{"id":781336,"date":"2026-05-18T10:44:03","date_gmt":"2026-05-18T02:44:03","guid":{"rendered":"https:\/\/www.alphaseek.cn\/?p=781336"},"modified":"2026-05-18T10:44:03","modified_gmt":"2026-05-18T02:44:03","slug":"%e9%a9%ac%e6%96%af%e5%85%8b%e8%8a%b1100%e4%ba%bf%e6%83%b3%e6%b8%85%e6%a5%9a%e4%b8%80%e4%bb%b6%e4%ba%8b%ef%bc%8c%e4%b8%8d%e5%81%9acoding-agent%e5%b0%b1%e6%98%af%e7%ad%89%e6%ad%bb","status":"publish","type":"post","link":"https:\/\/www.alphaseek.cn\/?p=781336","title":{"rendered":"\u9a6c\u65af\u514b\u82b1100\u4ebf\u60f3\u6e05\u695a\u4e00\u4ef6\u4e8b\uff0c\u4e0d\u505acoding agent\u5c31\u662f\u7b49\u6b7b"},"content":{"rendered":"

1.<\/p>\n

OpenAI<\/a> \u7684\u4e24\u5927\u5bbf\u654c Anthropic \u548c\u9a6c\u65af\u514b<\/a>\uff0c\u653e\u4e0b\u5fc3\u4e2d\u6210\u89c1\u4e4b\u540e\u7ec8\u4e8e\u5728\u6708\u521d\u7ed3\u76df\u4e86\u3002<\/p>\n

\u5728\u6b64\u4e4b\u524d\uff0cAnthropic \u548c\u9a6c\u65af\u514b\u7684\u5173\u7cfb\u5e76\u4e0d\u878d\u6d3d\uff1a\u4eca\u5e74 2 \u6708\uff0c\u9a6c\u65af\u514b\u8fd8\u5728\u81ea\u5df1\u7684 X \u8d26\u53f7\u6307\u8d23 A \u793e\u300cwoke\u300d\u300c\u90aa\u6076\u300d\u300c\u53cd\u4eba\u7c7b\u300d\uff08misanthropic\uff09\uff0c\u8bf4\u8fd9\u5bb6\u516c\u53f8\u300c\u4ec7\u89c6\u6587\u660e\u300d\u3002<\/p>\n

\"\u9a6c\u65af\u514b\u82b1100\u4ebf\u60f3\u6e05\u695a\u4e00\u4ef6\u4e8b\uff0c\u4e0d\u505acoding<\/p>\n

\u4e8b\u540e\u6765\u770b\uff0c\u8fd9\u6b21\u653b\u51fb\u5e76\u975e\u9a6c\u65af\u514b\u6e05\u65b0\u8131\u4fd7\u7684\u6027\u683c\u4f7f\u7136\uff0c\u800c\u662f Anthropic \u6240\u505a\u7684\u67d0\u4e9b\u4e8b\u60c5\u89e6\u78b0\u5230\u4ed6\u7684\u795e\u7ecf\uff0c\u4e8b\u51fa\u6709\u56e0\u3002<\/p>\n

\u5728\u6b64\u4e4b\u524d\uff0cxAI \u5185\u90e8\u4f7f\u7528 Cursor \u5de5\u4f5c\uff0c\u4f46\u662f\u4eca\u5e74\u5e74\u521d\u5458\u5de5\u53d1\u73b0\uff0cClaude \u6a21\u578b\u7a81\u7136\u5728 xAI \u7684 Cursor \u516c\u53f8\u8d26\u53f7\u91cc\u4e0d\u80fd\u4f7f\u7528\u4e86\u3002<\/p>\n

\u5f53\u65f6\u8fd8\u5728 xAI \u4e0a\u73ed\u7684\u8054\u5408\u521b\u59cb\u4eba\u5434\u5b87\u6000\uff0c\u5728\u5168\u5458\u4fe1\u91cc\u662f\u8fd9\u4e48\u8bf4\u7684\uff1a\u300cAnthropic \u66f4\u65b0\u4e86\u653f\u7b56\uff0c\u8981\u6c42 Cursor \u4e0d\u5f97\u5411\u5176\u4e3b\u8981\u7ade\u4e89\u5bf9\u624b\u63d0\u4f9b Claude \u6a21\u578b\u8c03\u7528\u80fd\u529b\u3002\u300d<\/p>\n

\u540e\u6765\uff0cxAI \u6574\u4e2a\u8054\u521b\u56e2\u961f\u90fd\u6563\u4f19\u4e86\uff0c\u5b9e\u4f53\u4e5f\u8ddf SpaceX \u5408\u5e76\uff0c\u6210\u4e3a\u300cSpaceXAI\u300d\u3002\u4f46\u5f53\u65f6\uff0c\u5434\u5b87\u6000\u5728\u4fe1\u4e2d\u5199\u4e86\u4e00\u53e5\u8bdd\uff0c\u9887\u4e3a\u6709\u8da3\uff1a<\/p>\n

\u300c\u8fd9\u662f\u574f\u6d88\u606f\u4e5f\u662f\u597d\u6d88\u606f\u3002\u6211\u4eec\u7684\u751f\u4ea7\u529b\u4f1a\u88ab\u5f71\u54cd\uff0c\u4f46\u8fd9\u4e5f\u6566\u4fc3\u6211\u4eec\u5f00\u53d1\u81ea\u5df1\u7684\u7f16\u7801\u4ea7\u54c1\u548c\u6a21\u578b\u3002\u300d<\/p>\n

\u4e3a\u4ec0\u4e48\u5f53\u65f6 xAI \u7684\u9ad8\u5c42\u8ba4\u4e3a\uff0c\u5f00\u53d1\u81ea\u5df1\u7684\u7f16\u7801\u4ea7\u54c1\u662f\u5173\u952e\uff1f<\/p>\n

\"\u9a6c\u65af\u514b\u82b1100\u4ebf\u60f3\u6e05\u695a\u4e00\u4ef6\u4e8b\uff0c\u4e0d\u505acoding<\/p>\n

\u540e\u6765\u53d1\u751f\u7684\u4e8b\u60c5\uff0c\u5927\u5bb6\u90fd\u77e5\u9053\u4e86\u3002xAI \u7684\u8054\u521b\u56e2\u961f\u6089\u6570\u8dd1\u8def\uff0c\u9a6c\u65af\u514b\u4e00\u6c14\u4e4b\u4e0b\u5bf9 Cursor \u4f7f\u7528\u4e86\u949e\u80fd\u529b\u5fc5\u6740\uff1a<\/p>\n

\u4e0a\u4e2a\u6708\u5e95\uff0cSpaceX \u548c Cursor \u5171\u540c\u5ba3\u5e03\uff0c\u5c06\u5728\u7f16\u7a0b\u548c\u77e5\u8bc6\u7c7b\u5de5\u4f5c AI \u6a21\u578b\u7684\u8bad\u7ec3\u4e0a\uff0c\u5c55\u5f00\u524d\u6240\u672a\u6709\u7684\u6218\u7565\u5408\u4f5c\uff1b\u5e76\u4e14\uff0cSpaceX \u8fd8\u83b7\u5f97\u4e86\u4ee5 600 \u4ebf\u7f8e\u5143\u6536\u8d2d<\/a> Cursor \u7684\u6743\u5229\uff0c\u6216\u5411\u540e\u8005\u652f\u4ed8 100 \u4ebf\u7f8e\u5143\u5408\u4f5c\u8d39\u7528\u3002<\/p>\n

\u6ce8\u610f\u7f16\u7a0b\u8fd9\u4e2a\u5173\u952e\u5b9a\u8bed\uff0c\u540e\u9762\u8fd8\u4f1a call back.<\/p>\n

2.<\/p>\n

\u6700\u8fd1\uff0c\u6211\u770b\u4e86\u4e00\u6761 Cursor \u65e9\u671f\u6295\u8d44<\/a>\u4eba\u3001Anthropic \u5927\u55b7\u5b50\u3001T3 \u521b\u59cb\u4eba Theo Browne \u7684\u89c6\u9891\u3002<\/p>\n

\u672c\u6765\u70b9\u8fdb\u53bb\u662f\u770b\u4ed6\u55b7 A \u793e\u548c SpaceX \u600e\u4e48\u8747\u8425\u72d7\u82df\uff0c\u7ed3\u679c\u6ca1\u60f3\u5230\uff0c\u5374\u770b\u5230\u4e86\u5173\u4e8e SpaceX + Cursor \u5408\u4f5c\u7684\uff0c\u4e00\u4e2a\u65e2\u53e6\u7c7b\u5374\u53c8\u6781\u5ea6\u5408\u7406\u7684\u5206\u6790\uff1a<\/p>\n

\u4e0d\u8bf4 600 \u4ebf\u7684\u6536\u8d2d\uff0c\u5c31\u53ea\u8bf4 100 \u4ebf\u7684\u5408\u4f5c\u8d39\u2014\u2014Theo \u5728\u89c6\u9891\u91cc\u8868\u793a\uff0c\u81ea\u5df1\u8ba4\u4e3a\u300c\u54ea\u6015\u53ea\u662f\u4ea4\u6362\u5230 Cursor \u7684\u7528\u6237\u6570\u636e\uff0c\u8fd9 100 \u4ebf\u4e5f\u503c\u56de\u7968\u4ef7\u4e86\u3002\u300d<\/p>\n

\"\u9a6c\u65af\u514b\u82b1100\u4ebf\u60f3\u6e05\u695a\u4e00\u4ef6\u4e8b\uff0c\u4e0d\u505acoding<\/p>\n

\u6240\u4ee5\u662f\u4ec0\u4e48\u6570\u636e\uff1f\u5982\u679c\u4f60\u4e5f\u53bb\u770b Theo \u8fd9\u6761\u89c6\u9891\uff0c\u4ed6\u4f1a\u8bb2\u5f97\u975e\u5e38\u6e05\u695a\u3002\u4f46\u4e3a\u4e86\u8282\u7ea6\u65f6\u95f4\uff0c\u6211\u4eec\u5728\u8fd9\u91cc\u7b80\u5355\u6982\u62ec\u4e00\u4e0b\uff1a<\/p>\n

\u6211\u4eec\u548c AI \u7684\u5bf9\u8bdd\u662f\u4e00\u6765\u4e00\u56de\u7684\uff0c\u4f60\u63d0\u51fa\u95ee\u9898\/\u9700\u6c42\uff0c\u4ed6\u7ed9\u4f60\u89e3\u7b54\uff1bcoding agent \u540c\u7406\uff0c\u53ea\u4e0d\u8fc7\u8fd4\u56de\u7684\u662f\u4ee3\u7801\u3002<\/p>\n

\"\u9a6c\u65af\u514b\u82b1100\u4ebf\u60f3\u6e05\u695a\u4e00\u4ef6\u4e8b\uff0c\u4e0d\u505acoding<\/p>\n

\u4e00\u6b21\u9ad8\u8d28\u91cf\u7684\u5bf9\u8bdd\uff0c\u6574\u4e2a\u8fc7\u7a0b\uff0c\u5305\u62ec\u7528\u6237\u63d0\u793a\u3001\u6a21\u578b\u601d\u8003\u3001agent \u89c4\u5212\u3001\u8f93\u51fa\u4ee3\u7801\u3001\u9a8c\u8bc1\u2014\u2014\u6240\u6709\u8fd9\u4e9b\u4e1c\u897f\u5408\u8d77\u6765\uff0c\u53ef\u4ee5\u79f0\u4e3a\u4e00\u4e2a\u5b8c\u6574\u7684 Agentic Loop\u2014\u2014\u5c31\u6210\u4e3a\u4e86\u9ad8\u4ef7\u503c\u7684\u8bad\u7ec3\u6570\u636e\uff0c\u518d\u5582\u7ed9\u6a21\u578b\u53bb\u8fdb\u884c\u5f3a\u5316\u5b66\u4e60\uff0c\u5c31\u80fd\u8fdb\u4e00\u6b65\u63d0\u9ad8\u6a21\u578b\u5728\u5b9e\u6218\u573a\u666f\u4e0b\u7684\u8868\u73b0\u6c34\u51c6\u3002<\/p>\n

\"\u9a6c\u65af\u514b\u82b1100\u4ebf\u60f3\u6e05\u695a\u4e00\u4ef6\u4e8b\uff0c\u4e0d\u505acoding<\/p>\n

Cursor \u6709\u7684\uff0cSpaceX \u60f3\u8981\u7684\uff0c\u5c31\u662f\u8fd9\u4e9b\u6570\u636e\u3002<\/p>\n

\u53ef\u8fd9\u4e9b\u6570\u636e\u4ece\u54ea\u91cc\u6765\u5462\uff1f<\/p>\n

\u7b54\u6848\u5f88\u7b80\u5355\uff1a\u4f5c\u4e3a\u6a21\u578b\u5382\u5546\uff0c\u8fd9\u79cd\u9ad8\u8d28\u91cf\u6570\u636e\u7684\u6700\u76f4\u63a5\u6765\u6e90\uff0c\u53ea\u80fd\u662f\u4f60\u81ea\u5df1\u5f00\u53d1\u7684 coding agent \u4ea7\u54c1\u2014\u2014\u4e5f\u5373 Anthropic \u7684 Claude Code\u3001OpenAI \u7684 Codex\u3001Kimi \u7684 Kimi Code\u3002<\/p>\n

\u73b0\u5728\u4f60\u5e94\u8be5\u660e\u767d\u4e86\uff0c\u4e3a\u4ec0\u4e48\u88ab Anthropic\u300c\u5c01\u53f7\u300d\u4e4b\u540e\uff0c\u5434\u5b87\u6000\u4f1a\u5728\u5168\u5458\u4fe1\u91cc\u63d0\u51fa\u5f00\u53d1 xAI \u81ea\u5df1\u7684 coding \u4ea7\u54c1\u548c\u6a21\u578b\u8fd9\u4ef6\u4e8b\u4e86\u3002\u8fd9\u4ef6\u4e8b xAI \u5728\u5f53\u65f6\u5df2\u7ecf\u770b\u6e05\u695a\u4e86\uff1a<\/p>\n

\u6ca1\u6709\u81ea\u5df1\u7684\u7f16\u7801\u4ea7\u54c1\uff0c\u5c31\u6ca1\u6709\u9ad8\u8d28\u91cf\u7684\u5f3a\u5316\u5b66\u4e60\u6570\u636e\uff1b\u6ca1\u6709\u9ad8\u8d28\u91cf\u7684\u6570\u636e\uff0c\u5c31\u8bad\u7ec3\u4e0d\u51fa\u771f\u6b63\u5b9e\u6218\u80fd\u529b\u5f3a\u7684 coding \u6a21\u578b\u3002<\/p>\n

\u867d\u7136\u6709\u70b9\u66b4\u8bba\uff0c\u4f46\u73b0\u5728\u6211\u4eec\u53ef\u4ee5\u70b9\u9898\u4e86\uff1a\u6a21\u578b\u5382\u5546\u60f3\u505a\u51fa\u6765\u771f\u6b63\u80fd\u6253\u7684\u7f16\u7a0b\u6a21\u578b\uff0c\u505a\u81ea\u5df1\u7684 coding agent \u4ea7\u54c1\u662f\u552f\u4e00\u7684\u8def\u5f84\u3002<\/p>\n

3.<\/p>\n

\u5927\u8bed\u8a00\u6a21\u578b\u50cf\u4e2a\u6c34\u6676\u7403\uff0c\u7528\u5168\u7f51\u7684\u8bed\u6599\u8bad\u7ec3\u51fa\u6765\uff0c\u4f3c\u4e4e\u80fd\u591f\u89e3\u7b54\u4e07\u7269\uff0c\u4f46\u5e76\u4e0d\u4ee3\u8868\u5b83\u5728\u6240\u6709\u95ee\u9898\u4e0a\u90fd\u80fd\u7ed9\u51fa\u9ad8\u8d28\u91cf\u7684\u7b54\u6848\u3002<\/p>\n

\u7528 GitHub \u4e0a\u6570\u4ee5\u4ebf\u8ba1\u7684\u4ee3\u7801\u6761\u76ee\u8bad\u7ec3\uff0c\u5f53\u7136\u4e5f\u80fd\u8bad\u7ec3\u51fa coding \u6a21\u578b\u3002\u8fd9\u662f\u300c\u5b66\u4e60\u7ed3\u679c\u300d\u7684\u903b\u8f91\uff0c\u4e5f\u662f\u6ca1\u95ee\u9898\u7684\u3002\u6bd5\u7adf\u7f16\u7801\u4efb\u52a1\u7684\u7ed3\u679c\u662f\u53ef\u4ee5\u9a8c\u8bc1\u7684\uff1a\u4ee3\u7801\u80fd\u4e0d\u80fd\u8fd0\u884c\uff0c\u6d4b\u8bd5\u80fd\u5426\u901a\u8fc7\uff0c\u7ed3\u679c\u6446\u5728\u90a3\u91cc\u3002<\/p>\n

\u4f46\u662f\uff0c\u901a\u5f80\u7ed3\u679c\u7684\u8fc7\u7a0b\uff0c\u662f\u4e00\u4e2a\u8bbe\u8ba1\u591a\u6b65\u9aa4\u51b3\u7b56\u3001\u9519\u8bef\u7ea0\u6b63\u3001\u610f\u56fe\u5bf9\u9f50\u7684\u590d\u6742\u94fe\u6761\u3002\u6bcf\u4e00\u6b21\u7528\u6237\u7684\u63a5\u53d7\u3001\u62d2\u7edd\u3001\u8865\u5168\u3001\u64a4\u9500\u3001\u8ffd\u95ee\u3001\u751a\u81f3\u5f53\u6a21\u578b\u597d\u51e0\u6b21\u90fd\u641e\u4e0d\u5b9a\u6216\u8005\u5b8c\u5168\u641e\u9519\u65f6\u7684\u8fb1\u9a82\u2014\u2014\u90fd\u662f\u8fd9\u4e00\u94fe\u6761\u4e0a\u7684\u8fc7\u7a0b\u4fe1\u53f7\u3002<\/p>\n

\"\u9a6c\u65af\u514b\u82b1100\u4ebf\u60f3\u6e05\u695a\u4e00\u4ef6\u4e8b\uff0c\u4e0d\u505acoding<\/p>\n

\u5f3a\u5316\u5b66\u4e60\u6709\u4e24\u79cd\u76d1\u7763\u65b9\u5f0f\uff0c\u4e00\u79cd\u53eb\u505a\u7ed3\u679c\u76d1\u7763\uff0c\u53ea\u770b\u6700\u540e\u662f\u5426\u8dd1\u901a\u3002\u4f46\u662f\u7ed3\u679c\u76d1\u7763\u4f1a\u50ac\u751f\u300c\u5956\u52b1\u9ed1\u5ba2\u300d\u7684\u73b0\u8c61\uff1a\u6a21\u578b\u4e3a\u4e86\u80fd\u8dd1\u901a\u53ef\u80fd\u5199\u51fa\u5197\u4f59\u3001\u8106\u5f31\u3001\u5e26\u903b\u8f91\u6f0f\u6d1e\u7684\u4ee3\u7801\uff0c\u4f46\u56e0\u4e3a\u6d4b\u8bd5\u8fc7\u4e86\uff0c\u6a21\u578b\u4ee5\u4e3a\u81ea\u5df1\u5b66\u5bf9\u4e86\u3002<\/p>\n

\u800c\u53e6\u4e00\u79cd\u53eb\u505a\u8fc7\u7a0b\u76d1\u7763\uff0c\u5bf9\u63a8\u7406\u8def\u5f84\u4e0a\u7684\u6bcf\u4e00\u6b65\u8fdb\u884c\u6253\u5206\u3002\u4e0a\u8ff0\u8fd9\u4e9b\u8fc7\u7a0b\u4fe1\u53f7\uff0c\u53ea\u6709\u5728 coding agent \u8fd0\u884c\u73af\u5883\u91cc\u624d\u80fd\u8bde\u751f\u3002GitHub \u4ed3\u5e93\u91cc\u53ea\u6709\u7ed3\u679c\uff0c\u54ea\u6015\u662f\u53bb\u770b\u5355\u72ec\u7684\u63d0\u4ea4\u5386\u53f2\uff0c\u770b PR\uff0c\u90fd\u627e\u4e0d\u5230\u6709\u6548\u7684\u8fc7\u7a0b\u4fe1\u53f7\u3002<\/p>\n

\u5728\u7f3a\u4e4f\u6709\u6548\u3001\u81ea\u4e3b\u53ef\u83b7\u5f97\u7684\u8fc7\u7a0b\u4fe1\u53f7\u7684\u65f6\u5019\uff0c\u4e00\u4e9b\u6a21\u578b\u5382\u5546\u4f1a\u91c7\u7528\u300c\u84b8\u998f\u300d\u7684\u65b9\u5f0f\uff0c\u8fd9\u4e2a\u4e8b\u60c5\u5927\u5bb6\u5e94\u8be5\u5df2\u7ecf\u77e5\u9053\u4e86\u3002<\/p>\n

\u84b8\u998f\u7684\u903b\u8f91\u5f88\u7b80\u5355\uff0c\u7ed9\u540c\u6837\u7684\u8f93\u5165\uff0c\u8001\u5e08\u6a21\u578b\u8f93\u51fa\u4ec0\u4e48\uff0c\u5b66\u751f\u6a21\u578b\u5c31\u5b66\u7740\u8f93\u51fa\u4ec0\u4e48\u3002\u4f46\u662f\u901a\u8fc7\u84b8\u998f\uff0c\u5373\u4fbf\u53ef\u4ee5\u83b7\u53d6\u5230\u601d\u7ef4\u94fe\uff0c\u5f97\u5230\u7684\u4ecd\u7136\u66f4\u50cf\u662f\u7ed3\u679c\uff0c\u800c\u975e\u88ab\u84b8\u998f\u7684\u8001\u5e08\u6a21\u578b\u5185\u90e8\u7684\u6982\u7387\u5206\u5e03\u3002<\/p>\n

\u4e00\u65e6\u5b66\u751f\u5728\u63a8\u7406\u4e2d\u504f\u79bb\u4e86\u8001\u5e08\u7684\u8f68\u8ff9\uff0c\u54ea\u6015\u4e00\u4e2a token \u4e0d\u7b26\u5408\uff0c\u90fd\u6709\u53ef\u80fd\u53d1\u751f\u504f\u79bb\u3002<\/p>\n

\"\u9a6c\u65af\u514b\u82b1100\u4ebf\u60f3\u6e05\u695a\u4e00\u4ef6\u4e8b\uff0c\u4e0d\u505acoding<\/p>\n

\u8fd9\u80cc\u540e\u662f\u5f3a\u5316\u5b66\u4e60\u7684\u57fa\u7840\u9650\u5236\uff1a\u7b56\u7565<\/a>\u68af\u5ea6\u5b9a\u7406\u8981\u6c42\uff0c\u4f18\u5316\u6837\u672c\u6700\u597d\u7531\u5f53\u524d\u6b63\u5728\u4f18\u5316\u7684\u6a21\u578b\u81ea\u5df1\u53bb\u4ea7\u751f\u3002\u8fd9\u79cd\u6570\u636e\u53eb\u505a on-policy \u6570\u636e\u3002\u800c\u901a\u8fc7\u84b8\u998f\u522b\u5bb6\u6a21\u578b\uff0c\u5728\u522b\u4eba\u7684\u4ea7\u54c1\u91cc\u4ea7\u751f\u7684\u6570\u636e\uff0c\u6765\u8bad\u7ec3\u81ea\u5df1\u6a21\u578b\uff0c\u90fd\u5c5e\u4e8e off-policy \u6570\u636e\u3002\u6a21\u578b\u5f53\u7136\u53ef\u4ee5\u4ece\u4e2d\u5b66\u5230\u4e1c\u897f\uff0c\u4f46\u5b66\u4e0d\u5230\u8001\u5e08\u6a21\u578b\u5185\u90e8\u7684\u6982\u7387\u5206\u5e03\u4fe1\u606f\u3002<\/p>\n

\u800c\u50cf Cursor \u8fd9\u6837\u81ea\u5df1\u5c31\u662f coding agent \u4ea7\u54c1\u7684\u516c\u53f8\uff0c\u638c\u63e1\u7740\u6700\u771f\u5b9e\u3001\u6709\u6548\u3001\u9ad8\u8d28\u91cf\u7684\u8bad\u7ec3\u6570\u636e\u3002Cursor \u4ea7\u54c1\u672c\u8eab\uff0c\u5c31\u662f coding \u6a21\u578b\u5728\u5b9e\u6218\u73af\u5883\u4e2d\u7684\u6700\u4f73\u8bad\u7ec3\u573a\u3002<\/p>\n

\u6211\u4eec\u53ef\u4ee5\u901a\u8fc7 Cursor \u5e74\u521d\u7684\u300c\u7ffb\u8f66\u300d\uff0c\u6765\u8bc1\u660e\u8fd9\u4e2a\u903b\u8f91\u3002<\/p>\n

4.<\/p>\n

APPSO \u8bfb\u8005\u5e94\u8be5\u8bb0\u5f97\uff0c\u5e74\u521d Cursor \u53d1\u5e03\u4e86 Composer 2\uff0c\u53f7\u79f0\u300c\u4e0b\u4e00\u4ee3\u4e13\u7528\u7f16\u7a0b\u6a21\u578b\u300d\uff0c\u6280\u672f\u62a5\u9053\u5199\u7684\u76f8\u5bf9\u4fdd\u5b88\uff0c\u81ea\u62a5\u5bb6\u95e8\u662f\u65b0\u6a21\u578b\uff0c\u4e5f\u6ca1\u6709\u63d0\u4f9b\u5177\u4f53\u7684\u6a21\u578b\u5e95\u5ea7\u4fe1\u606f\u3002<\/p>\n

\"\u9a6c\u65af\u514b\u82b1100\u4ebf\u60f3\u6e05\u695a\u4e00\u4ef6\u4e8b\uff0c\u4e0d\u505acoding<\/p>\n

\u7ed3\u679c\u5f88\u5feb\uff0c\u7f51\u53cb\u5c31\u5728\u516c\u5f00\u4ee3\u7801\u7247\u6bb5\u91cc\u53d1\u73b0\u4e86 Kimi \u7684\u6a21\u578b ID\uff0c\u622a\u56fe\u4f20\u904d\u4e86\u5f00\u53d1\u8005\u793e\u7fa4\uff0c\u903c\u5f97 Cursor \u526f\u603b\u88c1 Lee Robinson \u51fa\u9762\u6f84\u6e05\uff1a\u300cComposer 2 \u786e\u5b9e\u662f\u4ece\u5f00\u6e90\u5e95\u5ea7\u51fa\u53d1\u7684\u3002\u6700\u7ec8\u6a21\u578b\u5927\u7ea6\u53ea\u6709 1\/4 \u7684\u7b97\u529b\u6765\u81ea\u5e95\u5ea7\uff0c\u5269\u4e0b 3\/4 \u662f\u6211\u4eec\u81ea\u5df1\u8bad\u51fa\u6765\u7684\u3002\u300d\u51e0\u5c0f\u65f6\u540e\uff0cCursor \u8054\u521b Aman Sanger \u4e5f\u8ddf\u7740\u53d1\u4e86\u4e00\u6761\u9053\u6b49\uff1a\u300c\u4e00\u5f00\u59cb\u6ca1\u63d0 Kimi \u5e95\u5ea7\u662f\u4e2a\u5931\u8bef\u3002\u300d<\/p>\n

\"\u9a6c\u65af\u514b\u82b1100\u4ebf\u60f3\u6e05\u695a\u4e00\u4ef6\u4e8b\uff0c\u4e0d\u505acoding<\/p>\n

\u4e94\u5929\u540e\uff0cCursor \u653e\u51fa\u4e86\u5b8c\u6574\u7684 Composer 2 \u6280\u672f\u62a5\u544a\uff0c\u663e\u793a\u5e95\u5ea7\u7684\u786e\u662f Kimi K2.5\uff0c\u6388\u6743\u65b9\u5219\u662f Firworks AI\uff0c\u5927\u81f4\u6d41\u7a0b\u662f\u5728 K2.5 \u4e0a\u505a\u8bad\u7ec3\uff0c\u518d\u7ee7\u7eed\u505a\u5927\u89c4\u6a21\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u3002<\/p>\n

\u4f46\u5173\u952e\u4e4b\u5904\u5728\u4e8e\uff0cComposer 2 \u7684 RL \u662f\u8fd0\u884c\u5728\u771f\u5b9e\u7684 Cursor \u4f1a\u8bdd\u5f53\u4e2d\uff0c\u4f7f\u7528\u4e0e\u751f\u4ea7\u90e8\u7f72\u5b8c\u5168\u76f8\u540c\u7684\u5de5\u5177\u548c harness\u3002<\/p>\n

Cursor \u5c06\u8fd9\u5957\u6d41\u7a0b\u53eb\u505a\u300c\u5b9e\u65f6\u5f3a\u5316\u5b66\u4e60\u300d(real-time RL)\uff0c\u4e5f\u5373\u5c06\u6a21\u578b\u7684 checkpoint \u76f4\u63a5\u90e8\u7f72\u5230 Cursor \u751f\u4ea7\u73af\u5883\u4e2d\uff0c\u89c2\u5bdf\u7528\u6237\u7684\u54cd\u5e94\uff0c\u6536\u96c6\u6570\u636e\uff0c\u805a\u5408\u6210\u5956\u52b1\u4fe1\u53f7\uff0c\u6700\u5feb\u53ef\u4ee5\u6bcf 5 \u4e2a\u5c0f\u65f6\u8fed\u4ee3\u4e00\u6b21\u6a21\u578b\u7248\u672c\uff0c\u7136\u540e\u7ee7\u7eed\u90e8\u7f72\u5230 Cursor \u91cc\uff0c\u5faa\u73af\u5f80\u590d\u3002<\/p>\n

\u6700\u6781\u81f4\u7684\u6848\u4f8b\u662f Cursor \u7684\u81ea\u52a8\u5316\u4ee3\u7801\u8865\u5168\u529f\u80fd Tab\uff0c\u6bcf\u5929\u5904\u7406\u8d85\u8fc7 4 \u4ebf\u6b21\u8bf7\u6c42\uff0c\u6bcf\u5f53\u7528\u6237\u8f93\u5165\u5b57\u7b26\u3001\u79fb\u52a8\u5149\u6807\u65f6\uff0c\u6a21\u578b\u90fd\u4f1a\u9884\u6d4b\u4e0b\u4e00\u6b65\u52a8\u4f5c\uff0c\u5982\u679c\u9884\u6d4b\u7f6e\u4fe1\u5ea6\u9ad8\uff0c\u5219\u663e\u793a\u5efa\u8bae\uff0c\u7528\u6237\u6309\u4e0b tab \u5373\u63a5\u53d7\u81ea\u52a8\u8865\u5168\u3002<\/p>\n

\u8be5\u529f\u80fd\u91c7\u7528\u7684\u662f\u5728\u7ebf\u5f3a\u5316\u5b66\u4e60\uff0c\u5728\u884c\u4e1a\u5185\u6781\u5177\u7279\u8272\u3002Cursor \u53ef\u4ee5\u4ee5\u6781\u9ad8\u7684\u9891\u7387\uff08\u6700\u5feb\u53ef\u8fbe\u6bcf\u4e00\u4e2a\u534a\u5c0f\u65f6\u5230\u4e24\u5c0f\u65f6\uff09\u66f4\u65b0 Tab \u7684\u6a21\u578b\u80fd\u529b\u7ed9\u7528\u6237\uff0c\u76f4\u63a5\u5728\u4ea7\u54c1\u5185\u6536\u96c6 on-policy \u6570\u636e\u8fdb\u884c\u8bad\u7ec3\u3002<\/p>\n

\u8fd9\u79cd\u9ad8\u9891\u3001\u63a5\u8fd1\u5b9e\u65f6\u7684\u53cd\u9988\u56de\u8def\uff0c\u8ba9 Tab \u53ef\u4ee5\u5b66\u4e60\u5230\u6781\u5176\u5fae\u5999\u7684\u7528\u6237\u610f\u56fe\u3002Cursor \u65b9\u9762\u900f\u9732\uff0c\u8fd9\u79cd\u65b9\u6cd5\u8ba9 Tab \u5efa\u8bae\u7684\u62d2\u7edd\u7387\u964d\u4f4e 21%\uff0c\u63a5\u53d7\u7387\u63d0\u9ad8\u4e86 28%\u3002<\/p>\n

\u56de\u5230 Composer \u6a21\u578b\u672c\u8eab\u3002\u5728\u4e8b\u60c5\u641e\u6e05\u695a\u4e86\u4e4b\u540e\uff0c\u4e00\u4e9b Kimi \u5458\u5de5\u4e5f\u5220\u6389\u4e86\u4e4b\u524d\u5410\u69fd\u7684\u7684\u63a8\u6587\uff0cKimi \u5b98\u65b9\u8d26\u53f7\u53d1\u8868\u4e86\u795d\u8d3a\u3002<\/p>\n

\u4e00\u5bb6\u4f30\u503c 600 \u4ebf\u7f8e\u5143\uff08\u57fa\u4e8e\u9a6c\u65af\u514b\u7ed9\u7684\u6570\u5b57\uff09\uff0c\u4e0d\u505a\u81ea\u5df1\u7684\u6a21\u578b\u57fa\u5ea7\u7684 coding agent \u5e94\u7528\u5c42\u516c\u53f8\uff0c\u4ecd\u7136\u53ef\u4ee5\u901a\u8fc7\u4ea7\u54c1\u81ea\u8eab\u7684\u6570\u636e\u98de\u8f6e\uff0cRL \u51fa\u8d85\u8d8a\u57fa\u5ea7\u6a21\u578b\u7684\u4e13\u6709\u7f16\u7a0b\u6a21\u578b\u3002<\/p>\n

\u6240\u4ee5\u9884\u671f\u8bf4 Cursor \u7ffb\u4e86\u8f66\uff0c\u4e0d\u5982\u8bf4\u8fd9\u53cd\u800c\u662f coding agent \u4ea7\u54c1\u91cd\u8981\u6027\u7684\u7edd\u4f73\u4f8b\u8bc1\u3002<\/p>\n

\"\u9a6c\u65af\u514b\u82b1100\u4ebf\u60f3\u6e05\u695a\u4e00\u4ef6\u4e8b\uff0c\u4e0d\u505acoding<\/p>\n

Cursor \u5728\u53e6\u4e00\u7bc7\u5173\u4e8e\u5b9e\u65f6 RL \u7684\u6587\u7ae0\u91cc\u5199\u5230\uff1a\u300c\uff08\u8bad\u7ec3\u7f16\u7a0b\u6a21\u578b\uff09\u6700\u5927\u7684\u56f0\u96be\u5728\u4e8e\u5efa\u6a21\u7528\u6237\u3002Composer \u7684\u751f\u4ea7\u73af\u5883\u91cc\u4e0d\u53ea\u6709\u6267\u884c\u547d\u4ee4\u7684\u8ba1\u7b97\u673a\uff0c\u8fd8\u6709\u76d1\u7763\u548c\u6307\u5bfc\u5b83\u7684\u4eba\u3002\u6a21\u62df\u8ba1\u7b97\u673a\u5bb9\u6613\uff0c\u6a21\u62df\u4f7f\u7528\u5b83\u7684\u4eba\u5374\u5f88\u96be\u3002\u300d<\/p>\n

\u8fd9\u53e5\u8bdd\uff0c\u73b0\u6b63\u5728\u9010\u6e10\u6210\u4e3a\u4e86\u5728\u7f16\u7a0b\u6a21\u578b\u65b9\u9762\u8d70\u5728\u524d\u6cbf\u7684\u6a21\u578b\u5382\u5546\u4e4b\u95f4\u7684\u5171\u8bc6\u3002\u5982\u679c\u4f60\u53bb\u770b benchmark \u699c\u5355\u548c\u7528\u6237\u666e\u904d\u8bc4\u4ef7\uff0c\u4f1a\u53d1\u73b0\u54ea\u4e9b\u5934\u90e8\u7684\u5382\u5546\u90fd\u5728\u53d1\u529b\u505a\u81ea\u5df1\u7684 coding agent\/\u7f16\u7a0b\u4ea7\u54c1\u3002\u533a\u522b\u53ea\u5728\u4e8e\u8c01\u79bb\u7528\u6237\u66f4\u8fd1\u3002<\/p>\n

\u6211\u4eec\u4ee5 SWE-bench\u3001LLM-Stats \u7b49\u76f8\u5bf9\u6743\u5a01\u7684\u699c\u5355\u4e3a\u4f8b\uff0cClaude\u3001GPT\u3001Gemini\u3001Kimi \u7b49\u6a21\u578b\u57fa\u672c\u9738\u699c\u524d\u5341\uff0c\u6e05\u4e00\u8272\u90fd\u662f\u6709\u81ea\u5df1\u5f00\u53d1 coding agent \u4ea7\u54c1\uff08\u5305\u62ec CLI\u3001IDE\u3001\u96c6\u6210 coding agent \u7684\u684c\u9762\u5ba2\u6237\u7aef\uff09\u7684\u6a21\u578b\u5382\u5546\u3002<\/p>\n

\u5728\u90e8\u5206\u699c\u5355\u4e0a\u4f1a\u51fa\u73b0\u5c11\u6570\u53cd\u4f8b\uff0c\u5982 Meta (Muse Spark)\u3001Minimax\u3001DeepSeek \u7b49\uff0c\u6ca1\u6709\u5f00\u53d1\u81ea\u5df1\u7684 coding agent\u3002<\/p>\n

\u4e0d\u8fc7\u4f60\u4f1a\u53d1\u73b0\uff0c\u8fd9\u4e9b\u53cd\u4f8b\u6a21\u578b\uff0c\u5728\u66f4\u52a0\u63a5\u8fd1\u771f\u5b9e\u573a\u666f\u3001\u907f\u514d\u6c61\u67d3\u7684\u66f4\u6743\u5a01 benchmark \u4e0a\u5c31\u5f88\u96be\u4e0a\u699c\u4e86\u3002\u4ee5 DeepSeek \u4e3a\u4f8b\uff0c\u5b83\u5728 SWE-bench bash only \u4e0a\u5206\u6570\u662f 70%\uff0c\u6392\u540d\u7b2c\u4e5d\uff0c\u5728 SWE-bench Pro \u4e0a\u5206\u6570\u5374\u6389\u5230\u4e86 15% \u5de6\u53f3\u3002<\/p>\n

OpenRouter \u7684\u771f\u5b9e\u6d41\u91cf\u6570\u636e\u53ef\u4ee5\u89e3\u91ca\u8fd9\u79cd\u53cd\u5dee\uff1a\u8be5\u5e73\u53f0 2025 \u5e74\u62a5\u544a\u663e\u793a\uff0cClaude token \u6d88\u8d39 80% \u4ee5\u4e0a\u7528\u4e8e\u7f16\u7a0b\u548c\u6280\u672f\u4efb\u52a1\uff0c\u800c DeepSeek token \u6d88\u8d39\u4e3b\u8981\u96c6\u4e2d\u4e8e\u95f2\u804a\u548c\u89d2\u8272\u626e\u6f14\u3002<\/p>\n

\u6ca1\u6709\u81ea\u5bb6 coding \u4ea7\u54c1\u7684\u5382\u5546\uff0c\u5728\u4e00\u4e9b coding \u4efb\u52a1 benchmark \u4e0a\u80fd\u6324\u8fdb\u5934\u90e8\uff0c\u4f46\u5728\u66f4\u96be\u7684\u771f\u5b9e\u5de5\u7a0b benchmark \u4e0a\uff0c\u5728\u7528\u6237\u7528 token \u6d88\u8d39\u6295\u7968\u7684\u771f\u5b9e\u6d41\u91cf\u4e2d\uff0c\u90fd\u4f1a\u539f\u5f62\u6bd5\u9732\u3002<\/p>\n

\u4e0d\u4ec5\u662f Cursor\uff0cAnthropic \u5728 2025 \u5e74 11 \u6708\u53d1\u7684\u4e00\u7bc7\u8bba\u6587\u91cc\uff0c\u4e5f\u660e\u786e\u900f\u9732\u81ea\u5df1\u5728\u505a\u4e00\u6a21\u4e00\u6837\u7684\u4e8b\u60c5\uff1a\u300c\u6211\u4eec\u5728 Anthropic \u81ea\u5bb6\u7684\u771f\u5b9e\u751f\u4ea7\u7f16\u7a0b\u73af\u5883\u4e0a\u505a\u8bad\u7ec3\u3002\u300d\u4e5f\u5373 Anthropic \u628a\u81ea\u5df1\u5458\u5de5\u4f7f\u7528 Claude Code \u7684\u4ea4\u4e92\u6570\u636e\uff0c\u53cd\u54fa\u7ed9 Claude \u6a21\u578b\u7528\u6765\u8bad\u7ec3\u3002<\/p>\n

\"\u9a6c\u65af\u514b\u82b1100\u4ebf\u60f3\u6e05\u695a\u4e00\u4ef6\u4e8b\uff0c\u4e0d\u505acoding<\/p>\n

5.<\/p>\n

\u5728 AI \u7684\u6f14\u8fdb\u5386\u7a0b\u4e2d\uff0c\u751f\u4ea7\u8981\u7d20\u7684\u5b9a\u4e49\u53d1\u751f\u4e86\u6df1\u523b\u7684\u4f4d\u79fb\u3002\u4f20\u7edf\u4e09\u5927\u6838\u5fc3\u8981\u7d20\u2014\u2014\u7b97\u529b\u3001\u7814\u7a76\u3001\u8bad\u7ec3\u6570\u636e\uff0c\u867d\u7136\u5728\u603b\u91cf\u4e0a\u6301\u7eed\u589e\u957f\uff0c\u4f46\u5728\u7ed3\u6784\u4e0a\u5df2\u7ecf\u51fa\u73b0\u4e86\u4e25\u91cd\u7684\u5931\u8861\u3002<\/p>\n

\u4eca\u5929\u7684\u5404\u5927 AI \u5de8\u5934\u663e\u8457\u63d0\u9ad8\u4e86\u5728\u7b97\u529b\u4e0a\u7684\u8d44\u672c\u652f\u51fa (CapEx)\uff0c\u8ba9\u7b97\u529b\u57fa\u5efa<\/a>\u6210\u4e3a\u4e86\u5f53\u524d\u8206\u8bba<\/a>\u7684\u4e3b\u65cb\u5f8b\u3002\u4f46\u5b9e\u9645\u4e0a\uff0c\u7279\u522b\u662f\u5728\u7f16\u7a0b\u8303\u7574\u5185\uff0c\u968f\u7740 GitHub \u4ed3\u5e93\u3001StackOverflow \u7b49\u4e92\u8054\u7f51\u516c\u5f00\u4ee3\u7801\u6570\u636e\u88ab\u57fa\u6a21\u5382\u5546\u300c\u7aed\u6cfd\u800c\u6e14\u300d\u5f0f\u5730\u5229\u7528\uff0c\u6a21\u578b\u5728\u4ee3\u7801\u751f\u6210\u4e0e\u903b\u8f91\u63a8\u7406\u4e0a\u7684\u8fb9\u754c\u5f00\u59cb\u9010\u6e10\u663e\u73b0\u3002<\/p>\n

\u8fd9\u4e5f\u662f\u4e3a\u4ec0\u4e48\uff0c\u884c\u4e1a\u5171\u8bc6\u6b63\u5728\u9010\u6e10\u8f6c\u5411\u4e00\u4e2a\u5189\u5189\u5347\u8d77\u7684\u65b0\u6218\u7565\u9ad8\u5730\uff1a\u5bf9\u4e8e\u4efb\u4f55\u5e0c\u671b\u638c\u63e1\u9876\u7ea7\u4ee3\u7801\u80fd\u529b\u7684\u6a21\u578b\u5382\u5546\u800c\u8a00\uff0c\u5efa\u7acb\u81ea\u6709\u7684 coding agent \u4ea7\u54c1\u65e9\u5df2\u4e0d\u518d\u662f\u53ef\u9009\u7684\u5546\u4e1a\u8def\u7ebf\uff0c\u800c\u662f\u786e\u4fdd\u5e95\u5c42\u6a21\u578b\u53ef\u4ee5\u6301\u7eed\u8fdb\u5316\u7684\u6838\u5fc3\u751f\u547d\u7ebf\u3002<\/p>\n

\u6b63\u5982\u524d\u9762 APPSO \u8bba\u8bc1\u7684\u90a3\u6837\uff0c\u5355\u7eaf\u5b66\u4e60\u516c\u5f00\u6570\u636e\u7b49\u4e8e\u53ea\u5b66\u4e60\u6210\u529f\u8005\u7684\u7ed3\u5c40\uff0c\u5374\u65e0\u6cd5\u4e86\u89e3\u6210\u529f\u7684\u8def\u5f84\uff0c\u8fd9\u7edd\u5bf9\u4e0d\u662f\u6b63\u786e\u7684\u6210\u529f\u5b66\u5e94\u8be5\u6709\u7684\u6837\u5b50\u3002\u5728\u771f\u5b9e\u7684\u7f16\u7a0b\u73af\u5883\u4e2d\uff0c\u77e5\u9053\u53d1\u751f\u4e86\u4ec0\u4e48\u9519\u8bef\u3001\u600e\u6837\u53d1\u751f\u7684\u3001\u5982\u4f55\u6b63\u786e\u5730\u7406\u89e3\u548c\u9ad8\u6548\u5730\u5b9e\u8df5\u9700\u6c42\u7b49\u7b49\u2014\u2014\u4e86\u89e3\u6b63\u786e\u8fc7\u7a0b\u7684\u4ef7\u503c\uff0c\u8fdc\u8d85\u4e8e\u5f97\u5230\u6b63\u786e\u7ed3\u679c\u672c\u8eab\u3002<\/p>\n

\"\u9a6c\u65af\u514b\u82b1100\u4ebf\u60f3\u6e05\u695a\u4e00\u4ef6\u4e8b\uff0c\u4e0d\u505acoding<\/p>\n

\u53ea\u6709\u62e5\u6709\u81ea\u5df1\u7684\u7f16\u7801\u4ea7\u54c1\uff0c\u6a21\u578b\u5382\u5546\u624d\u80fd\u83b7\u53d6\u9ad8\u8d28\u91cf\u7684\u300c\u8fc7\u7a0b\u76d1\u7763\u300d\u4fe1\u53f7\uff0c\u4ece\u800c\u5728\u7f16\u7801\/\u63a8\u7406\u80fd\u529b\u7684\u4e0b\u4e00\u9636\u6bb5\u7ade\u4e89\u4e2d\uff0c\u786e\u4fdd\u81ea\u5df1\u4ecd\u6709\u6280\u672f\u62a4\u57ce\u6cb3\u2014\u2014<\/p>\n

\u5426\u5219\u5c31\u4e0d\u5f97\u4e0d\u50cf SpaceXAI \u90a3\u6837\uff0c\u82b1\u94b1\u53bb\u8ddf coding agent \u4ea7\u54c1\u516c\u53f8\u53bb\u5408\u4f5c\u3002\u7136\u800c\u5e76\u4e0d\u662f\u6240\u6709\u6a21\u578b\u5382\u5546\u90fd\u8ddf\u9a6c\u65af\u514b\u4e00\u6837\u6709\u94b1\uff0c\u4ee5\u53ca 2026 \u5e74\u5f00\u59cb\u7684\u5de8\u5934\u52bf\u529b\u5212\u5206\u3001\u7ed3\u76df\u4e0e\u9886\u5730\u7684\u4e89\u6597\u4f1a\u53d8\u5f97\u66f4\u52a0\u6fc0\u70c8\uff0c\u5f53\u4e00\u5bb6\u7f3a\u4e4f\u81ea\u4e3b coding \u4ea7\u54c1\u7684\u6a21\u578b\u5382\u5546\u7ec8\u4e8e\u56de\u8fc7\u5473\u6765\u7684\u65f6\u5019\uff0c\u6050\u6015\u5df2\u7ecf\u6ca1\u6709\u8db3\u591f\u7684\u5408\u4f5c\u4f19\u4f34\u53ef\u4ee5\u6311\u9009\uff0c\u5408\u4f5c\u7684\u4ef7\u683c\u4e5f\u5c06\u6c34\u6da8\u8239\u9ad8\u3002<\/p>\n

\u7f8e\u56fd<\/a>\u6a21\u578b\u5de8\u5934\u7684\u60c5\u51b5\u5927\u5bb6\u666e\u904d\u6bd4\u8f83\u719f\u6089\u4e86\uff0c\u5728\u6b64\u4e0d\u8d58\u8ff0\u3002APPSO \u4e5f\u6ce8\u610f\u5230\uff0c\u56fd\u5185\u7684\u4e3b\u6d41\u6a21\u578b\u5382\u5546\u548c AI \u5de8\u5934\u5f53\u4e2d\uff0c\u7edd\u5927\u90e8\u5206\u90fd\u5df2\u7ecf\u5728 coding agent \u4ea7\u54c1\u4e0a\u6709\u6240\u5e03\u5c40\u3002<\/p>\n

\u56fd\u5185\u5de8\u5934\u516c\u53f8\u4e3b\u8981\u4ee5\u539f\u751f AI IDE \u6216 IDE \u63d2\u4ef6\u7684\u601d\u8def\u5728\u505a\uff1a\u5b57\u8282\u8df3\u52a8\u53bb\u5e74\u5f88\u65e9\u5c31\u5e03\u5c40\u4e86 TRAE\u3001\u963f\u91cc\u5df4\u5df4<\/a>\u7684 Qoder\u3001\u817e\u8baf<\/a>\u7684 CodeBuddy\u3001\u767e\u5ea6<\/a>\u7684\u6587\u5fc3\u5feb\u7801 Comate \u7b49\u3002<\/p>\n

AI \u5c0f\u9f99\u516c\u53f8\u4e2d\uff0c\u6708\u4e4b\u6697\u9762\u662f\u6700\u65e9\u5f00\u53d1\u72ec\u7acb coding agent \u4ea7\u54c1\u7684\u516c\u53f8\uff0c\u4e3b\u8981\u4ee5 CLI \u754c\u9762\u7684 Kimi Code \u4e3a\u4e3b\u2014\u2014\u4e0d\u8fc7 Kimi \u6b64\u524d\u6709\u900f\u9732\u8fc7\uff0c\u5728\u539f\u751f\u7f16\u7a0b\u4ea7\u54c1\u8fd9\u4ef6\u4e8b\u4e0a\uff0cCLI \u4e0d\u4f1a\u662f\u7ec8\u5c40\u3002<\/p>\n

\"\u9a6c\u65af\u514b\u82b1100\u4ebf\u60f3\u6e05\u695a\u4e00\u4ef6\u4e8b\uff0c\u4e0d\u505acoding<\/p>\n

\u53e6\u4e00\u79cd\u5b9e\u73b0\u601d\u8def\u662f\u6a21\u578b\u5382\u5546\u81ea\u884c\u63d0\u4f9b API \u670d\u52a1\u3001Coding Plan\u3002\u8fd9\u6837\uff0c\u4e0d\u8bba\u7528\u6237\u4f7f\u7528\u4f55\u79cd AI \u5f00\u53d1\u73af\u5883\uff0c\u6a21\u578b\u5382\u5546\u90fd\u53ef\u4ee5\u901a\u8fc7\u670d\u52a1\u5668\u7aef\u7684 API \u8bb0\u5f55\u6765\u83b7\u53d6\u6700\u5927\u7a0b\u5ea6\u63a5\u8fd1\u4e8e\u539f\u751f coding \u4ea7\u54c1\u7684\u8fc7\u7a0b\u6570\u636e\u3002<\/p>\n

\u4f46\u8fd9\u4e5f\u53ea\u662f\u63a5\u8fd1\uff0c\u5e76\u975e\u5b8c\u5168\u76f8\u540c\u3002\u6838\u5fc3\u5728\u4e8e\uff0c\u670d\u52a1\u5668\u7aef API \u7684\u8bf7\u6c42-\u54cd\u5e94\u65e5\u5fd7\uff0c\u4e0e\u6df1\u5ea6\u7ee7\u627f\u7684\u4ea7\u54c1\u4ea4\u4e92\u8f68\u8ff9\u76f8\u6bd4\u4ecd\u6709\u5f88\u5927\u5dee\u8ddd\u3002<\/p>\n

\u81ea\u5efa\u4ea7\u54c1\u7684\u5382\u5546\uff08\u4f8b\u5982 Cursor\u3001Claude \u684c\u9762\u7aef\u3001Codex\uff09\u62e5\u6709\u6700\u76f4\u63a5\u7684\u663e\u5f0f\u53cd\u9988\u4fe1\u53f7\uff0c\u800c API \u4fa7\u662f\u76f8\u5bf9\u6a21\u7cca\u7684\u9690\u5f0f\u63a8\u65ad\u3002\u7b80\u5355\u6765\u8bf4\uff0cAPI \u4fa7\u80fd\u770b\u5230\u7528\u6237\u8bf7\u6c42\u548c\u54cd\u5e94\uff0c\u4f46\u7528\u6237\u6700\u540e\u662f\u5426\u91c7\u7eb3\u4e86\u8fd9\u6bb5\u4ee3\u7801\u3001\u4ee3\u7801\u80fd\u5426\u8dd1\u901a\u3001\u5f15\u53d1\u4e86\u4ec0\u4e48\u6837\u7684 bug\uff0cAPI \u4fa7\u5bf9\u6b64\u662f\u4e00\u65e0\u6240\u77e5\u7684\u3002\u4ed6\u4eec\u65e0\u6cd5\u4e86\u89e3\u5230\u7528\u6237\u6700\u7ec8\u884c\u4e3a\u8fd9\u4e00\u5173\u952e\u7684\u6807\u7b7e\uff0c\u4ece\u800c\u65e0\u6cd5\u5b9e\u73b0\u6700\u9ad8\u8d28\u91cf\u7684\u5f3a\u5316\u5b66\u4e60\u3002<\/p>\n

\u5f62\u800c\u4e0a\u6765\u8bb2\uff0c\u8bed\u8a00\u5373\u4e16\u754c\uff0c\u4ee3\u7801\u5373\u65b9\u6848\u3002\u4ee3\u7801\u53ef\u4ee5\u8868\u8fbe\u8fd9\u4e2a\u4e16\u754c\u4e0a\u7edd\u5927\u591a\u6570\u7684\u4efb\u52a1\uff0c\u4ee3\u7801\u4e5f\u4f1a\u6210\u4e3a\u5934\u90e8\u7684\u653e\u5927\u5668\uff0c\u8ba9\u6700\u9876\u5c16\u7684\u4eba\u624d\u653e\u5927\u6570\u500d\u7684\u751f\u4ea7\u529b\u3002<\/p>\n

\u53ea\u6709\u6700\u9876\u5c16\u7684 coding \u6a21\u578b\u624d\u914d\u5f97\u4e0a\u6700\u9876\u5c16\u7684\u4eba\u624d\u3002\u5982\u679c\u9886\u5148\u7684\u6a21\u578b\u5382\u5546\u4e0d\u91cd\u89c6 coding\uff0c\u52bf\u5fc5\u5c06\u4f1a\u6389\u51fa\u7b2c\u4e00\u68af\u961f\u3002<\/p>\n

\u5f53\u7136\uff0c\u4e8b\u5b9e\u4e0a\u6bcf\u5bb6\u6a21\u578b\u5382\u5546\u90fd\u4e0d\u4f1a\u4e0d\u91cd\u89c6 coding\u2014\u2014\u800c\u662f\u8bf4\uff0c\u5728\u65b0\u7684\u8303\u5f0f\u4e0b\uff0c\u54ea\u4e9b\u6ca1\u6709\u81ea\u4e3b\u53ef\u63a7\u7684\u539f\u751f coding agent \u4ea7\u54c1\uff0c\u6781\u6709\u53ef\u80fd\u9010\u6e10\u843d\u540e\u4e8e\u6709\u4ea7\u54c1\u7684\u5382\u5546\u3002<\/p>\n

\u5c31\u5728\u524d\u51e0\u5929\uff0cMiniMax \u4e5f\u53d1\u5e03\u4e86\u684c\u9762\u5ba2\u6237\u7aef\u4ea7\u54c1\u7684\u91cd\u5927\u66f4\u65b0\uff1a\u5e26\u6709\u5168\u65b0\u591a agent \u7f16\u6392\u67b6\u6784\u7684 Mavis \u529f\u80fd\uff0c\u5e76\u4e14\u4e5f\u8ba9\u5ba2\u6237\u7aef\u663e\u8457\u6539\u5584\u4e86\u5bf9 coding \u4efb\u52a1\u7684\u652f\u6301\u3002<\/p>\n

\u6b64\u524d MiniMax \u53ea\u662f\u63a8\u51fa\u4e86\u684c\u9762\u7aef\uff0c\u4f46\u6ca1\u6709\u52a0\u5165\u539f\u751f coding \u548c agent \u529f\u80fd\u3002<\/p>\n

\"\u9a6c\u65af\u514b\u82b1100\u4ebf\u60f3\u6e05\u695a\u4e00\u4ef6\u4e8b\uff0c\u4e0d\u505acoding<\/p>\n

\"\u9a6c\u65af\u514b\u82b1100\u4ebf\u60f3\u6e05\u695a\u4e00\u4ef6\u4e8b\uff0c\u4e0d\u505acoding<\/p>\n

\u7d27\u63a5\u7740\uff0c\u5728 5 \u6708 15 \u65e5\uff0c\u963f\u91cc\u5df4\u5df4\u6b63\u5f0f\u53d1\u5e03\u4e86 Qoder 1.0\u2014\u2014\u8fd9\u4e2a\u4ea7\u54c1\u4ece IDE \u7684\u5f62\u6001\u6b63\u5f0f\u5347\u7ea7\u4e3a\u4e00\u4e2a\u5b8c\u6574\u7684 Agent \u4ea7\u54c1\uff08\u963f\u91cc\u7684\u5b98\u65b9\u53eb\u6cd5\u662f\u667a\u80fd\u4f53\u81ea\u4e3b\u5f00\u53d1\u5de5\u4f5c\u53f0\uff09\u3002<\/p>\n

\"\u9a6c\u65af\u514b\u82b1100\u4ebf\u60f3\u6e05\u695a\u4e00\u4ef6\u4e8b\uff0c\u4e0d\u505acoding<\/p>\n

\u4e0e\u6b64\u540c\u65f6\uff0cxAI \u7684 Grok Build CLI\uff0c\u4e5f\u7ec8\u4e8e\u6b63\u5f0f\u63a8\u51fa\u4e86\u3002<\/p>\n

\u6ca1\u9519\uff0c\u5c31\u662f xAI \u5e74\u521d\u88ab Anthropic \u548c Cursor \u5c01\u53f7\u4e4b\u540e\uff0c\u4ed6\u4eec\u81ea\u5df1\u6363\u9f13\u51fa\u6765\u7684\u90a3\u4e2a coding agent.<\/p>\n

\"\u9a6c\u65af\u514b\u82b1100\u4ebf\u60f3\u6e05\u695a\u4e00\u4ef6\u4e8b\uff0c\u4e0d\u505acoding<\/p>\n

\u8fd9\u4e0d\uff0c\u53c8\u591a\u4e86\u597d\u51e0\u4e2a\u73b0\u6210\u7684\u6848\u4f8b\u3002<\/p>\n

\u770b\u6765\uff0c\u5927\u5bb6\u90fd\u8ba4\u4e3a Cursor\u3001Codex \u548c Claude \u684c\u9762\u7aef\u8d70\u5728\u6b63\u786e\u7684\u9053\u8def\u4e0a\u3002<\/p>\n

6.<\/p>\n

\u628a\u8bdd\u9898\u4ece coding \u6269\u5c55\u5230 agent \u672c\u8eab\uff0c\u60c5\u51b5\u4e5f\u662f\u4e00\u6837\u7684\u3002<\/p>\n

\u7f16\u7801\u4efb\u52a1\u7684\u8f68\u8ff9\u6570\u636e\uff0c\u5728\u516c\u5f00\u8bed\u6599\u4e2d\u786e\u5b9e\u8fd8\u662f\u80fd\u627e\u5230\u4e00\u4e9b\u7684\uff08\u6bd4\u5982 GitHub \u7684\u63d0\u4ea4\u8bb0\u5f55\/PR\uff0c\u5c3d\u7ba1\u8d28\u91cf\u5e76\u4e0d\u9ad8\uff09\u3002\u4f46\u662f agent \u4efb\u52a1\u7684\u8f68\u8ff9\u6570\u636e\uff0c\u5305\u62ec\u5e76\u4e0d\u9650\u4e8e\u79fb\u52a8\u548c\u70b9\u51fb\u9f20\u6807\u3001\u64cd\u63a7\u89e6\u5c4f\u3001\u586b\u5199\u8f93\u5165\u6846\u7b49\uff0c\u5374\u65e0\u6cd5\u5728\u516c\u5f00\u8bed\u6599\u4e2d\u627e\u5230\u3002<\/p>\n

\u6240\u4ee5\u6211\u4eec\u4f1a\u770b\u5230\uff0c\u5373\u4f7f\u5728 agent \u64cd\u4f5c\u7684\u6700\u5c0f\u5b9e\u73b0\u8def\u5f84\u2014\u2014\u6d4f\u89c8\u5668\u63d2\u4ef6\u4e0a\uff0c\u5373\u4fbf\u662f\u8fd9\u4e48\u4e2a\u770b\u8d77\u6765\u4e00\u70b9\u90fd\u4e0d\u9ad8\u7aef\u7684\u4e1c\u897f\uff0c\u51e0\u4e4e\u6bcf\u5bb6\u6a21\u578b\u5382\u5546\u90fd\u4f1a\u505a\u81ea\u5df1\u7684\u3002<\/p>\n

OpenAI \u65e9\u5728 2025 \u5e74 1 \u6708\u5c31\u505a\u4e86 Operator\u2014\u2014\u4e0e\u5176\u8bf4\u5b83\u662f\u4e00\u4e2a\u300cAI \u81ea\u52a8\u64cd\u4f5c\u6d4f\u89c8\u5668\u300d\u7684\u4ea7\u54c1\uff0c\u4e0d\u5982\u8bf4\u672c\u8d28\u4e0a\u5c31\u662f\u4e00\u4e2a\u5927\u89c4\u6a21\u7684\u6570\u636e\u6536\u96c6\u88c5\u7f6e\u3002\u6bcf\u4e00\u4f4d\u8bd5\u7528 Operator \u7684\u7528\u6237\uff0c\u90fd\u5728\u514d\u8d39\u4e3a OpenAI \u63d0\u4f9b on-policy \u6570\u636e\u3002<\/p>\n

\u540e\u7eed OpenAI \u8fd8\u884d\u751f\u51fa ChatGPT<\/a> Agent \u4ee5\u53ca\u65b0\u7248 Codex \u684c\u9762\u7aef\uff1bAnthropic \u4e5f\u662f\u540c\u7406\uff1b\u6700\u8fd1 Kimi \u4e0d\u58f0\u4e0d\u54cd\u5730\u4e5f\u505a\u4e86\u4e00\u4e2a\u53eb\u505a WebBridge \u7684\u9879\u76ee\uff0c\u5176\u5b9e\u5c31\u662f\u4e00\u4e2a\u6d4f\u89c8\u5668\u63d2\u4ef6\u3002<\/p>\n

\"\u9a6c\u65af\u514b\u82b1100\u4ebf\u60f3\u6e05\u695a\u4e00\u4ef6\u4e8b\uff0c\u4e0d\u505acoding<\/p>\n

\u5373\u4fbf\u662f\u5728\u8fc7\u53bb\u4e24\u5e74\u91cc\u52a8\u4f5c\u6700\u514b\u5236\u7684\u4e2d\u56fd\u6a21\u578b\u5de8\u5934\u6df1\u5ea6\u6c42\u7d22\uff0c\u4e5f\u5728\u6700\u8fd1\u5f00\u59cb\u5c55\u9732\u51fa\u5bf9 Agent \u7684\u5174\u8da3\u3002<\/p>\n

CEO \u6881\u6587\u950b\u6b64\u524d\u63a5\u53d7\u91c7\u8bbf\u65f6\u66fe\u7ecf\u63d0\u5230\u8fd9\u6837\u7684\u89c2\u70b9\uff1a\u6570\u5b66\u548c\u4ee3\u7801\u662fAGI\u5929\u7136\u7684\u8bd5\u9a8c\u573a\uff0c\u6709\u70b9\u50cf\u56f4\u68cb\uff0c\u662f\u4e00\u4e2a\u5c01\u95ed\u7684\u3001\u53ef\u9a8c\u8bc1\u7684\u7cfb\u7edf\uff0c\u6709\u53ef\u80fd\u901a\u8fc7\u81ea\u6211\u5b66\u4e60\u5c31\u80fd\u5b9e\u73b0\u5f88\u9ad8\u7684\u667a\u80fd\u3002<\/p>\n

\u8fd9\u53e5\u8bdd\u7684\u6f5c\u53f0\u8bcd\uff0c\u662f DeepSeek \u4e00\u76f4\u628a coding\u3001Agent \u5f53\u7814\u7a76\u8bd5\u9a8c\u573a\uff0c\u800c\u975e\u5546\u4e1a\u5316\u65b9\u5411\u3002<\/p>\n

\u4f46\u662f\u5728\u4eca\u5e74 3 \u6708\uff0cDeepSeek \u4e00\u6b21\u6027\u653e\u51fa\u4e86\u5341\u51e0\u4e2a Agent \u76f8\u5173\u5c97\u4f4d\uff0c\u5305\u62ec\u9996\u6b21\u51fa\u73b0\u7684\u6a21\u578b\u7b56\u7565\u4ea7\u54c1\u7ecf\u7406\uff08Agent \u65b9\u5411\uff09\u7b49\u3002\u5f53\u65f6\u7684 JD \u804c\u8d23\u6db5\u76d6\u300c\u4e3b\u5bfc Agent \u8bc4\u6d4b\u4f53\u7cfb\u4ee5\u53ca\u8bad\u7ec3\u6570\u636e\u65b9\u6848\u7684\u8bbe\u8ba1\u300d\uff0c\u8981\u6c42\u4e2d\u5305\u62ec\u300c\u6df1\u5ea6\u4f7f\u7528 Claude Code\u3001Manus\u300d\u7b49\u4ea7\u54c1\u3002<\/p>\n

APPSO \u6ce8\u610f\u5230\uff0c\u8fd1\u671f\u6df1\u5ea6\u6c42\u7d22\u53d1\u5e03\u4e86 Agent \u4ea7\u54c1\u7ecf\u7406\u3001Harness \u4ea7\u54c1\u7ecf\u7406\u7b49\u804c\u4f4d\u62db\u8058\u4fe1\u606f\u2014\u2014\u5f88\u663e\u7136\uff0cDeepSeek \u8981\u505a\u72ec\u7acb\u3001\u539f\u751f\u7684 Coding\/Agent \u4ea7\u54c1\u4e86\u3002<\/p>\n<\/p>\n

\u6b64\u524d\u8d44\u6599\u663e\u793a\uff0cDeepSeek V3.2 \u7684\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u5f15\u5165\u4e86\u8fd1\u4e24\u5343\u4e2a\u5408\u6210\u7684 Agent \u8bad\u7ec3\u73af\u5883\u548c\u516b\u4e07\u591a\u6761\u590d\u6742\u6307\u4ee4\u3002\u4f46\u662f\u770b\u8d77\u6765\uff0c\u9760\u5408\u6210\u7684\u8bad\u7ec3\u6570\u636e\u53ea\u80fd\u5e26 DeepSeek \u8d70\u5230\u8fd9\u91cc\u4e86\uff0c\u5269\u4e0b\u7684\u662f\u5408\u6210\u4e0d\u51fa\u6765\u7684\u90e8\u5206\uff1a\u771f\u5b9e\u7528\u6237\u5728\u771f\u5b9e\u73af\u5883\u91cc\u7684\u771f\u5b9e\u6210\u529f\u548c\u5931\u8d25\uff0c\u5fc5\u987b\u9760\u81ea\u5bb6\u7684 agent \u4ea7\u54c1\u624d\u80fd\u62ff\u5230\u3002<\/p>\n

DeepSeek \u4ee5\u4e00\u79cd\u6781\u5ea6\u514b\u5236\u7684\u65b9\u5f0f\u505a\u4e86\u4e09\u5e74\u6a21\u578b\u4ee5\u53ca\u6a21\u578b\u4ea7\u54c1\uff08\u76f4\u5230\u4e0a\u4e2a\u6708\u624d\u7ec8\u4e8e\u5728\u5b98\u7f51\u52a0\u5165\u4e86\u591a\u6a21\u6001\u80fd\u529b\uff09\u3002\u4f46\u662f\u5728\u4eca\u5929\u6765\u770b\uff0c\u5728\u7f16\u7801\u7c7b\u4efb\u52a1\u4e0a\uff0cDeepSeek \u62ff SOTA \u8d8a\u6765\u8d8a\u96be\u4e86\uff0c\u5373\u4fbf\u6b64\u524d\u62ff\u5230\u4e5f\u4f1a\u5728\u4e0d\u4e45\u540e\u88ab\u8d85\u8d8a\u3002<\/p>\n

\u5f53\u52a9\u7406\u4f9d\u9760\u7814\u7a76\u7684\u8def\u5f84\u652f\u6491\u4e0d\u4f4f\u98de\u8f6e\u7684\u65f6\u5019\uff0cDeepSeek \u7ec8\u4e8e\u884c\u52a8\u4e86\u3002<\/p>\n

7.<\/p>\n

\u6700\u540e\uff0c\u6211\u4eec\u56de\u5230\u5f00\u7bc7\u7684\u6545\u4e8b\u3002<\/p>\n

\u6839\u636e The Information \u62a5\u9053\u63f4\u5f15\u77e5\u60c5\u4eba\u58eb\u62a5\u9053\uff0c\u5728\u63a5\u53d7\u9a6c\u65af\u514b 600 \u4ebf\u6536\u8d2d\/100 \u4ebf\u7f8e\u5143\u5408\u4f5c\u7684\u540c\u65f6\uff0cCursor \u8868\u793a\u4e0d\u4f1a\u4e0e xAI \u5408\u4f5c\u5f00\u53d1\u65b0\u7684\u6a21\u578b\uff0c\u800c\u662f\u4ecd\u5c06\u805a\u7126\u4e8e\u4f18\u5316\u81ea\u5df1\u7684 Composer \u6a21\u578b\u3002<\/p>\n

\u8fd9\u610f\u5473\u7740\uff0c\u5373\u4fbf\u88ab\u9a6c\u65af\u514b\u4e70\u901a\u751a\u81f3\u6536\u8d2d\uff0cCursor \u4ecd\u7136\u8981\u4fdd\u7559\u81ea\u5df1\u6570\u636e\u98de\u8f6e\u7684\u4e3b\u4f53\u6027\u3002<\/p>\n

\u6570\u636e\u5f52\u5c5e\u7684\u672c\u8eab\uff0c\u662f\u6700\u5173\u952e\u7684\u9690\u85cf\u535a\u5f08\u70b9\u3002<\/p>\n

\u5f53\u6240\u6709\u9876\u7ea7\u6a21\u578b\u5382\u5546\u90fd\u505a\u4e86\u81ea\u5df1\u7684\u4ea7\u54c1\uff0c\u6240\u6709\u9876\u7ea7\u4ea7\u54c1\u4e5f\u90fd\u5f00\u59cb\u8bad\u7ec3\u81ea\u5df1\u7684\u6a21\u578b\uff0c\u300c\u6a21\u578b\u516c\u53f8\u300d\u548c\u300c\u4ea7\u54c1\u516c\u53f8\u300d\u7684\u672c\u5c31\u4e0d\u592a\u6e05\u695a\u7684\u754c\u9650\uff0c\u4f3c\u4e4e\u8d8a\u6765\u8d8a\u4e0d\u5b58\u5728\u4e86\u2026\u2026<\/p>\n

\u8fd9\u573a\u535a\u5f08\u4e5f\u624d\u521a\u521a\u5f00\u59cb\u3002<\/p>\n

(\u6765\u6e90\uff1a\u65b0\u6d6a\u79d1\u6280)<\/p>\n","protected":false},"excerpt":{"rendered":"

1. OpenAI \u7684\u4e24\u5927\u5bbf\u654c Anthropic \u548c\u9a6c\u65af\u514b\uff0c\u653e\u4e0b\u5fc3\u4e2d\u6210\u89c1\u4e4b\u540e\u7ec8\u4e8e\u5728\u6708\u521d\u7ed3\u76df\u4e86\u3002 \u5728\u6b64\u4e4b\u524d\uff0cA […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[6],"tags":[379,378,82,241,103,120,88,367,119,281,121,376],"views":6,"_links":{"self":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts\/781336"}],"collection":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=781336"}],"version-history":[{"count":0,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts\/781336\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=781336"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=781336"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=781336"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}