{"id":15920,"date":"2026-10-13T15:26:17","date_gmt":"2026-10-13T07:26:17","guid":{"rendered":"https:\/\/lockelee.hk\/?p=15920"},"modified":"2026-10-13T15:26:17","modified_gmt":"2026-10-13T07:26:17","slug":"deepseek-ai","status":"publish","type":"post","link":"https:\/\/lockelee.hk\/zh-hk\/ai\/deepseek-ai\/","title":{"rendered":"DeepSeek AI\uff1a\u7531 R1 \u7206\u7d05\u5230 V4.1 Flash\uff0c\u529f\u80fd\u3001\u6210\u672c\u540c\u9650\u5236\u4e00\u6b21\u8b1b\u6e05\u695a"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"15920\" class=\"elementor elementor-15920\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-deepseekaizhhk 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=\"deepseekaizhhk\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-htmldeepseekaizhhk elementor-widget elementor-widget-html\" data-id=\"htmldeepseekaizhhk\" 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\u5eab<\/a><div class=\"lkb-hero-grid\"><div><p class=\"lkb-kicker\">\u4eba\u5de5\u667a\u80fd\uff0fDEEPSEEK AI<\/p><h1>DeepSeek AI\uff1a\u7531 R1 \u7206\u7d05\u5230 V4.1 Flash\uff0c\u529f\u80fd\u3001\u6210\u672c\u540c\u9650\u5236\u4e00\u6b21\u8b1b\u6e05\u695a<\/h1><p class=\"lkb-dek\">\u7531 DeepSeek AI \u4fc2\u4e5c\u3001R1 \u9ede\u89e3\u5f15\u8d77\u5168\u7403\u8a0e\u8ad6\uff0c\u5230\u76ee\u524d V4.1-Flash\u3001API\u3001\u672c\u5730\u90e8\u7f72\u3001\u5be6\u969b\u7528\u6cd5\u3001\u79c1\u96b1\u540c\u9650\u5236\uff0c\u9010\u6a23\u8b1b\u6e05\u695a\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\u9418\u95b1\u8b80<\/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\u9304<\/p><nav><a href=\"#1\">DeepSeek AI \u5230\u5e95\u4fc2\u4e5c<\/a><a href=\"#2\">\u7531 R1 \u7206\u7d05\uff0c\u5230 V4.1 Flash<\/a><a href=\"#3\">\u9ede\u89e3\u67b6\u69cb\u6703\u5f71\u97ff\u6210\u672c<\/a><a href=\"#4\">\u76ee\u524d\u7248\u672c\u6709\u54a9\u80fd\u529b<\/a><a href=\"#5\">\u804a\u5929\u3001API\u3001\u672c\u5730\u90e8\u7f72\uff0c\u5176\u5be6\u4fc2\u4e09\u6a23\u5622<\/a><a href=\"#6\">DeepSeek \u771f\u6b63\u9069\u5408\u505a\u54a9<\/a><a href=\"#7\">\u9ede\u6a23\u554f\uff0c\u5148\u651e\u5230\u53ef\u4ee5\u7528\u7684\u7b54\u6848<\/a><a href=\"#8\">\u958b\u6e90\u5514\u4ee3\u8868\u96f6\u6210\u672c<\/a><a href=\"#9\">\u79c1\u96b1\u3001\u504f\u5dee\u540c\u8981\u81ea\u5df1\u6838\u5c0d\u7684\u5730\u65b9<\/a><a href=\"#10\">\u540c ChatGPT\u3001Gemini\u3001Claude\u3001Perplexity \u9ede\u63c0<\/a><a href=\"#11\">\u4e00\u500b\u5be6\u969b\u7684\u958b\u59cb\u65b9\u6cd5<\/a><a href=\"#12\">\u5927\u5bb6\u6210\u65e5\u554f<\/a><\/nav><\/aside><article class=\"lkb-prose\"><div class=\"lkb-mobile-toc\"><details><summary>\u6587\u7ae0\u76ee\u9304<span>\uff0b<\/span><\/summary><nav><a href=\"#1\">DeepSeek AI \u5230\u5e95\u4fc2\u4e5c<\/a><a href=\"#2\">\u7531 R1 \u7206\u7d05\uff0c\u5230 V4.1 Flash<\/a><a href=\"#3\">\u9ede\u89e3\u67b6\u69cb\u6703\u5f71\u97ff\u6210\u672c<\/a><a href=\"#4\">\u76ee\u524d\u7248\u672c\u6709\u54a9\u80fd\u529b<\/a><a href=\"#5\">\u804a\u5929\u3001API\u3001\u672c\u5730\u90e8\u7f72\uff0c\u5176\u5be6\u4fc2\u4e09\u6a23\u5622<\/a><a href=\"#6\">DeepSeek \u771f\u6b63\u9069\u5408\u505a\u54a9<\/a><a href=\"#7\">\u9ede\u6a23\u554f\uff0c\u5148\u651e\u5230\u53ef\u4ee5\u7528\u7684\u7b54\u6848<\/a><a href=\"#8\">\u958b\u6e90\u5514\u4ee3\u8868\u96f6\u6210\u672c<\/a><a href=\"#9\">\u79c1\u96b1\u3001\u504f\u5dee\u540c\u8981\u81ea\u5df1\u6838\u5c0d\u7684\u5730\u65b9<\/a><a href=\"#10\">\u540c ChatGPT\u3001Gemini\u3001Claude\u3001Perplexity \u9ede\u63c0<\/a><a href=\"#11\">\u4e00\u500b\u5be6\u969b\u7684\u958b\u59cb\u65b9\u6cd5<\/a><a href=\"#12\">\u5927\u5bb6\u6210\u65e5\u554f<\/a><\/nav><\/details><\/div><section id=\"1\"><p class=\"lkb-section-no\">01 \/ \u4eba\u5de5\u667a\u80fd<\/p><h2>DeepSeek AI \u5230\u5e95\u4fc2\u4e5c<\/h2><div class=\"lkb-answer-box\"><strong>DeepSeek AI \u4fc2\u4e00\u9593\u4e2d\u570b\u4eba\u5de5\u667a\u80fd\u516c\u53f8\uff0c\u4ea6\u4fc2\u4e00\u7cfb\u5217\u6a21\u578b\u540c\u7522\u54c1\u7684\u7e3d\u7a31\uff0c\u5514\u4fc2\u55ae\u4e00\u4e00\u500b\u804a\u5929\u6a5f\u68b0\u4eba\u3002\u622a\u81f3 2026 \u5e74 10 \u6708 13 \u65e5\uff0c\u5b98\u65b9\u7522\u54c1\u9801\u9762\u4e3b\u6253 DeepSeek-V4.1-Flash\uff1a\u6709\u539f\u751f\u8996\u89ba\u7406\u89e3\u3001\u4e00\u767e\u842c token \u4e0a\u4e0b\u6587\u3001\u601d\u8003\u53ca\u975e\u601d\u8003\u6a21\u5f0f\u3001\u5de5\u5177\u8abf\u7528\uff0c\u540c\u57cb\u76f8\u5c0d\u5e73\u7684 API\u3002\u7db2\u9801\u3001App\u3001API \u540c\u53ef\u4e0b\u8f09\u6a21\u578b\u6b0a\u91cd\u6709\u95dc\u4fc2\uff0c\u4f46\u5514\u4fc2\u540c\u4e00\u4ef6\u7522\u54c1\u3002<\/strong><\/div><p>\u5462\u500b\u5206\u5225\u597d\u91cd\u8981\u3002\u4f60\u7528\u700f\u89bd\u5668\u540c DeepSeek \u50be\u5048\uff0c\u4fc2\u7528\u7dca\u4ee3\u70ba\u904b\u884c\u7684\u670d\u52d9\uff1b\u958b\u767c\u8005\u53eb <code>deepseek-flash<\/code>\uff0c\u4fc2\u8cb7 API \u4f7f\u7528\u91cf\uff1b\u4e0b\u8f09\u6a21\u578b\u6b0a\u91cd\u8fd4\u81ea\u5df1\u6a5f\u623f\uff0c\u5247\u4fc2\u53e6\u4e00\u500b\u5de5\u7a0b\u9805\u76ee\u3002\u4e09\u6a23\u90fd\u53eb DeepSeek\uff0c\u4f46\u9650\u5236\u3001\u79c1\u96b1\u554f\u984c\u540c\u6210\u672c\u5b8c\u5168\u53ef\u4ee5\u5514\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=\"\u8cc7\u6599\u4e2d\u5fc3\u6a5f\u67b6\u5167\u4e00\u6392\u6392\u4f3a\u670d\u5668\" loading=\"lazy\"><figcaption>\u6a21\u578b\u7747\u843d\u4fc2\u756b\u9762\u4e0a\u7684\u8edf\u4ef6\uff0c\u4f46\u6210\u672c\u5176\u5be6\u843d\u5728\u5462\u985e\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\u4ee4\u5168\u4e16\u754c\u7559\u610f\uff0c\u4fc2 2025 \u5e74\u521d\u7684 R1\u3002\u7576\u6642\u5927\u5bb6\u722d\u8ad6 benchmark\u3001\u958b\u6e90\u6b0a\u91cd\u3001\u8a13\u7df4\u6548\u7387\u3001\u6676\u7247\u9650\u5236\u3001\u79d1\u6280\u80a1\u4f30\u503c\uff0c\u4ef2\u6709\u4e00\u500b\u66f4\u6839\u672c\u7684\u554f\u984c\uff1a\u9802\u5c16\u4eba\u5de5\u667a\u80fd\u4fc2\u54aa\u4e00\u5b9a\u8981\u7528\u5929\u6587\u6578\u5b57\u7684\u9810\u7b97\u5148\u505a\u5f97\u5230\u3002\u7db2\u4e0a\u8b1b\u5230\u6709\u5572\u4f3c\u4e16\u754c\u672b\u65e5\uff0c\u79d1\u6280\u9047\u4e0a\u80a1\u5e02\u6a19\u984c\uff0c\u6210\u65e5\u90fd\u6703\u6709\u5c11\u5c11\u8a87\u5f35\u3002<\/p><p>\u800c\u5bb6\u518d\u7747 DeepSeek\uff0c\u5514\u4f7f\u7e7c\u7e8c\u56f0\u5728\u300c\u4f62\u4fc2\u54aa\u6253\u4f4e\u6652\u5176\u4ed6\u516c\u53f8\u300d\u5462\u500b\u554f\u984c\u3002\u5187\u4e00\u500b\u6a21\u578b\u53ef\u4ee5\u55ba\u6240\u6709\u5de5\u4f5c\u90fd\u8d0f\u6652\u3002\u66f4\u5be6\u969b\u7684\u770b\u6cd5\u4fc2\uff1aDeepSeek \u5df2\u7d93\u6210\u70ba\u76ee\u524d\u958b\u6e90\u6a21\u578b\u5e02\u5834\u6700\u91cd\u8981\u7684\u5be6\u9a57\u8005\u4e4b\u4e00\uff0c\u8feb\u4f7f\u5176\u4ed6\u516c\u53f8\u6b63\u8996\u63a8\u7406\u6210\u672c\u3001\u9577\u4e0a\u4e0b\u6587\u3001\u5de5\u5177\u4f7f\u7528\u540c Agent \u5de5\u4f5c\u3002\u4f60\u771f\u6b63\u60f3\u77e5\u7684\uff0c\u4fc2\u5b83\u6709\u908a\u4e00\u90e8\u5206\u9069\u5408\u81ea\u5df1\u3002<\/p><p>\u4ee5\u4e0b\u6703\u7531\u6a21\u578b\u8def\u7dda\u3001\u6280\u8853\u540d\u8a5e\u540c\u5be6\u969b\u7528\u6cd5\u8b1b\u8d77\uff0c\u518d\u8b1b\u958b\u6e90\u80cc\u5f8c\u7684\u771f\u5be6\u6210\u672c\u3001\u8cc7\u6599\u6703\u53bb\u908a\u5ea6\uff0c\u4ee5\u53ca\u6211\u5514\u6703\u96a8\u4fbf\u4ea4\u7540\u4f62\u8655\u7406\u7684\u4e8b\u60c5\u2014\u2014\u5c24\u5176\u4fc2\u6a5f\u5bc6\u6587\u4ef6\u3001\u9ad8\u98a8\u96aa\u6c7a\u5b9a\uff0c\u540c\u57cb\u4e00\u5572\u8b1b\u5f97\u592a\u9806\u4f46\u672a\u5fc5\u771f\u78ba\u7684\u8aaa\u6cd5\u3002<\/p><\/section><section id=\"2\"><p class=\"lkb-section-no\">02 \/ \u4f62\u9ede\u6a23\u884c\u5230\u4eca\u65e5<\/p><h2>\u7531 R1 \u7206\u7d05\uff0c\u5230 V4.1 Flash<\/h2><p>DeepSeek \u7684\u540d\u8072\u4fc2\u4e00\u5c64\u5c64\u758a\u51fa\u4f86\u3002R1 \u6700\u5608\uff0c\u56e0\u70ba\u4f62\u4ee4\u300c\u63a8\u7406\u6a21\u578b\u300d\u7531\u7814\u7a76\u8ad6\u6587\u5165\u9762\u8d70\u5497\u51fa\u4f86\uff0c\u8b8a\u6210\u4e00\u822c\u4eba\u90fd\u6703\u8a0e\u8ad6\u7684\u7522\u54c1\u3002\u8f03\u9577\u7684\u63a8\u7406\u904e\u7a0b\u3001\u6578\u5b78\u540c\u7de8\u7a0b\u8868\u73fe\u3001\u516c\u958b\u7684\u6a21\u578b\u6b0a\u91cd\uff0c\u4ee4\u958b\u767c\u8005\u53ef\u4ee5\u4e0b\u8f09\u3001\u6e2c\u8a66\u3001\u6539\u9020\uff1b\u6700\u91cd\u8981\u7684\u662f\uff0c\u5927\u5bb6\u7a81\u7136\u898b\u5230\u9802\u5c16\u80fd\u529b\u5514\u4e00\u5b9a\u53ea\u53ef\u4ee5\u9396\u55ba\u4e00\u500b\u5c01\u9589\u804a\u5929\u9801\u9762\u5165\u9762\u3002<\/p><p>R1 \u524d\u5f8c\uff0cV \u7cfb\u5217\u5247\u8ca0\u8cac\u8f03\u5ee3\u6cdb\u7684\u8a9e\u8a00\u3001\u7a0b\u5f0f\u3001\u63a8\u7406\u540c Agent \u5de5\u4f5c\u3002V3 \u4ee4 DeepSeek \u6709\u4e00\u500b\u66f4\u5b8c\u6574\u7684\u901a\u7528\u5e95\u76e4\uff1b2026 \u5e74 4 \u6708\u516c\u5e03\u7684 V4 \u5c07\u7126\u9ede\u63a8\u5411\u4e00\u767e\u842c token \u4e0a\u4e0b\u6587\u540c\u9577\u4efb\u52d9\uff1b\u5230 9 \u6708\uff0cV4.1-Flash \u52a0\u5165\u539f\u751f\u8996\u89ba\u7406\u89e3\uff0c\u4ea6\u7528\u65b0\u67b6\u69cb\u8655\u7406\u9577\u8f38\u5165\u540c\u6210\u672c\u554f\u984c\u3002<\/p><div class=\"lkb-table-wrap\"><table><thead><tr><th>\u968e\u6bb5<\/th><th>\u5927\u5bb6\u7559\u610f\u5230\u4e5c<\/th><th>\u9ede\u89e3\u800c\u5bb6\u4ecd\u7136\u91cd\u8981<\/th><\/tr><\/thead><tbody><tr><td>DeepSeek-V3<\/td><td>\u901a\u7528\u80fd\u529b\u540c\u6548\u7387\u53d6\u5411<\/td><td>\u8b49\u660e DeepSeek \u5514\u53ea\u4fc2\u9760\u4e00\u500b\u63a8\u7406\u793a\u7bc4\u51fa\u540d\u3002<\/td><\/tr><tr><td>DeepSeek-R1<\/td><td>\u6578\u5b78\u3001\u7a0b\u5f0f\u3001\u63a8\u7406\uff0c\u540c\u516c\u958b\u6b0a\u91cd<\/td><td>\u4ee4\u958b\u653e\u7a0b\u5ea6\u540c\u63a8\u7406\u6210\u672c\u8b8a\u6210\u4e3b\u6d41\u8a71\u984c\u3002<\/td><\/tr><tr><td>DeepSeek-V4<\/td><td>\u4e00\u767e\u842c token \u4e0a\u4e0b\u6587\uff0c\u540c Agent \u65b9\u5411<\/td><td>\u7531\u55ae\u6b21\u56de\u7b54\u8f49\u53bb\u9577\u6642\u9593\u8655\u7406\u6587\u4ef6\u540c\u5de5\u5177\u3002<\/td><\/tr><tr><td>DeepSeek-V4.1-Flash<\/td><td>\u8996\u89ba\u7406\u89e3\u3001\u601d\u8003\u63a7\u5236\uff0c\u540c\u8f03\u4f4e\u670d\u52d9\u6210\u672c<\/td><td>\u4fc2\u73fe\u6642\u8f03\u5be6\u7528\u7684\u591a\u6a21\u614b\u540c Agent \u8def\u7dda\u3002<\/td><\/tr><\/tbody><\/table><\/div><p>\u6700\u5bb9\u6613\u51fa\u932f\u7684\u5730\u65b9\u4fc2\uff0c\u5c07 2025 \u5e74\u7684 R1 \u5c0d\u8a71\u9ad4\u9a57\uff0c\u540c 2026 \u5e74 V4.1 API \u6587\u4ef6\u7576\u6210\u5169\u7c92\u6309\u9215\u76f4\u63a5\u6bd4\u8f03\u3002\u5176\u5be6\u6a21\u578b\u3001\u4ecb\u9762\u3001\u63d0\u793a\u65b9\u5f0f\u3001\u641c\u5c0b\u5de5\u5177\u3001\u5e33\u6236\u9650\u5236\u540c\u5b89\u5168\u5c64\uff0c\u5168\u90e8\u53ef\u4ee5\u6539\u8b8a\u4f60\u7528\u843d\u7684\u611f\u89ba\u3002\u6709\u4eba\u8a71\u300cDeepSeek \u52c1\u5230\u4e0d\u5f97\u4e86\u300d\uff0c\u53e6\u4e00\u500b\u4eba\u8a71\u300c\u5b8c\u5168\u5514\u6382\u300d\uff0c\u6211\u7b2c\u4e00\u53e5\u6703\u554f\uff1a\u908a\u500b\u7248\u672c\uff1f\u908a\u500b\u5165\u53e3\uff1f\u505a\u7dca\u54a9\u5de5\u4f5c\uff1f<\/p><p>\u5514\u4fc2\u5439\u6bdb\u6c42\u75b5\u3002\u5c31\u597d\u4f3c\u8a55\u8ad6\u4e00\u67b6\u8eca\uff0c\u540c\u8a55\u8ad6\u4f60\u4eca\u65e5\u642d\u5230\u7684\u7684\u58eb\uff0c\u4fc2\u5169\u4ef6\u4e8b\u3002<\/p><\/section><section id=\"3\"><p class=\"lkb-section-no\">03 \/ \u5165\u9762\u9ede\u904b\u4f5c<\/p><h2>\u9ede\u89e3\u67b6\u69cb\u6703\u5f71\u97ff\u6210\u672c<\/h2><p>\u4f60\u6700\u5e38\u898b\u5230\u7684\u6280\u8853\u540d\u8a5e\u4fc2 MoE\uff0c\u5373\u4fc2 Mixture of Experts\uff0c\u53ef\u4ee5\u8b6f\u505a\u300c\u5c08\u5bb6\u6df7\u5408\u6a21\u578b\u300d\u3002\u60f3\u50cf\u4e00\u9593\u6709\u597d\u591a\u5c08\u9580\u5c0f\u7d44\u7684\u5927\u5de5\u5834\uff0c\u4f46\u6bcf\u5f35\u8a02\u55ae\u53ea\u6703\u53eb\u5176\u4e2d\u5e7e\u968a\u4eba\u8655\u7406\u3002\u6574\u9593\u5de5\u5834\u53ef\u4ee5\u597d\u5927\uff0c\u773c\u524d\u9019\u4e00\u5c0f\u90e8\u5206\u5de5\u4f5c\u537b\u5514\u9700\u8981\u6240\u6709\u4eba\u4e00\u9f4a\u90c1\u3002\u5462\u500b\u5514\u4fc2\u6a21\u578b\u771f\u6b63\u601d\u8003\u7684\u5b8c\u6574\u63cf\u8ff0\uff0c\u4f46\u4fc2\u4e00\u500b\u5e7e\u597d\u7528\u7684\u5165\u9580\u756b\u9762\u3002<\/p><p>\u5b98\u65b9\u4ecb\u7d39 DeepSeek-V4.1-Flash \u6642\uff0c\u8b1b\u5230\u4f62\u4fc2 552B \u53c3\u6578\u7684 MoE \u6a21\u578b\uff1b\u8f38\u5165\u8655\u7406\u6642\u53ea\u555f\u52d5\u7d04 8B \u53c3\u6578\uff0c\u8f38\u51fa\u751f\u6210\u6642\u555f\u52d5\u7d04 16B\u3002\u7e3d\u53c3\u6578\u540c\u555f\u52d5\u53c3\u6578\u5514\u4fc2\u540c\u4e00\u628a\u5c3a\uff1a\u524d\u8005\u8b1b\u6574\u500b\u6a21\u578b\u6709\u5e7e\u5927\uff0c\u5f8c\u8005\u8f03\u63a5\u8fd1\u67d0\u4e00\u6b21\u5de5\u4f5c\u8981\u52d5\u7528\u5e7e\u591a\u904b\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\u5f35\u9732\u51fa GPU \u7684\u5716\u50cf\u8655\u7406\u5668\u986f\u793a\u5361\" loading=\"lazy\"><figcaption>\u8edf\u4ef6\u300c\u958b\u6e90\u300d\u5514\u4ee3\u8868\u786c\u4ef6\u5f35\u55ae\u6703\u81ea\u52d5\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>\u53e6\u5916\uff0cV4.1-Flash \u7528 Causal Encoder-Decoder\u3001\u7a00\u758f\u6ce8\u610f\u529b\uff0c\u540c\u58d3\u7e2e KV Cache\u3002KV Cache \u53ef\u4ee5\u7576\u6210\u6a21\u578b\u8655\u7406\u9577\u5c0d\u8a71\u6216\u9577\u6587\u4ef6\u6642\u7684\u5de5\u4f5c\u8a18\u61b6\u3002\u7576\u4e0a\u4e0b\u6587\u6108\u9577\uff0c\u771f\u6b63\u56f0\u96e3\u7684\u672a\u5fc5\u53ea\u4fc2\u505a\u4e58\u6cd5\uff0c\u800c\u4fc2\u9ede\u6a23\u642c\u8cc7\u6599\u3001\u4fdd\u5b58\u8cc7\u6599\uff0c\u540c\u6642\u53c8\u5514\u597d\u4ee4\u8a18\u61b6\u9ad4\u983b\u5bec\u7206\u6389\u3002<\/p><div class=\"lkb-point-grid\"><div><span>\u7e3d\u53c3\u6578<\/span><p>\u6574\u500b\u6a21\u578b\u5b78\u5230\u7684\u6b0a\u91cd\u96c6\u5408\u6709\u5e7e\u5927\u3002\u6578\u5b57\u597d\u5438\u775b\uff0c\u4f46\u5514\u7b49\u65bc\u6bcf\u4e00\u6b21\u56de\u7b54\u7684\u76f4\u63a5\u6210\u672c\u3002<\/p><\/div><div><span>\u555f\u52d5\u53c3\u6578<\/span><p>\u67d0\u500b\u968e\u6bb5\u5be6\u969b\u53eb\u9192\u7684\u90e8\u5206\u3002\u555f\u52d5\u5f97\u5c11\uff0c\u53ef\u4ee5\u5e6b\u52a9\u670d\u52d9\u6548\u7387\uff0c\u4f46\u5514\u4ee3\u8868\u6574\u500b\u6a21\u578b\u8b8a\u6210\u4e00\u90e8\u7d30\u6a21\u578b\u3002<\/p><\/div><div><span>\u4e0a\u4e0b\u6587\u9577\u5ea6<\/span><p>\u4e00\u6b21\u8acb\u6c42\u53ef\u4ee5\u653e\u5e7e\u591a\u8f38\u5165\u540c\u5c0d\u8a71\u3002\u6578\u5b57\u518d\u5927\uff0c\u91cd\u8981\u5167\u5bb9\u90fd\u4ecd\u7136\u53ef\u80fd\u57cb\u55ba\u4e2d\u9593\u6435\u5514\u5230\u3002<\/p><\/div><div><span>KV Cache<\/span><p>\u751f\u6210\u671f\u9593\u4fdd\u7559\u7684\u81e8\u6642\u8cc7\u6599\u3002\u58d3\u7e2e\u5f97\u597d\uff0c\u53ef\u4ee5\u6e1b\u8f15\u9577\u6587\u4ef6\u540c\u91cd\u8907 Agent \u4efb\u52d9\u7684\u8a18\u61b6\u9ad4\u58d3\u529b\u3002<\/p><\/div><\/div><p>\u6240\u4ee5 DeepSeek \u7684\u6210\u672c\u6545\u4e8b\u5514\u4fc2\u55ae\u7d14\u4e00\u53e5\u300c\u5c11\u7528\u6676\u7247\u300d\u5c31\u8b1b\u5b8c\u3002\u6548\u7387\u53ef\u4ee5\u4f86\u81ea\u67b6\u69cb\u3001\u8a13\u7df4\u65b9\u6cd5\u3001\u670d\u52d9\u7cfb\u7d71\u3001\u5feb\u53d6\u91cd\u7528\u3001\u5de5\u4f5c\u6392\u7a0b\u540c\u5b9a\u50f9\u3002\u53e6\u4e00\u5bb6\u516c\u53f8\u6536\u8cbb\u8f03\u8cb4\uff0c\u672a\u5fc5\u53ea\u4fc2\u6d6a\u8cbb\uff1b\u53ef\u80fd\u5305\u542b\u53e6\u4e00\u7a2e\u80fd\u529b\u3001\u652f\u63f4\u3001\u7a69\u5b9a\u6027\u6216\u8005\u4f01\u696d\u627f\u8afe\u3002\u5514\u597d\u5c07\u4e00\u5f35\u50f9\u76ee\u8868\u7576\u6210\u7269\u7406\u5b9a\u5f8b\u3002<\/p><p>\u5b98\u65b9\u6280\u8853\u8cc7\u6599\u4ea6\u516c\u5e03\u5497\u540c\u820a\u4e00\u4ee3\u76f8\u6bd4\uff0cKV Cache \u5927\u5e45\u7e2e\u5c0f\uff0c\u4ee5\u53ca\u7279\u5b9a\u689d\u4ef6\u4e0b\u7684 benchmark\u3002\u5462\u5572\u6578\u5b57\u53ef\u4ee5\u5e6b\u4f60\u7406\u89e3\u65b9\u5411\uff0c\u4f46\u5514\u4fdd\u8b49\u4f60\u516c\u53f8\u55f0\u4efd PDF \u4e00\u6a23\u5feb\uff0c\u4ea6\u5514\u4ee3\u8868\u4f60\u624b\u4e0a\u7684\u7a0b\u5f0f\u4e00\u5b9a\u6709\u540c\u6a23\u5206\u6578\u3002\u8f38\u5165\u9577\u5ea6\u3001\u5feb\u53d6\u547d\u4e2d\u3001\u8f38\u51fa\u9577\u5ea6\u540c\u5de5\u5177\u8abf\u7528\uff0c\u5f80\u5f80\u5148\u4fc2\u771f\u6b63\u5f71\u97ff\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=\"\u4e9e\u5229\u6851\u90a3\u5dde Mesa \u8cc7\u6599\u4e2d\u5fc3\u9802\u90e8\u7684\u51b7\u537b\u5854\" loading=\"lazy\"><figcaption>\u9577\u4e0a\u4e0b\u6587\u540c\u6df1\u5ea6\u63a8\u7406\u80cc\u5f8c\u4ecd\u7136\u6709\u5be6\u9ad4\u6210\u672c\uff1a\u96fb\u529b\u3001\u6563\u71b1\u540c\u6642\u9593\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 \/ \u73fe\u6642\u7248\u672c\u7747\u54a9<\/p><h2>\u76ee\u524d\u7248\u672c\u6709\u54a9\u80fd\u529b<\/h2><p>\u4e00\u822c\u7528\u5bb6\u6700\u503c\u5f97\u7747\u7684\uff0c\u5514\u4fc2\u53c3\u6578\u6a19\u984c\uff0c\u800c\u4fc2\u73fe\u6642 DeepSeek-V4.1-Flash \u5be6\u969b\u652f\u63f4\u54a9\u3002\u5b98\u65b9 API \u6587\u4ef6\u5217\u51fa\u4e00\u767e\u842c token \u4e0a\u4e0b\u6587\uff0c\u540c\u6700\u9ad8 384K token \u8f38\u51fa\uff1b\u652f\u63f4\u601d\u8003\u53ca\u975e\u601d\u8003\u6a21\u5f0f\u3001JSON \u8f38\u51fa\u3001\u5de5\u5177\u8abf\u7528\u3001Responses API\u3001Anthropic \u683c\u5f0f API \u540c\u8996\u89ba\u8f38\u5165\u3002\u4e0d\u904e\uff0cAPI \u6709\u7684\u529f\u80fd\uff0c\u672a\u5fc5\u6703\u539f\u5c01\u4e0d\u52d5\u51fa\u73fe\u5728\u7db2\u9801\u804a\u5929\u6846\u3002<\/p><div class=\"lkb-table-wrap\"><table><thead><tr><th>\u80fd\u529b<\/th><th>\u7528\u666e\u901a\u8a71\u8b1b\u5373\u4fc2\u54a9<\/th><th>\u8981\u7559\u610f\u751a\u9ebc<\/th><\/tr><\/thead><tbody><tr><td>\u4e00\u767e\u842c token \u4e0a\u4e0b\u6587<\/td><td>\u4e00\u6b21\u53ef\u4ee5\u653e\u5165\u597d\u9577\u7684\u6587\u4ef6\u6216\u9577\u671f\u5c0d\u8a71\u3002<\/td><td>\u653e\u5f97\u5165\u5514\u4ee3\u8868\u6a21\u578b\u4e00\u5b9a\u6435\u5f97\u6e96\u6700\u91cd\u8981\u7684\u4e00\u9801\u3002<\/td><\/tr><tr><td>\u601d\u8003\uff0f\u975e\u601d\u8003<\/td><td>\u6309\u9700\u8981\u5728\u901f\u5ea6\u3001\u6210\u672c\u540c\u8f03\u6df1\u5165\u63a8\u7406\u4e4b\u9593\u53d6\u6368\u3002<\/td><td>\u8ad7\u5f97\u8010\u5514\u7b49\u65bc\u4e00\u5b9a\u5571\uff0c\u6709\u6642\u53ea\u4fc2\u9577\u5497\u3002<\/td><\/tr><tr><td>\u539f\u751f\u8996\u89ba\u7406\u89e3<\/td><td>\u53ef\u4ee5\u5c07\u5716\u7247\u540c\u6587\u5b57\u4e00\u9f4a\u8655\u7406\uff0c\u5514\u4e00\u5b9a\u8981\u5148\u53e6\u5916\u63cf\u8ff0\u5716\u7247\u3002<\/td><td>\u7d30\u5b57\u3001\u5716\u8868\u540c\u622a\u5716\u4ecd\u7136\u8981\u81ea\u5df1\u6838\u5c0d\u3002<\/td><\/tr><tr><td>\u5de5\u5177\u8abf\u7528\u540c JSON<\/td><td>\u958b\u767c\u8005\u53ef\u4ee5\u63a5\u99c1\u8edf\u4ef6\uff0c\u53eb\u6a21\u578b\u8f38\u51fa\u898f\u6574\u8cc7\u6599\u3002<\/td><td>\u683c\u5f0f\u5571\uff0c\u5167\u5bb9\u4ecd\u7136\u53ef\u4ee5\u932f\u3002<\/td><\/tr><tr><td>\u517c\u5bb9\u5169\u7a2e API \u683c\u5f0f<\/td><td>\u73fe\u6709\u7a0b\u5f0f\u53ef\u80fd\u8f03\u5bb9\u6613\u63a5\u5165\u3002<\/td><td>\u63a5\u53e3\u76f8\u4f3c\uff0c\u5514\u4ee3\u8868\u8868\u73fe\u3001\u9650\u5236\u540c\u53e6\u4e00\u5bb6\u516c\u53f8\u5b8c\u5168\u4e00\u6a23\u3002<\/td><\/tr><\/tbody><\/table><\/div><p>\u5b98\u65b9 API \u50f9\u683c\u9801\u76ee\u524d\u5c07\u6700\u65b0 Flash \u6a21\u578b\u7684\u8abf\u7528\u540d\u7a31\u5217\u70ba <code>deepseek-flash<\/code>\u3002\u6536\u8cbb\u4ee5\u6bcf\u4e00\u767e\u842c token \u8a08\u7b97\uff0c\u4e26\u5206\u9ad8\u5cf0\uff0f\u975e\u9ad8\u5cf0\u3001\u5feb\u53d6\u547d\u4e2d\uff0f\u672a\u547d\u4e2d\u3002\u6838\u5c0d\u7576\u65e5\uff0cFlash \u8868\u5217\u51fa\u7684\u975e\u9ad8\u5cf0\u8f38\u5165\u5feb\u53d6\u547d\u4e2d\u50f9\u7d04\u70ba\u6bcf\u767e\u842c US$0.003\uff0c\u672a\u547d\u4e2d\u7d04 US$0.15\uff0c\u8f38\u51fa\u7d04 US$0.60\uff1b\u9ad8\u5cf0\u6642\u6bb5\u8f03\u8cb4\u3002\u9801\u9762\u4ea6\u63d0\u9192\u50f9\u683c\u53ef\u4ee5\u8abf\u6574\uff0c\u6240\u4ee5\u5462\u5572\u4fc2\u7576\u65e5\u53c3\u8003\uff0c\u4e0d\u4fc2\u6c38\u4e45\u627f\u8afe\u3002<\/p><div class=\"lkb-formula\">\u5927\u6982 API \u8cbb\u7528 = \u8f38\u5165 token \u00d7 \u8f38\u5165\u55ae\u50f9 \uff0b \u8f38\u51fa token \u00d7 \u8f38\u51fa\u55ae\u50f9<\/div><p>\u7528\u4e00\u500b\u7d30\u4f8b\u611f\u53d7\u4e0b\uff1a\u5341\u842c\u500b\u672a\u547d\u4e2d\u5feb\u53d6\u7684\u8f38\u5165 token\uff0c\u52a0\u5169\u842c\u500b\u8f38\u51fa token\uff0c\u5982\u679c\u6309\u7576\u6642\u986f\u793a\u7684 Flash \u9ad8\u5cf0\u50f9\u8a08\uff0c\u7d04\u4fc2 US$0.054\uff0c\u672a\u8a08\u5176\u4ed6\u670d\u52d9\u6210\u672c\u3002API \u53ef\u4ee5\u597d\u5e73\uff0c\u4f46\u5462\u500b\u6578\u5b57\u5514\u5305\u62ec\u4f60\u8a2d\u8a08\u6d41\u7a0b\u3001\u6e05\u7406\u8cc7\u6599\u3001\u76e3\u5bdf\u932f\u8aa4\u540c\u7dad\u8b77\u7a0b\u5f0f\u7684\u6642\u9593\u3002<\/p><p>\u81f3\u65bc benchmark\uff0c\u7576\u4f62\u4fc2\u6e2c\u91cf\u5de5\u5177\u5c31\u597d\uff0c\u5514\u597d\u7576\u6210\u6027\u683c\u6e2c\u9a57\u3002\u6a21\u578b\u53ef\u80fd\u7a0b\u5f0f\u8dd1\u5206\u597d\u9ad8\uff0c\u4f46\u5beb\u5ba2\u6236\u6587\u6848\u597d\u751f\u786c\uff1b\u4ea6\u53ef\u80fd\u8b80\u5f97\u5165\u9577\u6587\u4ef6\uff0c\u537b\u807d\u5514\u660e\u4f60\u4e00\u53e5\u542b\u7cca\u554f\u984c\u3002\u6700\u7d42\u90fd\u8981\u7528\u81ea\u5df1\u771f\u6b63\u95dc\u5fc3\u7684\u5de5\u4f5c\u8a66\u3002<\/p><\/section><section id=\"5\"><p class=\"lkb-section-no\">05 \/ \u4e09\u7a2e\u7528\u6cd5\uff0c\u5514\u597d\u6df7\u57cb<\/p><h2>\u804a\u5929\u3001API\u3001\u672c\u5730\u90e8\u7f72\uff0c\u5176\u5be6\u4fc2\u4e09\u6a23\u5622<\/h2><p>\u300c\u6211\u60f3\u8a66\u4e0b DeepSeek\u300d\u5176\u5be6\u53ef\u4ee5\u4ee3\u8868\u4e09\u4ef6\u5b8c\u5168\u5514\u540c\u7684\u4e8b\u3002\u63c0\u932f\u5165\u53e3\uff0c\u53ef\u80fd\u82b1\u4e00\u500b\u4e0b\u5348\u89e3\u6c7a\u4e00\u500b\u672c\u4f86\u4e0d\u5b58\u5728\u7684\u554f\u984c\u3002<\/p><div class=\"lkb-table-wrap\"><table><thead><tr><th>\u5165\u53e3<\/th><th>\u4f60\u5be6\u969b\u5f97\u5230\u54a9<\/th><th>\u9069\u5408\u908a\u985e\u4eba<\/th><\/tr><\/thead><tbody><tr><td>\u5b98\u65b9\u7db2\u9801\uff0fApp<\/td><td>\u4e00\u500b\u5df2\u7d93\u4ee3\u4f60\u904b\u884c\u7684\u804a\u5929\u4ecb\u9762\uff0c\u529f\u80fd\u4ee5\u7576\u6642\u5e33\u6236\u958b\u653e\u70ba\u6e96\u3002<\/td><td>\u60f3\u554f\u554f\u984c\u3001\u8a66\u4e0b\u6587\u4ef6\u5206\u6790\uff0c\u540c\u611f\u53d7\u6a21\u578b\u53e3\u98a8\u7684\u7528\u5bb6\u3002<\/td><\/tr><tr><td>\u5b98\u65b9 API<\/td><td>\u7a0b\u5f0f\u8abf\u7528\u3001token \u8a08\u8cbb\u3001\u53c3\u6578\u3001\u7d50\u69cb\u5316\u8f38\u51fa\u540c\u5de5\u5177\u6574\u5408\u3002<\/td><td>\u8981\u505a\u7522\u54c1\u3001\u516c\u53f8\u5167\u90e8\u6d41\u7a0b\u6216\u91cd\u8907\u81ea\u52d5\u5316\u7684\u958b\u767c\u8005\u3002<\/td><\/tr><tr><td>\u6a21\u578b\u6b0a\u91cd\uff0f\u672c\u5730\u904b\u884c<\/td><td>\u5c0d\u904b\u7b97\u74b0\u5883\u3001\u6a21\u578b\u8def\u7531\u540c\u8cc7\u6599\u4f4d\u7f6e\u6709\u8f03\u5927\u63a7\u5236\u3002<\/td><td>\u6709 GPU\u3001\u4eba\u624b\u3001\u76e3\u5bdf\u80fd\u529b\uff0c\u800c\u4e14\u771f\u7684\u6709\u9700\u8981\u81ea\u5df1\u7dad\u8b77\u7cfb\u7d71\u7684\u5718\u968a\u3002<\/td><\/tr><\/tbody><\/table><\/div><p>DeepSeek \u5b98\u65b9\u7db2\u7ad9\u9023\u5230\u7db2\u9801\u804a\u5929\u3001App \u4e0b\u8f09\u3001API \u5e73\u53f0\u540c\u6587\u4ef6\u3002API \u6587\u4ef6\u540c\u6642\u63d0\u4f9b OpenAI \u517c\u5bb9\u7684\u63a5\u53e3\uff0c\u4ee5\u53ca Anthropic \u683c\u5f0f\u7684\u5165\u53e3\u3002DeepSeek Harness \u5247\u4fc2\u53e6\u4e00\u500b\u516c\u958b\u9810\u89bd\u4e2d\u7684\u958b\u6e90\u5de5\u4f5c\u53f0\uff0c\u570d\u7e5e\u63d2\u4ef6\u3001\u5de5\u4f5c\u5340\u3001\u6587\u4ef6\u3001\u7a0b\u5f0f\u540c\u81ea\u52d5\u5316\uff0c\u5514\u4fc2\u55ae\u7d14\u5c07\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\u500b\u986f\u793a\u5668\u540c\u786c\u4ef6\u7684\u7a0b\u5f0f\u54e1\u5de5\u4f5c\u7ad9\" loading=\"lazy\"><figcaption>\u672c\u5730\u90e8\u7f72\u4fc2\u4e00\u500b\u771f\u6b63\u7684\u5de5\u7a0b\u9805\u76ee\uff0c\u5514\u4fc2\u6a21\u578b\u6e05\u55ae\u4e0a\u7684\u4e00\u500b\u5254\u865f\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\u975c\u5c11\u5c11\u3002V4.1-Flash \u6a21\u578b\u5361\u63d0\u4f9b Transformers\u3001vLLM\u3001SGLang \u540c Docker \u7b49\u8def\u7dda\uff0c\u4ea6\u5217\u51fa\u6a21\u578b\u6b0a\u91cd\u540c\u76f8\u95dc\u7a0b\u5f0f\u63a1\u7528 MIT \u6388\u6b0a\u3002\u5c0d\u7814\u7a76\u540c\u9700\u8981\u63a7\u5236\u74b0\u5883\u7684\u5718\u968a\uff0c\u5462\u500b\u597d\u6709\u50f9\u503c\uff1b\u4f46\u5514\u4ee3\u8868\u666e\u901a\u624b\u63d0\u96fb\u8166\u53ef\u4ee5\u8f15\u9b06\u7528\u6700\u9ad8\u8cea\u7d20\u8dd1\u4e00\u500b 552B \u7d1a\u6a21\u578b\u3002\u91cf\u5316\u3001\u591a GPU\u3001\u8a18\u61b6\u9ad4\u898f\u5283\u3001\u5132\u5b58\u3001\u6563\u71b1\u3001\u63a8\u7406\u8edf\u4ef6\u540c\u7dad\u8b77\uff0c\u5168\u90e8\u8981\u4eba\u624b\u3002<\/p><p>\u5982\u679c\u4f60\u53ea\u4fc2\u60f3\u300c\u6bcf\u500b\u661f\u671f\u4e94\u7e3d\u7d50 20 \u9801\u6587\u4ef6\u300d\uff0c\u5148\u7528\u5b98\u65b9\u670d\u52d9\u6216\u8005 API\u3002\u5982\u679c\u4f60\u60f3\u300c\u6a5f\u5bc6\u8cc7\u6599\u4e00\u5b9a\u7559\u5728\u81ea\u5df1\u7ba1\u7406\u7684\u74b0\u5883\u300d\uff0c\u800c\u4e14\u8acb\u5f97\u8d77\u5de5\u7a0b\u5718\u968a\uff0c\u672c\u5730\u90e8\u7f72\u5148\u503c\u5f97\u8a8d\u771f\u7814\u7a76\u3002\u7531\u9700\u6c42\u51fa\u767c\uff0c\u5514\u597d\u5148\u611b\u4e0a\u64c1\u6709\u6a21\u578b\u6b0a\u91cd\u7684\u6d6a\u6f2b\u611f\u3002<\/p><p>\u4ef2\u6709\uff0c\u8a18\u5f97\u5206\u958b\u7747\u6388\u6b0a\u3002\u6a21\u578b\u6b0a\u91cd\u7684\u6388\u6b0a\u3001\u684c\u9762\u5de5\u4f5c\u53f0\u7684\u6388\u6b0a\u3001\u7b2c\u4e09\u65b9\u63d2\u4ef6\u7684\u6388\u6b0a\uff0c\u540c\u5b98\u65b9 API \u689d\u6b3e\uff0c\u4fc2\u5e7e\u4efd\u5514\u540c\u6587\u4ef6\u3002\u300c\u958b\u6e90\u300d\u5514\u4fc2\u4e00\u628a\u5927\u5098\uff0c\u53ef\u4ee5\u81ea\u52d5\u906e\u6652\u6210\u500b\u6280\u8853\u5806\u758a\u3002<\/p><\/section><section id=\"6\"><p class=\"lkb-section-no\">06 \/ \u4f62\u908a\u5572\u4f4d\u771f\u6b63\u6709\u7528<\/p><h2>DeepSeek \u771f\u6b63\u9069\u5408\u505a\u54a9<\/h2><p>DeepSeek \u6700\u503c\u5f97\u8a66\u7684\u5834\u666f\uff0c\u901a\u5e38\u4fc2\u5de5\u4f5c\u5920\u5927\uff0c\u9577\u4e0a\u4e0b\u6587\u6216\u6210\u672c\u958b\u59cb\u6709\u5f71\u97ff\uff0c\u4f46\u53c8\u5514\u9700\u8981\u4f60\u5148\u6210\u7acb\u4e00\u9593\u7814\u7a76\u5be6\u9a57\u5ba4\u3002\u4ee5\u4e0b\u5514\u4fc2\u4fdd\u8b49\u4e00\u5b9a\u6700\u597d\uff0c\u53ea\u4fc2\u5408\u7406\u7684\u8d77\u9ede\u3002<\/p><div class=\"lkb-point-grid\"><div><span>\u9577\u6587\u4ef6<\/span><p>\u6bd4\u8f03\u5e7e\u500b\u7248\u672c\u7684\u5408\u7d04\u6216\u63d0\u6848\u3001\u6435\u51fa\u6539\u52d5\u3001\u62bd\u51fa\u6c7a\u7b56\u6e05\u55ae\uff0c\u6216\u8005\u6a19\u51fa\u908a\u5572\u8aaa\u6cd5\u4ecd\u7136\u9700\u8981\u4f86\u6e90\u3002<\/p><\/div><div><span>\u7a0b\u5f0f\u8207\u9664\u932f<\/span><p>\u89e3\u91cb\u964c\u751f\u51fd\u6578\u3001\u8a2d\u8a08\u6e2c\u8a66\u3001\u8ffd\u932f\u8aa4\u8de8\u6587\u4ef6\u79fb\u52d5\uff0c\u6216\u8005\u5c07\u4e00\u6bb5\u9700\u6c42\u8b8a\u6210\u7b2c\u4e00\u7248\u7a0b\u5f0f\u3002<\/p><\/div><div><span>\u4e2d\u82f1\u96d9\u8a9e\u5de5\u4f5c<\/span><p>\u7ffb\u8b6f\u6280\u8853\u8cc7\u6599\u3001\u4fdd\u7559\u4eba\u540d\u6578\u5b57\uff0c\u70ba\u9999\u6e2f\u3001\u5167\u5730\u6216\u6d77\u5916\u8b80\u8005\u6539\u5beb\u4e0d\u540c\u7248\u672c\u3002<\/p><\/div><div><span>\u6709\u9810\u7b97\u9650\u5236\u7684\u7814\u7a76<\/span><p>\u5927\u91cf\u5206\u985e\u3001\u62bd\u53d6\u3001\u6574\u7406\u6216\u8d77\u8349\u6642\uff0ctoken \u6210\u672c\u6703\u76f4\u63a5\u5f71\u97ff\u6d41\u7a0b\u80fd\u5426\u9577\u671f\u904b\u884c\u3002<\/p><\/div><div><span>Agent \u539f\u578b<\/span><p>\u7528\u5de5\u5177\u8abf\u7528\u540c\u898f\u6574\u8f38\u51fa\uff0c\u63a5\u99c1\u641c\u5c0b\u3001\u6587\u4ef6\u3001\u7a0b\u5f0f\u6216\u5167\u90e8\u7cfb\u7d71\u3002<\/p><\/div><div><span>\u672c\u5730\u5be6\u9a57<\/span><p>\u7576\u63a7\u5236\u8cc7\u6599\u4f4d\u7f6e\u3001\u5be9\u6838\u6d41\u7a0b\u6216\u81ea\u8a02\u6a21\u578b\uff0c\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=\"\u958b\u767c\u8005\u5728\u8fa6\u516c\u5ba4\u5c0d\u4f4f\u5169\u500b\u87a2\u5e55\u5beb\u7a0b\u5f0f\" loading=\"lazy\"><figcaption>\u771f\u6b63\u6709\u7528\u7684\u554f\u984c\u5514\u4fc2 DeepSeek \u52c1\u5514\u52c1\uff0c\u800c\u4fc2\u4f62\u53ef\u4ee5\u5e6b\u4f60\u522a\u8d70\u65e5\u5e38\u908a\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>\u8209\u500b\u9999\u6e2f\u5718\u968a\u6703\u9047\u5230\u7684\u60c5\u6cc1\uff1a\u4f60\u8981\u6bd4\u8f03\u4e00\u9593\u4e2d\u6587\u4f9b\u61c9\u5546\u3001\u4e00\u500b\u82f1\u6587\u7522\u54c1\u9801\uff0c\u540c\u4e00\u4efd\u6280\u8853 PDF\uff0c\u6e96\u5099\u4e0b\u4e00\u6b21\u5ba2\u6236\u6703\u8b70\u3002\u53ef\u4ee5\u53eb DeepSeek \u6574\u4e00\u5f35\u56db\u6b04\u8868\uff1a\u5df2\u78ba\u8a8d\u898f\u683c\u3001\u4f86\u6e90\u4f4d\u7f6e\u3001\u672a\u89e3\u6c7a\u554f\u984c\u3001\u8981\u554f\u4f9b\u61c9\u5546\u7684\u8ddf\u9032\u3002\u7136\u5f8c\u81ea\u5df1\u6253\u958b\u539f\u6587\u6838\u5c0d\u3002\u5462\u500b\u5c31\u4fc2\u6709\u7528\u7684\u5de5\u4f5c\uff1b\u300c\u908a\u9593\u4f9b\u61c9\u5546\u6700\u597d\uff1f\u300d\u5c31\u592a\u95ca\uff0c\u6a21\u578b\u597d\u5bb9\u6613\u81ea\u884c\u88dc\u5b8c\u4f60\u5187\u8b1b\u7684\u6a19\u6e96\u3002<\/p><p>\u505a SEO \u540c\u5e02\u5834\u5de5\u4f5c\uff0c\u6211\u6703\u8003\u616e\u7528\u4f62\u505a\u7b2c\u4e00\u8f2a\u95dc\u9375\u5b57\u5206\u985e\u3001\u5167\u5bb9\u5927\u7db1\u3001\u96d9\u8a9e\u6539\u5beb\u3001\u6280\u8853\u8aaa\u660e\uff0c\u6216\u8005\u5c07\u4e00\u4efd\u9577\u6587\u4ef6\u62c9\u6210\u5de5\u4f5c\u67b6\u69cb\u3002\u4f46\u6211\u5514\u6703\u7540\u4f62\u81ea\u884c\u5224\u65b7\u7d71\u8a08\u6578\u5b57\u771f\u507d\u3001\u767c\u660e\u7522\u54c1\u529f\u80fd\uff0c\u6216\u8005\u672a\u7d93\u4eba\u624b\u6aa2\u67e5\u5c31\u767c\u5e03\u654f\u611f\u5167\u5bb9\u3002token \u5e73\uff0c\u53ea\u4fc2\u4ee4\u4f60\u6709\u672c\u9322\u591a\u6838\u5c0d\u5e7e\u6b21\uff1b\u5514\u6703\u4ee4\u6838\u5c0d\u672c\u8eab\u6d88\u5931\u3002<\/p><p>\u5b78\u751f\u53ef\u4ee5\u53eb\u4f62\u53cd\u554f\u4f60\uff0c\u800c\u5514\u4fc2\u76f4\u63a5\u4ea4\u7b54\u6848\uff1b\u958b\u767c\u8005\u53ef\u4ee5\u7528\u5b83\u6e1b\u5c11\u7531\u767d\u7d19\u958b\u59cb\u7684\u75db\u82e6\uff1b\u8001\u95c6\u53ef\u4ee5\u5c07\u4e00\u5806\u6563\u4e82\u7b46\u8a18\u8b8a\u6210\u5e7e\u500b\u5f85\u6c7a\u5b9a\u7684\u9078\u9805\u3002\u6700\u503c\u9322\u7684\u5f80\u5f80\u4fc2\u7b2c\u4e8c\u8f2a\u8ffd\u554f\uff1a\u300c\u597d\uff0c\u5481\u908a\u4e00\u90e8\u5206\u4ef2\u672a\u8b49\u5be6\uff1f\u300d<\/p><\/section><section id=\"7\"><p class=\"lkb-section-no\">07 \/ \u554f\u5f97\u6709\u9aa8\uff0c\u7b54\u6848\u5148\u7ad9\u5f97\u4f4f<\/p><h2>\u9ede\u6a23\u554f\uff0c\u5148\u651e\u5230\u53ef\u4ee5\u7528\u7684\u7b54\u6848<\/h2><p>\u5514\u9700\u8981\u4e00\u689d\u795e\u79d8 prompt\u3002\u4f60\u8981\u8b1b\u6e05\u695a\u4f62\u8981\u505a\u54a9\u5de5\u4f5c\u3001\u53ef\u4ee5\u7528\u54a9\u6750\u6599\uff0c\u540c\u57cb\u4e00\u4efd\u53ef\u4ee5\u7528\u7684\u7b54\u6848\u61c9\u8a72\u9577\u6210\u9ede\u3002<\/p><div class=\"lkb-formula\">\u5be6\u7528\u63d0\u554f = \u4efb\u52d9\uff0b\u6750\u6599\uff0b\u8b80\u8005\uff0b\u9650\u5236\uff0b\u8b49\u64da\u8981\u6c42\uff0b\u8f38\u51fa\u683c\u5f0f<\/div><ol class=\"lkb-number-list\"><li><strong>\u8b1b\u660e\u4efb\u52d9\u3002<\/strong><span>\u4fc2\u6bd4\u8f03\u3001\u62bd\u53d6\u3001\u6311\u6230\u3001\u6539\u5beb\u3001\u9664\u932f\u3001\u898f\u5283\uff0c\u5b9a\u4fc2\u8d77\u8349\uff1f\u300c\u4ecb\u7d39\u4e0b\u5462\u6a23\u5622\u300d\u592a\u5bb9\u6613\u8b8a\u6210\u8868\u6f14\u3002<\/span><\/li><li><strong>\u7540\u5571\u6750\u6599\u3002<\/strong><span>\u4e0a\u8f09\u6587\u4ef6\u3001\u8cbc\u76f8\u95dc\u6bb5\u843d\uff0c\u6216\u8005\u63d0\u4f9b\u6e96\u78ba\u7db2\u5740\uff1b\u5514\u597d\u53eb\u6a21\u578b\u4f30\u4f60\u8b1b\u7dca\u908a\u500b\u7248\u672c\u3002<\/span><\/li><li><strong>\u5beb\u6e05\u695a\u8b80\u8005\u540c\u8a9e\u8a00\u3002<\/strong><span>\u9999\u6e2f\u5ba2\u6236\u3001\u5167\u5730\u5de5\u7a0b\u5e2b\u3001\u6d77\u5916\u8cb7\u5bb6\uff0c\u8981\u6c42\u5b8c\u5168\u5514\u540c\uff1b\u7e41\u9ad4\u4e2d\u6587\u540c\u82f1\u6587\u4ea6\u5514\u4fc2\u53ea\u63db\u5b57\u9ad4\u3002<\/span><\/li><li><strong>\u5b9a\u8b49\u64da\u898f\u5247\u3002<\/strong><span>\u8981\u6c42\u5206\u958b\u4f86\u6e90\u539f\u6587\u3001\u6a21\u578b\u63a8\u65b7\uff0c\u540c\u4f62\u7121\u6cd5\u6838\u5be6\u7684\u90e8\u5206\u3002<\/span><\/li><li><strong>\u6307\u5b9a\u5f62\u72c0\u3002<\/strong><span>\u8981\u6bd4\u8f03\u8868\u3001\u884c\u52d5\u6e05\u55ae\u3001\u96fb\u90f5\u8349\u7a3f\u3001\u98a8\u96aa\u5217\u8868\uff0c\u5b9a\u4fc2\u4e00\u6bb5\u7ba1\u7406\u5c64\u6458\u8981\uff0c\u76f4\u63a5\u8b1b\u3002<\/span><\/li><\/ol><p>\u6211\u6703\u7528\u7684\u4f8b\u5b50\u4fc2\uff1a\u300c\u8acb\u95b1\u8b80\u9644\u4ef6\u5167\u7684\u7522\u54c1\u6bd4\u8f03\uff0c\u6574\u4e00\u5f35\u8868\uff0c\u5217\u51fa\u578b\u865f\u3001\u5df2\u78ba\u8a8d\u898f\u683c\u3001\u4f86\u6e90\u9801\u9762\u3001\u7f3a\u5c11\u8cc7\u6599\u540c\u8981\u554f\u4f9b\u61c9\u5546\u7684\u554f\u984c\u3002\u5514\u597d\u9760\u8a18\u61b6\u586b\u7a7a\uff0c\u6240\u6709\u6578\u5b57\u7167\u539f\u6587\u4fdd\u7559\uff0c\u7528\u9999\u6e2f\u7e41\u9ad4\u4e2d\u6587\u3002\u6700\u5f8c\u7528\u4e94\u884c\u5beb\u5efa\u8b70\uff0c\u4e26\u6e05\u695a\u6a19\u51fa\u908a\u5572\u4fc2\u63a8\u8ad6\u3002\u300d<\/p><p>\u8655\u7406\u7a0b\u5f0f\uff0c\u5c31\u7540\u8a9e\u8a00\u3001\u904b\u884c\u74b0\u5883\u3001\u932f\u8aa4\u8a0a\u606f\u3001\u9810\u671f\u7d50\u679c\u540c\u4f60\u8a66\u904e\u7684\u505a\u6cd5\uff1b\u8655\u7406\u9577\u5831\u544a\uff0c\u5c31\u8981\u6c42\u9801\u78bc\uff1b\u505a\u7ffb\u8b6f\uff0c\u5c31\u8b1b\u660e\u4eba\u540d\u540c\u5f15\u53e5\u8981\u5514\u8981\u539f\u6a23\u4fdd\u7559\uff1b\u8655\u7406\u6700\u65b0\u4e8b\u60c5\uff0c\u5c31\u8a2d\u5b9a\u622a\u6b62\u65e5\u671f\uff0c\u4e26\u8981\u6c42\u5206\u958b\u5b98\u65b9\u516c\u544a\u540c\u7db2\u6c11\u8a0e\u8ad6\u3002<\/p><p>\u6211\u937e\u610f\u5462\u7a2e\u554f\u6cd5\uff0c\u56e0\u70ba\u5b83\u8feb\u6a21\u578b\u9732\u51fa\u63a5\u7e2b\u3002\u4e00\u6bb5\u597d\u6709\u81ea\u4fe1\u7684\u6587\u5b57\uff0c\u53ef\u4ee5\u85cf\u4f4f\u4e00\u500b\u5047\u8a2d\uff1b\u4e00\u5f35\u6709\u4f86\u6e90\u6b04\u7684\u8868\uff0c\u8f03\u96e3\u5b8c\u5168\u906e\u63a9\u3002\u5514\u4fc2\u5b8c\u5168\u906e\u63a9\u5514\u5230\uff0c\u53ea\u4fc2\u96e3\u5572\u3002<\/p><\/section><section id=\"8\"><p class=\"lkb-section-no\">08 \/ \u958b\u6e90\u5514\u4ee3\u8868\u514d\u8cbb<\/p><h2>\u958b\u6e90\u5514\u4ee3\u8868\u96f6\u6210\u672c<\/h2><p>DeepSeek \u7684\u958b\u6e90\u8def\u7dda\u4fc2\u4f62\u6700\u5438\u5f15\u4eba\u7684\u5730\u65b9\u4e4b\u4e00\uff0c\u4f46\u300c\u958b\u6e90\u300d\u6210\u65e5\u88ab\u62c9\u5230\u597d\u95ca\uff0c\u6700\u5f8c\u8b8a\u6210\u8b1b\u8005\u60f3\u4ee3\u8868\u4e5c\u5c31\u4ee3\u8868\u4e5c\u3002\u73fe\u6642 V4.1-Flash \u7684\u6a21\u578b\u5361\u5217\u51fa\u6a21\u578b\u6b0a\u91cd\u540c\u7a0b\u5f0f\u63a1\u7528 MIT \u6388\u6b0a\uff0c\u958b\u767c\u8005\u6709\u66f4\u5927\u81ea\u7531\u53bb\u4f7f\u7528\u3001\u4fee\u6539\u540c\u5206\u767c\uff0c\u4f46\u96fb\u529b\u3001GPU\u3001\u5132\u5b58\u3001\u5de5\u7a0b\u4eba\u624b\u540c\u652f\u63f4\u5514\u6703\u56e0\u6b64\u6b78\u96f6\u3002<\/p><p>\u5be6\u969b\u81f3\u5c11\u6709\u56db\u7a2e\u6210\u672c\uff1a\u4e0b\u8f09\u540c\u4fdd\u5b58\u6b0a\u91cd\u3001\u904b\u884c\u8acb\u6c42\u3001\u7dad\u8b77\u63a8\u7406\u7cfb\u7d71\uff0c\u4ee5\u53ca\u51fa\u4e8b\u6642\u6435\u4eba\u8655\u7406\u3002\u5927\u91cf\u4f7f\u7528\u6642\uff0c\u672c\u5730\u90e8\u7f72\u53ef\u80fd\u62b5\uff1b\u4f4e\u6d41\u91cf\u6642\uff0c\u4e00\u5f35\u9577\u671f\u9592\u7f6e\u7684 GPU \u53ef\u80fd\u53ea\u4fc2\u5c07\u8cbb\u7528\u85cf\u55ba\u53e6\u4e00\u500b\u6b04\u4f4d\u3002<\/p><div class=\"lkb-table-wrap\"><table><thead><tr><th>\u4f60\u53ef\u80fd\u807d\u5230\u7684\u8aaa\u6cd5<\/th><th>\u8f03\u6e96\u78ba\u7684\u8b1b\u6cd5<\/th><\/tr><\/thead><tbody><tr><td>\u300c\u6a21\u578b\u958b\u6e90\uff0c\u6240\u4ee5\u908a\u90e8\u6a5f\u90fd\u8dd1\u5230\u3002\u300d<\/td><td>\u6388\u6b0a\u53ef\u80fd\u5bb9\u8a31\u4f60\u8dd1\uff0c\u4f46\u786c\u4ef6\u3001\u652f\u63f4\u7684\u904b\u884c\u5de5\u5177\u540c\u8a18\u61b6\u9ad4\u8981\u6c42\u5148\u6c7a\u5b9a\u53ef\u5514\u53ef\u884c\u3002<\/td><\/tr><tr><td>\u300cAPI \u5e73\uff0c\u6240\u4ee5\u6210\u500b\u9805\u76ee\u90fd\u5e73\u3002\u300d<\/td><td>token \u53ef\u4ee5\u5e73\uff0c\u4f46\u8cc7\u6599\u6574\u7406\u3001\u76e3\u5bdf\u3001\u91cd\u8a66\u3001\u8a55\u4f30\u540c\u63a5\u5165\u7522\u54c1\u4ecd\u7136\u8981\u6642\u9593\u3002<\/td><\/tr><tr><td>\u300c\u4e00\u767e\u842c\u4e0a\u4e0b\u6587\uff0c\u54a9\u6587\u4ef6\u90fd\u53ef\u4ee5\u585e\u6652\u5165\u53bb\u3002\u300d<\/td><td>\u6587\u4ef6\u53ef\u80fd\u653e\u5f97\u5165\uff0c\u6a21\u578b\u80fd\u5426\u7a69\u5b9a\u6435\u5230\u91cd\u8981\u6bb5\u843d\u4ecd\u7136\u8981\u6e2c\u3002<\/td><\/tr><tr><td>\u300cbenchmark \u8d0f\uff0c\u6240\u4ee5\u6211\u4efd\u5de5\u4e00\u5b9a\u8d0f\u3002\u300d<\/td><td>\u5206\u6578\u4f9d\u8cf4\u8cc7\u6599\u96c6\u3001\u63d0\u793a\u3001\u5de5\u5177\u540c\u6e2c\u8a66\u898f\u5247\uff1b\u4f60\u7684\u5de5\u4f5c\u53ef\u80fd\u4fc2\u53e6\u4e00\u9805\u904b\u52d5\u3002<\/td><\/tr><\/tbody><\/table><\/div><p>\u5982\u679c\u6253\u7b97\u672c\u5730\u90e8\u7f72\uff0c\u5148\u505a\u4e00\u500b\u5c0f\u578b\u8a66\u9a57\u3002\u91cf\u5ea6\u9996 token \u7b49\u5e7e\u8010\u3001\u6bcf\u79d2\u8f38\u51fa\u5e7e\u591a\u3001\u8a18\u61b6\u9ad4\u7528\u91cf\u3001\u5931\u6557\u5f8c\u9ede\u6062\u5fa9\u3001\u5c0d\u4f60\u81ea\u5df1\u6587\u4ef6\u7684\u6e96\u78ba\u5ea6\uff0c\u540c\u57cb\u4e00\u500b\u6708\u4fdd\u6301\u670d\u52d9\u904b\u884c\u8981\u5e7e\u591a\u9322\u3002\u8a66\u7b97\u8868\u5187\u6a21\u578b\u767c\u5e03\u5481\u523a\u6fc0\uff0c\u4f46\u963b\u6b62\u932f\u8aa4\u63a1\u8cfc\u6c7a\u5b9a\u7684\u80fd\u529b\u5f37\u597d\u591a\u3002<\/p><\/section><section id=\"9\"><p class=\"lkb-section-no\">09 \/ \u79c1\u96b1\u540c\u4f60\u8981\u81ea\u5df1\u8ca0\u8cac\u7684\u90e8\u5206<\/p><h2>\u79c1\u96b1\u3001\u504f\u5dee\u540c\u8981\u81ea\u5df1\u6838\u5c0d\u7684\u5730\u65b9<\/h2><p>DeepSeek \u7684\u79c1\u96b1\u5514\u61c9\u8a72\u653e\u5230\u6587\u7ae0\u6700\u5f8c\u5148\u9806\u4fbf\u8b1b\u3002\u5c07\u5408\u7d04\u3001\u5ba2\u6236\u540d\u55ae\u6216\u8005\u672a\u516c\u958b\u7522\u54c1\u8a08\u5283\u62d6\u5165\u804a\u5929\u6846\u4e4b\u524d\uff0c\u5148\u554f\u6e05\u695a\u8cc7\u6599\u6703\u9ede\u884c\u3002<\/p><div class=\"lkb-note\"><strong>DeepSeek \u73fe\u884c\u6d88\u8cbb\u8005\u79c1\u96b1\u653f\u7b56\u5beb\u660e\uff0c\u670d\u52d9\u53ef\u80fd\u6536\u96c6\u63d0\u793a\u3001\u4e0a\u8f09\u6a94\u6848\u3001\u76f8\u7247\u3001\u8a9e\u97f3\u8f38\u5165\u3001\u804a\u5929\u8a18\u9304\u540c\u5176\u4ed6\u5167\u5bb9\uff0c\u4e26\u8868\u793a\u6703\u76f4\u63a5\u5728\u4e2d\u83ef\u4eba\u6c11\u5171\u548c\u570b\u5883\u5167\u6536\u96c6\u3001\u8655\u7406\u540c\u5132\u5b58\u500b\u4eba\u8cc7\u6599\u3002<\/strong><p>\u653f\u7b56\u4ea6\u5beb\u5230\u6709\u95dc\u6a21\u578b\u8a13\u7df4\u540c\u522a\u9664\u8cc7\u6599\u7684\u9078\u64c7\uff0c\u4f46\u5e33\u6236\u3001\u670d\u52d9\u7a2e\u985e\u540c\u9069\u7528\u6cd5\u5f8b\u6703\u5f71\u97ff\u5be6\u969b\u5b89\u6392\u3002\u7528\u6a5f\u5bc6\u6750\u6599\u4e4b\u524d\uff0c\u8981\u7747\u8fd4\u73fe\u884c\u653f\u7b56\uff0c\u540c\u6642\u78ba\u8a8d API \u6216 Harness \u7684\u5c08\u9580\u689d\u6b3e\u3002\u5462\u500b\u4fc2\u5de5\u4f5c\u6d41\u7a0b\u6c7a\u5b9a\uff0c\u5514\u4fc2\u4e00\u53e5\u53e3\u865f\u3002<\/p><\/div><p>\u5514\u4ee3\u8868\u4f60\u6c38\u9060\u5514\u53ef\u4ee5\u7528 DeepSeek\uff0c\u800c\u4fc2\u8981\u5c07\u4f4e\u98a8\u96aa\u8a66\u7528\u540c\u654f\u611f\u5de5\u4f5c\u5206\u958b\u3002\u516c\u958b\u7522\u54c1\u8aaa\u660e\u66f8\u4fc2\u4e00\u56de\u4e8b\uff1b\u79c1\u4eba\u6295\u6a19\u6587\u4ef6\u3001\u8f09\u6709\u96fb\u8a71\u7684\u5ba2\u6236\u6295\u8a34\u3001\u672a\u516c\u958b\u5408\u7d04\u6216\u8005 production API key\uff0c\u4fc2\u53e6\u4e00\u56de\u4e8b\u3002\u4ea4\u51fa\u53bb\u4e4b\u5f8c\uff0c\u6a21\u578b\u5514\u53ef\u4ee5\u5e6b\u4f60\u5c07\u79d8\u5bc6\u585e\u8fd4\u5165\u6a3d\u3002<\/p><p>\u6e96\u78ba\u5ea6\u540c\u5167\u5bb9\u908a\u754c\u4ea6\u8981\u7559\u610f\u3002DeepSeek \u53ef\u4ee5\u5beb\u51fa\u5b8c\u6574\u3001\u6709\u689d\u7406\u3001\u4f46\u5176\u5be6\u932f\u7684\u7b54\u6848\u3002\u9047\u5230\u653f\u6cbb\u654f\u611f\u6216\u8005\u6587\u5316\u80cc\u666f\u8907\u96dc\u7684\u984c\u76ee\uff0c\u4e0d\u540c\u5730\u5340\u3001\u8a9e\u8a00\u540c\u7248\u672c\u7684\u56de\u7b54\u90fd\u53ef\u80fd\u5514\u540c\u3002\u4f60\u5514\u9700\u8981\u5c07\u6bcf\u6b21\u6e2c\u8a66\u8b8a\u6210\u5730\u7de3\u653f\u6cbb\u8faf\u8ad6\uff0c\u4f46\u8981\u77e5\u9053\u62d2\u7b54\u3001\u907f\u958b\u3001\u5c11\u8b1b\u6216\u8005\u6539\u5beb\u5f97\u7279\u5225\u5c0f\u5fc3\uff0c\u672c\u8eab\u90fd\u4fc2\u4f60\u8981\u8a55\u4f30\u7684\u7522\u54c1\u884c\u70ba\u3002<\/p><p>\u91ab\u7642\u3001\u6cd5\u5f8b\u3001\u91d1\u878d\u540c\u5b89\u5168\u554f\u984c\uff0c\u5c31\u7528 DeepSeek \u6574\u7406\u554f\u984c\u540c\u6435\u6587\u4ef6\uff0c\u6700\u5f8c\u5224\u65b7\u4ea4\u7540\u5408\u8cc7\u683c\u4eba\u58eb\u3002\u516c\u53f8\u5167\u90e8\u6700\u597d\u8a02\u5e7e\u689d\u77ed\u898f\u5247\uff1a\u54a9\u53ef\u4ee5\u4e0a\u8f09\u3001\u54a9\u4e00\u5b9a\u8981\u906e\u3001\u908a\u500b\u5e33\u6236\u5148\u53ef\u4ee5\u7528\u3001\u8ab0\u8981\u6aa2\u67e5\u6700\u5f8c\u8f38\u51fa\u3002\u56db\u689d\u8a18\u5f97\u4f4f\u7684\u898f\u77e9\uff0c\u901a\u5e38\u597d\u904e\u4e00\u5802\u5187\u4eba\u8a18\u5f97\u7684\u9577\u8b1b\u5ea7\u3002<\/p><p>\u5982\u679c\u4f60\u7528 API \u6216\u672c\u5730\u6a21\u578b\uff0c\u4ea6\u5514\u597d\u5047\u8a2d\u8cc7\u6599\u8655\u7406\u65b9\u5f0f\u540c\u6d88\u8cbb\u8005\u804a\u5929\u670d\u52d9\u4e00\u6a23\u3002\u5165\u53e3\u3001\u4f9b\u61c9\u5546\u3001\u7d00\u9304\u8a2d\u5b9a\u3001\u63d2\u4ef6\u540c\u4e0b\u6e38\u5de5\u5177\uff0c\u90fd\u53ef\u4ee5\u6539\u8b8a\u8cc7\u6599\u8def\u5f91\u3002\u8981\u8ffd\u8e64\u6210\u689d\u8def\uff0c\u5514\u597d\u53ea\u7747\u756b\u9762\u89d2\u843d\u55f0\u500b logo\u3002<\/p><\/section><section id=\"10\"><p class=\"lkb-section-no\">10 \/ \u540c\u5176\u4ed6\u5de5\u5177\u9ede\u63c0<\/p><h2>\u540c ChatGPT\u3001Gemini\u3001Claude\u3001Perplexity \u9ede\u63c0<\/h2><p>DeepSeek \u5514\u4fc2\u81ea\u52d5\u53d6\u4ee3\u6240\u6709\u52a9\u624b\u7684\u7b54\u6848\u3002\u4f62\u7279\u5225\u9069\u5408\u958b\u6e90\u6b0a\u91cd\u3001\u4e2d\u6587\u5de5\u4f5c\u3001\u9577\u4e0a\u4e0b\u6587\u3001\u7de8\u7a0b\u3001Agent \u5be6\u9a57\u6216\u8005 token \u6210\u672c\u91cd\u8981\u7684\u5834\u666f\uff1b\u53e6\u4e00\u500b\u5de5\u5177\u53ef\u80fd\u5728\u6587\u4ef6\u6d41\u7a0b\u3001\u5de5\u5177\u751f\u614b\u3001\u5beb\u4f5c\u53e3\u543b\u6216\u8005\u4f86\u6e90\u6574\u7406\u65b9\u9762\u66f4\u5408\u9069\u3002<\/p><div class=\"lkb-table-wrap\"><table><thead><tr><th>\u5de5\u5177<\/th><th>\u4e00\u8cab\u7d66\u4eba\u7684\u53d6\u5411<\/th><th>\u6211\u6703\u55ba\u54a9\u60c5\u6cc1\u5148\u8a66<\/th><th>\u4ecd\u7136\u8981\u6838\u5c0d<\/th><\/tr><\/thead><tbody><tr><td>DeepSeek<\/td><td>\u6548\u7387\u3001\u958b\u6e90\u6a21\u578b\u3001\u4e2d\u6587\u5de5\u4f5c\u3001\u7de8\u7a0b\u540c API \u5be6\u9a57<\/td><td>\u60f3\u63a7\u5236\u6a21\u578b\u3001\u6210\u672c\u3001\u9577\u4e0a\u4e0b\u6587\u6216\u8005\u672c\u5730\u90e8\u7f72\u65b9\u5411<\/td><td>\u5be6\u969b\u7248\u672c\u3001\u8cc7\u6599\u8def\u5f91\u3001\u8f38\u51fa\u54c1\u8cea\u540c\u5de5\u5177\u884c\u70ba<\/td><\/tr><tr><td>ChatGPT<\/td><td>\u529f\u80fd\u5ee3\u7684\u901a\u7528\u52a9\u624b\u540c\u5de5\u4f5c\u53f0<\/td><td>\u5de5\u4f5c\u8981\u7a7f\u68ad\u5beb\u4f5c\u3001\u6a94\u6848\u3001\u5206\u6790\u540c\u5275\u4f5c\u5de5\u5177<\/td><td>\u5be6\u969b\u958b\u7dca\u908a\u500b\u6a21\u578b\u3001\u6a21\u5f0f\u540c\u5e33\u6236\u9650\u5236<\/td><\/tr><tr><td>Gemini<\/td><td>\u8f03\u8cbc\u8fd1 Google \u751f\u614b<\/td><td>\u8cc7\u6599\u672c\u8eab\u5728 Google \u670d\u52d9\uff0c\u6216\u8005\u5de5\u4f5c\u8981\u7528\u76f8\u95dc\u6574\u5408<\/td><td>\u6b0a\u9650\u3001\u5730\u5340\u540c\u6307\u5b9a\u6574\u5408\u4fc2\u54aa\u771f\u7684\u958b\u653e<\/td><\/tr><tr><td>Claude<\/td><td>\u6bd4\u8f03\u5b89\u975c\u7684\u9577\u6587\u5206\u6790\u540c\u7a0b\u5f0f\u5c0d\u8a71<\/td><td>\u60f3\u8981\u4e00\u7a2e\u8f03\u7a69\u5b9a\u7684\u8d77\u8349\u3001\u95b1\u8b80\u6216\u7de8\u7a0b\u65b9\u5f0f<\/td><td>\u8cc7\u6599\u65b0\u9bae\u5ea6\u3001\u6574\u5408\u80fd\u529b\u540c\u8a08\u5283\u9650\u5236<\/td><\/tr><tr><td>Perplexity<\/td><td>\u4ee5\u641c\u5c0b\u540c\u5f15\u7528\u70ba\u4e2d\u5fc3<\/td><td>\u4ea4\u4ed8\u54c1\u4e3b\u8981\u4fc2\u6435\u6700\u65b0\u8cc7\u6599\u540c\u5c55\u793a\u4f86\u6e90\u8def\u5f91<\/td><td>\u5f15\u7528\u662f\u5426\u652f\u6301\u6574\u53e5\uff0c\u800c\u5514\u4fc2\u53ea\u652f\u6301\u5176\u4e2d\u5e7e\u500b\u5b57<\/td><\/tr><\/tbody><\/table><\/div><p>\u4ee5\u4e0a\u4fc2\u50be\u5411\uff0c\u5514\u4fc2\u6c38\u4e45\u8eab\u4efd\u3002\u7522\u54c1\u6703\u4e92\u76f8\u501f\u529f\u80fd\uff0c\u6a21\u578b\u80cc\u5f8c\u63db\u5497\u641c\u5c0b\u5c64\u3001\u6a94\u6848\u7cfb\u7d71\u6216\u8005\u5de5\u5177\uff0c\u4f7f\u7528\u611f\u89ba\u90fd\u53ef\u4ee5\u5b8c\u5168\u5514\u540c\u3002\u7528\u81ea\u5df1\u65e5\u5e38\u5de5\u4f5c\u6574\u4e00\u500b\u5c0f\u6e2c\u8a66\uff1a\u4e00\u4efd\u6587\u4ef6\u3001\u4e00\u6bb5\u6587\u6848\u3001\u4e00\u500b\u7a0b\u5f0f\u554f\u984c\u3001\u4e00\u689d\u6700\u65b0\u8cc7\u8a0a\u3002\u6bd4\u8f03\u6e96\u78ba\u5ea6\u3001\u4fee\u6539\u6642\u9593\u3001\u901f\u5ea6\u3001\u7e3d\u6210\u672c\u540c\u6700\u5f8c\u5269\u4f4e\u5e7e\u591a\u6e05\u7406\u5de5\u4f5c\u3002\u5514\u597d\u7531\u7c89\u7d72\u6700\u5608\u55f0\u908a\u66ff\u4f60\u9078\u3002<\/p><p>\u6211\u6703\u5481\u5206\uff1a\u554f\u984c\u91cd\u9ede\u4fc2\u300c\u800c\u5bb6\u767c\u751f\u7dca\u54a9\u300d\uff0c\u5148\u8a66\u6709\u5373\u6642\u4f86\u6e90\u7684\u5de5\u5177\uff1b\u8981\u81ea\u5df1\u63a7\u5236\u6a21\u578b\u540c\u6210\u672c\uff0c\u8a66 DeepSeek\uff1b\u4e3b\u8981\u5de5\u4f5c\u4fc2\u6574\u7406\u3001\u5beb\u4f5c\u3001\u601d\u8003\u6216\u8005\u8de8\u5de5\u5177\u88fd\u4f5c\uff0c\u5c31\u7528\u4f60\u6700\u9806\u624b\u7684\u901a\u7528\u52a9\u624b\u3002\u9700\u8981\u6642\u6df7\u5408\u7528\uff0c\u4f46\u4ea4\u63a5\u4f4d\u4e00\u5b9a\u8981\u6709\u4eba\u7747\u3002<\/p><\/section><section id=\"11\"><p class=\"lkb-section-no\">11 \/ \u7531\u4e00\u4ef6\u771f\u5de5\u4f5c\u958b\u59cb<\/p><h2>\u4e00\u500b\u5be6\u969b\u7684\u958b\u59cb\u65b9\u6cd5<\/h2><p>\u958b\u5b98\u65b9\u7db2\u9801\u6216 App\uff0c\u6216\u8005\u6574\u4e00\u500b\u7d30\u5c0f API \u6e2c\u8a66\u3002\u63c0\u4e00\u4ef6\u771f\u5be6\u3001\u5c11\u5c11\u7169\u3001\u4f60\u5e73\u6642\u6703\u62d6\u5230\u6700\u5f8c\u5148\u505a\u7684\u4e8b\uff1a\u4e00\u4efd\u9577\u7522\u54c1\u8aaa\u660e\u3001\u5e7e\u500b\u7248\u672c\u7684\u6bd4\u8f03\u3001\u4e00\u6bb5\u932f\u8aa4\u8a0a\u606f\uff0c\u6216\u8005\u4e00\u7bc7\u4e2d\u82f1\u96d9\u8a9e\u6587\u6848\u3002\u73a9\u5177\u554f\u984c\u53ef\u4ee5\u4ee4\u4efb\u4f55\u52a9\u624b\u7747\u8d77\u4f86\u597d\u9192\uff1b\u771f\u6b63\u5de5\u4f5c\u5148\u4fc2\u597d\u88c1\u5224\u3002<\/p><ol class=\"lkb-number-list\"><li><strong>\u5148\u63c0\u4f60\u6709\u6b0a\u4e0a\u8f09\u7684\u8cc7\u6599\u3002<\/strong><span>\u7531\u516c\u958b\u5167\u5bb9\u6216\u8005\u6e05\u7406\u904e\u7684\u6a23\u672c\u958b\u59cb\uff0c\u522a\u8d70\u59d3\u540d\u3001\u5bc6\u78bc\u3001\u767b\u5165\u91d1\u9470\u540c\u6a5f\u5bc6\u6578\u5b57\u3002<\/span><\/li><li><strong>\u5148\u53eb\u4f62\u62bd\u53d6\uff0c\u518d\u53eb\u4f62\u5224\u65b7\u3002<\/strong><span>\u5148\u5217\u4e8b\u5be6\u3001\u5f15\u53e5\u3001\u65e5\u671f\u540c\u7f3a\u6f0f\uff0c\u4e4b\u5f8c\u5148\u554f\u5efa\u8b70\u3002<\/span><\/li><li><strong>\u81f3\u5c11\u8ffd\u554f\u4e00\u6b21\u3002<\/strong><span>\u554f\u908a\u53e5\u6700\u53ef\u80fd\u932f\u3001\u4f62\u53ef\u80fd\u8aa4\u6703\u5497\u4e5c\u3001\u908a\u500b\u4f4d\u8981\u4f60\u89aa\u81ea\u6838\u5c0d\u3002<\/span><\/li><li><strong>\u540c\u539f\u6587\u6216\u53e6\u4e00\u500b\u5de5\u5177\u6bd4\u8f03\u3002<\/strong><span>\u5514\u4fc2\u8981\u9078\u51a0\u8ecd\uff0c\u800c\u4fc2\u7747 DeepSeek \u5e6b\u4f60\u6173\u6642\u9593\uff0c\u5b9a\u4fc2\u88fd\u9020\u66f4\u591a\u6aa2\u67e5\u3002<\/span><\/li><li><strong>\u5beb\u4f4e\u754c\u7dda\u3002<\/strong><span>\u8a18\u4f4e\u53ef\u4ee5\u4e0a\u8f09\u54a9\u3001\u7528\u5497\u908a\u500b\u6a21\u578b\u6216\u63a5\u53e3\uff0c\u4ee5\u53ca\u6700\u5f8c\u7531\u908a\u500b\u6279\u51c6\u8f38\u51fa\u3002<\/span><\/li><\/ol><p>\u6700\u597d\u7684\u7d50\u679c\u672a\u5fc5\u4fc2\u4e00\u6bb5\u9707\u64bc\u4eba\u5fc3\u7684\u6587\u7ae0\uff0c\u53ef\u80fd\u53ea\u4fc2\u5217\u51fa 17 \u689d\u4f60\u6628\u65e5\u61c9\u8a72\u554f\u7684\u554f\u984c\u3002\u90fd\u7b97\u6578\u3002\u505a\u771f\u5de5\u4f5c\u6642\uff0c\u6e1b\u5c11\u6df7\u4e82\u597d\u591a\u6642\u6bd4\u52a0\u591a\u5e7e\u767e\u5b57\u66f4\u6709\u50f9\u503c\u3002<\/p><p>DeepSeek \u503c\u5f97\u7559\u610f\uff0c\u4fc2\u56e0\u70ba\u5b83\u5c07\u6a21\u578b\u6548\u7387\u3001\u63a8\u7406\u540c\u958b\u653e\u6b0a\u91cd\u5e36\u5165\u666e\u901a\u4eba\u7684\u65e5\u5e38\u8a0e\u8ad6\u3002V4.1-Flash \u7684\u65b9\u5411\u90fd\u5e7e\u6e05\u695a\uff1a\u66f4\u9577\u4e0a\u4e0b\u6587\u3001\u591a\u6a21\u614b\u3001\u5de5\u5177\u540c Agent \u5de5\u4f5c\uff0c\u540c\u6642\u52aa\u529b\u63a7\u5236\u670d\u52d9\u6210\u672c\u3002\u7528\u5f97\u6709\u7d00\u5f8b\uff0c\u5b83\u53ef\u4ee5\u4fc2\u4e00\u500b\u5e7e\u6709\u80fd\u529b\u7684\u5de5\u4f5c\u62cd\u6a94\uff1b\u5c07 benchmark \u7576\u6210\u4fdd\u8b49\u66f8\uff0c\u5c31\u597d\u5bb9\u6613\u6700\u5f8c\u53ea\u4fc2\u589e\u52a0\u6e05\u7406\u5de5\u4f5c\u3002<\/p><\/section><section id=\"12\"><p class=\"lkb-section-no\">12 \/ \u5e38\u898b\u554f\u984c<\/p><h2>\u5927\u5bb6\u6210\u65e5\u554f<\/h2><h3>DeepSeek \u4fc2\u54aa\u514d\u8cbb\uff1f<\/h3><p>\u5b98\u65b9\u804a\u5929\u670d\u52d9\u540c App \u53ef\u80fd\u63d0\u4f9b\u514d\u8cbb\u4f7f\u7528\uff1bAPI \u5c31\u6309 token \u6536\u8cbb\uff0c\u672c\u5730\u90e8\u7f72\u5247\u6709\u786c\u4ef6\u540c\u904b\u884c\u6210\u672c\u3002\u65b9\u6848\u3001\u9650\u5236\u540c\u53ef\u7528\u5730\u5340\u53ef\u4ee5\u6539\uff0c\u6700\u597d\u76f4\u63a5\u7747\u5b98\u65b9\u73fe\u884c\u9801\u9762\uff0c\u5514\u597d\u53ea\u4fe1\u820a\u622a\u5716\u3002<\/p><h3>DeepSeek \u540c DeepSeek-R1 \u4fc2\u54aa\u540c\u4e00\u6a23\uff1f<\/h3><p>\u5514\u4fc2\u3002DeepSeek \u4fc2\u516c\u53f8\u540c\u7522\u54c1\u5bb6\u65cf\uff0cR1 \u4fc2 2025 \u5e74\u7206\u7d05\u7684\u63a8\u7406\u6a21\u578b\u3002\u76ee\u524d\u5b98\u65b9\u8def\u7dda\u5305\u62ec V4 \u7cfb\u5217\u540c V4.1-Flash\u3002\u4f60\u5728\u7db2\u9801\u3001App \u6216 API \u7528\u5230\u7684\u6a21\u578b\uff0c\u672a\u5fc5\u7528\u540c\u4e00\u7a2e\u65b9\u5f0f\u986f\u793a\u540d\u5b57\u3002<\/p><h3>\u9999\u6e2f\u53ef\u4ee5\u7528 DeepSeek \u55ce\uff1f<\/h3><p>\u5be6\u969b\u80fd\u5426\u4f7f\u7528\uff0c\u6703\u53d7\u5b98\u65b9\u670d\u52d9\u3001App \u4e0a\u67b6\u3001\u7db2\u7d61\u3001\u5e33\u6236\u540c\u5165\u53e3\u5f71\u97ff\u3002\u5b98\u65b9\u9996\u9801\u6709\u7db2\u9801\u804a\u5929\u3001App \u4e0b\u8f09\u540c API \u5e73\u53f0\u7684\u9023\u7d50\uff1b\u4f60\u8981\u7528\u7684\u6642\u5019\uff0c\u6700\u597d\u76f4\u63a5\u7747\u7576\u65e5\u9801\u9762\u3002\u820a\u7684\u5730\u5340 workaround \u672a\u5fc5\u4ecd\u7136\u9700\u8981\uff0c\u4ea6\u672a\u5fc5\u4ecd\u7136\u6709\u6548\u3002<\/p><h3>\u4e00\u767e\u842c token \u4fc2\u54aa\u4ee3\u8868\u54a9\u90fd\u53ef\u4ee5\u4e0a\u8f09\uff1f<\/h3><p>\u5514\u4fc2\u3002\u5462\u500b\u4fc2\u4e0a\u4e0b\u6587\u5bb9\u91cf\uff0c\u5514\u4fc2\u79c1\u96b1\u8c41\u514d\uff0c\u4ea6\u5514\u4fdd\u8b49\u6bcf\u4e00\u9801\u90fd\u540c\u6a23\u7406\u89e3\u5f97\u597d\u3002\u4ecd\u7136\u8981\u7747\u6a94\u6848\u9650\u5236\u3001\u5e33\u6236\u8a2d\u5b9a\u3001\u8cc7\u6599\u653f\u7b56\uff0c\u540c\u6a21\u578b\u80fd\u5426\u6e96\u78ba\u6435\u5230\u91cd\u9ede\u3002<\/p><h3>DeepSeek \u53ef\u4ee5\u672c\u5730\u904b\u884c\u55ce\uff1f<\/h3><p>\u73fe\u6642 V4.1-Flash \u6a21\u578b\u5361\u63d0\u4f9b\u672c\u5730\u904b\u884c\u65b9\u5411\uff0c\u4e26\u5217\u51fa\u6a21\u578b\u6b0a\u91cd\u540c\u7a0b\u5f0f\u63a1\u7528 MIT \u6388\u6b0a\u3002\u4f46\u662f\u5426\u5be6\u969b\u53ef\u884c\uff0c\u8981\u7747\u786c\u4ef6\u3001\u91cf\u5316\u3001\u63a8\u7406\u5de5\u5177\u3001\u901f\u5ea6\u8981\u6c42\u540c\u7dad\u8b77\u9810\u7b97\u3002\u5c0d\u5927\u90e8\u5206\u500b\u4eba\u7528\u5bb6\uff0c\u5148\u7528\u5b98\u65b9\u670d\u52d9\u6216\u5c0f\u578b API \u6e2c\u8a66\u6703\u7c21\u55ae\u597d\u591a\u3002<\/p><h3>DeepSeek \u4fc2\u54aa\u4e00\u5b9a\u597d\u904e ChatGPT \u6216 Claude\uff1f<\/h3><p>\u5187\u4e00\u500b\u8aa0\u5be6\u7684\u901a\u7528\u7b54\u6848\u3002DeepSeek \u53ef\u80fd\u5728\u958b\u6e90\u6b0a\u91cd\u3001\u4e2d\u6587\u5de5\u4f5c\u3001\u4e0a\u4e0b\u6587\u3001\u7de8\u7a0b\u6216\u6210\u672c\u65b9\u9762\u66f4\u5571\u4f60\uff1b\u53e6\u4e00\u500b\u52a9\u624b\u53ef\u80fd\u5728\u6a94\u6848\u3001\u5de5\u5177\u3001\u6587\u98a8\u6216\u4f86\u6e90\u6d41\u7a0b\u66f4\u597d\u3002\u7528\u540c\u4e00\u5c0f\u6279\u771f\u5de5\u4f5c\u6e2c\u8a66\uff0c\u518d\u6bd4\u8f03\u7b54\u6848\u5f8c\u9762\u5269\u4f4e\u7684\u4fee\u6539\u91cf\u3002<\/p><h3>\u516c\u53f8\u6a5f\u5bc6\u6587\u4ef6\u61c9\u5514\u61c9\u8a72\u4e0a\u8f09\uff1f<\/h3><p>\u672a\u6838\u5c0d\u76f8\u95dc\u79c1\u96b1\u653f\u7b56\u3001\u5e33\u6236\u8a2d\u5b9a\u3001\u5408\u7d04\u540c\u516c\u53f8\u898f\u5247\u4e4b\u524d\uff0c\u5514\u597d\u3002\u5148\u906e\u8d70\u654f\u611f\u8cc7\u6599\uff0c\u4f7f\u7528\u7372\u6279\u51c6\u7684\u74b0\u5883\uff0c\u4ea6\u8981\u77e5\u9053\u63d2\u4ef6\u6216\u4e0b\u6e38\u5de5\u5177\u6703\u5514\u6703\u4e00\u9f4a\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\u4f62\u7684\u958b\u653e\u6027\uff0c\u4fdd\u7559\u81ea\u5df1\u7684\u5224\u65b7\u3002<\/strong><p>DeepSeek \u503c\u5f97\u8a66\uff0c\u4fc2\u7576\u4f62\u7684\u958b\u6e90\u6a21\u578b\u3001\u9577\u4e0a\u4e0b\u6587\u3001\u4e2d\u6587\u80fd\u529b\u540c\u6210\u672c\uff0c\u771f\u4fc2\u914d\u5408\u4f60\u9762\u524d\u7684\u5de5\u4f5c\u3002\u6a21\u578b\u53ef\u4ee5\u884c\u5f97\u5feb\uff0c\u4f46\u6700\u5f8c\u6838\u5c0d\u4ecd\u7136\u8981\u7531\u4f60\u505a\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 \u5b8c\u6574\u4ecb\u7d39\uff1aR1\u3001V4.1 Flash\u3001\u9577\u4e0a\u4e0b\u6587\u3001API \u6210\u672c\u3001\u958b\u6e90\u6b0a\u91cd\u3001\u672c\u5730\u90e8\u7f72\u3001\u5be6\u969b\u7528\u6cd5\u3001\u79c1\u96b1\u540c\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-15920","post","type-post","status-publish","format-standard","hentry","category-ai"],"_links":{"self":[{"href":"https:\/\/lockelee.hk\/zh-hk\/wp-json\/wp\/v2\/posts\/15920","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/lockelee.hk\/zh-hk\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/lockelee.hk\/zh-hk\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/lockelee.hk\/zh-hk\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/lockelee.hk\/zh-hk\/wp-json\/wp\/v2\/comments?post=15920"}],"version-history":[{"count":1,"href":"https:\/\/lockelee.hk\/zh-hk\/wp-json\/wp\/v2\/posts\/15920\/revisions"}],"predecessor-version":[{"id":15925,"href":"https:\/\/lockelee.hk\/zh-hk\/wp-json\/wp\/v2\/posts\/15920\/revisions\/15925"}],"wp:attachment":[{"href":"https:\/\/lockelee.hk\/zh-hk\/wp-json\/wp\/v2\/media?parent=15920"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/lockelee.hk\/zh-hk\/wp-json\/wp\/v2\/categories?post=15920"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/lockelee.hk\/zh-hk\/wp-json\/wp\/v2\/tags?post=15920"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}