{"id":785470,"date":"2026-05-23T12:25:35","date_gmt":"2026-05-23T04:25:35","guid":{"rendered":"https:\/\/www.alphaseek.cn\/?p=785470"},"modified":"2026-05-23T12:25:35","modified_gmt":"2026-05-23T04:25:35","slug":"%e6%a2%81%e6%96%87%e9%94%8b%e6%9c%89%e4%ba%86%e9%9a%86%e4%b8%ad%e5%af%b9","status":"publish","type":"post","link":"https:\/\/www.alphaseek.cn\/?p=785470","title":{"rendered":"\u6881\u6587\u950b\u6709\u4e86\u201c\u9686\u4e2d\u5bf9\u201d"},"content":{"rendered":"<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_21\/848980DFE53F7A943F7C038DE85760C518CDCAF7_size884_w1014_h1014.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u6881\u6587\u950b\u6709\u4e86\u201c\u9686\u4e2d\u5bf9\u201d\"  \/><\/p>\n<p>\u8fd9\u51e0\u5929\uff0cDeepSeek700\u4ebf\u5143<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e8%9e%8d%e8%b5%84\" title=\"View all posts in \u878d\u8d44\" target=\"_blank\" class=\"tag_link\">\u878d\u8d44<\/a>\u7684\u70ed\u5ea6\u8fd8\u6ca1\u6563\u53bb\uff0c\u53e6\u4e00\u6761\u7ebf\u7d22\u5df2\u7ecf\u6d6e\u51fa\u6c34\u9762\uff1a\u5b83\u6b63\u628a\u91cd\u5fc3\u538b\u5411AI Coding\u3002<\/p>\n<p>\u8fd1\u65e5\uff0cDeepSeek\u65b9\u9762\u8fde\u7eed\u53d1\u5e03\u4e86\u4e24\u4e2a\u65b0\u5c97\u4f4d\uff1aAgent Harness\u4ea7\u54c1\u7ecf\u7406\u548cAgent Harness\u7814\u53d1\u5de5\u7a0b\u5e08\u3002<\/p>\n<p>\u6309\u7167\u62db\u8058\u4fe1\u606f\u7684\u8bf4\u6cd5\uff0cDeepSeek\u6b63\u5728\u628a\u524d\u6cbf\u6a21\u578b\u80fd\u529b\u8f6c\u5316\u4e3aAgent\u4ea7\u54c1\uff0c\u6a21\u578b\u4e4b\u5916\u7684\u5de5\u4f5c\uff0c\u90fd\u88ab\u5f52\u5165Harness\u8303\u7574\u3002\u5165\u804c\u8005\u5c06\u52a0\u5165Harness\u56e2\u961f\uff0c\u53c2\u4e0eDeepSeek\u684c\u9762\u7aefAgent\u4ea7\u54c1\u7684\u7814\u53d1\u5168\u8fc7\u7a0b\u3002<\/p>\n<p><strong>\u8fd9\u51e0\u53e5\u8bdd\uff0c\u57fa\u672c\u5212\u51fa\u4e86DeepSeek\u65b0\u4e1a\u52a1\u7684\u8fb9\u754c\u3002<\/strong><\/p>\n<p>DeepSeek\u8d44\u6df1\u7814\u7a76\u5458\u9648\u5fb7\u91cc\u5728\u793e\u4ea4\u5e73\u53f0\u62db\u4eba\u65f6\uff0c\u6807\u9898\u76f4\u63a5\u5199\u5230\u201c\u6765DeepSeek\u4ece\u96f6\u505aCode Harness\u201d\uff0c\u5e76\u63d0\u5230\u201c\u5bf9\u6807Claude Code\uff0c\u505aDeepSeek Code Harness\u201d\u3002<\/p>\n<p>\u636e\u4e86\u89e3\uff0cDeepSeek\u6b63\u5728\u5317\u4eac\u7ec4\u5efa\u65b0\u7684Harness\u56e2\u961f\uff0c\u76ee\u6807\u662f\u4ece\u96f6\u505a\u81ea\u5df1\u7684\u4ee3\u7801Agent\uff0c\u5185\u90e8\u5de5\u4f5c\u540d\u6307\u5411\u201cDeepSeek Code\u201d\u3002<\/p>\n<p>\u8fd9\u4e2a\u65b9\u5411\u6b63\u8e29\u5728\u5927\u6a21\u578b\u5546\u4e1a\u5316\u6700\u70ed\u7684\u6218\u573a\u4e0a\u3002<\/p>\n<p>Claude Code\u5df2\u7ecf\u628aAICoding\u505a\u6210\u4e86\u9879\u76ee\u7ea7\u5f00\u53d1\u5de5\u5177\u3002Anthropic\u57282026\u5e742\u6708\u878d\u8d44\u516c\u544a\u4e2d\u62ab\u9732\uff0cClaude Code\u5e74\u5316\u6536\u5165\u8d85\u8fc725\u4ebf\u7f8e\u5143\uff0c\u8f832026\u5e74\u521d\u7ffb\u500d\uff1bClaude Code\u5468\u6d3b\u7528\u6237\u6570\u4e5f\u8f83\u4eca\u5e74\u5e74\u521d\u7ffb\u500d\u3002<\/p>\n<p>\u53e6\u4e00\u8fb9\uff0c<a href=\"https:\/\/www.alphaseek.cn\/?tag=openai\" title=\"View all posts in OpenAI\" target=\"_blank\" class=\"tag_link\">OpenAI<\/a>\u5728\u4eca\u5e742\u6708\u63a8\u51faCodex\u684c\u9762App\uff0c\u628aCoding Agent\u4ece\u547d\u4ee4\u884c\u5e26\u5230\u591a\u4efb\u52a1\u684c\u9762\u73af\u5883\u3002OpenAI\u4f01\u4e1a\u526f\u603b\u88c1Ashley Kramer\u8fd1\u671f\u79f0\uff0cCodex\u5468\u6d3b\u7528\u6237\u572815\u5929\u5185\u4ece300\u4e07\u589e\u81f3400\u4e07\u3002<\/p>\n<p><strong>Google\u65b9\u9762\u4e5f\u5728I\/O 2026\u540e\u628aAntigravity\u5347\u7ea7\u4e3a2.0\uff0c\u5916\u5a92\u79f0\u5176\u4eceIDE\u8f6c\u5411\u72ec\u7acb\u684c\u9762\u5e94\u7528\uff0c\u5e76\u52a0\u5165CLI\u548cSDK\uff0c\u76f4\u63a5\u7784\u51c6Claude 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data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_21\/9C0929D5707DFA0F7A2CBC2B9605B22419B476F7_size7_w681_h681.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\"  width=\"111\" height=\"94\" style7=\"width: 111px; height: 94px;\" alt=\"\u6881\u6587\u950b\u6709\u4e86\u201c\u9686\u4e2d\u5bf9\u201d\" \/><\/p>\n<p>\u56f4\u7ed5Code Harness\uff0cDeepSeek\u9996\u5148\u5728\u4eba\u624d\u65b9\u9762\u8865\u5f3a\u3002<\/p>\n<p>\u51e0\u5929\u524d\uff0c\u4e00\u4e9b\u77e5\u540d\u5916\u5a92\u9646\u7eed\u62ab\u9732\uff0cDeepSeek\u62db\u52df\u4e86\u524dJane Street\u5de5\u7a0b\u5e08\u5d14\u6dfb\u7ffc\uff0c\u800c\u8fd9\u4e00\u4eba\u624d\u62db\u52df\u7684\u76ee\u7684\uff0c\u662f\u201c\u4e3a\u4e86\u8ffd\u8d76AIAgent\u548c\u5546\u4e1a\u5316\u7ade\u4e89\u201d\u3002<\/p>\n<p>\u516c\u5f00\u4fe1\u606f\u663e\u793a\uff0c\u5d14\u6dfb\u7ffc\u52a0\u5165\u7684\u662fDeepSeek\u65b0\u8bbe\u7684AIHarness\u56e2\u961f\u3002\u540c\u65f6\u8fd8\u5728\u62db\u8058\u66f4\u591a\u5c97\u4f4d\uff0c\u652f\u6301\u65b0\u7684\u65d7\u8230\u684c\u9762\u7aefAgent\u4ea7\u54c1\u3002<\/p>\n<p><strong>\u7ffb\u5f00\u5d14\u6dfb\u7ffc\u7684\u5c65\u5386\uff0c\u4f1a\u53d1\u73b0\u4ed6\u6709\u4e0d\u540c\u4e8e\u4f20\u7edfAI\u7814\u7a76\u5458\u62db\u8058\u7684\u610f\u5473\u3002<\/strong><\/p>\n<p>\u5d14\u6dfb\u7ffc\u6bd5\u4e1a\u4e8e\u6d59\u6c5f\u5927\u5b66\u8ba1\u7b97\u673a\u7cfb\uff0c\u5728\u6821\u671f\u95f4\u591a\u6b21\u53c2\u52a0ACM-ICPC\u533a\u57df\u8d5b\u5e76\u83b7\u5f97\u91d1\u724c\uff1b\u6bd5\u4e1a\u540e\uff0c\u4ed6\u5728Jane Street\u9999\u6e2f\u548c<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e7%ba%bd%e7%ba%a6\" title=\"View all posts in \u7ebd\u7ea6\" target=\"_blank\" class=\"tag_link\">\u7ebd\u7ea6<\/a>\u529e\u516c\u5ba4\u5de5\u4f5c9\u5e74\uff1b2022\u5e74\uff0c\u4ed6\u8054\u5408\u521b\u7acbTSY Capital\u3002<\/p>\n<p>Jane Street\u662f\u4e00\u5bb6\u5168\u7403\u91cf\u5316\u4ea4\u6613\u516c\u53f8\u3002\u5d14\u6dfb\u7ffc\u66fe\u5728\u5176\u9999\u6e2f\u548c\u7ebd\u7ea6\u529e\u516c\u5ba4\u5de5\u4f5c\u8fd19\u5e74\uff0c\u804c\u4f4d\u662f\u8f6f\u4ef6\u5f00\u53d1\u8005\u548c\u7814\u7a76\u5458\uff0c\u8986\u76d6\u80a1\u7968\u548c\u56fa\u6536\u4e1a\u52a1\u3002\u663e\u7136\uff0c\u4ed6\u7684\u8fd9\u6bb5\u7ecf\u5386\u8986\u76d6\u4e86\u4ea4\u6613\u7cfb\u7edf\u548c\u5de5\u7a0b\u7814\u53d1\uff0c\u800c\u975e\u4f20\u7edf\u7684\u5b66\u672f\u6d3eAI\u7814\u7a76\u5458\u3002<\/p>\n<p>\u5d14\u6dfb\u7ffc\u540e\u6765\u8054\u5408\u521b\u7acbTSY Capital\u3002\u8fd9\u5bb6\u516c\u53f8\u6210\u7acb\u4e8e2022\u5e74\uff0c\u603b\u90e8\u5728\u9999\u6e2f\uff0c\u505a\u7684\u662f\u5168\u7403\u80a1\u7968\u5e02\u573a\u7684\u7a0b\u5e8f\u5316\u4ea4\u6613\u3002<\/p>\n<p>\u5b83\u7528<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0\" title=\"View all posts in \u673a\u5668\u5b66\u4e60\" target=\"_blank\" class=\"tag_link\">\u673a\u5668\u5b66\u4e60<\/a>\u6a21\u578b\u751f\u6210\u4ea4\u6613\u4fe1\u53f7\uff0c\u518d\u7528Rust\u81ea\u7814\u4f4e\u5ef6\u8fdf\u4ea4\u6613\u7cfb\u7edf\u5b8c\u6210\u6267\u884c\u3002<\/p>\n<p>\u6362\u53e5\u8bdd\u8bf4\uff0c\u8fd9\u662f\u4e00\u4f4d\u201c\u91cf\u5316\u4ea4\u6613\u8001\u5175\u201d\uff0c\u4e00\u65b9\u9762\u8ba9\u4eba\u8054\u60f3\u5230DeepSeek\u6bcd\u516c\u53f8\u5e7b\u65b9\u7684\u4e3b\u8425\u4e1a\u52a1\u9886\u57df\uff0c\u540c\u65f6\u4e5f\u8868\u660e\uff0c\u4ed6\u548cDeepSeek\u4ee5\u53ca\u8bf8\u591aAI\u516c\u53f8\u4f20\u7edf\u6a21\u578b\u7814\u7a76\u5458\u7684\u8def\u5f84\u4e0d\u4e00\u6837\u3002<\/p>\n<p><strong>DeepSeek\u8fc7\u53bb\u9760\u57fa\u5ea7\u6a21\u578b\u5f00\u8def\u51fa\u5708\uff0c\u800c\u5d14\u6dfb\u7ffc\u8fdb\u5165Harness Team\uff0c\u8bf4\u660eDeepSeek Code\u80cc\u540e\u9700\u8981\u53e6\u4e00\u7c7b\u4eba\uff1a\u4ed6\u4eec\u4e0d\u4e00\u5b9a\u662f\u5927\u6a21\u578b\u8bba\u6587\u4f5c\u8005\uff0c\u4f46\u505a\u8fc7\u771f\u5b9e\u7cfb\u7edf\uff0c\u77e5\u9053\u6a21\u578b\u8f93\u51fa\u843d\u5230\u6267\u884c\u5c42\u4f1a\u51fa\u4ec0\u4e48\u95ee\u9898\u3002<\/strong><\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_21\/FCF188A014710E21F63ECFA82E8DB7B5CD8926F1_size116_w1080_h501.jpg\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u6881\u6587\u950b\u6709\u4e86\u201c\u9686\u4e2d\u5bf9\u201d\"  \/><\/p>\n<p>\u4ece\u9648\u5fb7\u91cc\u7684\u53d1\u8a00\u4e2d\uff0c\u4e5f\u80fd\u770b\u5230DeepSeek\u8fd9\u4e00\u6b21\u62db\u8058\u601d\u8def\u7684\u8f6c\u53d8\u3002<\/p>\n<p>\u8fd1\u65e5\uff0c\u4ed6\u5728\u793e\u4ea4\u5e73\u53f0\u786e\u8ba4\uff0c\u516c\u53f8\u6b63\u5728\u7ec4\u5efa\u65b0\u7684Harness\u56e2\u961f\uff0c\u65b9\u5411\u662f\u201c\u5bf9\u6807Claude Code\uff0c\u505aDeepSeek Code Harness\u201d\u3002\u8fd9\u6b21\u62db\u7684\u4e5f\u4e0d\u662f\u5355\u7eaf\u6a21\u578b\u7814\u7a76\u5458\uff0c\u800c\u662f\u4ea7\u54c1\u7ecf\u7406\u548c\u7814\u53d1\u5de5\u7a0b\u5e08\u3002<\/p>\n<p>\u5c97\u4f4d\u63cf\u8ff0\u663e\u793a\uff1aCode Harness\u56e2\u961f\u6210\u5458\u8981\u53c2\u4e0eDeepSeek\u684c\u9762\u7aefAgent\u4ea7\u54c1\u7814\u53d1\uff0c\u8fd8\u8981\u548c\u6a21\u578b\u7814\u7a76\u56e2\u961f\u534f\u4f5c\uff0c\u628a\u771f\u5b9e\u4efb\u52a1\u91cc\u7684\u53cd\u9988\u5e26\u56de\u6a21\u578b\u8bad\u7ec3\u3002<\/p>\n<p>\u987a\u4fbf\u518d\u591a\u63d0\u4e00\u4e0b\u9648\u5fb7\u91cc\uff0c\u8fd9\u4f4dDeepSeek\u7814\u7a76\u5458\u4e0d\u4ec5\u4ec5\u662fR1\u7684\u6838\u5fc3\u8bba\u6587\u4f5c\u8005\u4e4b\u4e00\uff0c\u4e5f\u662fDeepSeek\u4e3a\u6570\u4e0d\u591a\u7ecf\u5e38\u516c\u5f00\u9732\u9762\u7684\u5185\u90e8\u4eba\u58eb\u3002<\/p>\n<p>\u53bb\u5e7411\u6708\u4e4c\u9547\u4e16\u754c\u4e92\u8054\u7f51\u5927\u4f1a\u4e0a\uff0c\u4ed6\u4ee3\u8868DeepSeek\u53c2\u52a0\u201c\u516d\u5c0f\u9f99\u4e4c\u9547\u5bf9\u8bdd\u201d\u3002\u9648\u5fb7\u91cc\u8c08AI\u77ed\u677f\u65f6\u8bf4\uff0cAI\u8fd8\u4e0d\u5177\u5907\u50cf\u4eba\u7c7b\u4e00\u6837\u7a33\u5b9a\u7684\u667a\u80fd\uff0c\u6a21\u578b\u8bad\u7ec3\u5b8c\u540e\u53c2\u6570\u56fa\u5b9a\uff0c\u65e0\u6cd5\u50cf\u4eba\u4e00\u6837\u5728\u771f\u5b9e\u4e16\u754c\u4e2d\u81ea\u6211\u8fed\u4ee3\u3002<\/p>\n<p><strong>\u800c\u5728\u4e00\u8fde\u4e32\u62db\u8058\u4fe1\u606f\u70ed\u5ea6\u4e2d\uff0c\u53e6\u4e00\u6761\u7ebf\u7d22\u662f\u5f90\u540d\u5b87\u3002<\/strong><\/p>\n<p>\u6700\u8fd1\u4e00\u6bb5\u65f6\u95f4\uff0c\u524dDeepSeek\u8d44\u6df1\u7814\u7a76\u5458\u90ed\u8fbe\u96c5\u7684\u8df3\u69fd\uff0c\u63ed\u5f00\u4e86AI\u884c\u4e1a\u4eba\u624d\u4e89\u593a\u6218\u7684\u4e00\u89d2\u3002<\/p>\n<p>\u76f8\u5173\u62a5\u9053\u663e\u793a\uff0c\u5b57\u8282Seed\u56e2\u961f\u8fc7\u53bb\u4e00\u5e74\u88ab\u6316\u8d70\u8fd170\u4eba\uff0c\u5176\u4e2d\u5c31\u5305\u62ecSeed Edge\u957f\u671f\u7814\u7a76\u8ba1\u5212\u6210\u5458\u5f90\u540d\u5b87\uff0c\u76ee\u524d\uff0c\u4ed6\u5df2\u52a0\u5165DeepSeek\u6a21\u578b\u7ed3\u6784\u7ec4\uff0c\u4ece\u4e8b\u6a21\u578b\u7ed3\u6784\u76f8\u5173\u7814\u53d1\u3002<\/p>\n<p>\u5728\u5b57\u8282\u65f6\u671f\uff0c\u5f90\u540d\u5b87\u66fe\u662f\u8bba\u6587DeltaFormer\u7684\u7b2c\u4e00\u4f5c\u8005\uff0c\u8bba\u6587\u8ba8\u8bba\u6807\u51c6Transformer\u5728\u72b6\u6001\u8ddf\u8e2a\u4efb\u52a1\u4e0a\u7684\u8868\u8fbe\u9650\u5236\uff0c\u6b63\u6587\u70b9\u540dPython\u4ee3\u7801\u6267\u884c\u3001\u5b9e\u4f53\u8ddf\u8e2a\u3001\u68cb\u7c7b\u7b49\u4efb\u52a1\uff0c\u5e76\u5c1d\u8bd5\u7528DeltaNet\u589e\u5f3aTransformer\u5904\u7406\u72b6\u6001\u7a7a\u95f4\u95ee\u9898\u7684\u80fd\u529b\u3002<\/p>\n<p>\u5f90\u540d\u5b87\u7684\u52a0\u5165\uff0c\u8865\u7684\u662fDeepSeek Code\u80cc\u540e\u7684\u6a21\u578b\u7ed3\u6784\u80fd\u529b\u3002\u5d14\u6dfb\u7ffc\u5bf9\u5e94\u4ea7\u54c1\u548c\u7cfb\u7edf\u5de5\u7a0b\uff0c\u5f90\u540d\u5b87\u5bf9\u5e94\u66f4\u5e95\u5c42\u7684\u8fde\u7eed\u4efb\u52a1\u80fd\u529b\uff0c\u4e24\u6761\u7ebf\u5171\u540c\u6307\u5411DeepSeek\u6b63\u5728\u505a\u7684Code Agent\u3002<\/p>\n<p>Code Agent\u8fdb\u5165\u771f\u5b9e\u4ed3\u5e93\u540e\uff0c\u6700\u5bb9\u6613\u66b4\u9732\u7684\u95ee\u9898\u4e5f\u5e38\u5e38\u4e0d\u662f\u5199\u4e0d\u51fa\u4e00\u4e2a\u51fd\u6570\uff0c\u800c\u662f\u5341\u51e0\u8f6e\u4fee\u6539\u540e\u5fd8\u8bb0\u6700\u521d\u76ee\u6807\uff0c\u8de8\u6587\u4ef6\u6539\u52a8\u540e\u903b\u8f91\u4e0d\u4e00\u81f4\uff0c\u6d4b\u8bd5\u5931\u8d25\u540e\u4e0d\u80fd\u6cbf\u7740\u65e7\u72b6\u6001\u7ee7\u7eed\u4fee\uff0c\u8fd9\u4e9b\u8003\u9a8c\u7684\u90fd\u662f\u6a21\u578b\u5728\u8fde\u7eed\u6b65\u9aa4\u4e2d\u4fdd\u5b58\u548c\u66f4\u65b0\u72b6\u6001\u7684\u80fd\u529b\u3002<\/p>\n<p><strong>\u53e6\u4e00\u8fb9\uff0cDeepSeek\u7684Harness\u62db\u8058\uff0c\u5df2\u7ecf\u628a\u5bf9\u6807\u5bf9\u8c61\u5199\u5f97\u660e\u660e\u767d\u767d\u3002\u5b98\u65b9\u62ab\u9732\u7684\u62db\u8058\u4fe1\u606f\u79f0\uff0cAgent Harness\u5c97\u4f4d\u8981\u6c42\u5019\u9009\u4eba\u6df1\u5ea6\u4f7f\u7528Claude Code\u3001Cowork\u3001Codex\u3001Cursor\u3001OpenCode\u3001GitHub Copilot\u3001Manus\u3001OpenClaw\u3001Hermes\u7b49\u4ea7\u54c1\u3002<\/strong><\/p>\n<p>\u663e\u7136\uff0cDeepSeek Code\u7684\u6210\u957f\u8def\u4e0a\u9700\u8981\u4e24\u7c7b\u7ecf\u9a8c\uff1a\u4e00\u7c7b\u6765\u81ea\u771f\u5b9e\u7cfb\u7edf\uff0c\u5904\u7406\u6a21\u578b\u8f93\u51fa\u540e\u7684\u6267\u884c\u540e\u679c\uff1b\u4e00\u7c7b\u6765\u81ea\u6a21\u578b\u7ed3\u6784\uff0c\u5904\u7406\u591a\u8f6e\u4efb\u52a1\u91cc\u7684\u72b6\u6001\u4fdd\u6301\u3002\u6301\u7eed\u7684\u4eba\u624d\u8865\u5f3a\uff0c\u4e5f\u63ed\u5f00\u4e86\u8fd9\u4e00\u8f6eAI\u4eba\u624d\u653b\u9632\u6218\u7684\u65b0\u4e00\u56de\u5408\u3002<\/p>\n<p><img loading=\"lazy\" data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_21\/C1B90C251D5C21CB2B7EF5BA436B08F379A368B1_size6_w681_h681.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\"  width=\"106\" height=\"85\" style7=\"width: 106px; height: 85px;\" alt=\"\u6881\u6587\u950b\u6709\u4e86\u201c\u9686\u4e2d\u5bf9\u201d\" \/><\/p>\n<p>\u51e0\u5468\u524d\uff0cDeepSeek\u6838\u5fc3\u4eba\u7269\u90ed\u8fbe\u96c5\u8f6c\u6295\u5b57\u8282\uff0c\u88ab\u5916\u754c\u89c6\u4e3aDeepSeek\u7684\u4e00\u6b21\u91cd\u8981\u635f\u5931\u3002<\/p>\n<p>\u4ed6\u7684\u5c65\u5386\u4e0eDeepSeek\u57fa\u5ea7\u6a21\u578b\u7684\u51e0\u5757\u57fa\u77f3\u6709\u7740\u7d27\u5bc6\u8054\u7cfb\u3002\u516c\u5f00\u62a5\u9053\u663e\u793a\uff0c\u90ed\u8fbe\u96c5\u4e13\u6ce8\u4ee3\u7801\u667a\u80fd\u548c\u5927\u8bed\u8a00\u6a21\u578b\u63a8\u7406\uff0c\u53c2\u4e0e\u8fc7DeepSeek-Coder\u3001DeepSeekMath\u3001DeepSeek-Prover\u3001V3\u3001R1\u7b49\u9879\u76ee\u3002\u800c\u5728DeepSeek-Coder\u8bba\u6587\u91cc\uff0c\u4ed6\u6392\u5728\u7b2c\u4e00\u4f5c\u8005\u4f4d\u7f6e\u3002<\/p>\n<p>\u4eca\u5e743\u6708\u524d\u540e\uff0c\u90ed\u8fbe\u96c5\u88ab\u66dd\u4eceDeepSeek\u79bb\u804c\uff0c\u968f\u540e\u52a0\u5165\u5b57\u8282Seed\u3002\u4e00\u4e9b\u516c\u5f00\u62a5\u9053\u663e\u793a\uff0c\u4ed6\u770b\u597dAgent\u65b9\u5411\uff0c\u800cDeepSeek\u5185\u90e8\u5f53\u65f6Agent\u4f18\u5148\u7ea7\u5e76\u4e0d\u9ad8\uff1b\u52a0\u5165\u5b57\u8282\u540e\uff0cSeed\u5185\u90e8\u6b63\u542f\u52a8\u56f4\u7ed5Agent\u548cCoding\u7684\u7ec4\u7ec7\u6574\u5408\u3002<\/p>\n<p><strong>\u56de\u5230\u51e0\u5468\u540e\u7684\u4eca\u5929\uff0c\u624b\u63e1\u6570\u767e\u4ebf\u878d\u8d44\u7684DeepSeek\uff0c\u4e00\u8fb9\u5f00\u59cb\u594b\u8d77\u76f4\u8ffd\u8865\u8bfeHarness Agent\uff0c\u4e00\u8fb9\u5f00\u59cb\u8bd5\u56fe\u5f15\u5165\u66f4\u591a\u201c\u90ed\u8fbe\u96c5\u201d\u5145\u5b9e\u4eba\u624d\u5e93\u3002<\/strong><\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_21\/6A227B4653F0F46D7E129891A682EFBE9DBB0068_size48_w838_h436.jpg\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u6881\u6587\u950b\u6709\u4e86\u201c\u9686\u4e2d\u5bf9\u201d\"  \/><\/p>\n<p>\u5f53\u7136\uff0c\u8fd9\u573a\u4eba\u624d\u653b\u9632\u6218\u5728\u90ed\u8fbe\u96c5\u79bb\u804c\u524d\u5c31\u65e9\u5df2\u6253\u54cd\uff0c\u800cDeepSeek\u4ece\u672a\u505c\u6b62\u8fc7\u5728Coding\u7b49\u6a21\u578b\u5782\u76f4\u65b9\u5411\u7684\u4eba\u624d\u5f15\u5165\u3002<\/p>\n<p>\u8fd1\u671f\u62ab\u9732\u76842026\u5b57\u8282\u8df3\u52a8\u5956\u5b66\u91d1\u540d\u5355\u4e2d\uff0c\u5c31\u6709\u4e00\u4e2a\u503c\u5f97\u5173\u6ce8\u7684\u540d\u5b57\u3002<\/p>\n<p>\u636e\u5b57\u8282\u65b9\u9762\u62ab\u9732\uff0c\u5b57\u8282\u8df3\u52a8\u5956\u5b66\u91d1\u81f3\u4eca\u652f\u6301\u4e8667\u4f4d\u9752\u5e74\u7814\u7a76\u8005\uff1b2023\u5e74\u5f97\u4e3b\u8def\u6a59\u3001\u6731\u742a\u8c6a\u5206\u522b\u662fOpenAI Sora2\u548cDeepSeek GRPO\u7684\u91cd\u8981\u7814\u7a76\u8d21\u732e\u8005\u3002<\/p>\n<p>\u5176\u4e2d\uff0c\u6731\u742a\u8c6a\u662f\u5317\u4eac\u5927\u5b66\u8ba1\u7b97\u673a\u5b66\u96622024\u5c4a\u535a\u58eb\u6bd5\u4e1a\u751f\uff0c\u4e13\u6ce8\u6df1\u5ea6\u4ee3\u7801\u5b66\u4e60\u3002\u4ed6\u5728DeepSeek\u56e2\u961f\u4e2d\u57fa\u4e8e\u535a\u58eb\u8bba\u6587\u5de5\u4f5c\uff0c\u4e3b\u5bfc\u5f00\u53d1\u4e86DeepSeek-Coder-V1\uff1b\u6b64\u540e\u53c8\u51fa\u73b0\u5728DeepSeek-Coder-V2\u548cDeepSeekMath\/GRPO\u76f8\u5173\u8bba\u6587\u4e2d\uff0c\u662fDeepSeek\u4ee3\u7801\u6a21\u578b\u548c\u5f3a\u5316\u5b66\u4e60\u8def\u7ebf\u91cc\u7684\u65e9\u671f\u53c2\u4e0e\u8005\u3002<\/p>\n<p>\u503c\u5f97\u5173\u6ce8\u7684\u662f\uff0c\u5728DeepSeek-Coder\u7684\u8fed\u4ee3\u5386\u7a0b\u4e2d\uff0c\u6731\u742a\u8c6a\u7684\u4f4d\u7f6e\u6709\u4e00\u4e2a\u6e05\u6670\u53d8\u5316\u3002<\/p>\n<p><strong>DeepSeek-Coder V1\u7684\u4f5c\u8005\u5217\u8868\u91cc\uff0c\u90ed\u8fbe\u96c5\u6392\u5728\u6731\u742a\u8c6a\u4e4b\u524d\uff1b\u5230\u4e86DeepSeek-Coder V2\uff0c\u6731\u742a\u8c6a\u7684\u540d\u5b57\u5df2\u5728\u90ed\u8fbe\u96c5\u4e4b\u524d\u3002<\/strong><\/p>\n<p>\u4f5c\u8005\u987a\u5e8f\u5f53\u7136\u4e0d\u80fd\u76f4\u63a5\u7b49\u540c\u4e8e\u5185\u90e8\u8d21\u732e\u5927\u5c0f\uff0c\u4f46\u5bf9\u4e00\u6761\u8fde\u7eed\u8fed\u4ee3\u7684\u6280\u672f\u7ebf\u6765\u8bf4\uff0c\u6beb\u65e0\u7591\u95ee\u4f20\u9012\u51fa\u7684\u4fe1\u53f7\u662f\uff0c\u6731\u742a\u8c6a\u662fDeepSeek\u7cfb\u5217\u6a21\u578bCoding\u80fd\u529b\u7684\u7edd\u5bf9\u6838\u5fc3\u4eba\u7269\u3002<\/p>\n<p>\u53e6\u4e00\u6761\u4e0d\u80fd\u5ffd\u7565\u7684\u662f\u591a\u6a21\u6001\u3002<\/p>\n<p>\u5728Chatbot\u5f62\u6001\u91cc\uff0cDeepSeek\u7684\u591a\u6a21\u6001\u77ed\u677f\u8fd8\u4e0d\u660e\u663e\u3002\u7528\u6237\u4e3b\u8981\u7528\u6587\u5b57\u63d0\u95ee\uff0c\u6a21\u578b\u53ea\u8981\u5728\u63a8\u7406\u3001\u5199\u4f5c\u3001\u4ee3\u7801\u548c\u957f\u4e0a\u4e0b\u6587\u4e0a\u8868\u73b0\u8db3\u591f\u5f3a\uff0c\u5c31\u80fd\u652f\u6491\u5927\u90e8\u5206\u4f7f\u7528\u573a\u666f\u3002DeepSeek\u8fc7\u53bb\u4e00\u5e74\u6700\u5f3a\u7684\u516c\u4f17\u8ba4\u77e5\uff0c\u4e5f\u786e\u5b9e\u6765\u81eaR1\u3001V3\u3001V4\uff0c\u4ee5\u53ca\u4f4e\u6210\u672cAPI\u3002<\/p>\n<p>\u4f46\u684c\u9762\u7aefAgent\u4f1a\u6539\u53d8\u8fd9\u4e2a\u524d\u63d0\u3002\u4ee3\u7801Agent\u5982\u679c\u8fdb\u5165\u5f00\u53d1\u8005\u7535\u8111\uff0c\u5c31\u4e0d\u53ea\u662f\u5728\u804a\u5929\u6846\u91cc\u56de\u7b54\u95ee\u9898\uff0c\u8fd8\u8981\u7406\u89e3IDE\u754c\u9762\u3001\u7ec8\u7aef\u62a5\u9519\u3001\u6d4f\u89c8\u5668\u6587\u6863\u548c\u622a\u56fe\u53cd\u9988\u3002\u6362\u53e5\u8bdd\u8bf4\uff0c\u8bfb\u5c4f\u80fd\u529b\u4f1a\u4ece\u201c\u52a0\u5206\u9879\u201d\u53d8\u6210\u57fa\u7840\u80fd\u529b\u3002<\/p>\n<p>\u6f58\u6893\u6b63\uff0c\u662fDeepSeek\u591a\u6a21\u6001\u4e1a\u52a1\u4e2d\u88ab\u516c\u5f00\u62ab\u9732\u8f83\u591a\u7684\u540d\u5b57\u3002<\/p>\n<p>\u53bb\u5e742\u6708\uff0c\u591a\u5bb6<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e5%aa%92%e4%bd%93\" title=\"View all posts in \u5a92\u4f53\" target=\"_blank\" class=\"tag_link\">\u5a92\u4f53<\/a>\u8f6c\u8ff0\u4e86\u82f1\u4f1f\u8fbe\u9ad8\u7ea7\u7814\u7a76\u79d1\u5b66\u5bb6\u79b9\u4e4b\u9f0e\u7684\u793e\u5a92\u5185\u5bb9\u3002\u79b9\u4e4b\u9f0e\u56de\u5fc6\uff0c\u6f58\u6893\u6b632023\u5e74\u590f\u5929\u66fe\u5728NVIDIA\u5b9e\u4e60\uff0c\u5f53\u65f6NVIDIA\u8003\u8651\u7ed9\u4ed6\u5168\u804c\u673a\u4f1a\uff0c\u4f46\u6f58\u6893\u6b63\u201c\u6beb\u4e0d\u72b9\u8c6b\u201d\u9009\u62e9\u56de\u56fd\u52a0\u5165DeepSeek\uff1b\u90a3\u65f6DeepSeek\u591a\u6a21\u6001\u56e2\u961f\u53ea\u6709\u51e0\u4e2a\u4eba\u3002<\/p>\n<p><strong>\u79b9\u4e4b\u9f0e\u8fd8\u63d0\u5230\uff0c\u6f58\u6893\u6b63\u5728DeepSeek-VL2\u3001DeepSeek-V3\u548cDeepSeek-R1\u7b49\u591a\u4e2a\u9879\u76ee\u4e2d\u53d1\u6325\u4e86\u201c\u5173\u952e\u4f5c\u7528\u201d\u3002\u4ed6\u5199\u9053\uff0c\u6f58\u6893\u6b63\u7684\u6848\u4f8b\u662f\u8fd1\u5e74\u6765\u4ed6\u770b\u5230\u7684\u5178\u578b\u4f8b\u5b50\uff1a\u5f88\u591a\u6700\u4f18\u79c0\u7684\u4eba\u624d\u6765\u81ea\u4e2d\u56fd\uff0c\u8fd9\u4e9b\u4eba\u624d\u4e0d\u4e00\u5b9a\u53ea\u80fd\u5728<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e7%be%8e%e5%9b%bd\" title=\"View all posts in \u7f8e\u56fd\" target=\"_blank\" class=\"tag_link\">\u7f8e\u56fd<\/a>\u516c\u53f8\u53d6\u5f97\u6210\u529f\uff0c\u7f8e\u56fd\u7814\u7a76\u8005\u4e5f\u80fd\u4ece\u4ed6\u4eec\u8eab\u4e0a\u5b66\u5230\u5f88\u591a\u3002<\/strong><\/p>\n<p>DeepSeek-VL2\u7684\u80fd\u529b\u65b9\u5411\uff0c\u548cCode Harness\u5e76\u4e0d\u8fdc\u3002VL2\u8986\u76d6\u89c6\u89c9\u95ee\u7b54\u3001OCR\u3001\u6587\u6863\u3001\u8868\u683c\u3001\u56fe\u8868\u7406\u89e3\u548c\u89c6\u89c9\u5b9a\u4f4d\uff1b\u8fd9\u4e9b\u80fd\u529b\u653e\u5230\u684c\u9762\u7aefAgent\u91cc\uff0c\u6b63\u597d\u5bf9\u5e94\u8bfb\u5c4f\u3001\u8bfb\u62a5\u9519\u3001\u8bfb\u7f51\u9875\u6587\u6863\u548c\u7406\u89e3\u754c\u9762\u5143\u7d20\u3002<\/p>\n<p>\u4f46DeepSeek\u591a\u6a21\u6001\u8fd1\u671f\u7f3a\u5c11\u4e00\u4e2a\u771f\u6b63\u7ad9\u5230\u53f0\u524d\u7684\u7a81\u7834\u3002Janus-Pro\u57282025\u5e741\u6708\u53d1\u5e03\uff0cDeepSeek\u79f0\u5176\u56fe\u50cf\u751f\u6210\u80fd\u529b\u8d85\u8fc7DALL-E 3\u548cStable Diffusion\uff1bVL2\u5219\u505c\u7559\u57282024\u5e7412\u6708\u7684\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u66f4\u65b0\u3002<\/p>\n<p>\u8fd9\u610f\u5473\u7740\uff0cDeepSeek\u5df2\u6709\u8bfb\u5c4f\u548c\u89c6\u89c9\u7406\u89e3\u7684\u6280\u672f\u5e95\u5b50\uff0c\u4f46\u8fd8\u6ca1\u628a\u591a\u6a21\u6001\u6253\u6210\u548cR1\u63a8\u7406\u3001V4\u957f\u4e0a\u4e0b\u6587\u4e00\u6837\u6e05\u6670\u7684\u54c1\u724c\u6807\u7b7e\u3002\u5982\u679cDeepSeek Code\u771f\u8981\u505a\u684c\u9762\u7aefAgent\uff0c\u591a\u6a21\u6001\u5927\u6982\u7387\u4ecd\u662f\u540e\u7eed\u8865\u4eba\u7684\u65b9\u5411\u3002<\/p>\n<p>\u56de\u5230\u9648\u5fb7\u91cc\u5728\u53bb\u5e74\u4e4c\u9547\u4e16\u754c\u4e92\u8054\u7f51\u5927\u4f1a\u4e0a\u7684\u8bb2\u8bdd\uff0c\u4ed6\u5728\u8c08AI\u7a33\u5b9a\u6027\u65f6\u8bf4\uff0c\u6a21\u578b\u8bad\u7ec3\u5b8c\u540e\u53c2\u6570\u56fa\u5b9a\uff0c\u4e0d\u80fd\u50cf\u4eba\u4e00\u6837\u5728\u771f\u5b9e\u4e16\u754c\u4e2d\u81ea\u6211\u8fed\u4ee3\u3002\u4ed6\u63d0\u5230\u7684\u65b9\u5411\uff0c\u662f\u8ba9AI\u5177\u5907\u7a33\u5b9a\u5b66\u4e60\u7b97\u6cd5\uff0c\u5e76\u901a\u8fc7\u591a\u6a21\u6001\u7b49\u65b9\u5f0f\u4e0e\u771f\u5b9e\u4e16\u754c\u5efa\u7acb\u66f4\u591a\u94fe\u63a5\u3002<\/p>\n<p><strong>\u9762\u5bf9\u7740\u5927\u6a21\u578b\u53d1\u5c55\u884c\u4e1a\u7684\u5361\u70b9\uff0cDeepSeek\u5185\u90e8\u6709\u7740\u6e05\u6670\u7684\u8ba4\u77e5\u3002\u4f46\u56de\u8fc7\u5934\u770b\u8fc7\u53bb\u4e00\u5e74\u7684\u66f4\u65b0\u7f13\u6162\u548c\u4eba\u624d\u6d41\u5931\uff0c\u663e\u7136\u5927\u6a21\u578b\u7ade\u4e89\u662f\u4e00\u4e2a\u8003\u9a8c\u8d44\u672c\u539a\u5ea6\u548c\u8010\u529b\u7684\u957f\u671f\u4f5c\u6218\uff0c\u9700\u8981\u66f4\u591a\u201c\u5f39\u836f\u201d\u4f9b\u7ed9\uff0c700\u4ebf\u878d\u8d44\u5230\u4f4d\u540e\uff0c\u4e0d\u53ea\u662fCode Harness\uff0c\u4e5f\u8bb8DeepSeek\u4e5f\u5c06\u8fdb\u5165\u591a\u7ebf\u53d9\u4e8b\u7684\u5feb\u901f\u94fa\u5f00\u4ea7\u54c1\u7684\u903b\u8f91\u3002<\/strong><\/p>\n<p><img loading=\"lazy\" data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_21\/12D89E5EC68EE6B2A9D3B9075361E3DC8DC4F496_size8_w681_h681.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\"  width=\"85\" height=\"86\" style7=\"width: 85px; height: 86px;\" alt=\"\u6881\u6587\u950b\u6709\u4e86\u201c\u9686\u4e2d\u5bf9\u201d\" \/><\/p>\n<p>\u53ea\u770b\u57fa\u5ea7\u6a21\u578b\uff0cDeepSeek\u5df2\u7ecf\u7ad9\u8fdb\u7b2c\u4e00\u68af\u961f\uff0c\u4f46\u4e5f\u5e76\u975e\u9886\u8dd1\u4f4d\u7f6e\u3002<\/p>\n<p>\u65b0\u4e00\u4ee3DeepSeek-V4-Pro\u5728\u4ee3\u7801\u57fa\u51c6\u548cAgentic\u4efb\u52a1\u4e0a\u7f29\u5c0f\u4e86\u4e0e\u9886\u5148\u95ed\u6e90\u6a21\u578b\u7684\u5dee\u8ddd\u3002DeepSeek V4-Pro\u5728SWE-bench Verified\u4e0a\u8fbe\u523080.6%\uff0c\u63a5\u8fd1Claude Opus 4.6\u3002<\/p>\n<p>\u6b64\u5916\uff0cDeepSeek V4\u5728Vibe Code Bench\u4e2d\u6210\u4e3a\u5f00\u6e90\u6743\u91cd\u6a21\u578b\u7b2c\u4e00\uff0c\u5f97\u520649.9%\uff0c\u4e5f\u662f\u552f\u4e00\u8d85\u8fc740%\u7684\u5f00\u6e90\u6743\u91cd\u6a21\u578b\u3002<\/p>\n<p>\u4f46\u662f\uff0c\u5f3a\u6a21\u578b\u548c\u5f3a\u4ea7\u54c1\uff0c\u672c\u8d28\u4e0a\u8fd8\u662f\u4e24\u4ef6\u4e8b\u3002Claude Code\u7684\u5546\u4e1a\u5316\u6570\u636e\uff0c\u662fDeepSeek\u65e0\u6cd5\u7ed5\u5f00\u7684\u53c2\u7167\u3002<\/p>\n<p>Anthropic\u62ab\u9732Claude Code\u5e74\u5316\u6536\u5165\u8d85\u8fc725\u4ebf\u7f8e\u5143\u540e\uff0c\u5916\u754c\u5bf9AICoding\u7684\u4f30\u503c\u903b\u8f91\u5df2\u7ecf\u53d8\u4e86\u3002\u5b83\u4e0d\u518d\u53ea\u662f\u6a21\u578b\u516c\u53f8\u5c55\u793a\u80fd\u529b\u7684Demo\uff0c\u800c\u662f\u53ef\u4ee5\u76f4\u63a5\u8d21\u732e\u6536\u5165\u7684\u4ea7\u54c1\u7ebf\u3002<\/p>\n<p><strong>Claude Code\u7684\u5f62\u6001\u4e5f\u5df2\u7ecf\u8d85\u51fa\u804a\u5929\u6846\u3002<\/strong><\/p>\n<p>\u5b83\u80fd\u5728\u5f00\u53d1\u8005\u4ee3\u7801\u5e93\u4e2d\u5de5\u4f5c\uff0c\u901a\u8fc7\u7ec8\u7aef\u3001IDE\u3001\u684c\u9762\u7aef\u3001Slack\u548c\u7f51\u9875\u4f7f\u7528\uff1b\u5728\u672c\u5730\u7ec8\u7aef\u8fd0\u884c\u65f6\uff0c\u4f1a\u5728\u6539\u6587\u4ef6\u6216\u8fd0\u884c\u547d\u4ee4\u524d\u8bf7\u6c42\u6388\u6743\u3002\u8fd9\u4e2a\u8bbe\u8ba1\u8ba9AICoding\u8fdb\u5316\u6210\u4e86\u9879\u76ee\u7ea7\u7684\u52a9\u624b\u3002<\/p>\n<p>\u548cClaude Code\u9f50\u5934\u5e76\u8fdb\u7684\uff0c\u8fd8\u6709OpenAI\u7684Codex\u3001Google Antigravity 2.0\uff0c\u5927\u5382\u6b63\u5728\u628aAICoding\u4ece\u7f16\u8f91\u5668\u63d2\u4ef6\u63a8\u5411\u72ec\u7acb\u5f00\u53d1\u73af\u5883\u3002<\/p>\n<p>\u4e0e\u6b64\u540c\u65f6\uff0c\u8fd9\u4e5f\u662f\u56fd\u4ea7\u6a21\u578b\u7ade\u4e89\u6700\u6fc0\u70c8\u7684\u9886\u57df\u4e4b\u4e00\u3002<\/p>\n<p>Kimi\u548c\u667a\u8c31\u8fd1\u671f\u5728Coding\u9886\u57df\u7684\u8dd1\u5206\uff0c\u5148\u540e\u8fdb\u5165\u4e86\u7b2c\u4e00\u68af\u961f\u3002SWE-Bench Pro\u6210\u7ee9\u663e\u793a\uff0cKimi K2.6\u4e3a58.6%\uff0cGLM-5.1\u4e3a58.4%\uff0cDeepSeek V4 Pro-Max\u4e3a55.4%\u3002<\/p>\n<p>SWE-Bench Pro\u6d4b\u7684\u662f\u5de5\u7a0b\u4fee\u590d\u80fd\u529b\u3002\u5b83\u9009\u53d6\u771f\u5b9eGitHub\u9879\u76ee\u4e2d\u7684Issue\u548c\u6d4b\u8bd5\u7528\u4f8b\uff0c\u8ba9\u6a21\u578b\u63d0\u4ea4\u8865\u4e01\uff0c\u518d\u770b\u6d4b\u8bd5\u662f\u5426\u901a\u8fc7\u3002\u5728\u8fd9\u7ec4\u66f4\u96be\u7684\u4efb\u52a1\u91cc\uff0cKimi\u548cGLM\u90fd\u8dd1\u5728DeepSeek\u524d\u9762\u3002<\/p>\n<p><strong>DeepSeek\u4e5f\u4e0d\u662f\u6ca1\u6709\u5f3a\u9879\u3002\u6709\u8bc4\u6d4b\u663e\u793a\uff0cV4 Pro\u5728SWE-Bench Verified\u4e0a\u8fbe\u523080.6%\u3002Verified\u7248\u7ecf\u8fc7\u4eba\u5de5\u7b5b\u9009\uff0c\u5e38\u7528\u6765\u89c2\u5bdf\u6a21\u578b\u5904\u7406\u771f\u5b9e\u4ee3\u7801\u95ee\u9898\u7684\u7a33\u5b9a\u6027\u3002<\/strong><\/p>\n<\/p>\n<p>\u5177\u4f53\u6253\u6cd5\u4e0a\uff0c\u667a\u8c31\u901a\u8fc7GLM Coding Plan\u8fdb\u5165Claude Code\u3001Cline\u3001OpenCode\u7b49\u5df2\u6709\u5f00\u53d1\u8005\u5de5\u5177\uff0cKimi\u4e5f\u6709kimi-cli\u3001Kimi Code\u7b49\u7ec8\u7aef\u548c\u4ee3\u7801\u5de5\u5177\u5165\u53e3\uff0c\u540c\u65f6\u8fd8\u901a\u8fc7Cursor Composer\u7b49\u7b2c\u4e09\u65b9\u4ea7\u54c1\u8fdb\u5165\u5f00\u53d1\u8005\u5de5\u4f5c\u6d41\u3002<\/p>\n<p>\u800c\u968f\u7740DeepSeek Code Harness\u6d6e\u51fa\u6c34\u9762\uff0cDeepSeek\u5c06\u4e0e\u8fd9\u4e24\u4f4d\u56fd\u4ea7\u540c\u884c\u4e00\u540c\u7ade\u4e89AICoding\u7684\u7528\u6237\u5fc3\u667a\u3002<\/p>\n<p>\u5c24\u5176\u662f\u5f53\u8fd9\u4e00\u8f6e\u878d\u8d44\u88ab\u63a8\u5230700\u4ebf\u5143\u65f6\uff0cDeepSeek\u6b63\u597d\u7ad9\u5728Code Harness\u8fd9\u4e2a\u5c94\u53e3\u3002<\/p>\n<p>\u6b64\u524d\uff0cDeepSeek\u7ba1\u7406\u5c42\u5411\u6f5c\u5728<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e6%8a%95%e8%b5%84\" title=\"View all posts in \u6295\u8d44\" target=\"_blank\" class=\"tag_link\">\u6295\u8d44<\/a>\u8005\u8868\u793a\uff0c\u878d\u8d44\u843d\u5730\u540e\uff0c\u4f1a\u4f18\u5148\u63a8\u8fdb\u7a81\u7834\u6027AI\u7814\u7a76\uff0c\u800c\u4e0d\u662f\u77ed\u671f\u5546\u4e1a\u5316\u3002<\/p>\n<p>\u5bf9DeepSeek\u6765\u8bf4\uff0c\u878d\u8d44\u9996\u5148\u610f\u5473\u7740\u7b97\u529b\u6c60\u53ef\u4ee5\u7ee7\u7eed\u505a\u5927\u3002DeepSeek\u5b98\u7f51\u4ecb\u7ecd\u4e2d\u63d0\u5230\uff0c\u5176\u4f9d\u6258\u81ea\u7814\u8bad\u7ec3\u6846\u67b6\u3001\u81ea\u5efa\u667a\u7b97\u96c6\u7fa4\u548c\u4e07\u5361\u7b97\u529b<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e8%b5%84%e6%ba%90\" title=\"View all posts in \u8d44\u6e90\" target=\"_blank\" class=\"tag_link\">\u8d44\u6e90<\/a>\uff1bGitHub\u4e0a\uff0cDeepSeek\u8fd8\u5f00\u6e90\u4e86\u9762\u5411AI\u8bad\u7ec3\u548c\u63a8\u7406\u8d1f\u8f7d\u76843FS\u5206\u5e03\u5f0f\u6587\u4ef6\u7cfb\u7edf\u3002<\/p>\n<p><strong>3FS\u53ef\u4ee5\u7406\u89e3\u6210DeepSeek\u7ed9\u5927\u6a21\u578b\u96c6\u7fa4\u914d\u7684\u4e00\u5957\u9ad8\u901f\u5171\u4eab\u786c\u76d8\u7cfb\u7edf\u3002\u8bad\u7ec3\u548c\u63a8\u7406\u65f6\uff0cGPU\u9700\u8981\u6301\u7eed\u8bfb\u53d6\u6570\u636e\u3001\u4fdd\u5b58\u6a21\u578b\u72b6\u6001\uff0c3FS\u8d1f\u8d23\u628a\u5206\u6563\u5728\u591a\u53f0\u673a\u5668\u4e0a\u7684SSD\u6574\u5408\u8d77\u6765\uff0c\u901a\u8fc7RDMA\u7f51\u7edc\u9ad8\u901f\u4f20\u8f93\u6570\u636e\u3002<\/strong><\/p>\n<p>DeepSeek\u79f0\uff0c\u8fd9\u5957\u7cfb\u7edf\u5728180\u8282\u70b9\u96c6\u7fa4\u91cc\u8dd1\u5230\u8fc76.6TiB\/s\u7684\u805a\u5408\u8bfb\u53d6\u541e\u5410\u3002<\/p>\n<p>\u800c\u66f4\u5927\u7684\u80cc\u666f\uff0c\u662f\u56fd\u4ea7\u7b97\u529b\u66ff\u4ee3\u6b63\u5728\u88abV4\u63a8\u5230\u524d\u53f0\u3002\u6700\u65b0\u53d1\u5e03\u7684DeepSeek 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