{"id":15922,"date":"2026-10-13T15:26:17","date_gmt":"2026-10-13T07:26:17","guid":{"rendered":"https:\/\/lockelee.hk\/?p=15922"},"modified":"2026-10-13T15:26:20","modified_gmt":"2026-10-13T07:26:20","slug":"deepseek-ai","status":"publish","type":"post","link":"https:\/\/lockelee.hk\/zh-cn\/ai\/deepseek-ai\/","title":{"rendered":"DeepSeek AI\uff1a\u4ece R1 \u7206\u7ea2\u5230 V4.1 Flash\uff0c\u529f\u80fd\u3001\u6210\u672c\u548c\u9650\u5236\u4e00\u6b21\u8bb2\u6e05\u695a"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"15922\" class=\"elementor elementor-15922 elementor-15920\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-deepseekaizhcn e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\" data-id=\"deepseekaizhcn\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-htmldeepseekaizhcn elementor-widget elementor-widget-html\" data-id=\"htmldeepseekaizhcn\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<style id=\"locke-owner-blog-styles\">\n.lkb{--ink:#0a0d0b;--paper:#f4f1e8;--paper2:#e9e5d9;--lime:#ceff3f;--green:#0d2419;--muted:#687069;--line:#c8c8bd;--coral:#ff7657;width:100vw!important;max-width:100vw!important;margin-left:calc(50% - 50vw)!important;margin-right:calc(50% - 50vw)!important;background:var(--paper);color:var(--ink);font-family:Lato,\"Helvetica Neue\",Arial,\"PingFang TC\",\"Noto Sans TC\",\"Microsoft JhengHei\",sans-serif;overflow:clip}.lkb *{box-sizing:border-box}.lkb a{color:inherit}.lkb-wrap{width:min(1220px,calc(100% - 64px));margin:0 auto}.lkb-progress{position:fixed;z-index:99998;top:0;left:0;width:100%;height:3px;background:rgba(0,0,0,.08)}.lkb-progress 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minmax(0,720px);gap:42px}.lkb-prose{grid-column:2}}\n@media(max-width:760px){.lkb-wrap{width:min(100% - 32px,1220px)}.lkb-hero{padding:116px 0 58px}.lkb-back{margin-bottom:43px}.lkb h1{font-size:45px}.lkb-dek{font-size:17px}.lkb-date{width:100%;margin:8px 0 0 54px}.lkb-byline{flex-wrap:wrap}.lkb-shell{display:block;padding-top:64px;padding-bottom:82px}.lkb-toc{display:none}.lkb-mobile-toc{display:block;margin-bottom:48px;border-block:1px solid var(--line)}.lkb-mobile-toc summary{display:flex;justify-content:space-between;padding:19px 0;cursor:pointer;list-style:none;font-weight:800}.lkb-mobile-toc summary::-webkit-details-marker{display:none}.lkb-mobile-toc nav{display:grid;padding-bottom:16px}.lkb-mobile-toc a{padding:8px 0;color:#586158;text-decoration:none;font-size:13px}.lkb-prose>section{margin-bottom:56px;padding-bottom:56px}.lkb h2{font-size:35px}.lkb-prose p,.lkb-prose li{font-size:17px}.lkb blockquote{font-size:21px}.lkb-answer-box{padding:22px}.lkb-answer-box strong{font-size:19px}.lkb-point-grid{grid-template-columns:1fr}.lkb-figure img{max-height:360px}.admin-bar .lkb-progress{top:46px}}\n<\/style><style id=\"deepseek-ai-article-extras\">\n.lkb .lkb-number-list{margin:28px 0;padding:0;list-style:none;counter-reset:lkbsteps}.lkb .lkb-number-list li{display:grid;grid-template-columns:38px 1fr;gap:14px;margin:0;padding:17px 0;border-bottom:1px solid #d0d1c8;counter-increment:lkbsteps}.lkb .lkb-number-list li:before{content:counter(lkbsteps,decimal-leading-zero);color:#647166;font:800 11px\/1.6 ui-monospace,SFMono-Regular,Menlo,monospace}.lkb .lkb-number-list span{display:block;color:#3a403b;font-size:16px;line-height:1.72}.lkb .lkb-number-list li:before{grid-column:1;grid-row:1 \/ span 2}.lkb .lkb-number-list li>strong{grid-column:2;grid-row:1}.lkb .lkb-number-list li>span{grid-column:2;grid-row:2}.lkb .lkb-formula{margin:32px 0;padding:21px 24px;border:1px solid #bcc3b7;background:#e6edd4;color:#142017;font-size:18px;line-height:1.65;font-weight:780}.lkb .lkb-prose code{padding:2px 5px;background:#e3e2d9;font:600 .85em ui-monospace,SFMono-Regular,Menlo,monospace}.lkb .lkb-prose a{text-underline-offset:4px}.lkb .lkb-source-note{font-size:13px!important}\n<\/style><main class=\"lkb\" data-lkb-article><div class=\"lkb-progress\" aria-hidden=\"true\"><span data-lkb-progress><\/span><\/div><header class=\"lkb-hero\"><div class=\"lkb-wrap\"><a class=\"lkb-back\" href=\"\/?page_id=10738\"><svg class=\"lkb-icon\" viewBox=\"0 0 24 24\" aria-hidden=\"true\"><path d=\"M19 12H5M11 6l-6 6 6 6\"\/><\/svg>\u8fd4\u56de\u6587\u7ae0\u5e93<\/a><div class=\"lkb-hero-grid\"><div><p class=\"lkb-kicker\">\u4eba\u5de5\u667a\u80fd\uff0fDEEPSEEK AI<\/p><h1>DeepSeek AI\uff1a\u4ece R1 \u7206\u7ea2\u5230 V4.1 Flash\uff0c\u529f\u80fd\u3001\u6210\u672c\u548c\u9650\u5236\u4e00\u6b21\u8bb2\u6e05\u695a<\/h1><p class=\"lkb-dek\">\u4ece DeepSeek AI \u662f\u4ec0\u4e48\u3001R1 \u4e3a\u4ec0\u4e48\u5f15\u53d1\u5168\u7403\u8ba8\u8bba\uff0c\u5230\u5f53\u524d V4.1-Flash\u3001API\u3001\u672c\u5730\u90e8\u7f72\u3001\u5b9e\u9645\u7528\u6cd5\u3001\u9690\u79c1\u548c\u9650\u5236\uff0c\u9010\u9879\u8bf4\u660e\u3002<\/p><div class=\"lkb-byline\"><span class=\"lkb-mark\">LL<\/span><span><strong>Locke Lee<\/strong><small>2026.10.13<\/small><\/span><span class=\"lkb-date\"><small>20\u201324 \u5206\u949f\u9605\u8bfb<\/small><\/span><\/div><\/div><div class=\"lkb-signal\" aria-hidden=\"true\">?<\/div><\/div><\/div><\/header><div class=\"lkb-shell lkb-wrap\"><aside class=\"lkb-toc\"><p>\u6587\u7ae0\u76ee\u5f55<\/p><nav><a href=\"#1\">DeepSeek AI \u5230\u5e95\u662f\u4ec0\u4e48<\/a><a href=\"#2\">\u4ece R1 \u7206\u7ea2\uff0c\u5230 V4.1 Flash<\/a><a href=\"#3\">\u4e3a\u4ec0\u4e48\u6a21\u578b\u67b6\u6784\u4f1a\u5f71\u54cd\u6210\u672c<\/a><a href=\"#4\">\u5f53\u524d\u7248\u672c\u6709\u4ec0\u4e48\u80fd\u529b<\/a><a href=\"#5\">\u804a\u5929\u3001API\u3001\u672c\u5730\u90e8\u7f72\uff0c\u5176\u5b9e\u662f\u4e09\u56de\u4e8b<\/a><a href=\"#6\">DeepSeek \u771f\u6b63\u9002\u5408\u505a\u4ec0\u4e48<\/a><a href=\"#7\">\u600e\u4e48\u63d0\u95ee\uff0c\u624d\u62ff\u5230\u80fd\u7528\u7684\u7b54\u6848<\/a><a href=\"#8\">\u5f00\u6e90\u4e0d\u7b49\u4e8e\u96f6\u6210\u672c<\/a><a href=\"#9\">\u9690\u79c1\u3001\u504f\u5dee\u548c\u9700\u8981\u81ea\u5df1\u6838\u5bf9\u7684\u5730\u65b9<\/a><a href=\"#10\">\u548c ChatGPT\u3001Gemini\u3001Claude\u3001Perplexity \u600e\u4e48\u9009<\/a><a href=\"#11\">\u4e00\u4e2a\u5b9e\u9645\u7684\u5f00\u59cb\u65b9\u6cd5<\/a><a href=\"#12\">\u5927\u5bb6\u5e38\u95ee\u7684\u95ee\u9898<\/a><\/nav><\/aside><article class=\"lkb-prose\"><div class=\"lkb-mobile-toc\"><details><summary>\u6587\u7ae0\u76ee\u5f55<span>\uff0b<\/span><\/summary><nav><a href=\"#1\">DeepSeek AI \u5230\u5e95\u662f\u4ec0\u4e48<\/a><a href=\"#2\">\u4ece R1 \u7206\u7ea2\uff0c\u5230 V4.1 Flash<\/a><a href=\"#3\">\u4e3a\u4ec0\u4e48\u6a21\u578b\u67b6\u6784\u4f1a\u5f71\u54cd\u6210\u672c<\/a><a href=\"#4\">\u5f53\u524d\u7248\u672c\u6709\u4ec0\u4e48\u80fd\u529b<\/a><a href=\"#5\">\u804a\u5929\u3001API\u3001\u672c\u5730\u90e8\u7f72\uff0c\u5176\u5b9e\u662f\u4e09\u56de\u4e8b<\/a><a href=\"#6\">DeepSeek \u771f\u6b63\u9002\u5408\u505a\u4ec0\u4e48<\/a><a href=\"#7\">\u600e\u4e48\u63d0\u95ee\uff0c\u624d\u62ff\u5230\u80fd\u7528\u7684\u7b54\u6848<\/a><a href=\"#8\">\u5f00\u6e90\u4e0d\u7b49\u4e8e\u96f6\u6210\u672c<\/a><a href=\"#9\">\u9690\u79c1\u3001\u504f\u5dee\u548c\u9700\u8981\u81ea\u5df1\u6838\u5bf9\u7684\u5730\u65b9<\/a><a href=\"#10\">\u548c ChatGPT\u3001Gemini\u3001Claude\u3001Perplexity \u600e\u4e48\u9009<\/a><a href=\"#11\">\u4e00\u4e2a\u5b9e\u9645\u7684\u5f00\u59cb\u65b9\u6cd5<\/a><a href=\"#12\">\u5927\u5bb6\u5e38\u95ee\u7684\u95ee\u9898<\/a><\/nav><\/details><\/div><section id=\"1\"><p class=\"lkb-section-no\">01 \/ \u4eba\u5de5\u667a\u80fd<\/p><h2>DeepSeek AI \u5230\u5e95\u662f\u4ec0\u4e48<\/h2><div class=\"lkb-answer-box\"><strong>DeepSeek AI \u662f\u4e00\u5bb6\u4e2d\u56fd\u4eba\u5de5\u667a\u80fd\u516c\u53f8\uff0c\u4e5f\u662f\u4e00\u7cfb\u5217\u6a21\u578b\u548c\u4ea7\u54c1\u7684\u603b\u79f0\uff0c\u4e0d\u662f\u67d0\u4e00\u4e2a\u5355\u72ec\u7684\u804a\u5929\u673a\u5668\u4eba\u3002\u622a\u81f3 2026 \u5e74 10 \u6708 13 \u65e5\uff0c\u5b98\u65b9\u4ea7\u54c1\u9875\u9762\u91cd\u70b9\u4ecb\u7ecd DeepSeek-V4.1-Flash\uff1a\u652f\u6301\u539f\u751f\u89c6\u89c9\u7406\u89e3\u3001\u4e00\u767e\u4e07 token \u4e0a\u4e0b\u6587\u3001\u601d\u8003\u4e0e\u975e\u601d\u8003\u6a21\u5f0f\u3001\u5de5\u5177\u8c03\u7528\uff0c\u800c\u4e14 API \u4ef7\u683c\u76f8\u5bf9\u4f4e\u3002\u7f51\u9875\u3001App\u3001API \u548c\u53ef\u4e0b\u8f7d\u6a21\u578b\u6743\u91cd\u5f7c\u6b64\u6709\u5173\uff0c\u4f46\u5e76\u4e0d\u662f\u540c\u4e00\u4e2a\u4ea7\u54c1\u3002<\/strong><\/div><p>\u8fd9\u4e2a\u533a\u522b\u5f88\u91cd\u8981\u3002\u4f60\u5728\u6d4f\u89c8\u5668\u91cc\u548c DeepSeek \u804a\u5929\uff0c\u7528\u7684\u662f\u5df2\u7ecf\u7531\u5e73\u53f0\u8fd0\u884c\u597d\u7684\u670d\u52a1\uff1b\u5f00\u53d1\u8005\u8c03\u7528 <code>deepseek-flash<\/code>\uff0c\u8d2d\u4e70\u7684\u662f API \u7528\u91cf\uff1b\u628a\u6a21\u578b\u6743\u91cd\u4e0b\u8f7d\u5230\u81ea\u5df1\u7684\u670d\u52a1\u5668\uff0c\u5219\u662f\u53e6\u4e00\u9879\u5de5\u7a0b\u5de5\u4f5c\u3002\u4e09\u8005\u90fd\u53eb DeepSeek\uff0c\u4f46\u9650\u5236\u3001\u9690\u79c1\u95ee\u9898\u548c\u6210\u672c\u5b8c\u5168\u53ef\u80fd\u4e0d\u540c\u3002<\/p><figure class=\"lkb-figure\"><img decoding=\"async\" src=\"https:\/\/lockelee.hk\/wp-content\/uploads\/2026\/10\/deepseek-servers-in-rack.jpg\" data-local-asset=\"assets\/deepseek-servers-in-rack.jpg\" alt=\"\u6570\u636e\u4e2d\u5fc3\u673a\u67b6\u5185\u4e00\u6392\u6392\u670d\u52a1\u5668\" loading=\"lazy\"><figcaption>\u6a21\u578b\u770b\u8d77\u6765\u662f\u5c4f\u5e55\u4e0a\u7684\u8f6f\u4ef6\uff0c\u4f46\u6210\u672c\u5176\u5b9e\u843d\u5728\u8fd9\u6837\u7684\u786c\u4ef6\u4e0a\u3002 \u2014 <a href=\"https:\/\/commons.wikimedia.org\/wiki\/File:Servers_in_a_Rack.jpg\" target=\"_blank\" rel=\"noopener\">Abigor \/ Wikimedia Commons<\/a><\/figcaption><\/figure><p>DeepSeek \u771f\u6b63\u8ba9\u5168\u4e16\u754c\u6ce8\u610f\u5230\uff0c\u662f 2025 \u5e74\u521d\u7684 R1\u3002\u5f53\u65f6\u5927\u5bb6\u4e89\u8bba benchmark\u3001\u5f00\u653e\u6743\u91cd\u3001\u8bad\u7ec3\u6548\u7387\u3001\u82af\u7247\u9650\u5236\u3001\u79d1\u6280\u80a1\u4f30\u503c\uff0c\u8fd8\u6709\u4e00\u4e2a\u66f4\u6839\u672c\u7684\u95ee\u9898\uff1a\u9876\u5c16\u4eba\u5de5\u667a\u80fd\u662f\u5426\u4e00\u5b9a\u8981\u82b1\u5929\u4ef7\u9884\u7b97\u624d\u80fd\u505a\u51fa\u6765\u3002\u7f51\u4e0a\u6709\u4e9b\u8ba8\u8bba\u8bb2\u5f97\u50cf\u4e16\u754c\u672b\u65e5\uff0c\u79d1\u6280\u78b0\u4e0a\u80a1\u5e02\u6807\u9898\uff0c\u96be\u514d\u4f1a\u6709\u70b9\u8fc7\u706b\u3002<\/p><p>\u73b0\u5728\u56de\u5934\u770b DeepSeek\uff0c\u4e0d\u5fc5\u56f0\u5728\u201c\u5b83\u662f\u4e0d\u662f\u6253\u8d25\u4e86\u6240\u6709\u516c\u53f8\u201d\u8fd9\u4e2a\u95ee\u9898\u91cc\u3002\u6ca1\u6709\u4e00\u4e2a\u6a21\u578b\u80fd\u5728\u6240\u6709\u5de5\u4f5c\u4e0a\u6c38\u8fdc\u8d62\u3002\u66f4\u5b9e\u9645\u7684\u770b\u6cd5\u662f\uff1aDeepSeek \u5df2\u7ecf\u6210\u4e3a\u5f53\u524d\u5f00\u653e\u6a21\u578b\u5e02\u573a\u4e2d\u6700\u91cd\u8981\u7684\u5b9e\u9a8c\u8005\u4e4b\u4e00\uff0c\u8feb\u4f7f\u6574\u4e2a\u884c\u4e1a\u8ba4\u771f\u8ba8\u8bba\u63a8\u7406\u6210\u672c\u3001\u957f\u4e0a\u4e0b\u6587\u3001\u5de5\u5177\u4f7f\u7528\u548c Agent \u5de5\u4f5c\u3002\u4f60\u771f\u6b63\u8981\u77e5\u9053\u7684\u662f\uff0c\u5b83\u7684\u54ea\u4e00\u90e8\u5206\u9002\u5408\u4f60\u7684\u5de5\u4f5c\u3002<\/p><p>\u8fd9\u7bc7\u6587\u7ae0\u4f1a\u4ece\u6a21\u578b\u8def\u7ebf\u3001\u6280\u672f\u540d\u8bcd\u548c\u5b9e\u9645\u7528\u6cd5\u8bb2\u8d77\uff0c\u518d\u8bf4\u5f00\u6e90\u80cc\u540e\u7684\u771f\u5b9e\u6210\u672c\u3001\u6570\u636e\u53ef\u80fd\u6d41\u5411\u54ea\u91cc\uff0c\u4ee5\u53ca\u6211\u4e0d\u4f1a\u968f\u4fbf\u4ea4\u7ed9\u5b83\u5904\u7406\u7684\u4e1c\u897f\u2014\u2014\u7279\u522b\u662f\u673a\u5bc6\u6587\u4ef6\u3001\u9ad8\u98ce\u9669\u51b3\u5b9a\uff0c\u8fd8\u6709\u90a3\u4e9b\u5199\u5f97\u592a\u987a\u5374\u672a\u5fc5\u6b63\u786e\u7684\u8bf4\u6cd5\u3002<\/p><\/section><section id=\"2\"><p class=\"lkb-section-no\">02 \/ \u5b83\u662f\u600e\u4e48\u8d70\u5230\u4eca\u5929\u7684<\/p><h2>\u4ece R1 \u7206\u7ea2\uff0c\u5230 V4.1 Flash<\/h2><p>DeepSeek \u7684\u540d\u58f0\u662f\u4e00\u5c42\u5c42\u53e0\u51fa\u6765\u7684\u3002R1 \u6700\u54cd\uff0c\u662f\u56e0\u4e3a\u5b83\u8ba9\u201c\u63a8\u7406\u6a21\u578b\u201d\u4ece\u7814\u7a76\u8bba\u6587\u91cc\u8d70\u51fa\u6765\uff0c\u53d8\u6210\u666e\u901a\u4eba\u4e5f\u4f1a\u8ba8\u8bba\u7684\u4ea7\u54c1\u3002\u66f4\u957f\u7684\u63a8\u7406\u8fc7\u7a0b\u3001\u6570\u5b66\u548c\u4ee3\u7801\u8868\u73b0\u3001\u516c\u5f00\u7684\u6a21\u578b\u6743\u91cd\uff0c\u8ba9\u5f00\u53d1\u8005\u53ef\u4ee5\u4e0b\u8f7d\u3001\u6d4b\u8bd5\u548c\u6539\u9020\uff1b\u66f4\u5927\u7684\u53d8\u5316\u662f\uff0c\u4eba\u4eec\u7a81\u7136\u770b\u5230\u9876\u5c16\u80fd\u529b\u4e0d\u4e00\u5b9a\u53ea\u80fd\u9501\u5728\u5c01\u95ed\u7684\u804a\u5929\u9875\u9762\u91cc\u3002<\/p><p>\u5728 R1 \u524d\u540e\uff0cV \u7cfb\u5217\u8d1f\u8d23\u66f4\u5e7f\u6cdb\u7684\u8bed\u8a00\u3001\u4ee3\u7801\u3001\u63a8\u7406\u548c Agent \u5de5\u4f5c\u3002V3 \u7ed9\u4e86 DeepSeek \u66f4\u5b8c\u6574\u7684\u901a\u7528\u5e95\u76d8\uff1b2026 \u5e74 4 \u6708\u516c\u5e03\u7684 V4 \u628a\u7126\u70b9\u63a8\u5411\u4e00\u767e\u4e07 token \u4e0a\u4e0b\u6587\u548c\u957f\u4efb\u52a1\uff1b\u5230\u4e86 9 \u6708\uff0cV4.1-Flash \u52a0\u5165\u539f\u751f\u89c6\u89c9\u7406\u89e3\uff0c\u4e5f\u7528\u65b0\u7684\u67b6\u6784\u5904\u7406\u957f\u8f93\u5165\u548c\u670d\u52a1\u6210\u672c\u3002<\/p><div class=\"lkb-table-wrap\"><table><thead><tr><th>\u9636\u6bb5<\/th><th>\u5927\u5bb6\u6ce8\u610f\u5230\u4ec0\u4e48<\/th><th>\u4e3a\u4ec0\u4e48\u73b0\u5728\u4ecd\u7136\u91cd\u8981<\/th><\/tr><\/thead><tbody><tr><td>DeepSeek-V3<\/td><td>\u901a\u7528\u80fd\u529b\u548c\u6548\u7387\u53d6\u5411<\/td><td>\u8bf4\u660e DeepSeek \u4e0d\u53ea\u662f\u9760\u4e00\u4e2a\u63a8\u7406\u6f14\u793a\u51fa\u540d\u3002<\/td><\/tr><tr><td>DeepSeek-R1<\/td><td>\u6570\u5b66\u3001\u4ee3\u7801\u3001\u63a8\u7406\u548c\u5f00\u653e\u6743\u91cd<\/td><td>\u8ba9\u5f00\u653e\u7a0b\u5ea6\u548c\u63a8\u7406\u6210\u672c\u6210\u4e3a\u4e3b\u6d41\u8bdd\u9898\u3002<\/td><\/tr><tr><td>DeepSeek-V4<\/td><td>\u4e00\u767e\u4e07 token \u4e0a\u4e0b\u6587\u548c Agent \u65b9\u5411<\/td><td>\u628a\u91cd\u70b9\u4ece\u5355\u6b21\u56de\u7b54\u63a8\u5411\u957f\u65f6\u95f4\u5904\u7406\u6587\u4ef6\u548c\u5de5\u5177\u3002<\/td><\/tr><tr><td>DeepSeek-V4.1-Flash<\/td><td>\u89c6\u89c9\u7406\u89e3\u3001\u601d\u8003\u63a7\u5236\u548c\u8f83\u4f4e\u670d\u52a1\u6210\u672c<\/td><td>\u4ee3\u8868\u76ee\u524d\u66f4\u5b9e\u7528\u7684\u591a\u6a21\u6001\u548c Agent \u8def\u7ebf\u3002<\/td><\/tr><\/tbody><\/table><\/div><p>\u6700\u5bb9\u6613\u8bef\u4f1a\u7684\u5730\u65b9\uff0c\u662f\u628a 2025 \u5e74\u7684 R1 \u5bf9\u8bdd\u4f53\u9a8c\uff0c\u548c 2026 \u5e74 V4.1 \u7684 API \u6587\u6863\u5f53\u6210\u4e24\u4e2a\u6309\u94ae\u76f4\u63a5\u6bd4\u8f83\u3002\u6a21\u578b\u3001\u754c\u9762\u3001\u63d0\u793a\u65b9\u5f0f\u3001\u641c\u7d22\u5de5\u5177\u3001\u8d26\u6237\u9650\u5236\u548c\u5b89\u5168\u5c42\u90fd\u4f1a\u6539\u53d8\u5b9e\u9645\u611f\u53d7\u3002\u6709\u4eba\u8bf4\u201cDeepSeek \u592a\u5f3a\u4e86\u201d\uff0c\u53e6\u4e00\u4e2a\u4eba\u8bf4\u201c\u5b8c\u5168\u4e0d\u597d\u7528\u201d\uff0c\u6211\u7b2c\u4e00\u53e5\u4f1a\u95ee\uff1a\u54ea\u4e2a\u7248\u672c\uff1f\u54ea\u4e2a\u5165\u53e3\uff1f\u505a\u7684\u662f\u4ec0\u4e48\u5de5\u4f5c\uff1f<\/p><p>\u8fd9\u4e0d\u662f\u5439\u6bdb\u6c42\u75b5\u3002\u5c31\u50cf\u8bc4\u8bba\u4e00\u8f86\u6c7d\u8f66\uff0c\u548c\u8bc4\u8bba\u4f60\u4eca\u5929\u5750\u5230\u7684\u90a3\u6b21\u51fa\u79df\u8f66\uff0c\u662f\u4e24\u4ef6\u4e8b\u3002<\/p><\/section><section id=\"3\"><p class=\"lkb-section-no\">03 \/ \u6a21\u578b\u91cc\u9762\u600e\u4e48\u8fd0\u4f5c<\/p><h2>\u4e3a\u4ec0\u4e48\u6a21\u578b\u67b6\u6784\u4f1a\u5f71\u54cd\u6210\u672c<\/h2><p>\u4f60\u6700\u5e38\u89c1\u5230\u7684\u6280\u672f\u540d\u8bcd\u662f MoE\uff0c\u4e5f\u5c31\u662f Mixture of Experts\uff0c\u53ef\u4ee5\u7406\u89e3\u6210\u201c\u4e13\u5bb6\u6df7\u5408\u6a21\u578b\u201d\u3002\u60f3\u8c61\u4e00\u95f4\u6709\u5f88\u591a\u4e13\u4e1a\u5c0f\u7ec4\u7684\u5927\u5de5\u5382\uff0c\u4f46\u6bcf\u5f20\u8ba2\u5355\u53ea\u53eb\u5176\u4e2d\u51e0\u961f\u4eba\u5904\u7406\u3002\u6574\u95f4\u5de5\u5382\u53ef\u4ee5\u5f88\u5927\uff0c\u773c\u524d\u8fd9\u4e00\u5c0f\u90e8\u5206\u5de5\u4f5c\u5374\u4e0d\u9700\u8981\u6240\u6709\u4eba\u4e00\u8d77\u52a8\u3002\u8fd9\u4e0d\u662f\u6a21\u578b\u771f\u6b63\u601d\u8003\u7684\u5b8c\u6574\u8bf4\u660e\uff0c\u4f46\u4f5c\u4e3a\u5165\u95e8\u753b\u9762\u5f88\u6709\u7528\u3002<\/p><p>\u5b98\u65b9\u4ecb\u7ecd DeepSeek-V4.1-Flash \u65f6\uff0c\u79f0\u5b83\u662f 552B \u53c2\u6570\u7684 MoE \u6a21\u578b\uff1b\u8f93\u5165\u5904\u7406\u65f6\u5927\u7ea6\u53ea\u6fc0\u6d3b 8B \u53c2\u6570\uff0c\u8f93\u51fa\u751f\u6210\u65f6\u6fc0\u6d3b\u7ea6 16B\u3002\u603b\u53c2\u6570\u548c\u6fc0\u6d3b\u53c2\u6570\u4e0d\u662f\u540c\u4e00\u628a\u5c3a\uff1a\u524d\u8005\u8bf4\u660e\u6574\u4e2a\u6a21\u578b\u6709\u591a\u5927\uff0c\u540e\u8005\u66f4\u63a5\u8fd1\u4e00\u6b21\u5de5\u4f5c\u9700\u8981\u52a8\u7528\u591a\u5c11\u8ba1\u7b97\u3002<\/p><figure class=\"lkb-figure\"><img decoding=\"async\" src=\"https:\/\/lockelee.hk\/wp-content\/uploads\/2026\/10\/deepseek-graphics-card-gpu.jpg\" data-local-asset=\"assets\/deepseek-graphics-card-gpu.jpg\" alt=\"\u4e00\u5f20\u9732\u51fa GPU \u7684\u56fe\u5f62\u5904\u7406\u5668\u663e\u5361\" loading=\"lazy\"><figcaption>\u8f6f\u4ef6\u201c\u5f00\u6e90\u201d\u5e76\u4e0d\u4ee3\u8868\u786c\u4ef6\u8d26\u5355\u4f1a\u81ea\u52a8\u6d88\u5931\u3002 \u2014 <a href=\"https:\/\/commons.wikimedia.org\/wiki\/File:A_Complex_Graphics_Card.jpg\" target=\"_blank\" rel=\"noopener\">Nick Stathas \/ Wikimedia Commons<\/a><\/figcaption><\/figure><p>V4.1-Flash \u8fd8\u4f7f\u7528 Causal Encoder-Decoder\u3001\u7a00\u758f\u6ce8\u610f\u529b\u548c\u538b\u7f29 KV Cache\u3002KV Cache \u53ef\u4ee5\u7406\u89e3\u6210\u6a21\u578b\u5728\u5904\u7406\u957f\u5bf9\u8bdd\u6216\u957f\u6587\u4ef6\u65f6\u4fdd\u7559\u7684\u5de5\u4f5c\u8bb0\u5fc6\u3002\u5f53\u4e0a\u4e0b\u6587\u8d8a\u6765\u8d8a\u957f\uff0c\u771f\u6b63\u56f0\u96be\u7684\u4e0d\u53ea\u662f\u8ba1\u7b97\uff0c\u8fd8\u5305\u62ec\u5982\u4f55\u642c\u8fd0\u548c\u4fdd\u5b58\u6570\u636e\uff0c\u540c\u65f6\u4e0d\u8ba9\u5185\u5b58\u5e26\u5bbd\u6210\u4e3a\u74f6\u9888\u3002<\/p><div class=\"lkb-point-grid\"><div><span>\u603b\u53c2\u6570<\/span><p>\u6574\u4e2a\u6a21\u578b\u5b66\u5230\u7684\u6743\u91cd\u96c6\u5408\u6709\u591a\u5927\u3002\u6570\u5b57\u5f88\u5438\u5f15\u773c\u7403\uff0c\u4f46\u4e0d\u7b49\u4e8e\u6bcf\u6b21\u56de\u7b54\u7684\u76f4\u63a5\u6210\u672c\u3002<\/p><\/div><div><span>\u6fc0\u6d3b\u53c2\u6570<\/span><p>\u67d0\u4e2a\u9636\u6bb5\u5b9e\u9645\u88ab\u5524\u9192\u7684\u90e8\u5206\u3002\u6fc0\u6d3b\u8f83\u5c11\u53ef\u4ee5\u63d0\u5347\u670d\u52a1\u6548\u7387\uff0c\u4f46\u4e0d\u4ee3\u8868\u6574\u4e2a\u6a21\u578b\u53d8\u6210\u4e86\u5c0f\u6a21\u578b\u3002<\/p><\/div><div><span>\u4e0a\u4e0b\u6587\u957f\u5ea6<\/span><p>\u4e00\u6b21\u8bf7\u6c42\u53ef\u4ee5\u653e\u5165\u591a\u5c11\u8f93\u5165\u548c\u5bf9\u8bdd\u3002\u6570\u5b57\u518d\u5927\uff0c\u91cd\u8981\u5185\u5bb9\u4e5f\u53ef\u80fd\u57cb\u5728\u4e2d\u95f4\u627e\u4e0d\u5230\u3002<\/p><\/div><div><span>KV Cache<\/span><p>\u751f\u6210\u8fc7\u7a0b\u4e2d\u4fdd\u7559\u7684\u4e34\u65f6\u6570\u636e\u3002\u538b\u7f29\u5f97\u597d\uff0c\u53ef\u4ee5\u51cf\u8f7b\u957f\u6587\u4ef6\u548c\u91cd\u590d Agent \u4efb\u52a1\u7684\u5185\u5b58\u538b\u529b\u3002<\/p><\/div><\/div><p>\u6240\u4ee5 DeepSeek \u7684\u6210\u672c\u6545\u4e8b\uff0c\u4e0d\u662f\u7b80\u5355\u4e00\u53e5\u201c\u5c11\u7528\u82af\u7247\u201d\u5c31\u80fd\u8bb2\u5b8c\u3002\u6548\u7387\u53ef\u80fd\u6765\u81ea\u6a21\u578b\u67b6\u6784\u3001\u8bad\u7ec3\u65b9\u6cd5\u3001\u670d\u52a1\u7cfb\u7edf\u3001\u7f13\u5b58\u590d\u7528\u3001\u4efb\u52a1\u8c03\u5ea6\u548c\u5b9a\u4ef7\u3002\u53e6\u4e00\u5bb6\u516c\u53f8\u6536\u8d39\u8f83\u9ad8\uff0c\u4e5f\u4e0d\u4e00\u5b9a\u53ea\u662f\u6d6a\u8d39\uff0c\u53ef\u80fd\u5305\u542b\u53e6\u4e00\u79cd\u80fd\u529b\u3001\u7a33\u5b9a\u6027\u3001\u652f\u6301\u6216\u4f01\u4e1a\u627f\u8bfa\u3002\u4e0d\u8981\u628a\u4e00\u5f20\u4ef7\u683c\u8868\u5f53\u6210\u7269\u7406\u5b9a\u5f8b\u3002<\/p><p>\u5b98\u65b9\u6280\u672f\u8d44\u6599\u4e5f\u516c\u5e03\u4e86\u76f8\u5bf9\u4e0a\u4e00\u4ee3\u66f4\u5c0f\u7684 KV Cache\uff0c\u4ee5\u53ca\u7279\u5b9a\u6761\u4ef6\u4e0b\u7684 benchmark\u3002\u8fd9\u4e9b\u6570\u5b57\u53ef\u4ee5\u5e2e\u52a9\u7406\u89e3\u65b9\u5411\uff0c\u4f46\u4e0d\u4fdd\u8bc1\u4f60\u516c\u53f8\u90a3\u4efd PDF \u4e5f\u4e00\u6837\u5feb\uff0c\u66f4\u4e0d\u4ee3\u8868\u4f60\u7684\u4ee3\u7801\u4efb\u52a1\u4f1a\u5f97\u5230\u540c\u6837\u5206\u6570\u3002\u8f93\u5165\u957f\u5ea6\u3001\u7f13\u5b58\u547d\u4e2d\u3001\u8f93\u51fa\u957f\u5ea6\u548c\u5de5\u5177\u8c03\u7528\uff0c\u5f80\u5f80\u624d\u662f\u5f71\u54cd\u6210\u672c\u7684\u5730\u65b9\u3002<\/p><figure class=\"lkb-figure\"><img decoding=\"async\" src=\"https:\/\/lockelee.hk\/wp-content\/uploads\/2026\/10\/deepseek-data-centre-cooling-tower.jpg\" data-local-asset=\"assets\/deepseek-data-centre-cooling-tower.jpg\" alt=\"\u4e9a\u5229\u6851\u90a3\u5dde\u6885\u8428\u6570\u636e\u4e2d\u5fc3\u9876\u90e8\u7684\u51b7\u5374\u5854\" loading=\"lazy\"><figcaption>\u957f\u4e0a\u4e0b\u6587\u548c\u6df1\u5ea6\u63a8\u7406\u80cc\u540e\u4ecd\u6709\u5b9e\u4f53\u6210\u672c\uff1a\u7535\u529b\u3001\u6563\u70ed\u548c\u65f6\u95f4\u3002 \u2014 <a href=\"https:\/\/commons.wikimedia.org\/wiki\/File:Data_center_cooling_tower.jpg\" target=\"_blank\" rel=\"noopener\">Rsparks3 \/ Wikimedia Commons<\/a><\/figcaption><\/figure><\/section><section id=\"4\"><p class=\"lkb-section-no\">04 \/ \u5f53\u524d\u7248\u672c\u8981\u770b\u4ec0\u4e48<\/p><h2>\u5f53\u524d\u7248\u672c\u6709\u4ec0\u4e48\u80fd\u529b<\/h2><p>\u666e\u901a\u7528\u6237\u6700\u503c\u5f97\u770b\u7684\uff0c\u4e0d\u662f\u53c2\u6570\u6807\u9898\uff0c\u800c\u662f DeepSeek-V4.1-Flash \u76ee\u524d\u5230\u5e95\u652f\u6301\u4ec0\u4e48\u3002\u5b98\u65b9 API \u6587\u6863\u5217\u51fa\u4e00\u767e\u4e07 token \u4e0a\u4e0b\u6587\u548c\u6700\u9ad8 384K token \u8f93\u51fa\uff1b\u652f\u6301\u601d\u8003\u4e0e\u975e\u601d\u8003\u6a21\u5f0f\u3001JSON \u8f93\u51fa\u3001\u5de5\u5177\u8c03\u7528\u3001Responses API\u3001Anthropic \u683c\u5f0f API \u4ee5\u53ca\u89c6\u89c9\u8f93\u5165\u3002\u4e0d\u8fc7\uff0cAPI \u6709\u7684\u529f\u80fd\uff0c\u4e0d\u4e00\u5b9a\u539f\u6837\u51fa\u73b0\u5728\u7f51\u9875\u804a\u5929\u6846\u91cc\u3002<\/p><div class=\"lkb-table-wrap\"><table><thead><tr><th>\u80fd\u529b<\/th><th>\u6362\u6210\u666e\u901a\u8bdd\u662f\u4ec0\u4e48\u610f\u601d<\/th><th>\u8981\u6ce8\u610f\u4ec0\u4e48<\/th><\/tr><\/thead><tbody><tr><td>\u4e00\u767e\u4e07 token \u4e0a\u4e0b\u6587<\/td><td>\u4e00\u6b21\u53ef\u4ee5\u653e\u5165\u5f88\u957f\u7684\u6587\u4ef6\u6216\u957f\u671f\u5bf9\u8bdd\u3002<\/td><td>\u653e\u5f97\u4e0b\uff0c\u4e0d\u7b49\u4e8e\u6a21\u578b\u4e00\u5b9a\u80fd\u51c6\u786e\u627e\u5230\u6700\u91cd\u8981\u7684\u4e00\u9875\u3002<\/td><\/tr><tr><td>\u601d\u8003\uff0f\u975e\u601d\u8003<\/td><td>\u6309\u4efb\u52a1\u5728\u901f\u5ea6\u3001\u6210\u672c\u548c\u66f4\u6df1\u5165\u63a8\u7406\u4e4b\u95f4\u53d6\u820d\u3002<\/td><td>\u60f3\u5f97\u4e45\u4e0d\u7b49\u4e8e\u4e00\u5b9a\u6b63\u786e\uff0c\u6709\u65f6\u53ea\u662f\u66f4\u957f\u3002<\/td><\/tr><tr><td>\u539f\u751f\u89c6\u89c9\u7406\u89e3<\/td><td>\u53ef\u4ee5\u628a\u56fe\u7247\u548c\u6587\u5b57\u4e00\u8d77\u5904\u7406\uff0c\u4e0d\u4e00\u5b9a\u8981\u5148\u53e6\u5916\u63cf\u8ff0\u56fe\u7247\u3002<\/td><td>\u5c0f\u5b57\u3001\u56fe\u8868\u548c\u622a\u56fe\u4ecd\u7136\u9700\u8981\u81ea\u5df1\u6838\u5bf9\u3002<\/td><\/tr><tr><td>\u5de5\u5177\u8c03\u7528\u548c JSON<\/td><td>\u5f00\u53d1\u8005\u53ef\u4ee5\u63a5\u5165\u8f6f\u4ef6\uff0c\u8ba9\u6a21\u578b\u8f93\u51fa\u7ed3\u6784\u5316\u8d44\u6599\u3002<\/td><td>\u683c\u5f0f\u6b63\u786e\uff0c\u5185\u5bb9\u4ecd\u7136\u53ef\u80fd\u9519\u8bef\u3002<\/td><\/tr><tr><td>\u517c\u5bb9\u4e0d\u540c API \u683c\u5f0f<\/td><td>\u73b0\u6709\u7a0b\u5e8f\u53ef\u80fd\u66f4\u5bb9\u6613\u63a5\u5165\u3002<\/td><td>\u63a5\u53e3\u76f8\u4f3c\uff0c\u4e0d\u4ee3\u8868\u8868\u73b0\u3001\u9650\u5236\u548c\u53e6\u4e00\u5bb6\u516c\u53f8\u5b8c\u5168\u4e00\u6837\u3002<\/td><\/tr><\/tbody><\/table><\/div><p>\u5b98\u65b9 API \u4ef7\u683c\u9875\u76ee\u524d\u628a\u6700\u65b0 Flash \u6a21\u578b\u7684\u8c03\u7528\u540d\u79f0\u5217\u4e3a <code>deepseek-flash<\/code>\u3002\u6536\u8d39\u6309\u6bcf\u4e00\u767e\u4e07 token \u8ba1\u7b97\uff0c\u5e76\u533a\u5206\u9ad8\u5cf0\uff0f\u975e\u9ad8\u5cf0\u4ee5\u53ca\u7f13\u5b58\u547d\u4e2d\uff0f\u672a\u547d\u4e2d\u3002\u6838\u5bf9\u5f53\u5929\uff0cFlash \u8868\u4e2d\u663e\u793a\u7684\u975e\u9ad8\u5cf0\u7f13\u5b58\u547d\u4e2d\u8f93\u5165\u4ef7\u683c\u7ea6\u4e3a\u6bcf\u767e\u4e07 US$0.003\uff0c\u672a\u547d\u4e2d\u7ea6 US$0.15\uff0c\u8f93\u51fa\u7ea6 US$0.60\uff1b\u9ad8\u5cf0\u65f6\u6bb5\u4f1a\u66f4\u8d35\u3002\u9875\u9762\u4e5f\u63d0\u9192\u4ef7\u683c\u53ef\u80fd\u8c03\u6574\uff0c\u6240\u4ee5\u8fd9\u4e9b\u53ea\u662f\u5f53\u65f6\u7684\u53c2\u8003\uff0c\u4e0d\u662f\u6c38\u4e45\u627f\u8bfa\u3002<\/p><div class=\"lkb-formula\">\u5927\u6982 API \u8d39\u7528 = \u8f93\u5165 token \u00d7 \u8f93\u5165\u5355\u4ef7 \uff0b \u8f93\u51fa token \u00d7 \u8f93\u51fa\u5355\u4ef7<\/div><p>\u7528\u4e00\u4e2a\u5c0f\u4f8b\u5b50\u611f\u53d7\u4e00\u4e0b\uff1a\u5341\u4e07\u4e2a\u672a\u547d\u4e2d\u7f13\u5b58\u7684\u8f93\u5165 token\uff0c\u52a0\u4e24\u4e07\u4e2a\u8f93\u51fa token\uff0c\u5982\u679c\u6309\u7167\u5f53\u65f6\u663e\u793a\u7684 Flash \u9ad8\u5cf0\u4ef7\u8ba1\u7b97\uff0c\u5927\u7ea6\u662f US$0.054\uff0c\u8fd8\u6ca1\u6709\u7b97\u5176\u4ed6\u670d\u52a1\u6210\u672c\u3002API \u53ef\u4ee5\u5f88\u4fbf\u5b9c\uff0c\u4f46\u8fd9\u4e2a\u6570\u5b57\u4e0d\u5305\u62ec\u4f60\u6574\u7406\u8d44\u6599\u3001\u76d1\u63a7\u9519\u8bef\u3001\u91cd\u8bd5\u548c\u7ef4\u62a4\u7a0b\u5e8f\u7684\u65f6\u95f4\u3002<\/p><p>\u81f3\u4e8e benchmark\uff0c\u628a\u5b83\u5f53\u4f5c\u6d4b\u91cf\u5de5\u5177\u5c31\u597d\uff0c\u4e0d\u8981\u5f53\u4f5c\u6027\u683c\u6d4b\u8bd5\u3002\u6a21\u578b\u53ef\u80fd\u4ee3\u7801\u5206\u6570\u5f88\u9ad8\uff0c\u4f46\u5199\u5ba2\u6237\u6587\u6848\u5f88\u751f\u786c\uff1b\u4e5f\u53ef\u80fd\u8bfb\u5f97\u8fdb\u957f\u6587\u4ef6\uff0c\u5374\u542c\u4e0d\u61c2\u4e00\u53e5\u542b\u7cca\u7684\u95ee\u9898\u3002\u6700\u540e\u8fd8\u662f\u8981\u7528\u81ea\u5df1\u5173\u5fc3\u7684\u5de5\u4f5c\u6d4b\u8bd5\u3002<\/p><\/section><section id=\"5\"><p class=\"lkb-section-no\">05 \/ \u4e09\u79cd\u7528\u6cd5\uff0c\u4e0d\u8981\u6df7\u5728\u4e00\u8d77<\/p><h2>\u804a\u5929\u3001API\u3001\u672c\u5730\u90e8\u7f72\uff0c\u5176\u5b9e\u662f\u4e09\u56de\u4e8b<\/h2><p>\u201c\u6211\u60f3\u8bd5\u8bd5 DeepSeek\u201d\u5176\u5b9e\u53ef\u80fd\u4ee3\u8868\u4e09\u4ef6\u5b8c\u5168\u4e0d\u540c\u7684\u4e8b\u3002\u5165\u53e3\u9009\u9519\u4e86\uff0c\u53ef\u80fd\u82b1\u4e00\u4e2a\u4e0b\u5348\u89e3\u51b3\u4e00\u4e2a\u539f\u672c\u4e0d\u5b58\u5728\u7684\u95ee\u9898\u3002<\/p><div class=\"lkb-table-wrap\"><table><thead><tr><th>\u5165\u53e3<\/th><th>\u4f60\u5b9e\u9645\u5f97\u5230\u4ec0\u4e48<\/th><th>\u9002\u5408\u8c01<\/th><\/tr><\/thead><tbody><tr><td>\u5b98\u65b9\u7f51\u9875\uff0fApp<\/td><td>\u4e00\u4e2a\u5df2\u7ecf\u66ff\u4f60\u8fd0\u884c\u597d\u7684\u804a\u5929\u754c\u9762\uff0c\u529f\u80fd\u4ee5\u5f53\u524d\u8d26\u6237\u5f00\u653e\u60c5\u51b5\u4e3a\u51c6\u3002<\/td><td>\u60f3\u63d0\u95ee\u3001\u8bd5\u6587\u4ef6\u5206\u6790\u548c\u611f\u53d7\u6a21\u578b\u98ce\u683c\u7684\u7528\u6237\u3002<\/td><\/tr><tr><td>\u5b98\u65b9 API<\/td><td>\u7a0b\u5e8f\u8c03\u7528\u3001token \u8ba1\u8d39\u3001\u53c2\u6570\u3001\u7ed3\u6784\u5316\u8f93\u51fa\u548c\u5de5\u5177\u6574\u5408\u3002<\/td><td>\u8981\u505a\u4ea7\u54c1\u3001\u5185\u90e8\u6d41\u7a0b\u6216\u91cd\u590d\u81ea\u52a8\u5316\u7684\u5f00\u53d1\u8005\u3002<\/td><\/tr><tr><td>\u6a21\u578b\u6743\u91cd\uff0f\u672c\u5730\u8fd0\u884c<\/td><td>\u66f4\u5927\u7a0b\u5ea6\u63a7\u5236\u8ba1\u7b97\u73af\u5883\u3001\u6a21\u578b\u8def\u7531\u548c\u6570\u636e\u4f4d\u7f6e\u3002<\/td><td>\u6709 GPU\u3001\u5de5\u7a0b\u65f6\u95f4\u3001\u76d1\u63a7\u80fd\u529b\uff0c\u5e76\u4e14\u786e\u5b9e\u9700\u8981\u81ea\u5df1\u7ef4\u62a4\u7cfb\u7edf\u7684\u56e2\u961f\u3002<\/td><\/tr><\/tbody><\/table><\/div><p>DeepSeek \u5b98\u65b9\u7f51\u7ad9\u8fde\u63a5\u5230\u7f51\u9875\u804a\u5929\u3001App \u4e0b\u8f7d\u3001API \u5e73\u53f0\u548c\u6587\u6863\u3002API \u6587\u6863\u540c\u65f6\u63d0\u4f9b OpenAI \u517c\u5bb9\u63a5\u53e3\u548c Anthropic \u683c\u5f0f\u5165\u53e3\u3002DeepSeek Harness \u5219\u662f\u4e00\u4e2a\u516c\u5f00\u9884\u89c8\u4e2d\u7684\u5f00\u6e90\u5de5\u4f5c\u53f0\uff0c\u56f4\u7ed5\u63d2\u4ef6\u3001\u5de5\u4f5c\u533a\u3001\u6587\u4ef6\u3001\u4ee3\u7801\u548c\u81ea\u52a8\u5316\uff0c\u66f4\u50cf Agent \u5de5\u4f5c\u73af\u5883\uff0c\u800c\u4e0d\u662f\u628a\u804a\u5929\u6846\u642c\u5230\u684c\u9762\u3002<\/p><figure class=\"lkb-figure\"><img decoding=\"async\" src=\"https:\/\/lockelee.hk\/wp-content\/uploads\/2026\/10\/deepseek-programmer-workstation.jpg\" data-local-asset=\"assets\/deepseek-programmer-workstation.jpg\" alt=\"\u6709\u591a\u4e2a\u663e\u793a\u5668\u548c\u786c\u4ef6\u7684\u7a0b\u5e8f\u5458\u5de5\u4f5c\u7ad9\" loading=\"lazy\"><figcaption>\u672c\u5730\u90e8\u7f72\u662f\u4e00\u9879\u771f\u6b63\u7684\u5de5\u7a0b\u5de5\u4f5c\uff0c\u4e0d\u662f\u6a21\u578b\u6e05\u5355\u4e0a\u7684\u4e00\u4e2a\u52fe\u9009\u6846\u3002 \u2014 <a href=\"https:\/\/commons.wikimedia.org\/wiki\/File:A_Programmer&#039;s_Workstation.JPG\" target=\"_blank\" rel=\"noopener\">Bsmalley \/ Wikimedia Commons<\/a><\/figcaption><\/figure><p>\u672c\u5730\u90e8\u7f72\u8981\u51b7\u9759\u4e00\u70b9\u3002V4.1-Flash \u6a21\u578b\u5361\u63d0\u4f9b Transformers\u3001vLLM\u3001SGLang \u548c Docker \u7b49\u8def\u5f84\uff0c\u4e5f\u5217\u51fa\u6a21\u578b\u6743\u91cd\u548c\u76f8\u5173\u4ee3\u7801\u4f7f\u7528 MIT \u8bb8\u53ef\u8bc1\u3002\u5bf9\u4e8e\u7814\u7a76\u548c\u9700\u8981\u63a7\u5236\u73af\u5883\u7684\u56e2\u961f\uff0c\u8fd9\u5f88\u6709\u4ef7\u503c\uff1b\u4f46\u4e0d\u4ee3\u8868\u666e\u901a\u7b14\u8bb0\u672c\u53ef\u4ee5\u8f7b\u677e\u4ee5\u6700\u9ad8\u8d28\u91cf\u8fd0\u884c\u4e00\u4e2a 552B \u7ea7\u6a21\u578b\u3002\u91cf\u5316\u3001\u591a GPU\u3001\u5185\u5b58\u89c4\u5212\u3001\u5b58\u50a8\u3001\u6563\u70ed\u3001\u63a8\u7406\u8f6f\u4ef6\u548c\u7ef4\u62a4\uff0c\u90fd\u9700\u8981\u4eba\u624b\u3002<\/p><p>\u5982\u679c\u4f60\u53ea\u662f\u60f3\u201c\u6bcf\u4e2a\u661f\u671f\u4e94\u603b\u7ed3 20 \u9875\u6587\u4ef6\u201d\uff0c\u5148\u7528\u5b98\u65b9\u670d\u52a1\u6216 API\u3002\u5982\u679c\u4f60\u7684\u9700\u6c42\u662f\u201c\u673a\u5bc6\u8d44\u6599\u4e00\u5b9a\u7559\u5728\u81ea\u5df1\u7ba1\u7406\u7684\u73af\u5883\u91cc\u201d\uff0c\u800c\u4e14\u6709\u80fd\u529b\u8bf7\u5de5\u7a0b\u56e2\u961f\uff0c\u672c\u5730\u90e8\u7f72\u624d\u503c\u5f97\u8ba4\u771f\u7814\u7a76\u3002\u5148\u4ece\u9700\u6c42\u51fa\u53d1\uff0c\u4e0d\u8981\u5148\u7231\u4e0a\u62e5\u6709\u6a21\u578b\u6743\u91cd\u7684\u6d6a\u6f2b\u611f\u3002<\/p><p>\u8fd8\u8981\u628a\u8bb8\u53ef\u8bc1\u5206\u5f00\u770b\uff1a\u6a21\u578b\u6743\u91cd\u3001\u684c\u9762\u5de5\u4f5c\u53f0\u3001\u7b2c\u4e09\u65b9\u63d2\u4ef6\u4ee5\u53ca\u5b98\u65b9 API \u6761\u6b3e\uff0c\u662f\u4e0d\u540c\u6587\u4ef6\u3002\u201c\u5f00\u6e90\u201d\u4e0d\u662f\u4e00\u628a\u81ea\u52a8\u8986\u76d6\u6574\u4e2a\u6280\u672f\u6808\u7684\u5927\u4f1e\u3002<\/p><\/section><section id=\"6\"><p class=\"lkb-section-no\">06 \/ \u5b83\u54ea\u91cc\u771f\u7684\u6709\u7528<\/p><h2>DeepSeek \u771f\u6b63\u9002\u5408\u505a\u4ec0\u4e48<\/h2><p>DeepSeek \u6700\u503c\u5f97\u5c1d\u8bd5\u7684\u573a\u666f\uff0c\u901a\u5e38\u662f\u5de5\u4f5c\u591f\u5927\uff0c\u957f\u4e0a\u4e0b\u6587\u6216\u6210\u672c\u5f00\u59cb\u4ea7\u751f\u5f71\u54cd\uff0c\u4f46\u53c8\u4e0d\u9700\u8981\u4f60\u5148\u6210\u7acb\u4e00\u5bb6\u7814\u7a76\u5b9e\u9a8c\u5ba4\u3002\u4e0b\u9762\u4e0d\u662f\u4fdd\u8bc1\u4e00\u5b9a\u6700\u597d\uff0c\u53ea\u662f\u5408\u7406\u7684\u8d77\u70b9\u3002<\/p><div class=\"lkb-point-grid\"><div><span>\u957f\u6587\u4ef6<\/span><p>\u6bd4\u8f83\u591a\u4e2a\u7248\u672c\u7684\u5408\u540c\u6216\u63d0\u6848\uff0c\u627e\u51fa\u6539\u52a8\uff0c\u6574\u7406\u51b3\u7b56\u6e05\u5355\uff0c\u6216\u6807\u51fa\u4ecd\u9700\u6765\u6e90\u652f\u6301\u7684\u8bf4\u6cd5\u3002<\/p><\/div><div><span>\u4ee3\u7801\u4e0e\u8c03\u8bd5<\/span><p>\u89e3\u91ca\u964c\u751f\u51fd\u6570\uff0c\u8bbe\u8ba1\u6d4b\u8bd5\uff0c\u8de8\u6587\u4ef6\u8ffd\u8e2a\u9519\u8bef\uff0c\u6216\u628a\u4e00\u6bb5\u9700\u6c42\u53d8\u6210\u7b2c\u4e00\u7248\u4ee3\u7801\u3002<\/p><\/div><div><span>\u4e2d\u82f1\u53cc\u8bed\u5de5\u4f5c<\/span><p>\u7ffb\u8bd1\u6280\u672f\u8d44\u6599\uff0c\u4fdd\u7559\u4eba\u540d\u548c\u6570\u5b57\uff0c\u4e3a\u9999\u6e2f\u3001\u5185\u5730\u6216\u6d77\u5916\u8bfb\u8005\u6539\u5199\u4e0d\u540c\u7248\u672c\u3002<\/p><\/div><div><span>\u6709\u9884\u7b97\u9650\u5236\u7684\u7814\u7a76<\/span><p>\u5927\u91cf\u5206\u7c7b\u3001\u62bd\u53d6\u3001\u6574\u7406\u6216\u8d77\u8349\u65f6\uff0ctoken \u6210\u672c\u4f1a\u5f71\u54cd\u6d41\u7a0b\u80fd\u5426\u957f\u671f\u8fd0\u884c\u3002<\/p><\/div><div><span>Agent \u539f\u578b<\/span><p>\u7528\u5de5\u5177\u8c03\u7528\u548c\u7ed3\u6784\u5316\u8f93\u51fa\uff0c\u8fde\u63a5\u641c\u7d22\u3001\u6587\u4ef6\u3001\u4ee3\u7801\u6216\u5185\u90e8\u7cfb\u7edf\u3002<\/p><\/div><div><span>\u672c\u5730\u5b9e\u9a8c<\/span><p>\u5f53\u63a7\u5236\u6570\u636e\u4f4d\u7f6e\u3001\u5ba1\u67e5\u6d41\u7a0b\u6216\u81ea\u5b9a\u4e49\u6a21\u578b\u6bd4\u65b9\u4fbf\u4f7f\u7528\u66f4\u91cd\u8981\u3002<\/p><\/div><\/div><figure class=\"lkb-figure\"><img decoding=\"async\" src=\"https:\/\/lockelee.hk\/wp-content\/uploads\/2026\/10\/deepseek-coding-workstation.jpg\" data-local-asset=\"assets\/deepseek-coding-workstation.jpg\" alt=\"\u5f00\u53d1\u8005\u5728\u529e\u516c\u5ba4\u5bf9\u7740\u4e24\u5757\u5c4f\u5e55\u5199\u4ee3\u7801\" loading=\"lazy\"><figcaption>\u771f\u6b63\u6709\u7528\u7684\u95ee\u9898\u4e0d\u662f DeepSeek \u5389\u4e0d\u5389\u5bb3\uff0c\u800c\u662f\u5b83\u80fd\u66ff\u4f60\u5220\u6389\u65e5\u5e38\u54ea\u4e00\u6bb5\u5de5\u4f5c\u3002 \u2014 <a href=\"https:\/\/commons.wikimedia.org\/wiki\/File:Coding_Shots_Annual_Plan_high_res-5.jpg\" target=\"_blank\" rel=\"noopener\">Matthew (WMF) \/ Wikimedia Commons<\/a><\/figcaption><\/figure><p>\u4e3e\u4e00\u4e2a\u9999\u6e2f\u6216\u5185\u5730\u56e2\u961f\u90fd\u4f1a\u9047\u5230\u7684\u60c5\u51b5\uff1a\u4f60\u8981\u6bd4\u8f83\u4e00\u5bb6\u4e2d\u6587\u4f9b\u5e94\u5546\u3001\u4e00\u4e2a\u82f1\u6587\u4ea7\u54c1\u9875\u9762\u548c\u4e00\u4efd\u6280\u672f PDF\uff0c\u4e3a\u5ba2\u6237\u4f1a\u8bae\u505a\u51c6\u5907\u3002\u53ef\u4ee5\u8ba9 DeepSeek \u505a\u4e00\u5f20\u56db\u680f\u8868\uff1a\u5df2\u786e\u8ba4\u89c4\u683c\u3001\u6765\u6e90\u4f4d\u7f6e\u3001\u672a\u89e3\u51b3\u95ee\u9898\u3001\u9700\u8981\u95ee\u4f9b\u5e94\u5546\u7684\u8ddf\u8fdb\uff0c\u7136\u540e\u81ea\u5df1\u6253\u5f00\u539f\u6587\u6838\u5bf9\u3002\u8fd9\u5c31\u662f\u6e05\u695a\u7684\u5de5\u4f5c\uff1b\u201c\u54ea\u5bb6\u4f9b\u5e94\u5546\u6700\u597d\uff1f\u201d\u592a\u5bbd\u4e86\uff0c\u6a21\u578b\u5f88\u5bb9\u6613\u81ea\u884c\u8865\u5b8c\u4f60\u6ca1\u6709\u8bf4\u8fc7\u7684\u6807\u51c6\u3002<\/p><p>\u505a SEO \u548c\u5e02\u573a\u5de5\u4f5c\uff0c\u6211\u4f1a\u8003\u8651\u7528\u5b83\u505a\u7b2c\u4e00\u8f6e\u5173\u952e\u8bcd\u5206\u7c7b\u3001\u5185\u5bb9\u5927\u7eb2\u3001\u53cc\u8bed\u6539\u5199\u3001\u6280\u672f\u8bf4\u660e\uff0c\u6216\u8005\u628a\u4e00\u4efd\u957f\u6587\u4ef6\u6574\u7406\u6210\u5de5\u4f5c\u7ed3\u6784\u3002\u4f46\u6211\u4e0d\u4f1a\u8ba9\u5b83\u81ea\u884c\u5224\u65ad\u7edf\u8ba1\u6570\u5b57\u771f\u5047\u3001\u7f16\u9020\u4ea7\u54c1\u529f\u80fd\uff0c\u6216\u8005\u672a\u7ecf\u4eba\u5de5\u68c0\u67e5\u5c31\u53d1\u5e03\u654f\u611f\u5185\u5bb9\u3002token \u4fbf\u5b9c\uff0c\u53ea\u662f\u8ba9\u4f60\u6709\u6761\u4ef6\u591a\u6838\u5bf9\u51e0\u6b21\uff0c\u5e76\u4e0d\u4f1a\u8ba9\u6838\u5bf9\u6d88\u5931\u3002<\/p><p>\u5b66\u751f\u53ef\u4ee5\u8ba9\u5b83\u53cd\u95ee\u81ea\u5df1\uff0c\u800c\u4e0d\u662f\u76f4\u63a5\u4ea4\u7b54\u6848\uff1b\u5f00\u53d1\u8005\u53ef\u4ee5\u7528\u5b83\u51cf\u5c11\u4ece\u767d\u7eb8\u5f00\u59cb\u7684\u75db\u82e6\uff1b\u8d1f\u8d23\u4eba\u53ef\u4ee5\u628a\u4e00\u5806\u6563\u4e71\u7b14\u8bb0\u53d8\u6210\u51e0\u4e2a\u5f85\u51b3\u5b9a\u7684\u9009\u9879\u3002\u771f\u6b63\u6709\u4ef7\u503c\u7684\u5e38\u5e38\u662f\u7b2c\u4e8c\u8f6e\u8ffd\u95ee\uff1a\u201c\u597d\uff0c\u90a3\u54ea\u4e00\u90e8\u5206\u8fd8\u6ca1\u6709\u8bc1\u5b9e\uff1f\u201d<\/p><\/section><section id=\"7\"><p class=\"lkb-section-no\">07 \/ \u95ee\u5f97\u6709\u9aa8\u67b6\uff0c\u7b54\u6848\u624d\u7ad9\u5f97\u4f4f<\/p><h2>\u600e\u4e48\u63d0\u95ee\uff0c\u624d\u62ff\u5230\u80fd\u7528\u7684\u7b54\u6848<\/h2><p>\u4e0d\u9700\u8981\u4e00\u6761\u795e\u79d8\u63d0\u793a\u8bcd\u3002\u4f60\u9700\u8981\u8bf4\u660e\u5b83\u8981\u505a\u4ec0\u4e48\u3001\u53ef\u4ee5\u4f7f\u7528\u4ec0\u4e48\u6750\u6599\uff0c\u4ee5\u53ca\u4e00\u4e2a\u80fd\u7528\u7684\u7b54\u6848\u5e94\u8be5\u957f\u4ec0\u4e48\u6837\u3002<\/p><div class=\"lkb-formula\">\u5b9e\u7528\u63d0\u95ee = \u4efb\u52a1\uff0b\u6750\u6599\uff0b\u8bfb\u8005\uff0b\u9650\u5236\uff0b\u8bc1\u636e\u8981\u6c42\uff0b\u8f93\u51fa\u683c\u5f0f<\/div><ol class=\"lkb-number-list\"><li><strong>\u8bf4\u6e05\u695a\u4efb\u52a1\u3002<\/strong><span>\u662f\u6bd4\u8f83\u3001\u63d0\u53d6\u3001\u6311\u6218\u3001\u6539\u5199\u3001\u8c03\u8bd5\u3001\u89c4\u5212\uff0c\u8fd8\u662f\u8d77\u8349\uff1f\u201c\u4ecb\u7ecd\u4e00\u4e0b\u8fd9\u4e2a\u201d\u592a\u5bb9\u6613\u53d8\u6210\u8868\u6f14\u3002<\/span><\/li><li><strong>\u7ed9\u5bf9\u6750\u6599\u3002<\/strong><span>\u4e0a\u4f20\u6587\u4ef6\u3001\u7c98\u8d34\u76f8\u5173\u6bb5\u843d\u6216\u63d0\u4f9b\u51c6\u786e\u7f51\u5740\uff0c\u4e0d\u8981\u8ba9\u6a21\u578b\u731c\u81ea\u5df1\u8bf4\u7684\u662f\u54ea\u4e2a\u7248\u672c\u3002<\/span><\/li><li><strong>\u5199\u6e05\u695a\u8bfb\u8005\u548c\u8bed\u8a00\u3002<\/strong><span>\u9999\u6e2f\u5ba2\u6237\u3001\u5185\u5730\u5de5\u7a0b\u5e08\u548c\u6d77\u5916\u4e70\u5bb6\uff0c\u8981\u6c42\u5b8c\u5168\u4e0d\u540c\uff1b\u7b80\u4f53\u4e2d\u6587\u548c\u82f1\u6587\u4e5f\u4e0d\u53ea\u662f\u6362\u5b57\u4f53\u3002<\/span><\/li><li><strong>\u89c4\u5b9a\u8bc1\u636e\u65b9\u5f0f\u3002<\/strong><span>\u8981\u6c42\u5206\u5f00\u6765\u6e90\u539f\u6587\u3001\u6a21\u578b\u63a8\u65ad\u548c\u5b83\u65e0\u6cd5\u6838\u5b9e\u7684\u90e8\u5206\u3002<\/span><\/li><li><strong>\u6307\u5b9a\u7b54\u6848\u5f62\u72b6\u3002<\/strong><span>\u8981\u6bd4\u8f83\u8868\u3001\u884c\u52a8\u6e05\u5355\u3001\u90ae\u4ef6\u8349\u7a3f\u3001\u98ce\u9669\u5217\u8868\u8fd8\u662f\u7ba1\u7406\u5c42\u6458\u8981\uff0c\u76f4\u63a5\u8bf4\u3002<\/span><\/li><\/ol><p>\u6211\u4f1a\u7528\u7684\u4f8b\u5b50\u662f\uff1a\u201c\u8bf7\u9605\u8bfb\u9644\u4ef6\u4e2d\u7684\u4ea7\u54c1\u6bd4\u8f83\uff0c\u5236\u4f5c\u4e00\u5f20\u8868\uff0c\u5217\u51fa\u578b\u53f7\u3001\u5df2\u786e\u8ba4\u89c4\u683c\u3001\u6765\u6e90\u9875\u9762\u3001\u7f3a\u5c11\u8d44\u6599\u548c\u8981\u95ee\u4f9b\u5e94\u5546\u7684\u95ee\u9898\u3002\u4e0d\u8981\u51ed\u8bb0\u5fc6\u586b\u7a7a\uff0c\u6240\u6709\u6570\u5b57\u6309\u539f\u6587\u4fdd\u7559\uff0c\u4f7f\u7528\u7b80\u4f53\u4e2d\u6587\u3002\u6700\u540e\u7528\u4e94\u884c\u5199\u5efa\u8bae\uff0c\u5e76\u6e05\u695a\u6807\u51fa\u54ea\u4e9b\u662f\u63a8\u65ad\u3002\u201d<\/p><p>\u5904\u7406\u4ee3\u7801\uff0c\u5c31\u63d0\u4f9b\u8bed\u8a00\u3001\u8fd0\u884c\u73af\u5883\u3001\u9519\u8bef\u4fe1\u606f\u3001\u9884\u671f\u7ed3\u679c\u548c\u5df2\u7ecf\u8bd5\u8fc7\u7684\u65b9\u6cd5\uff1b\u5904\u7406\u957f\u62a5\u544a\uff0c\u5c31\u8981\u6c42\u9875\u7801\uff1b\u505a\u7ffb\u8bd1\uff0c\u5c31\u8bf4\u660e\u4eba\u540d\u548c\u5f15\u7528\u8981\u4e0d\u8981\u539f\u6837\u4fdd\u7559\uff1b\u5904\u7406\u6700\u65b0\u4e8b\u4ef6\uff0c\u5c31\u8bbe\u7f6e\u622a\u6b62\u65e5\u671f\uff0c\u5e76\u8981\u6c42\u533a\u5206\u5b98\u65b9\u516c\u544a\u548c\u7f51\u53cb\u8ba8\u8bba\u3002<\/p><p>\u6211\u559c\u6b22\u8fd9\u79cd\u95ee\u6cd5\uff0c\u56e0\u4e3a\u5b83\u903c\u6a21\u578b\u9732\u51fa\u63a5\u7f1d\u3002\u4e00\u6bb5\u975e\u5e38\u6709\u81ea\u4fe1\u7684\u6587\u5b57\uff0c\u53ef\u4ee5\u85cf\u4f4f\u4e00\u4e2a\u9519\u8bef\u5047\u8bbe\uff1b\u4e00\u5f20\u6709\u6765\u6e90\u680f\u7684\u8868\uff0c\u6bd4\u8f83\u96be\u5b8c\u5168\u906e\u63a9\u3002\u4e0d\u662f\u5b8c\u5168\u906e\u4e0d\u4f4f\uff0c\u53ea\u662f\u66f4\u96be\u3002<\/p><\/section><section id=\"8\"><p class=\"lkb-section-no\">08 \/ \u5f00\u6e90\u4e0d\u7b49\u4e8e\u514d\u8d39<\/p><h2>\u5f00\u6e90\u4e0d\u7b49\u4e8e\u96f6\u6210\u672c<\/h2><p>DeepSeek \u7684\u5f00\u653e\u6a21\u578b\u8def\u7ebf\u662f\u5b83\u6700\u5438\u5f15\u4eba\u7684\u5730\u65b9\u4e4b\u4e00\uff0c\u4f46\u201c\u5f00\u6e90\u201d\u7ecf\u5e38\u88ab\u62c9\u5f97\u5f88\u5bbd\uff0c\u6700\u540e\u53d8\u6210\u8bf4\u8bdd\u7684\u4eba\u60f3\u4ee3\u8868\u4ec0\u4e48\u5c31\u4ee3\u8868\u4ec0\u4e48\u3002\u5f53\u524d V4.1-Flash \u6a21\u578b\u5361\u5217\u51fa\u6a21\u578b\u6743\u91cd\u548c\u4ee3\u7801\u4f7f\u7528 MIT \u8bb8\u53ef\u8bc1\uff0c\u5f00\u53d1\u8005\u53ef\u4ee5\u66f4\u81ea\u7531\u5730\u4f7f\u7528\u3001\u4fee\u6539\u548c\u5206\u53d1\uff0c\u4f46\u7535\u529b\u3001GPU\u3001\u5b58\u50a8\u3001\u5de5\u7a0b\u4eba\u5458\u548c\u652f\u6301\u4e0d\u4f1a\u56e0\u6b64\u5f52\u96f6\u3002<\/p><p>\u5b9e\u9645\u81f3\u5c11\u6709\u56db\u79cd\u6210\u672c\uff1a\u4e0b\u8f7d\u548c\u4fdd\u5b58\u6743\u91cd\u3001\u8fd0\u884c\u8bf7\u6c42\u3001\u7ef4\u62a4\u63a8\u7406\u7cfb\u7edf\uff0c\u4ee5\u53ca\u51fa\u95ee\u9898\u65f6\u627e\u4eba\u5904\u7406\u3002\u5927\u91cf\u4f7f\u7528\u65f6\uff0c\u672c\u5730\u90e8\u7f72\u53ef\u80fd\u5212\u7b97\uff1b\u4f4e\u6d41\u91cf\u65f6\uff0c\u4e00\u5f20\u957f\u671f\u95f2\u7f6e\u7684 GPU \u53ea\u662f\u5728\u53e6\u4e00\u4e2a\u8868\u683c\u91cc\u9690\u85cf\u4e86\u8d39\u7528\u3002<\/p><div class=\"lkb-table-wrap\"><table><thead><tr><th>\u4f60\u53ef\u80fd\u542c\u5230\u7684\u8bf4\u6cd5<\/th><th>\u66f4\u51c6\u786e\u7684\u8bf4\u6cd5<\/th><\/tr><\/thead><tbody><tr><td>\u201c\u6a21\u578b\u5f00\u6e90\uff0c\u6240\u4ee5\u4ec0\u4e48\u673a\u5668\u90fd\u80fd\u8fd0\u884c\u3002\u201d<\/td><td>\u8bb8\u53ef\u8bc1\u53ef\u80fd\u5141\u8bb8\u4f60\u8fd0\u884c\uff0c\u4f46\u786c\u4ef6\u3001\u652f\u6301\u7684\u8fd0\u884c\u5de5\u5177\u548c\u5185\u5b58\u8981\u6c42\u624d\u51b3\u5b9a\u662f\u5426\u5b9e\u9645\u53ef\u884c\u3002<\/td><\/tr><tr><td>\u201cAPI \u4fbf\u5b9c\uff0c\u6240\u4ee5\u6574\u4e2a\u9879\u76ee\u90fd\u4fbf\u5b9c\u3002\u201d<\/td><td>token \u53ef\u4ee5\u4fbf\u5b9c\uff0c\u4f46\u8d44\u6599\u6574\u7406\u3001\u76d1\u63a7\u3001\u91cd\u8bd5\u3001\u8bc4\u4f30\u548c\u4ea7\u54c1\u63a5\u5165\u4ecd\u9700\u8981\u65f6\u95f4\u3002<\/td><\/tr><tr><td>\u201c\u4e00\u767e\u4e07\u4e0a\u4e0b\u6587\uff0c\u6240\u4ee5\u4ec0\u4e48\u6587\u4ef6\u90fd\u80fd\u585e\u8fdb\u53bb\u3002\u201d<\/td><td>\u6587\u4ef6\u53ef\u80fd\u653e\u5f97\u4e0b\uff0c\u6a21\u578b\u80fd\u5426\u7a33\u5b9a\u627e\u51fa\u91cd\u70b9\u4ecd\u7136\u9700\u8981\u6d4b\u8bd5\u3002<\/td><\/tr><tr><td>\u201cbenchmark \u8d62\u4e86\uff0c\u6240\u4ee5\u6211\u7684\u5de5\u4f5c\u4e5f\u4e00\u5b9a\u8d62\u3002\u201d<\/td><td>\u5206\u6570\u53d6\u51b3\u4e8e\u6570\u636e\u96c6\u3001\u63d0\u793a\u3001\u5de5\u5177\u548c\u8bc4\u4f30\u89c4\u5219\uff1b\u4f60\u7684\u5de5\u4f5c\u53ef\u80fd\u662f\u53e6\u4e00\u9879\u8fd0\u52a8\u3002<\/td><\/tr><\/tbody><\/table><\/div><p>\u5982\u679c\u8003\u8651\u672c\u5730\u90e8\u7f72\uff0c\u5148\u505a\u4e00\u4e2a\u5c0f\u578b\u6d4b\u8bd5\u3002\u6d4b\u91cf\u9996\u4e2a token \u8981\u7b49\u591a\u4e45\u3001\u6bcf\u79d2\u8f93\u51fa\u591a\u5c11\u3001\u5185\u5b58\u4f7f\u7528\u3001\u5931\u8d25\u540e\u600e\u6837\u6062\u590d\u3001\u5bf9\u81ea\u5df1\u6587\u4ef6\u7684\u51c6\u786e\u5ea6\uff0c\u4ee5\u53ca\u4e00\u4e2a\u6708\u7ef4\u6301\u670d\u52a1\u8981\u591a\u5c11\u94b1\u3002\u8bd5\u7b97\u8868\u6ca1\u6709\u6a21\u578b\u53d1\u5e03\u90a3\u4e48\u523a\u6fc0\uff0c\u4f46\u66f4\u80fd\u963b\u6b62\u9519\u8bef\u91c7\u8d2d\u51b3\u5b9a\u3002<\/p><\/section><section id=\"9\"><p class=\"lkb-section-no\">09 \/ \u9690\u79c1\u548c\u9700\u8981\u81ea\u5df1\u8d1f\u8d23\u7684\u90e8\u5206<\/p><h2>\u9690\u79c1\u3001\u504f\u5dee\u548c\u9700\u8981\u81ea\u5df1\u6838\u5bf9\u7684\u5730\u65b9<\/h2><p>DeepSeek \u7684\u9690\u79c1\u95ee\u9898\u4e0d\u5e94\u8be5\u6700\u540e\u624d\u987a\u4fbf\u8bf4\u3002\u628a\u5408\u540c\u3001\u5ba2\u6237\u540d\u5355\u6216\u672a\u53d1\u5e03\u7684\u4ea7\u54c1\u8ba1\u5212\u62d6\u8fdb\u804a\u5929\u6846\u4e4b\u524d\uff0c\u5148\u5f04\u6e05\u695a\u8d44\u6599\u4f1a\u600e\u6837\u8d70\u3002<\/p><div class=\"lkb-note\"><strong>DeepSeek \u73b0\u884c\u6d88\u8d39\u8005\u9690\u79c1\u653f\u7b56\u5199\u660e\uff0c\u670d\u52a1\u53ef\u80fd\u6536\u96c6\u63d0\u793a\u3001\u4e0a\u4f20\u6587\u4ef6\u3001\u7167\u7247\u3001\u8bed\u97f3\u8f93\u5165\u3001\u804a\u5929\u8bb0\u5f55\u548c\u5176\u4ed6\u5185\u5bb9\uff0c\u5e76\u8868\u793a\u4f1a\u76f4\u63a5\u5728\u4e2d\u534e\u4eba\u6c11\u5171\u548c\u56fd\u5883\u5185\u6536\u96c6\u3001\u5904\u7406\u548c\u5b58\u50a8\u4e2a\u4eba\u8d44\u6599\u3002<\/strong><p>\u653f\u7b56\u4e5f\u8bf4\u660e\u4e86\u5173\u4e8e\u6a21\u578b\u8bad\u7ec3\u548c\u5220\u9664\u8d44\u6599\u7684\u9009\u62e9\uff0c\u4f46\u8d26\u6237\u3001\u670d\u52a1\u7c7b\u578b\u548c\u9002\u7528\u6cd5\u5f8b\u4f1a\u5f71\u54cd\u5b9e\u9645\u5b89\u6392\u3002\u4f7f\u7528\u673a\u5bc6\u6750\u6599\u524d\uff0c\u5e94\u9605\u8bfb\u5f53\u524d\u653f\u7b56\uff0c\u540c\u65f6\u786e\u8ba4 API \u6216 Harness \u7684\u4e13\u95e8\u6761\u6b3e\u3002\u8fd9\u662f\u5de5\u4f5c\u6d41\u7a0b\u51b3\u5b9a\uff0c\u4e0d\u662f\u4e00\u53e5\u53e3\u53f7\u3002<\/p><\/div><p>\u8fd9\u4e0d\u4ee3\u8868\u4f60\u6c38\u8fdc\u4e0d\u80fd\u7528 DeepSeek\uff0c\u800c\u662f\u8981\u628a\u4f4e\u98ce\u9669\u6d4b\u8bd5\u548c\u654f\u611f\u5de5\u4f5c\u5206\u5f00\u3002\u516c\u5f00\u7684\u4ea7\u54c1\u8bf4\u660e\u662f\u4e00\u56de\u4e8b\uff1b\u79c1\u4eba\u6295\u6807\u6587\u4ef6\u3001\u5e26\u7535\u8bdd\u53f7\u7801\u7684\u5ba2\u6237\u6295\u8bc9\u3001\u672a\u516c\u5f00\u5408\u540c\u6216\u751f\u4ea7\u73af\u5883 API key\uff0c\u662f\u53e6\u4e00\u56de\u4e8b\u3002\u63d0\u4ea4\u4e4b\u540e\uff0c\u6a21\u578b\u4e0d\u80fd\u5e2e\u4f60\u628a\u79d8\u5bc6\u585e\u56de\u74f6\u5b50\u91cc\u3002<\/p><p>\u51c6\u786e\u5ea6\u548c\u5185\u5bb9\u8fb9\u754c\u4e5f\u8981\u7559\u610f\u3002DeepSeek \u53ef\u4ee5\u5199\u51fa\u5b8c\u6574\u3001\u6709\u6761\u7406\u3001\u4f46\u5176\u5b9e\u9519\u8bef\u7684\u7b54\u6848\u3002\u9047\u5230\u653f\u6cbb\u654f\u611f\u6216\u6587\u5316\u80cc\u666f\u590d\u6742\u7684\u8bdd\u9898\uff0c\u4e0d\u540c\u5730\u533a\u3001\u8bed\u8a00\u548c\u7248\u672c\u7684\u56de\u7b54\u4e5f\u53ef\u80fd\u4e0d\u540c\u3002\u4f60\u4e0d\u9700\u8981\u628a\u6bcf\u6b21\u6d4b\u8bd5\u53d8\u6210\u5730\u7f18\u653f\u6cbb\u8fa9\u8bba\uff0c\u4f46\u8981\u77e5\u9053\u62d2\u7b54\u3001\u56de\u907f\u3001\u5c11\u8bf4\u6216\u7279\u522b\u8c28\u614e\u7684\u6539\u5199\uff0c\u672c\u8eab\u5c31\u662f\u8981\u8bc4\u4f30\u7684\u4ea7\u54c1\u884c\u4e3a\u3002<\/p><p>\u533b\u7597\u3001\u6cd5\u5f8b\u3001\u91d1\u878d\u548c\u5b89\u5168\u95ee\u9898\uff0c\u53ef\u4ee5\u7528 DeepSeek \u6574\u7406\u95ee\u9898\u3001\u5bfb\u627e\u6587\u4ef6\uff0c\u6700\u540e\u5224\u65ad\u4ea4\u7ed9\u5408\u8d44\u683c\u7684\u4eba\u58eb\u3002\u516c\u53f8\u5185\u90e8\u6700\u597d\u8ba2\u51e0\u6761\u77ed\u89c4\u5219\uff1a\u4ec0\u4e48\u53ef\u4ee5\u4e0a\u4f20\u3001\u4ec0\u4e48\u4e00\u5b9a\u8981\u906e\u6389\u3001\u54ea\u4e9b\u8d26\u6237\u624d\u53ef\u4ee5\u7528\u3001\u8c01\u5ba1\u6279\u6700\u7ec8\u8f93\u51fa\u3002\u56db\u6761\u8bb0\u5f97\u4f4f\u7684\u89c4\u5219\uff0c\u901a\u5e38\u597d\u8fc7\u4e00\u5802\u6ca1\u4eba\u8bb0\u4f4f\u7684\u957f\u8bb2\u5ea7\u3002<\/p><p>\u5982\u679c\u4f7f\u7528 API \u6216\u672c\u5730\u6a21\u578b\uff0c\u4e5f\u4e0d\u8981\u5047\u8bbe\u6570\u636e\u5904\u7406\u65b9\u5f0f\u548c\u6d88\u8d39\u8005\u804a\u5929\u670d\u52a1\u5b8c\u5168\u76f8\u540c\u3002\u5165\u53e3\u3001\u4f9b\u5e94\u5546\u3001\u65e5\u5fd7\u8bbe\u7f6e\u3001\u63d2\u4ef6\u548c\u4e0b\u6e38\u5de5\u5177\uff0c\u90fd\u53ef\u80fd\u6539\u53d8\u6570\u636e\u8def\u5f84\u3002\u8981\u8ffd\u8e2a\u6574\u6761\u8def\u5f84\uff0c\u4e0d\u8981\u53ea\u770b\u753b\u9762\u89d2\u843d\u7684 logo\u3002<\/p><\/section><section id=\"10\"><p class=\"lkb-section-no\">10 \/ \u548c\u5176\u4ed6\u5de5\u5177\u600e\u4e48\u9009<\/p><h2>\u548c ChatGPT\u3001Gemini\u3001Claude\u3001Perplexity \u600e\u4e48\u9009<\/h2><p>DeepSeek \u4e0d\u662f\u81ea\u52a8\u66ff\u4ee3\u6240\u6709\u52a9\u624b\u7684\u7b54\u6848\u3002\u5b83\u7279\u522b\u9002\u5408\u5f00\u653e\u6743\u91cd\u3001\u4e2d\u6587\u5de5\u4f5c\u3001\u957f\u4e0a\u4e0b\u6587\u3001\u7f16\u7a0b\u3001Agent \u5b9e\u9a8c\u6216 token \u6210\u672c\u91cd\u8981\u7684\u573a\u666f\uff1b\u53e6\u4e00\u4e2a\u5de5\u5177\u53ef\u80fd\u5728\u6587\u4ef6\u6d41\u7a0b\u3001\u5de5\u5177\u751f\u6001\u3001\u5199\u4f5c\u98ce\u683c\u6216\u6765\u6e90\u6574\u7406\u65b9\u9762\u66f4\u5408\u9002\u3002<\/p><div class=\"lkb-table-wrap\"><table><thead><tr><th>\u5de5\u5177<\/th><th>\u5e38\u89c1\u53d6\u5411<\/th><th>\u4ec0\u4e48\u60c5\u51b5\u503c\u5f97\u5148\u8bd5<\/th><th>\u4ecd\u7136\u8981\u6838\u5bf9<\/th><\/tr><\/thead><tbody><tr><td>DeepSeek<\/td><td>\u6548\u7387\u3001\u5f00\u653e\u6a21\u578b\u3001\u4e2d\u6587\u5de5\u4f5c\u3001\u7f16\u7a0b\u548c API \u5b9e\u9a8c<\/td><td>\u60f3\u63a7\u5236\u6a21\u578b\u3001\u6210\u672c\u3001\u957f\u4e0a\u4e0b\u6587\u6216\u672c\u5730\u90e8\u7f72\u65b9\u5411<\/td><td>\u5b9e\u9645\u7248\u672c\u3001\u6570\u636e\u8def\u5f84\u3001\u8f93\u51fa\u8d28\u91cf\u548c\u5de5\u5177\u884c\u4e3a<\/td><\/tr><tr><td>ChatGPT<\/td><td>\u529f\u80fd\u5e7f\u7684\u901a\u7528\u52a9\u624b\u548c\u5de5\u4f5c\u53f0<\/td><td>\u5de5\u4f5c\u9700\u8981\u6765\u56de\u4f7f\u7528\u5199\u4f5c\u3001\u6587\u4ef6\u3001\u5206\u6790\u548c\u521b\u4f5c\u5de5\u5177<\/td><td>\u5b9e\u9645\u4f7f\u7528\u54ea\u4e2a\u6a21\u578b\u3001\u6a21\u5f0f\u548c\u8d26\u6237\u9650\u5236<\/td><\/tr><tr><td>Gemini<\/td><td>\u66f4\u8d34\u8fd1 Google \u751f\u6001<\/td><td>\u8d44\u6599\u5728 Google \u670d\u52a1\u4e2d\uff0c\u6216\u5de5\u4f5c\u9700\u8981\u76f8\u5173\u6574\u5408<\/td><td>\u6743\u9650\u3001\u5730\u533a\u548c\u6307\u5b9a\u6574\u5408\u662f\u5426\u771f\u7684\u5f00\u653e<\/td><\/tr><tr><td>Claude<\/td><td>\u8f83\u5b89\u9759\u7684\u957f\u6587\u5206\u6790\u548c\u4ee3\u7801\u5bf9\u8bdd<\/td><td>\u9700\u8981\u7a33\u5b9a\u7684\u8d77\u8349\u3001\u9605\u8bfb\u6216\u7f16\u7a0b\u65b9\u5f0f<\/td><td>\u8d44\u6599\u65b0\u9c9c\u5ea6\u3001\u6574\u5408\u80fd\u529b\u548c\u8ba1\u5212\u9650\u5236<\/td><\/tr><tr><td>Perplexity<\/td><td>\u4ee5\u641c\u7d22\u548c\u5f15\u7528\u4e3a\u4e2d\u5fc3<\/td><td>\u4ea4\u4ed8\u7269\u4e3b\u8981\u662f\u6700\u65b0\u8d44\u6599\u548c\u6765\u6e90\u8def\u5f84<\/td><td>\u5f15\u7528\u662f\u5426\u652f\u6301\u6574\u53e5\u8bdd\uff0c\u800c\u4e0d\u662f\u53ea\u652f\u6301\u51e0\u4e2a\u5b57<\/td><\/tr><\/tbody><\/table><\/div><p>\u4ee5\u4e0a\u53ea\u662f\u503e\u5411\uff0c\u4e0d\u662f\u6c38\u4e45\u8eab\u4efd\u3002\u4ea7\u54c1\u4f1a\u4e92\u76f8\u501f\u529f\u80fd\uff1b\u6a21\u578b\u6362\u4e86\u641c\u7d22\u5c42\u3001\u6587\u4ef6\u7cfb\u7edf\u6216\u5de5\u5177\uff0c\u4f7f\u7528\u611f\u89c9\u4e5f\u53ef\u4ee5\u5b8c\u5168\u4e0d\u540c\u3002\u7528\u771f\u5b9e\u5de5\u4f5c\u505a\u5c0f\u6d4b\u8bd5\uff1a\u4e00\u4efd\u6587\u4ef6\u3001\u4e00\u6bb5\u6587\u6848\u3001\u4e00\u4e2a\u4ee3\u7801\u95ee\u9898\u3001\u4e00\u6761\u6700\u65b0\u8d44\u8baf\u3002\u6bd4\u8f83\u51c6\u786e\u5ea6\u3001\u4fee\u6539\u65f6\u95f4\u3001\u901f\u5ea6\u3001\u603b\u6210\u672c\u548c\u7b54\u6848\u540e\u9762\u5269\u4e0b\u591a\u5c11\u6e05\u7406\u5de5\u4f5c\u3002\u4e0d\u8981\u8ba9\u58f0\u97f3\u6700\u5927\u7684\u7c89\u4e1d\u66ff\u4f60\u9009\u62e9\u3002<\/p><p>\u6211\u7684\u5206\u6cd5\u5f88\u7b80\u5355\uff1a\u5982\u679c\u91cd\u70b9\u662f\u201c\u73b0\u5728\u53d1\u751f\u4ec0\u4e48\u201d\uff0c\u5148\u8bd5\u6709\u5b9e\u65f6\u6765\u6e90\u7684\u5de5\u5177\uff1b\u5982\u679c\u60f3\u63a7\u5236\u6a21\u578b\u548c\u6210\u672c\uff0c\u8bd5 DeepSeek\uff1b\u5982\u679c\u4e3b\u8981\u5de5\u4f5c\u662f\u6574\u7406\u3001\u5199\u4f5c\u3001\u601d\u8003\u6216\u8de8\u5de5\u5177\u5236\u4f5c\uff0c\u5c31\u7528\u6700\u987a\u624b\u7684\u901a\u7528\u52a9\u624b\u3002\u9700\u8981\u65f6\u6df7\u5408\u4f7f\u7528\uff0c\u4f46\u4ea4\u63a5\u4f4d\u7f6e\u4e00\u5b9a\u8981\u6709\u4eba\u76ef\u7740\u3002<\/p><\/section><section id=\"11\"><p class=\"lkb-section-no\">11 \/ \u4ece\u4e00\u4ef6\u771f\u5b9e\u5de5\u4f5c\u5f00\u59cb<\/p><h2>\u4e00\u4e2a\u5b9e\u9645\u7684\u5f00\u59cb\u65b9\u6cd5<\/h2><p>\u6253\u5f00\u5b98\u65b9\u7f51\u9875\u6216 App\uff0c\u6216\u8005\u505a\u4e00\u4e2a\u5c0f API \u6d4b\u8bd5\u3002\u9009\u62e9\u4e00\u4ef6\u771f\u5b9e\u3001\u7565\u6709\u9ebb\u70e6\u3001\u4f60\u5e73\u65f6\u4f1a\u62d6\u5230\u6700\u540e\u624d\u505a\u7684\u4e8b\uff1a\u4e00\u4efd\u957f\u4ea7\u54c1\u8bf4\u660e\u3001\u51e0\u4e2a\u7248\u672c\u7684\u6bd4\u8f83\u3001\u4e00\u6bb5\u9519\u8bef\u4fe1\u606f\uff0c\u6216\u8005\u4e00\u7bc7\u4e2d\u82f1\u53cc\u8bed\u6587\u6848\u3002\u73a9\u5177\u95ee\u9898\u53ef\u4ee5\u8ba9\u4efb\u4f55\u52a9\u624b\u770b\u8d77\u6765\u5f88\u806a\u660e\uff1b\u771f\u6b63\u7684\u5de5\u4f5c\u624d\u662f\u597d\u88c1\u5224\u3002<\/p><ol class=\"lkb-number-list\"><li><strong>\u5148\u9009\u4f60\u6709\u6743\u4e0a\u4f20\u7684\u8d44\u6599\u3002<\/strong><span>\u4ece\u516c\u5f00\u5185\u5bb9\u6216\u6e05\u7406\u8fc7\u7684\u6837\u672c\u5f00\u59cb\uff0c\u5220\u9664\u59d3\u540d\u3001\u5bc6\u7801\u3001\u767b\u5f55\u5bc6\u94a5\u548c\u673a\u5bc6\u6570\u5b57\u3002<\/span><\/li><li><strong>\u5148\u8ba9\u5b83\u63d0\u53d6\uff0c\u518d\u8ba9\u5b83\u5224\u65ad\u3002<\/strong><span>\u5148\u5217\u4e8b\u5b9e\u3001\u5f15\u7528\u3001\u65e5\u671f\u548c\u7f3a\u5931\u5185\u5bb9\uff0c\u518d\u95ee\u5efa\u8bae\u3002<\/span><\/li><li><strong>\u81f3\u5c11\u8ffd\u95ee\u4e00\u6b21\u3002<\/strong><span>\u95ee\u54ea\u4e00\u53e5\u6700\u53ef\u80fd\u9519\u3001\u5b83\u53ef\u80fd\u8bef\u89e3\u4e86\u4ec0\u4e48\u3001\u54ea\u4e00\u70b9\u9700\u8981\u4f60\u4eb2\u81ea\u6838\u5bf9\u3002<\/span><\/li><li><strong>\u548c\u539f\u6587\u6216\u53e6\u4e00\u4e2a\u5de5\u5177\u6bd4\u8f83\u3002<\/strong><span>\u4e0d\u662f\u8981\u9009\u51a0\u519b\uff0c\u800c\u662f\u770b DeepSeek \u5e2e\u4f60\u8282\u7701\u65f6\u95f4\uff0c\u8fd8\u662f\u5236\u9020\u66f4\u591a\u68c0\u67e5\u3002<\/span><\/li><li><strong>\u5199\u4e0b\u4f7f\u7528\u8fb9\u754c\u3002<\/strong><span>\u8bb0\u5f55\u53ef\u4ee5\u4e0a\u4f20\u4ec0\u4e48\u3001\u4f7f\u7528\u4e86\u54ea\u4e2a\u6a21\u578b\u6216\u63a5\u53e3\uff0c\u4ee5\u53ca\u6700\u540e\u7531\u8c01\u6279\u51c6\u8f93\u51fa\u3002<\/span><\/li><\/ol><p>\u6700\u597d\u7684\u7ed3\u679c\u672a\u5fc5\u662f\u4e00\u6bb5\u9707\u64bc\u7684\u6587\u7ae0\uff0c\u53ef\u80fd\u53ea\u662f\u5217\u51fa 17 \u4e2a\u4f60\u6628\u5929\u5e94\u8be5\u95ee\u7684\u95ee\u9898\u3002\u4e5f\u7b97\u6570\u3002\u771f\u6b63\u5de5\u4f5c\u4e2d\uff0c\u51cf\u5c11\u6df7\u4e71\u5f80\u5f80\u6bd4\u591a\u5199\u51e0\u767e\u4e2a\u5b57\u66f4\u6709\u4ef7\u503c\u3002<\/p><p>DeepSeek \u503c\u5f97\u5173\u6ce8\uff0c\u662f\u56e0\u4e3a\u5b83\u628a\u6a21\u578b\u6548\u7387\u3001\u63a8\u7406\u548c\u5f00\u653e\u6743\u91cd\u5e26\u8fdb\u4e86\u666e\u901a\u4eba\u7684\u65e5\u5e38\u8ba8\u8bba\u3002V4.1-Flash \u7684\u65b9\u5411\u4e5f\u5f88\u6e05\u695a\uff1a\u66f4\u957f\u4e0a\u4e0b\u6587\u3001\u591a\u6a21\u6001\u3001\u5de5\u5177\u548c Agent \u5de5\u4f5c\uff0c\u540c\u65f6\u52aa\u529b\u63a7\u5236\u670d\u52a1\u6210\u672c\u3002\u7528\u5f97\u6709\u7eaa\u5f8b\uff0c\u5b83\u53ef\u4ee5\u662f\u5f88\u6709\u80fd\u529b\u7684\u5de5\u4f5c\u4f19\u4f34\uff1b\u628a benchmark \u5f53\u4fdd\u8bc1\u4e66\uff0c\u6700\u540e\u5f80\u5f80\u53ea\u662f\u589e\u52a0\u6e05\u7406\u5de5\u4f5c\u3002<\/p><\/section><section id=\"12\"><p class=\"lkb-section-no\">12 \/ \u5e38\u89c1\u95ee\u9898<\/p><h2>\u5927\u5bb6\u5e38\u95ee\u7684\u95ee\u9898<\/h2><h3>DeepSeek \u662f\u514d\u8d39\u7684\u5417\uff1f<\/h3><p>\u5b98\u65b9\u804a\u5929\u670d\u52a1\u548c App \u53ef\u80fd\u63d0\u4f9b\u514d\u8d39\u4f7f\u7528\uff1bAPI \u6309 token \u6536\u8d39\uff0c\u672c\u5730\u90e8\u7f72\u5219\u6709\u786c\u4ef6\u548c\u8fd0\u884c\u6210\u672c\u3002\u65b9\u6848\u3001\u9650\u5236\u548c\u53ef\u7528\u5730\u533a\u53ef\u80fd\u6539\u53d8\uff0c\u6700\u597d\u76f4\u63a5\u770b\u5b98\u65b9\u5f53\u524d\u9875\u9762\uff0c\u4e0d\u8981\u53ea\u76f8\u4fe1\u65e7\u622a\u56fe\u3002<\/p><h3>DeepSeek \u548c DeepSeek-R1 \u662f\u540c\u4e00\u4e2a\u4e1c\u897f\u5417\uff1f<\/h3><p>\u4e0d\u662f\u3002DeepSeek \u662f\u516c\u53f8\u548c\u4ea7\u54c1\u5bb6\u65cf\uff0cR1 \u662f 2025 \u5e74\u7206\u7ea2\u7684\u63a8\u7406\u6a21\u578b\u3002\u76ee\u524d\u5b98\u65b9\u8def\u7ebf\u5305\u62ec V4 \u7cfb\u5217\u548c V4.1-Flash\u3002\u7f51\u9875\u3001App \u6216 API \u4e2d\u4f7f\u7528\u7684\u6a21\u578b\uff0c\u4e0d\u4e00\u5b9a\u7528\u540c\u4e00\u79cd\u65b9\u5f0f\u663e\u793a\u540d\u5b57\u3002<\/p><h3>\u9999\u6e2f\u53ef\u4ee5\u4f7f\u7528 DeepSeek \u5417\uff1f<\/h3><p>\u5b9e\u9645\u80fd\u5426\u4f7f\u7528\uff0c\u4f1a\u53d7\u5230\u5b98\u65b9\u670d\u52a1\u3001App \u4e0a\u67b6\u3001\u7f51\u7edc\u3001\u8d26\u6237\u548c\u5165\u53e3\u5f71\u54cd\u3002\u5b98\u65b9\u9996\u9875\u63d0\u4f9b\u7f51\u9875\u804a\u5929\u3001App \u4e0b\u8f7d\u548c API \u5e73\u53f0\u94fe\u63a5\uff1b\u9700\u8981\u4f7f\u7528\u65f6\uff0c\u76f4\u63a5\u67e5\u770b\u5f53\u5929\u9875\u9762\u3002\u65e7\u7684\u5730\u533a workaround \u672a\u5fc5\u8fd8\u9700\u8981\uff0c\u4e5f\u672a\u5fc5\u4ecd\u7136\u6709\u6548\u3002<\/p><h3>\u4e00\u767e\u4e07 token \u662f\u4e0d\u662f\u4ee3\u8868\u4ec0\u4e48\u6587\u4ef6\u90fd\u80fd\u4e0a\u4f20\uff1f<\/h3><p>\u4e0d\u662f\u3002\u8fd9\u662f\u4e0a\u4e0b\u6587\u5bb9\u91cf\uff0c\u4e0d\u662f\u9690\u79c1\u8c41\u514d\uff0c\u4e5f\u4e0d\u4fdd\u8bc1\u6bcf\u4e00\u9875\u90fd\u80fd\u88ab\u540c\u6837\u51c6\u786e\u5730\u7406\u89e3\u3002\u4ecd\u7136\u8981\u770b\u6587\u4ef6\u9650\u5236\u3001\u8d26\u6237\u8bbe\u7f6e\u3001\u6570\u636e\u653f\u7b56\uff0c\u4ee5\u53ca\u6a21\u578b\u80fd\u4e0d\u80fd\u51c6\u786e\u627e\u51fa\u91cd\u70b9\u3002<\/p><h3>DeepSeek \u53ef\u4ee5\u672c\u5730\u8fd0\u884c\u5417\uff1f<\/h3><p>\u76ee\u524d V4.1-Flash \u6a21\u578b\u5361\u63d0\u4f9b\u672c\u5730\u8fd0\u884c\u8def\u5f84\uff0c\u5e76\u5217\u51fa\u6a21\u578b\u6743\u91cd\u548c\u4ee3\u7801\u4f7f\u7528 MIT \u8bb8\u53ef\u8bc1\u3002\u4f46\u662f\u5426\u5b9e\u9645\u53ef\u884c\uff0c\u8981\u770b\u786c\u4ef6\u3001\u91cf\u5316\u3001\u63a8\u7406\u5de5\u5177\u3001\u901f\u5ea6\u8981\u6c42\u548c\u7ef4\u62a4\u9884\u7b97\u3002\u5bf9\u5927\u591a\u6570\u4e2a\u4eba\u7528\u6237\uff0c\u5148\u7528\u5b98\u65b9\u670d\u52a1\u6216\u5c0f\u578b API \u6d4b\u8bd5\u4f1a\u7b80\u5355\u5f88\u591a\u3002<\/p><h3>DeepSeek \u4e00\u5b9a\u6bd4 ChatGPT \u6216 Claude \u597d\u5417\uff1f<\/h3><p>\u6ca1\u6709\u4e00\u4e2a\u8bda\u5b9e\u7684\u901a\u7528\u7b54\u6848\u3002DeepSeek \u53ef\u80fd\u5728\u5f00\u653e\u6743\u91cd\u3001\u4e2d\u6587\u5de5\u4f5c\u3001\u4e0a\u4e0b\u6587\u3001\u7f16\u7a0b\u6216\u6210\u672c\u65b9\u9762\u66f4\u9002\u5408\u4f60\uff1b\u53e6\u4e00\u4e2a\u52a9\u624b\u53ef\u80fd\u5728\u6587\u4ef6\u3001\u5de5\u5177\u3001\u6587\u98ce\u6216\u6765\u6e90\u6d41\u7a0b\u4e0a\u66f4\u597d\u3002\u7528\u540c\u4e00\u5c0f\u6279\u771f\u5b9e\u5de5\u4f5c\u6d4b\u8bd5\uff0c\u518d\u6bd4\u8f83\u7b54\u6848\u540e\u9762\u5269\u4e0b\u7684\u4fee\u6539\u91cf\u3002<\/p><h3>\u516c\u53f8\u673a\u5bc6\u6587\u4ef6\u5e94\u8be5\u4e0a\u4f20\u5417\uff1f<\/h3><p>\u5728\u6838\u5bf9\u76f8\u5173\u9690\u79c1\u653f\u7b56\u3001\u8d26\u6237\u8bbe\u7f6e\u3001\u5408\u540c\u548c\u516c\u53f8\u89c4\u5219\u4e4b\u524d\uff0c\u4e0d\u8981\u3002\u5148\u906e\u6389\u654f\u611f\u8d44\u6599\uff0c\u4f7f\u7528\u83b7\u6279\u51c6\u7684\u73af\u5883\uff0c\u4e5f\u8981\u77e5\u9053\u63d2\u4ef6\u6216\u4e0b\u6e38\u5de5\u5177\u662f\u5426\u4f1a\u4e00\u8d77\u6536\u5230\u6587\u4ef6\u3002<\/p><\/section><section id=\"sources\" class=\"lkb-sources\"><p class=\"lkb-section-no\">SOURCES<\/p><h2>Sources checked<\/h2><ol><li><a href=\"https:\/\/www.deepseek.com\/\" target=\"_blank\" rel=\"noopener\">DeepSeek official homepage<\/a><\/li><li><a href=\"https:\/\/www.deepseek.com\/news\/deepseek-v4-1-flash\/\" target=\"_blank\" rel=\"noopener\">DeepSeek-V4.1-Flash announcement<\/a><\/li><li><a href=\"https:\/\/api-docs.deepseek.com\/quick_start\/pricing\/\" target=\"_blank\" rel=\"noopener\">DeepSeek API models and pricing<\/a><\/li><li><a href=\"https:\/\/www.deepseek.com\/en\/harness\/\" target=\"_blank\" rel=\"noopener\">DeepSeek Harness<\/a><\/li><li><a href=\"https:\/\/huggingface.co\/deepseek-ai\/DeepSeek-V4.1-Flash\" target=\"_blank\" rel=\"noopener\">DeepSeek-V4.1-Flash model card and technical report<\/a><\/li><li><a href=\"https:\/\/www.deepseek.com\/en\/transparency\/\" target=\"_blank\" rel=\"noopener\">DeepSeek transparency centre<\/a><\/li><li><a href=\"https:\/\/cdn.deepseek.com\/policies\/en-US\/deepseek-privacy-policy.html?locale=en_US\" target=\"_blank\" rel=\"noopener\">DeepSeek privacy policy<\/a><\/li><li><a href=\"https:\/\/download.deepseek.com\/\" target=\"_blank\" rel=\"noopener\">DeepSeek app download<\/a><\/li><\/ol><p class=\"lkb-source-note\">Model names, access routes, pricing, policies and account features can change. This article reflects the official DeepSeek pages checked on 2026-10-13; verify the live product and policy pages when a current detail matters.<\/p><\/section><\/article><\/div><footer class=\"lkb-end\"><div class=\"lkb-wrap\"><strong>\u7528\u5b83\u7684\u5f00\u653e\u6027\uff0c\u4fdd\u7559\u81ea\u5df1\u7684\u5224\u65ad\u3002<\/strong><p>DeepSeek \u503c\u5f97\u5c1d\u8bd5\uff0c\u662f\u56e0\u4e3a\u5b83\u7684\u5f00\u653e\u6a21\u578b\u3001\u957f\u4e0a\u4e0b\u6587\u3001\u4e2d\u6587\u80fd\u529b\u548c\u6210\u672c\u53ef\u80fd\u6b63\u597d\u9002\u5408\u4f60\u7684\u5de5\u4f5c\u3002\u6a21\u578b\u53ef\u4ee5\u8dd1\u5f97\u5f88\u5feb\uff0c\u4f46\u6700\u540e\u7684\u6838\u5bf9\u4ecd\u7136\u7531\u4f60\u5b8c\u6210\u3002<\/p><\/div><\/footer><\/main><script id=\"locke-owner-blog-script\">(function(){'use strict';var root=document.querySelector('[data-lkb-article]');if(!root)return;var bar=root.querySelector('[data-lkb-progress]');var sections=[].slice.call(root.querySelectorAll('.lkb-prose>section[id]'));var links=[].slice.call(root.querySelectorAll('.lkb-toc a'));function update(){var max=document.documentElement.scrollHeight-window.innerHeight;var ratio=max>0?Math.max(0,Math.min(1,window.scrollY\/max)):0;if(bar)bar.style.transform='scaleX('+ratio+')';var current='';sections.forEach(function(s){if(s.getBoundingClientRect().top<=180)current=s.id});links.forEach(function(a){a.classList.toggle('is-active',a.getAttribute('href')==='#'+current)})}window.addEventListener('scroll',update,{passive:true});window.addEventListener('resize',update);update()}());<\/script>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>DeepSeek AI \u6df1\u5165\u4ecb\u7ecd\uff1aR1\u3001V4.1 Flash\u3001\u957f\u4e0a\u4e0b\u6587\u3001API \u6210\u672c\u3001\u5f00\u653e\u6743\u91cd\u3001\u672c\u5730\u90e8\u7f72\u3001\u5b9e\u9645\u7528\u6cd5\u3001\u9690\u79c1\u548c\u9650\u5236\u3002<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[50],"tags":[],"class_list":["post-15922","post","type-post","status-publish","format-standard","hentry","category-ai"],"_links":{"self":[{"href":"https:\/\/lockelee.hk\/zh-cn\/wp-json\/wp\/v2\/posts\/15922","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/lockelee.hk\/zh-cn\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/lockelee.hk\/zh-cn\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/lockelee.hk\/zh-cn\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/lockelee.hk\/zh-cn\/wp-json\/wp\/v2\/comments?post=15922"}],"version-history":[{"count":1,"href":"https:\/\/lockelee.hk\/zh-cn\/wp-json\/wp\/v2\/posts\/15922\/revisions"}],"predecessor-version":[{"id":15924,"href":"https:\/\/lockelee.hk\/zh-cn\/wp-json\/wp\/v2\/posts\/15922\/revisions\/15924"}],"wp:attachment":[{"href":"https:\/\/lockelee.hk\/zh-cn\/wp-json\/wp\/v2\/media?parent=15922"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/lockelee.hk\/zh-cn\/wp-json\/wp\/v2\/categories?post=15922"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/lockelee.hk\/zh-cn\/wp-json\/wp\/v2\/tags?post=15922"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}