\u6027\u3001\u81ea\u52a8\u5316\u6267\u884c\u548c<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e9%a3%8e%e9%99%a9\" title=\"View all posts in \u98ce\u9669\" target=\"_blank\" class=\"tag_link\">\u98ce\u9669<\/a>\u63a7\u5236\uff0c\u8fd9\u4e9b\u7ecf\u9a8c\u653e\u5230 Agent Harness \u4e0a\uff0c\u81f3\u5c11\u5728\u5de5\u7a0b\u8303\u5f0f\u4e0a\u662f\u76f8\u901a\u7684\u3002<\/p>\n<p>\u800c Agent \u5de5\u5177\u7684\u4ea7\u54c1\u80fd\u529b\uff0c\u4e0d\u53ea\u5305\u62ec\u5199\u4ee3\u7801\uff0c\u4e5f\u5305\u62ec\u6743\u9650\u3001\u5ba1\u8ba1\u3001\u6570\u636e\u9694\u79bb\u548c\u5b89\u5168\u7b56\u7565\u3002<\/p>\n<p>\u8fd9\u53cd\u8fc7\u6765\u7ed9 DeepSeek \u8fd9\u6837\u7684\u56fd\u4ea7\u6a21\u578b\u63d0\u4f9b\u4e86\u673a\u4f1a\u3002\u5982\u679c DeepSeek \u80fd\u628a\u4f4e\u6210\u672c\u6a21\u578b\u3001Code Harness\u3001\u672c\u5730\u90e8\u7f72\u3001\u4f01\u4e1a\u7ea7\u6743\u9650\u63a7\u5236\u7ed3\u5408\u8d77\u6765\uff0c\u5b83\u5728\u653f\u4f01\u3001\u91d1\u878d\u3001\u5236\u9020\u3001<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e8%83%bd%e6%ba%90\" title=\"View all posts in \u80fd\u6e90\" target=\"_blank\" class=\"tag_link\">\u80fd\u6e90<\/a>\u7b49\u5bf9\u6570\u636e\u654f\u611f\u7684\u884c\u4e1a\u91cc\uff0c\u4f1a\u6709\u66f4\u5f3a\u7684\u66ff\u4ee3\u4ef7\u503c\u3002<\/p>\n<p>DeepSeek \u505a\u4e2d\u56fd\u7248 Claude Code \u7684\u903b\u8f91\u4e5f\u6b63\u5728\u4e8e\u6b64\uff1a\u4f4e\u4ef7 tokens \u628a\u66f4\u591a\u5f00\u53d1\u8005\u5438\u5f15\u8fdb\u6765\u3002\u4f4e\u7f13\u5b58\u4ef7\u683c\u8ba9 Agent \u4efb\u52a1\u8fd0\u884c\u6210\u672c\u4e0b\u964d\u3002Code Harness \u8ba9\u6a21\u578b\u8fdb\u5165\u5f00\u53d1\u73af\u5883\u3002\u771f\u5b9e\u5de5\u4f5c\u6d41\u53c8\u4f1a\u53cd\u8fc7\u6765\u5e2e\u52a9 DeepSeek 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[&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[6],"tags":[271,378,88,29,339,238,192],"views":4,"_links":{"self":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts\/786252"}],"collection":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=786252"}],"version-history":[{"count":0,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts\/786252\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=786252"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=786252"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=786252"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}