{
  "version": "https://jsonfeed.org/version/1", 
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      "url": "https://www.v2ex.com/t/1208699", 
      "title": "[\u5f00\u6e90] Patch Courier\uff1a Email \u8fdb\u6765\uff0c Codex \u5728\u4f60\u7684 Mac \u4e0a\u5e72\u6d3b", 
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      "title": "\u5927\u6a21\u578b\u7ec8\u4e8e\u4e0d\u5377\u8dd1\u5206\uff0c\u6539\u5377\u6253\u5de5\u4e86\uff01", 
      "id": "https://www.v2ex.com/t/1208681", 
      "date_published": "2026-04-26T15:27:06+00:00", 
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\u591a\u5c11\u300d\u3002\u73b0\u5728\u5462\uff1f\u6211\u5237\u4e86\u4e24\u5929\u5e16\u5b50\uff0c\u53d1\u73b0\u8ba8\u8bba\u6700\u591a\u7684\u4e0d\u662f\u8c01\u66f4\u806a\u660e\uff0c\u800c\u662f\u4e24\u4e2a\u7279\u522b\u5177\u4f53\u7684\u95ee\u9898\u3002</p>\n<p>\u4e00\u4e2a\u662f\u300c\u5b83\u80fd\u5e2e\u6211\u5e72\u4ec0\u4e48\u6d3b\u300d\u3002</p>\n<p>\u4e00\u4e2a\u662f\u300c\u7528\u5b83\u8981\u82b1\u591a\u5c11\u94b1\u300d\u3002</p>\n<p>\u5085\u76db\u4e4b\u524d\u5728\u8282\u76ee\u91cc\u505a\u8fc7\u4e00\u4e2a\u5927\u81f4\u6d4b\u7b97\uff0c\u8981\u60f3\u5927\u6a21\u578b\u4ea7\u751f\u751f\u4ea7\u529b\uff0c\u4e00\u4e2a\u4eba\u6bcf\u5929\u82b1\u5728\u4e70 token \u4e0a\u7684\u94b1\uff0c\u5927\u7ea6\u662f 10 \u7f8e\u5143\uff0c\u6211\u7684\u4f53\u611f\u4e0e\u6b64\u7c7b\u4f3c\u3002</p>\n<p>\u9876\u5c16\u7684\u6a21\u578b\u505a\u51fa\u4e00\u6d41\u7684\u5de5\u4f5c\uff0c\u4e00\u6d41\u7684\u6a21\u578b\u505a\u51fa\u4e8c\u6d41\u7684\u5de5\u4f5c\uff0c\u5176\u4ed6\u6a21\u578b\u505a\u51fa\u6765\u7684\u5c31\u5f88\u5e9f\u4e86\u3002</p>\n<p>\u6240\u4ee5\u4f60\u770b\uff0c\u8fd9\u80cc\u540e\u5176\u5b9e\u5c31\u662f\u4e24\u4ef6\u4e8b\uff0c\u4ea7\u80fd\u548c\u6210\u672c\u3002</p>\n<p>\u8fd9\u4e24\u4e2a\u8bcd\uff0c\u6070\u597d\u5bf9\u5e94\u4e86\u8fd9\u6ce2\u795e\u4ed9\u6253\u67b6\u91cc\u6211\u6700\u60f3\u804a\u7684\u4e24\u4e2a\u9009\u624b\u3002</p>\n<p>DeepSeek V4\u00a0\u548c\u00a0Kimi K2.6 \u3002</p>\n<p>\u4e00\u4e2a\u628a\u300c AI \u80fd\u5e2e\u4f60\u5e72\u591a\u5c11\u6d3b\u300d\u8fd9\u4ef6\u4e8b\u5f80\u524d\u63a8\u4e86\u4e00\u5927\u6b65\uff0c\u4e00\u4e2a\u628a\u300c\u7528 AI \u8981\u82b1\u591a\u5c11\u94b1\u300d\u6253\u5230\u4e86\u4e00\u4e2a\u8ba9\u4eba\u4e0d\u6562\u76f8\u4fe1\u7684\u5730\u677f\u4ef7\u3002</p>\n<p>\u800c\u4e14\u8fd9\u4e24\u5bb6\u4e4b\u95f4\u6709\u4e00\u6bb5\u7279\u522b\u6709\u610f\u601d\u7684\u5173\u7cfb\u3002K2.6 \u7684\u67b6\u6784\u7528\u4e86 DeepSeek \u7684 MLA \u6ce8\u610f\u529b\u673a\u5236\uff0cV4 \u7684\u8bad\u7ec3\u7528\u4e86 Kimi \u7684 Muon \u4f18\u5316\u5668\u3002\u4e24\u5bb6\u516c\u53f8\u6700\u540e\u7684\u6df1\u5c42\u4ea4\u6c47\u70b9\uff0c\u5c45\u7136\u662f\u82af\u7247\u3002</p>\n<p>\u8fd9\u4e0d\u662f\u6bb5\u5b50\u3002\u8fd9\u662f 2026 \u5e74\u4e2d\u56fd AI \u884c\u4e1a\u8ba9\u4eba\u89c9\u5f97\u300c\u80fd\u6253\u300d\u7684\u90a3\u4e2a\u90e8\u5206\u3002</p>\n<p>\u6211\u89c9\u5f97\u8fd9\u4ef6\u4e8b\u503c\u5f97\u597d\u597d\u804a\u804a\u3002\u5148\u8bf4\u6a21\u578b\uff0c\u518d\u804a\u4f53\u9a8c\uff0c\u6700\u540e\u6211\u4eec\u804a\u5f00\u6e90\u3002</p>\n<p>DeepSeek \u505a\u5230\u4e86\u5565</p>\n<p>\u5148\u804a DeeSeek V4 \u3002</p>\n<p>DeepSeek \u7684\u8def\u7ebf\uff0c\u6211\u7ed9\u5b83\u53d6\u4e86\u4e2a\u540d\u5b57\u53eb\u300c\u57fa\u7840\u8bbe\u65bd\u8def\u7ebf\u300d\u3002\u5355\u70b9\u6781\u81f4\uff0c\u4e0d\u505a\u591a\u6a21\u6001\uff0c\u4e0d\u505a\u82b1\u54e8\u7684 C \u7aef\u4ea4\u4e92\uff0c\u6240\u6709\u529b\u6c14\u82b1\u5728\u63a8\u7406\u548c\u7f16\u7801\u4e0a\uff0c\u7136\u540e\u628a API \u5b9a\u4ef7\u6253\u5230\u5730\u677f\u3002</p>\n<p>V4 Pro \u7684\u5b9a\u4ef7\uff0c\u8f93\u5165$1.74/\u767e\u4e07 token \uff0c\u8f93\u51fa$3.48/\u767e\u4e07 token \u3002</p>\n<p>GPT-5.5 \u5462\uff1f\u8f93\u5165$5 \uff0c\u8f93\u51fa$30 \u3002</p>\n<p>Mashable \u7b97\u4e86\u4e00\u7b14\u8d26\uff0cV4 \u6bd4 GPT-5.5 \u4fbf\u5b9c\u5927\u7ea6 85%\u3002VentureBeat \u7684\u8bf4\u6cd5\u66f4\u76f4\u63a5\uff0c\u5927\u6982\u662f GPT-5.5 \u7684\u4e03\u5206\u4e4b\u4e00\uff0cOpus 4.7 \u7684\u516d\u5206\u4e4b\u4e00\u3002</p>\n<p>V4 Flash \u66f4\u79bb\u8c31\u3002\u8f93\u5165$0.14/\u767e\u4e07 token \uff0c\u8f93\u51fa$0.28/\u767e\u4e07 token \u3002Cline \u7684 CEO \u7b97\u4e86\u4e00\u7b14\u8d26\u8bf4\uff0c\u5982\u679c Uber \u7528 V4 \u66ff\u4ee3 Claude \uff0c\u5b83 2026 \u5e74\u7684 AI \u9884\u7b97\u672c\u6765\u53ea\u591f\u7528\u56db\u4e2a\u6708\uff0c\u6362\u6210 V4 \u591f\u7528\u4e03\u5e74\u3002</p>\n<p>\u4e03\u5e74\u3002</p>\n<p>\u8fd9\u5c31\u662f DeepSeek \u7684\u98ce\u683c\u3002\u4f60\u8981\u9020\u4ec0\u4e48\u90fd\u884c\uff0c\u6211\u8d1f\u8d23\u628a\u6210\u672c\u7ed9\u4f60\u6253\u4e0b\u6765\u3002</p>\n<p><img alt=\"\u56fe\u7247\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://img2024.cnblogs.com/blog/1104472/202604/1104472-20260426231749039-202295604.png\"/></p>\n<p>\uff08\u8fd9\u91cc\u8bf4\u660e\u4e00\u4e0b\uff0c\u7531\u4e8e\u6ca1\u6709\u67e5\u5230 K2.6 \u4ef7\u683c\uff0c\u8fd9\u91cc\u901a\u8fc7\u516c\u5f00\u6570\u636e\u8ba1\u7b97\u5f97\u51fa\uff09</p>\n<p>\u8fd9\u5bf9 Agent \u573a\u666f\u7684\u610f\u4e49\u592a\u5927\u4e86\u3002\u4e00\u4e2a Agent \u8dd1\u957f\u4efb\u52a1\u7684\u65f6\u5019\uff0c\u6bcf\u4e2a\u5de5\u5177\u8fd4\u56de\u7684\u7ed3\u679c\u90fd\u4f1a\u8ffd\u52a0\u5230\u4e0a\u4e0b\u6587\u91cc\uff0c\u4e0a\u4e0b\u6587\u8d8a\u6765\u8d8a\u957f\uff0c\u6bcf\u751f\u6210\u4e00\u4e2a\u65b0 token \u90fd\u8981\u5bf9\u524d\u9762\u6240\u6709\u5185\u5bb9\u505a\u4e00\u904d\u6ce8\u610f\u529b\u8ba1\u7b97\u3002\u5982\u679c\u8fd9\u4e2a\u6210\u672c\u964d\u4e0d\u4e0b\u6765\uff0c100 \u4e07 token \u5c31\u662f\u4e2a\u6446\u8bbe\u3002V4 \u5728\u8fd9\u5757\u505a\u7684\u4e8b\u60c5\uff0c\u5176\u5b9e\u662f\u5728\u7ed9\u6574\u4e2a Agent \u751f\u6001\u94fa\u8def\u3002</p>\n<p>\u5f53\u4e00\u7fa4 AI \u5f00\u59cb\u5e2e\u4f60\u5e72\u6d3b</p>\n<p>K2.6 \u8d70\u7684\u662f\u53e6\u4e00\u6761\u8def\u3002</p>\n<p>\u5766\u7387\u7684\u8bb2\uff0cK2.6 \u8ba9\u6211\u771f\u6b63\u5174\u594b\u7684\u4e0d\u662f\u6a21\u578b\u672c\u8eab\u6709\u591a\u5f3a\u3002\u5f3a\u4e0d\u5f3a\uff0c\u6570\u636e\u6446\u4e24\u4e2a\u4f60\u81ea\u5df1\u770b\u3002</p>\n<p>OpenRouter \u7f16\u7a0b\u80fd\u529b\u65e5\u699c\u7b2c\u4e00\u3002</p>\n<p><img alt=\"\u56fe\u7247\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://img2024.cnblogs.com/blog/1104472/202604/1104472-20260426231749772-1431726963.png\"/></p>\n<p>Artificial Analysis \u7684 Intelligence Index \u7ed9\u4e86 54 \u5206\uff0c\u5168\u7403\u7b2c\u56db\u3002\u524d\u9762\u4e09\u4e2a\u5206\u522b\u662f Claude Opus 4.7 \u3001Gemini 3.1 Pro \u3001GPT-5.4 \uff0c\u800c\u8fd9\u56db\u4e2a\u91cc\u9762\uff0c\u4ec5\u6709 K2.6 \u662f\u5f00\u6e90\u6a21\u578b\u3002</p>\n<p><img alt=\"\u56fe\u7247\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://img2024.cnblogs.com/blog/1104472/202604/1104472-20260426231750617-1884580375.png\"/></p>\n<p>\u706b\u4e86\u4e00\u6bb5\u65f6\u95f4\u4e86\uff0c\u6a21\u578b\u914d\u7f6e\u6211\u5c31\u4e0d\u6446\u4e86\uff0c\u5927\u5bb6\u5e94\u8be5\u90fd\u770b\u5230\u4e86\u3002</p>\n<p>\u771f\u6b63\u8ba9\u6211\u5750\u76f4\u7684\uff0c\u662f\u8dd1\u5728 K2.6 \u4e0a\u9762\u7684\u4e24\u4e2a\u529f\u80fd\u3002</p>\n<p>\u4e00\u4e2a\u53eb\u300c Agent \u96c6\u7fa4\u300d\u3002\u4e00\u4e2a\u53eb\u300c Office \u6587\u6863\u8f6c Skill \u300d\u3002</p>\n<p>\u7ffb\u8bd1\u7ffb\u8bd1\uff0c\u4e00\u4e2a\u53eb\u4ea7\u80fd\uff0c\u4e00\u4e2a\u53eb\u6807\u51c6\u3002</p>\n<p>Agent \u96c6\u7fa4\uff0c\u8fd9\u4e2a\u67b6\u6784\u8ddf Anthropic \u4eca\u5e74 2 \u6708\u5728 Claude Code \u91cc\u4e0a\u7ebf\u7684 Agent Teams \u5f02\u66f2\u540c\u5de5\uff0c\u4f46 Claude \u90a3\u4e2a\u662f\u7ed9\u5f00\u53d1\u8005\u7528\u7684\uff0c\u5f97\u6572\u547d\u4ee4\u884c\u914d settings.json \uff0c\u4ea7\u7269\u4e3b\u8981\u662f\u4ee3\u7801\u3002K2.6 \u7684 Agent \u96c6\u7fa4\u9762\u5411\u6240\u6709\u4eba\uff0c\u8bf4\u53e5\u8bdd\u5c31\u884c\uff0c\u4ea4\u4ed8\u7684\u662f PDF \u3001PPT \u3001Excel \u3001Word \u8fd9\u4e9b\u529e\u516c\u4ea7\u7269\u3002</p>\n<p>\u540c\u6837\u7684\u7fa4\u4f53\u667a\u80fd\u65b9\u5411\uff0c\u622a\u7136\u4e0d\u540c\u7684\u7b54\u5377\u3002</p>\n<p>\u73b0\u5b9e\u4e16\u754c\u91cc\uff0c\u4e00\u4e2a\u771f\u6b63\u590d\u6742\u7684\u9879\u76ee\u662f\u600e\u4e48\u5b8c\u6210\u7684\uff1f\u4e0d\u662f\u4e00\u4e2a\u5929\u624d\u5750\u5728\u90a3\u91cc\u4ece\u5934\u5e72\u5230\u5c3e\u3002\u800c\u662f\u4e00\u4e2a\u56e2\u961f\uff0c\u4ea7\u54c1\u7ecf\u7406\u5b9a\u65b9\u5411\uff0c\u8bbe\u8ba1\u5e08\u51fa\u89c6\u89c9\uff0c\u5de5\u7a0b\u5e08\u5199\u4ee3\u7801\uff0c\u5206\u6790\u5e08\u8dd1\u6570\u636e\uff0c\u6bcf\u4e2a\u4eba\u5404\u53f8\u5176\u804c\uff0c\u5e76\u884c\u63a8\u8fdb\uff0c\u6700\u540e\u6c47\u603b\u4ea4\u4ed8\u3002</p>\n<p>Agent \u96c6\u7fa4\u505a\u7684\u5c31\u662f\u8fd9\u4ef6\u4e8b\u3002</p>\n<p>\u5b83\u4e0d\u518d\u662f\u4e00\u4e2a Agent \u5728\u90a3\u91cc\u5355\u6253\u72ec\u6597\u4e86\u3002K2.6 \u9a71\u52a8\u7684 Agent \u96c6\u7fa4\u67b6\u6784\u8fce\u6765\u4e00\u6b21\u5927\u5347\u7ea7\uff0c\u73b0\u5728\u652f\u6301 300 \u4e2a\u5b50 Agent \u5e76\u884c\u5b8c\u6210 4000 \u4e2a\u534f\u4f5c\u6b65\u9aa4\u3002\u5176\u5b9e Agent \u96c6\u7fa4\u5728 K2.5 \u5c31\u6709\u4e86\uff0c\u4f46\u8fd9\u6b21\u6211\u662f\u771f\u7684\u89c9\u5f97\uff0c\u5b83\u8fbe\u5230\u4e86\u751f\u4ea7\u7ea7\u3002</p>\n<p>Kimi \u5b98\u65b9\u6587\u6863\u91cc\u8bf4\u4e86\uff0c\u6700\u591a\u53ef\u4ee5\u6709 300 \u4e2a Agent \u4e00\u8d77\u5e72\u6d3b\u3002</p>\n<p>\u65e2\u7136\u5982\u6b64\uff0c\u6211\u4e0d\u5ba2\u6c14\u4e86\u3002\u5fc5\u987b\u62c9\u6ee1\u3002</p>\n<p>\u8bf7\u770b\u6211\u7684\u63d0\u793a\u8bcd\u3002</p>\n<p><img alt=\"\u56fe\u7247\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://img2024.cnblogs.com/blog/1104472/202604/1104472-20260426231751235-658682328.png\"/></p>\n<p>\u4ece\u601d\u7ef4\u94fe\u4e2d\u53ef\u4ee5\u770b\u5230\uff0c\u5b83\u7acb\u523b\u751f\u6210\u4e86\u4e00\u5806\u5b50 agent \u5f00\u59cb\u5b89\u6392\u4efb\u52a1\u3002</p>\n<p><img alt=\"\u56fe\u7247\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://img2024.cnblogs.com/blog/1104472/202604/1104472-20260426231751835-843993485.png\"/></p>\n<p>\u8fc7\u7a0b\u4e2d\u80fd\u591f\u770b\u5230\uff0c\u59cb\u7ec8\u6709\u4e24\u4e2a\u5b50 agent \u5728\u603b\u63fd\u5168\u5c40\u3002</p>\n<p><img alt=\"\u56fe\u7247\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://img2024.cnblogs.com/blog/1104472/202604/1104472-20260426231752381-1886308433.png\"/></p>\n<p>\u7b2c\u4e00\u6b21\u8dd1\u901a\u7684\u65f6\u5019\uff0c\u8bf4\u5b9e\u8bdd\u6123\u4e86\u597d\u51e0\u79d2\u3002</p>\n<p>\u56e0\u4e3a\u5b83\u8f93\u51fa\u7ed9\u6211\u7684\u4e0d\u662f\u4e00\u4e2a\u6570\u636e\u6a21\u62df\u5668\uff0c\u800c\u662f\u6709\u8fc7\u7a0b\u3001\u6709\u53ef\u89c6\u5316\u5448\u73b0\u3001\u6709\u7ed3\u679c\u62a5\u544a\u7684\u5168\u65b9\u4f4d\u5c55\u793a\u3002</p>\n<p><img alt=\"\u56fe\u7247\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://img2024.cnblogs.com/blog/1104472/202604/1104472-20260426231752925-869606967.png\"/></p>\n<p>\u751a\u81f3\u8fd8\u6709\u610f\u89c1\u9886\u8896\u4e0a\u53f0\u6f14\u8bb2\u3002\u5927\u5bb6\u53ef\u4ee5\u770b\u4e00\u4e0b\u8fa9\u8bba\u8fc7\u7a0b\u5448\u73b0\u7f51\u9875\u4e2d\u7684\u8fd9\u4e00\u90e8\u5206\uff0c\u6709\u6f14\u8bb2\u5927\u7eb2\u3001\u8bf4\u670d\u7f51\u7edc\u3001\u8fbe\u6210\u6548\u679c\u3002\u6211\u611f\u89c9\u81ea\u5df1\u4e0d\u662f\u5728\u548c AI \u5bf9\u8bdd\uff0c\u66f4\u50cf\u662f\u7ad9\u5728\u4e00\u4e2a 300 \u4eba\u7684\u62a5\u544a\u5385\u91cc\u542c\u8fa9\u8bba\u3002</p>\n<p><img alt=\"\u56fe\u7247\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://img2024.cnblogs.com/blog/1104472/202604/1104472-20260426231753512-1525878089.png\"/></p>\n<p>\u8fd9\u8fd8\u6ca1\u5b8c\u3002\u603b\u8f93\u51fa\u7269\u662f\u4e00\u4e2a\u8fa9\u8bba\u8fc7\u7a0b\u7f51\u9875\u5448\u73b0\u3001\u4e00\u4e2a\u8fa9\u8bba PPT \u62a5\u544a\uff0c\u8fd8\u6709\u4e00\u4e2a 33 \u9875\u7684\u6df7\u5408\u67b6\u6784\u767d\u76ae\u4e66\u3002</p>\n<p><img alt=\"\u56fe\u7247\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://img2024.cnblogs.com/blog/1104472/202604/1104472-20260426231754055-1364842106.png\"/></p>\n<p>\u5927\u5bb6\u53ef\u4ee5\u770b\u4e00\u4e0b\u8fd9\u4e2a\u767d\u76ae\u4e66\u3002</p>\n<p><img alt=\"\u56fe\u7247\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://img2024.cnblogs.com/blog/1104472/202604/1104472-20260426231754616-36632729.png\"/></p>\n<p>\u6211\u5f53\u65f6\u7684\u53cd\u5e94\u4e0d\u662f\u300c\u54c7\u597d\u5389\u5bb3\u300d\uff0c\u800c\u662f\u4e00\u79cd\u5f88\u5947\u602a\u7684\u604d\u60da\u611f\u3002</p>\n<p>\u5f53\u4f60\u7b2c\u4e00\u6b21\u770b\u5230 AI \u4e5f\u5f00\u59cb\u534f\u4f5c\u7684\u65f6\u5019\uff0c\u90a3\u79cd\u611f\u89c9\u5176\u5b9e\u633a\u5947\u5999\u7684\u3002\u4f60\u4e0d\u662f\u5728\u7528\u4e00\u4e2a\u5de5\u5177\u3002\u4f60\u662f\u5728\u65c1\u89c2\u4e00\u4e2a\u7ec4\u7ec7\u5f00\u59cb\u5de5\u4f5c\u3002</p>\n<p>\u751a\u81f3\u5b83\u8fd8\u505a\u4e86\u6210\u672c\u5206\u6790\u548c\u5bf9\u6bd4\u3002</p>\n<p>AI \u5f00\u59cb\u96c7\u4f63 AI \u4e86\uff1f AI \u4e5f\u5f00\u59cb\u8ba1\u7b97\u4eba\u6548\u6bd4\uff1f</p>\n<p><img alt=\"\u56fe\u7247\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://img2024.cnblogs.com/blog/1104472/202604/1104472-20260426231755165-1586561585.png\"/></p>\n<p>\u540e\u6765\u6211\u53c8\u8bd5\u4e86\u51e0\u4e2a\u573a\u666f\u3002</p>\n<p>\u4f8b\u5982\u6211\u8981\u5236\u4f5c\u4e00\u4e2a\u5305\u8c6a\u65af\u98ce\u683c\u7684\u65e5\u5386\uff0c\u76f4\u63a5\u544a\u8bc9\u5b83\u9700\u6c42\uff0c\u5b83\u5c31\u5f00\u59cb\u5206\u6b65\u9aa4\uff0c\u7ed9\u4e0d\u540c\u7684 Agent \u5b89\u6392\u6d3b\u513f\u3002</p>\n<p><img alt=\"\u56fe\u7247\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://img2024.cnblogs.com/blog/1104472/202604/1104472-20260426231755749-549892976.png\"/></p>\n<p>\u51fa\u6765\u7684\u662f\u4e2d\u82f1\u6587\u914d\u5957\u3001\u5ba1\u7f8e\u5728\u7ebf\u7684\u65e5\u5386\u56fe\uff0c\u5e76\u4e14\u8fd8\u914d\u4e86\u4e00\u4e2a PPT \u4ea7\u54c1\u5c55\u793a\u3002</p>\n<p><img alt=\"\u56fe\u7247\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://img2024.cnblogs.com/blog/1104472/202604/1104472-20260426231756475-27703373.png\"/></p>\n<p>\u6bcf\u6b21\u770b\u5230\u8fd9\u4e9b\u4ea7\u7269\u4e00\u6b21\u6027\u5f39\u51fa\u6765\u7684\u65f6\u5019\uff0c\u6211\u90fd\u4f1a\u60f3\u8d77\u4e00\u4e2a\u6570\u5b57\u3002</p>\n<p>\u5e7f\u544a\u516c\u53f8\u4e00\u4e2a\u9879\u76ee\u7ec4\u505a\u7c7b\u4f3c\u7684\u4e8b\u60c5\uff0c\u5927\u6982\u9700\u8981 100 \u4e2a\u5c0f\u65f6\u3002</p>\n<p>Agent \u96c6\u7fa4\u9700\u8981\u591a\u4e45\uff1f</p>\n<p>\u5927\u6982 30 \u5206\u949f\u3002</p>\n<p>\u524d\u4e24\u5929\u6211\u548c\u4e00\u4e2a\u6df1\u5ea6 ChatGPT \u7528\u6237\u7684\u670b\u53cb\u804a\u5929\uff0c\u4ed6\u611f\u53f9\u4e86\u4e00\u53e5\uff0cPro \u7684\u6d3b\u513f\u662f\u771f\u597d\uff0c\u6162\u4e5f\u662f\u771f\u6162\uff0c\u8d35\u4e5f\u662f\u771f\u8d35\u3002</p>\n<p>ChatGPT Pro \u4e4b\u6240\u4ee5\u6709\u8fd9\u6837\u7684\u6548\u679c\uff0c\u6838\u5fc3\u539f\u56e0\u662f\u5b83\u6709\u975e\u5e38\u957f\u7684\u601d\u7ef4\u94fe\uff0c\u5927\u6a21\u578b\u5728\u4e0d\u65ad\u56de\u6eaf\u4e4b\u524d\u7684\u7ed3\u679c\uff0c\u4e0d\u65ad\u4fee\u6539\u3002\u6b64\u523b\u6211\u6709\u4e86\u4f7f\u7528 Pro \u7684\u611f\u89c9\uff0cKimi \u7528\u591a Agent \u7684\u65b9\u5f0f\u505a\u5230\u4e86\u540c\u6837\u7684\u4e8b\u3002</p>\n<p>100 \u4e2a\u5c0f\u65f6\u548c 30 \u5206\u949f\u3002\u8bb0\u4f4f\u8fd9\u4e2a\u5bf9\u6bd4\uff0c\u540e\u9762\u8fd8\u4f1a\u7528\u5230\u3002</p>\n<p>\u56de\u5230 Skill \u8fd9\u5757\u3002</p>\n<p>Skill \u6ee1\u5929\u98de\uff0c\u4f46\u6211\u89c9\u5f97\u5b83\u662f\u6700\u5bb9\u6613\u88ab\u4f4e\u4f30\u7684\u4e00\u4e2a\u4e1c\u897f\u3002\u56e0\u4e3a\u771f\u6b63\u51b3\u5b9a\u4ea4\u4ed8\u8d28\u91cf\u7684\uff0c\u5f80\u5f80\u4e0d\u662f\u4f60\u6709\u6ca1\u6709\u7075\u611f\uff0c\u800c\u662f\u4f60\u6709\u6ca1\u6709\u7a33\u5b9a\u7684\u65b9\u6cd5\u3002</p>\n<p>K2.6 \u7684\u300c Office \u6587\u6863\u8f6c Skill \u300d\u529f\u80fd\uff0c\u628a\u8fd9\u4ef6\u4e8b\u505a\u5f97\u6781\u5176\u7b80\u6d01\u3002</p>\n<p>\u628a\u4f60\u8ba4\u4e3a\u6700\u597d\u7684\u90a3\u4efd\u4ea7\u7269\uff0c\u4e00\u4efd\u9876\u7ea7\u7814\u62a5\u3001\u4e00\u4efd\u7cbe\u7f8e\u7684 PPT \u6a21\u677f\u3001\u4e00\u4efd\u4e13\u4e1a\u7684\u8d22\u52a1\u5206\u6790\u8868\uff0c\u76f4\u63a5\u53d1\u7ed9 Kimi Agent \uff0c\u5b83\u4f1a\u81ea\u52a8\u6df1\u5ea6\u5b66\u4e60\u8fd9\u4efd\u4ea7\u7269\u7684\u7ed3\u6784\u3001\u98ce\u683c\u3001\u6392\u7248\u3001\u914d\u8272\u548c\u903b\u8f91\uff0c\u7136\u540e\u751f\u6210\u4e00\u4efd\u5bf9\u5e94\u7684 Skill \u3002</p>\n<p><img alt=\"\u56fe\u7247\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://img2024.cnblogs.com/blog/1104472/202604/1104472-20260426231757144-1551320549.png\"/></p>\n<p>\u4ee5\u540e\u4f60\u6bcf\u6b21\u8ba9 Agent \u96c6\u7fa4\u5e72\u6d3b\u7684\u65f6\u5019\uff0c\u8c03\u7528\u8fd9\u4e2a Skill \uff0c\u4ea7\u51fa\u7684\u4e1c\u897f\u5c31\u4f1a\u81ea\u52a8\u5bf9\u9f50\u90a3\u4efd\u9876\u7ea7\u4ea7\u7269\u7684\u6807\u51c6\u3002Excel \u3001PDF \u3001Word \u3001PPT \uff0c\u5168\u683c\u5f0f\u652f\u6301\u3002</p>\n<p>Skill \u52a0\u4e0a Agent \u96c6\u7fa4\uff0c\u7b49\u4e8e\u6807\u51c6\u5316\u6279\u91cf\u4ea4\u4ed8\u3002</p>\n<p>\u8fd9\u4e24\u4e2a\u529f\u80fd\u5408\u5728\u4e00\u8d77\uff0c\u624d\u662f K2.6 \u771f\u6b63\u7684\u6740\u624b\u950f\u3002</p>\n<p>DeepSeek V4 vs Kimi K2.6</p>\n<p>\u804a\u5230\u8fd9\u513f\uff0c\u4e00\u4e2a\u6709\u8da3\u7684\u95ee\u9898\u51fa\u73b0\u4e86\u3002</p>\n<p>K2.6 \u548c V4 \uff0c\u5230\u5e95\u8c01\u66f4\u5f3a\uff1f</p>\n<p>\u5766\u7387\u7684\u8bb2\uff0c\u8fd9\u4e2a\u95ee\u9898\u672c\u8eab\u5c31\u95ee\u9519\u4e86\u3002\u5b83\u4eec\u8d70\u7684\u662f\u5b8c\u5168\u4e0d\u540c\u7684\u8def\u3002</p>\n<p><img alt=\"\u56fe\u7247\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://img2024.cnblogs.com/blog/1104472/202604/1104472-20260426231758053-1645933163.png\"/></p>\n<p>K2.6 \u662f\u7cfb\u7edf\u4f18\u5316\u8def\u7ebf\u3002\u6a21\u578b\u52a0\u4ea7\u54c1\u52a0 Agent \u4e00\u8d77\u4e0a\uff0c\u539f\u751f\u591a\u6a21\u6001\uff0c\u80fd\u5904\u7406\u6587\u672c\u3001\u56fe\u7247\u548c\u89c6\u9891\uff0cAgent \u96c6\u7fa4\u80fd\u529b\u662f\u5b83\u6700\u91cd\u8981\u7684\u5dee\u5f02\u5316\u3002\u5b83\u60f3\u505a\u7684\u662f AI \u65f6\u4ee3\u7684\u64cd\u4f5c\u7cfb\u7edf\uff0c\u8ba9\u6bcf\u4e2a\u4eba\u90fd\u80fd\u8c03\u5ea6\u4e00\u4e2a AI \u56e2\u961f\u5e2e\u81ea\u5df1\u5e72\u6d3b\u3002</p>\n<p>V4 \u662f\u57fa\u7840\u8bbe\u65bd\u8def\u7ebf\u3002\u5355\u70b9\u6781\u81f4\uff0c100 \u4e07 token \u4e0a\u4e0b\u6587\uff0cAPI \u5b9a\u4ef7\u6253\u5230\u5730\u677f\uff0c\u4e0d\u505a\u591a\u6a21\u6001\uff0c\u4e13\u6ce8\u63a8\u7406\u548c\u7f16\u7801\u3002\u5b83\u60f3\u505a\u7684\u662f AI \u65f6\u4ee3\u7684\u6c34\u7535\u7164\uff0c\u8ba9\u6240\u6709\u5f00\u53d1\u8005\u548c\u4f01\u4e1a\u90fd\u80fd\u7528\u6700\u4f4e\u6210\u672c\u8dd1\u6700\u5f3a\u7684\u6a21\u578b\u3002</p>\n<p>\u4e00\u4e2a\u9762\u5411\u6240\u6709\u4eba\u8bf4\u300c\u4f60\u53ea\u8981\u5f00\u53e3\uff0c\u5269\u4e0b\u7684\u4ea4\u7ed9\u6211\u7684\u56e2\u961f\u300d\u3002</p>\n<p>\u4e00\u4e2a\u9762\u5411\u5f00\u53d1\u8005\u8bf4\u300c\u6211\u628a\u6210\u672c\u7ed9\u4f60\u6253\u4e0b\u6765\u300d\u3002</p>\n<p>\u800c\u4e14\u6b63\u56e0\u4e3a\u8d70\u7684\u4e0d\u540c\uff0c\u624d\u6709\u4e86\u6211\u5f00\u5934\u63d0\u5230\u7684\u90a3\u6bb5\u6709\u610f\u601d\u7684\u5173\u7cfb\u3002</p>\n<p>DeepSeek V4 \u7684\u8bad\u7ec3\uff0c\u7528\u4e86 Kimi \u7684 Muon \u4f18\u5316\u5668\u3002\u6708\u4e4b\u6697\u9762\u56e2\u961f\u5728\u4e07\u4ebf\u53c2\u6570\u89c4\u6a21\u4e0a\u9a8c\u8bc1\u4e86 MuonClip \u7684\u8bad\u7ec3\u7a33\u5b9a\u6027\uff0c\u9884\u8bad\u7ec3\u5168\u7a0b\u96f6 Loss Spike \u3002DeepSeek \u770b\u5230\u6548\u679c\uff0c\u76f4\u63a5\u62ff\u6765\u7528\u4e86\u3002</p>\n<p>Kimi K2.6 \u7684\u67b6\u6784\uff0c\u7528\u4e86 DeepSeek \u7684 MLA \u6ce8\u610f\u529b\u673a\u5236\u3002Multi-head Latent Attention \uff0c\u901a\u8fc7\u5bf9\u6295\u5f71\u77e9\u9635\u505a\u4f4e\u79e9\u8fd1\u4f3c\uff0c\u628a KV Cache \u7684\u538b\u7f29\u7387\u505a\u5230\u4e86 93%\u4ee5\u4e0a\u3002\u7ffb\u8bd1\u6210\u4eba\u8bdd\u5c31\u662f\uff0c\u63a8\u7406\u65f6\u5360\u7684\u663e\u5b58\u5927\u5e45\u964d\u4f4e\uff0c\u540c\u6837\u7684\u786c\u4ef6\u80fd\u8dd1\u66f4\u5927\u7684\u6a21\u578b\u3002</p>\n<p>\u8fd9\u4e24\u4e2a\u6280\u672f\u521b\u65b0\u90fd\u4e0d\u662f\u5077\u6765\u7684\u3002\u662f\u5149\u660e\u6b63\u5927\u5730\u3001\u901a\u8fc7\u8bba\u6587\u548c GitHub \u62ff\u6765\u7528\u7684\u3002</p>\n<p>\u4f60\u54c1\u54c1\u8fd9\u4e2a\u4e8b\u3002</p>\n<p>\u4e24\u5bb6\u4e2d\u56fd\u6700\u9876\u5c16\u7684 AI \u516c\u53f8\uff0c\u5404\u81ea\u62ff\u51fa\u4e86\u81ea\u5df1\u6700\u6838\u5fc3\u7684\u6280\u672f\u521b\u65b0\uff0c\u5f00\u6e90\u51fa\u53bb\uff0c\u7136\u540e\u5bf9\u65b9\u5728\u4e0b\u4e00\u4ee3\u6a21\u578b\u91cc\u76f4\u63a5\u7528\u4e0a\u4e86\u3002</p>\n<p>\u5f00\u6e90\u6b63\u5728\u6539\u5199\u6e38\u620f\u89c4\u5219</p>\n<p>\u987a\u7740\u8fd9\u4e2a\u518d\u5f80\u6df1\u804a\u4e00\u5c42\u3002</p>\n<p>\u5f88\u591a\u670b\u53cb\u53ef\u80fd\u4f1a\u95ee\uff0c\u4e92\u76f8\u7528\u5bf9\u65b9\u7684\u6280\u672f\uff0c\u90a3\u62a4\u57ce\u6cb3\u5728\u54ea\uff1f\u5982\u679c\u8c01\u90fd\u80fd\u7528\u4f60\u7684\u4e1c\u897f\uff0c\u4f60\u51ed\u4ec0\u4e48\u6bd4\u522b\u4eba\u5f3a\uff1f</p>\n<p>\u8fd9\u4e2a\u95ee\u9898\u95ee\u5f97\u597d\u3002\u4f46\u5b83\u57fa\u4e8e\u4e00\u4e2a\u65e7\u4e16\u754c\u7684\u5047\u8bbe\uff0c\u5c31\u662f\u300c\u6280\u672f\u662f\u6392\u4ed6\u6027\u8d44\u4ea7\u300d\u3002</p>\n<p>\u5728\u95ed\u6e90\u4f53\u7cfb\u91cc\u786e\u5b9e\u662f\u8fd9\u6837\u3002\u4f60\u53d1\u660e\u4e86\u4e00\u4e2a\u725b\u903c\u7684\u6ce8\u610f\u529b\u673a\u5236\uff0c\u90a3\u662f\u4f60\u7684\u62a4\u57ce\u6cb3\uff0c\u4f60\u5f97\u7533\u8bf7\u4e13\u5229\uff0c\u8bbe\u7f6e\u4f7f\u7528\u9650\u5236\u3002</p>\n<p>\u4f46\u5728\u5f00\u6e90\u4f53\u7cfb\u91cc\uff0c\u903b\u8f91\u5b8c\u5168\u4e0d\u540c\u3002</p>\n<p>\u4f60\u53d1\u660e\u4e86 MLA \uff0c\u5168\u4e16\u754c\u90fd\u80fd\u7528\u3002\u4f46\u4f60\u7684\u56e2\u961f\u56e0\u4e3a\u6700\u5148\u4f7f\u7528\u5b83\u3001\u6700\u7406\u89e3\u5b83\u7684\u8bbe\u8ba1\u610f\u56fe\u3001\u5728\u5de5\u7a0b\u5b9e\u73b0\u4e0a\u8dd1\u5f97\u6700\u8fdc\uff0c\u6240\u4ee5\u4f60\u5929\u7136\u9886\u5148\u3002\u62a4\u57ce\u6cb3\u4e0d\u662f\u300c\u4f60\u6709\u4ec0\u4e48\u522b\u4eba\u6ca1\u6709\u7684\u300d\uff0c\u800c\u662f\u300c\u4f60\u80fd\u6bd4\u522b\u4eba\u66f4\u5feb\u5730\u628a\u6700\u65b0\u7684\u6280\u672f\u6574\u5408\u5230\u4e0b\u4e00\u4ee3\u6a21\u578b\u91cc\u300d\u3002</p>\n<p>\u8fd9\u6709\u70b9\u50cf Linux \u3002Linux \u4ece\u6765\u4e0d\u5c5e\u4e8e\u4efb\u4f55\u4e00\u5bb6\u516c\u53f8\u3002\u4f46\u57fa\u4e8e Linux \u6784\u5efa\u7684\u751f\u6001\uff0c\u652f\u6491\u4e86\u6574\u4e2a\u4e92\u8054\u7f51\u65f6\u4ee3\u3002Red Hat \u3001Google \u3001Amazon \uff0c\u90fd\u5728 Linux \u4e0a\u9762\u5efa\u4e86\u81ea\u5df1\u7684\u5546\u4e1a\u5e1d\u56fd\u3002\u5b83\u4eec\u7684\u62a4\u57ce\u6cb3\u4e0d\u662f Linux \u672c\u8eab\uff0c\u800c\u662f\u5728 Linux \u4e4b\u4e0a\u6784\u5efa\u7684\u72ec\u7279\u80fd\u529b\u3002</p>\n<p>DeepSeek \u548c Kimi \u6b63\u5728\u505a\u7684\u4e8b\u60c5\uff0c\u662f\u5728\u5171\u540c\u6d47\u7b51\u4e2d\u56fd AI \u7684\u300c Linux \u300d\u3002</p>\n<p>\u56de\u5934\u770b\u770b\u5927\u6d0b\u5f7c\u5cb8\u5728\u5e72\u4ec0\u4e48\u3002</p>\n<p>\u5f53\u65f6\u770b\u5230 OpenAI \u521b\u59cb\u4eba\u548c Claude \u521b\u59cb\u4eba\u4e24\u4eba\u5408\u7167\u7528\u624b\u52bf\u5bf9\u7acb\u7684\u65f6\u5019\uff0c\u5f53\u65f6\u7b2c\u4e00\u53cd\u5e94\u662f\u3002\u3002\u3002\u4f60\u4eec\u8ba4\u771f\u7684\u5417\uff1f</p>\n<p>\u600e\u4e48\u8bf4\u5462\uff0c\u6709\u70b9\u50cf\u5c0f\u5b66\u751f\u5435\u67b6\u3002</p>\n<p>\u6211\u4e0d\u60f3\u628a\u8fd9\u4e2a\u4e8b\u60c5\u4e0a\u5347\u5230\u4ec0\u4e48\u5b8f\u5927\u53d9\u4e8b\uff0c\u4ec0\u4e48\u5236\u5ea6\u4f18\u8d8a\u6027\uff0c\u90a3\u592a\u626f\u4e86\u3002\u4f46\u6709\u4e00\u4e2a\u4e8b\u5b9e\u662f\u5f88\u96be\u53cd\u9a73\u7684\uff0c\u5f53\u6280\u672f\u901a\u8fc7\u5f00\u6e90\u4ee3\u7801\u81ea\u7531\u6d41\u52a8\u7684\u65f6\u5019\uff0c\u6574\u4e2a\u751f\u6001\u7684\u8fdb\u5316\u901f\u5ea6\uff0c\u662f\u5c01\u95ed\u751f\u6001\u6ca1\u6cd5\u6bd4\u7684\u3002</p>\n<p>DeepSeek \u7684 MLA \u53d1\u660e\u51fa\u6765\u4e4b\u540e\uff0c\u4e0d\u53ea Kimi \u5728\u7528\uff0c\u5168\u4e16\u754c\u7684\u5f00\u6e90\u6a21\u578b\u90fd\u5728\u7528\u3002Kimi \u7684 MuonClip \u9a8c\u8bc1\u6210\u529f\u4e4b\u540e\uff0c\u4e0d\u53ea DeepSeek \u5728\u7528\uff0c\u5b66\u672f\u754c\u548c\u5176\u4ed6\u516c\u53f8\u4e5f\u5728\u8ddf\u8fdb\u3002\u6bcf\u4e00\u4e2a\u6280\u672f\u521b\u65b0\u90fd\u5728\u88ab\u4ee5\u6700\u5feb\u7684\u901f\u5ea6\u5438\u6536\u3001\u6539\u8fdb\u3001\u518d\u91ca\u653e\u51fa\u53bb\u3002</p>\n<p>\u8fd8\u6709\u4e00\u6761\u5f88\u591a\u4eba\u6ca1\u6ce8\u610f\u5230\u7684\u6697\u7ebf\u3002</p>\n<p>H20 \u5df2\u7ecf\u65ad\u4f9b\u4e00\u5e74\u4e86\u3002\u63a8\u7406\u82af\u7247\u77ed\u671f\u5185\u53ea\u6709\u56fd\u4ea7\u4e00\u4e2a\u9009\u9879\u3002</p>\n<p>Kimi \u4e0a\u5468\u672b\u53d1\u4e86\u4e00\u7bc7\u8bba\u6587\uff0c\u53eb Prefill-as-a-Service \u3002\u7b80\u5355\u6765\u8bb2\u5c31\u662f\uff0c\u5b83\u7528 Kimi Linear \u6df7\u5408\u6ce8\u610f\u529b\u67b6\u6784\u628a KV Cache \u7684\u4f20\u8f93\u9700\u6c42\u538b\u5230\u4e86\u6781\u4f4e\u7684\u6c34\u5e73\uff0c\u7136\u540e\u628a Prefill \u548c Decode \u4e24\u4e2a\u9636\u6bb5\u89e3\u8026\u5230\u4e0d\u540c\u7684\u5f02\u6784\u96c6\u7fa4\uff0c\u751a\u81f3\u53ef\u4ee5\u8de8\u6570\u636e\u4e2d\u5fc3\u3002\u5b9e\u9a8c\u7ed3\u679c\u662f\u541e\u5410\u91cf\u63d0\u5347 54%\uff0cP90 TTFT \u964d\u4f4e 64%\u3002</p>\n<p>\u8bba\u6587\u91cc\u6709\u4e00\u53e5\u5bb9\u6613\u88ab\u5ffd\u7565\u7684\u8bdd\u3002</p>\n<p>\u8fd9\u4e2a\u65b9\u6848\u5bf9\u300c\u7b97\u529b\u5f3a\u4f46\u663e\u5b58\u5bb9\u91cf\u548c\u5e26\u5bbd\u6709\u5dee\u8ddd\u7684\u56fd\u4ea7\u5361\u300d\u7279\u522b\u53cb\u597d\u3002</p>\n<p>\u4e0e\u6b64\u540c\u65f6\uff0cFortune \u7684\u62a5\u9053\u63d0\u5230 DeepSeek V4 \u6b63\u5728\u8ddf\u534e\u4e3a\u82af\u7247\u505a\u7d27\u5bc6\u6574\u5408\u3002</p>\n<p>\u4f60\u770b\u5230\u4e86\u5417\uff1f\u4e24\u6761\u7ebf\u53c8\u6c47\u5230\u4e00\u8d77\u4e86\u3002</p>\n<p>Kimi \u7528\u65b0\u67b6\u6784\u4e3a\u56fd\u4ea7\u82af\u7247\u6253\u5f00\u4e86\u63a8\u7406\u7684\u5927\u95e8\u3002DeepSeek \u53ef\u80fd\u6210\u4e3a\u7b2c\u4e00\u4e2a\u5728\u56fd\u4ea7\u82af\u7247\u4e0a\u5927\u89c4\u6a21\u90e8\u7f72\u7684\u4e07\u4ebf\u53c2\u6570\u6a21\u578b\u3002\u4e00\u4e2a\u4ece\u8f6f\u4ef6\u4fa7\u964d\u4f4e\u786c\u4ef6\u8981\u6c42\uff0c\u4e00\u4e2a\u4ece\u5e94\u7528\u4fa7\u76f4\u63a5\u9002\u914d\u786c\u4ef6\u3002</p>\n<p>\u6b8a\u9014\u540c\u5f52\u3002</p>\n<p>\u9ec4\u4ec1\u52cb\u524d\u9635\u5b50\u5728 The Dwarkesh Podcast \u4e0a\u88ab\u95ee\u5230\u7981\u6b62\u5bf9\u4e2d\u56fd\u51fa\u53e3\u82af\u7247\u8fd9\u4ef6\u4e8b\uff0c\u4ed6\u8bf4\u4e86\u4e00\u53e5\u5f88\u8010\u4eba\u5bfb\u5473\u7684\u8bdd\uff0c\u82af\u7247\u53c8\u4e0d\u662f\u94c0\u6d53\u7f29\uff0c\u7981\u552e\u963b\u6321\u4e0d\u4e86\u4e2d\u56fd\u82af\u7247\u7684\u8fdb\u6b65\uff0c\u4ed6\u4eec\u4f9d\u65e7\u53ef\u4ee5\u901a\u8fc7\u56fd\u4ea7\u82af\u7247\u66b4\u529b\u5806\u53e0\u6765\u5f00\u53d1\u6a21\u578b\u3002</p>\n<p><img alt=\"\u56fe\u7247\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://img2024.cnblogs.com/blog/1104472/202604/1104472-20260426231759810-821433490.png\"/></p>\n<p>DeepSeek \u548c Kimi \u7684\u4e0b\u4e00\u6b65\uff0c\u5c31\u662f\u6807\u51c6\u7b54\u6848\u3002</p>\n<p>\u5176\u5b9e\u5199\u5230\u8fd9\u91cc\uff0c\u6211\u672c\u6765\u60f3\u6536\u4e86\u3002\u4f46\u6709\u4e00\u4e2a\u5ff5\u5934\u4e00\u76f4\u5728\u8111\u5b50\u91cc\u8f6c\u3002</p>\n<p>\u8fd9\u4e00\u5468\u53d1\u751f\u7684\u4e8b\u60c5\uff0c\u8868\u9762\u4e0a\u770b\u662f\u51e0\u4e2a\u6a21\u578b\u5728\u6253\u67b6\u3002\u4f46\u5f80\u540e\u9000\u4e00\u6b65\u770b\uff0c\u4f60\u4f1a\u53d1\u73b0\u4e00\u4e2a\u66f4\u5927\u7684\u56fe\u666f\u6b63\u5728\u6210\u578b\u3002</p>\n<p>\u8fc7\u53bb\u4e09\u5e74\uff0c\u6211\u4eec\u4e00\u76f4\u5728\u8ddf AI \u300c\u804a\u5929\u300d\u3002\u4e00\u95ee\u4e00\u7b54\uff0c\u4e00\u6765\u4e00\u56de\u3002\u8fd9\u4e2a\u4ea4\u4e92\u6a21\u5f0f\u8ba9\u6211\u4eec\u4e0d\u81ea\u89c9\u5730\u628a AI \u60f3\u8c61\u6210\u300c\u4e00\u4e2a\u4eba\u300d\u3002</p>\n<p>\u4f46\u8fd9\u4e00\u5468\u7684\u53d1\u5e03\uff0c\u4e0d\u7ba1\u662f K2.6 \u7684 300 \u4e2a\u5b50 Agent \u5e76\u884c\uff0c\u8fd8\u662f V4 \u7684 100 \u4e07 token \u957f\u4e0a\u4e0b\u6587\uff0c\u8fd8\u662f Claude \u7684 Agent Teams \uff0c\u5b83\u4eec\u6307\u5411\u7684\u90fd\u662f\u540c\u4e00\u4e2a\u4e1c\u897f\u3002</p>\n<p>AI \u4e0d\u518d\u662f\u300c\u4e00\u4e2a\u806a\u660e\u4eba\u300d\u4e86\u3002</p>\n<p>\u5b83\u5f00\u59cb\u53d8\u6210\u4e00\u4e2a\u7ec4\u7ec7\u3002\u4e00\u4e2a\u80fd\u62c9\u7fa4\u3001\u80fd\u5206\u5de5\u3001\u80fd\u534f\u4f5c\u7684\u7ec4\u7ec7\u3002</p>\n<p>\u8fd8\u8bb0\u5f97\u524d\u9762\u90a3\u4e2a\u5bf9\u6bd4\u5417\uff1f\u5e7f\u544a\u516c\u53f8 100 \u4e2a\u5c0f\u65f6\uff0cAgent \u96c6\u7fa4 30 \u5206\u949f\u3002V4 \u628a\u63a8\u7406\u6210\u672c\u6253\u5230\u5730\u677f\uff0c\u8ba9\u8fd9\u79cd\u5927\u89c4\u6a21\u534f\u4f5c\u5728\u7ecf\u6d4e\u4e0a\u53ef\u884c\u3002K2.6 \u628a Agent \u96c6\u7fa4\u505a\u6210\u4ea7\u54c1\uff0c\u8ba9\u666e\u901a\u4eba\u4e5f\u80fd\u8c03\u5ea6\u8fd9\u79cd\u534f\u4f5c\u3002</p>\n<p>\u4e00\u4e2a\u5728\u94fa\u8def\uff0c\u4e00\u4e2a\u5728\u5f00\u8f66\u3002</p>\n<p>\u6211\u4e0d\u786e\u5b9a\u8fd9\u5230\u5e95\u4f1a\u8d70\u5411\u54ea\u91cc\u3002\u4f46\u6211\u786e\u5b9a\u7684\u662f\uff0c\u5f53 DeepSeek \u548c Kimi \u5404\u81ea\u4ea4\u51fa\u8fd9\u6837\u7684\u7b54\u5377\uff0c\u800c\u4e14\u8fd8\u5728\u4e92\u76f8\u501f\u529b\u5f80\u524d\u8dd1\u7684\u65f6\u5019\uff0c\u8fd9\u573a\u6e38\u620f\u7684\u8d70\u5411\uff0c\u5df2\u7ecf\u8ddf\u5f88\u591a\u4eba\u60f3\u7684\u4e0d\u4e00\u6837\u4e86\u3002</p>\n<p>\u5386\u53f2\u4e0d\u4f1a\u7b80\u5355\u91cd\u590d\u3002\u4f46\u5b83\u4f1a\u62bc\u97f5\u3002</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/dtgxx", 
        "name": "dtgxx", 
        "avatar": "https://cdn.v2ex.com/gravatar/0d477d0a6d67ec2d7eeb09a3fe544a5a?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1208679", 
      "date_modified": "2026-04-27T00:21:18+00:00", 
      "content_html": "<p>\u8feb\u4e8e\u4e4b\u524d\u4e70\u4e86\u963f\u91cc\u7684 coding plan \uff0c\u5145\u4e86 2 \u5e74\uff0c\u6682\u65f6\u4e0d\u6253\u7b97\u4e70\u65b0\u6a21\u578b\u3002\u5f53\u65f6\u7684 coding plan \u53ea\u652f\u6301\u8fd9\u4e9b\u6a21\u578b\uff0c\u7f16\u7801\u7684\u8bdd\uff0c\u54ea\u4e2a\u6700\u597d\u5462\u3002</p>\n<table>\n<thead>\n<tr>\n<th>\u6a21\u578b\u540d\u79f0</th>\n<th>\u4e0a\u4e0b\u6587\u957f\u5ea6\uff08 Tokens \uff09</th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td>qwen3.6-plus</td>\n<td>1,000,000</td>\n</tr>\n<tr>\n<td>qwen3.5-plus</td>\n<td>1,000,000</td>\n</tr>\n<tr>\n<td>qwen3-coder-plus</td>\n<td>1,000,000</td>\n</tr>\n<tr>\n<td>kimi-k2.5</td>\n<td>262,144</td>\n</tr>\n<tr>\n<td>qwen3-max-2026-01-23</td>\n<td>262,144</td>\n</tr>\n<tr>\n<td>qwen3-coder-next</td>\n<td>262,144</td>\n</tr>\n<tr>\n<td>glm-5</td>\n<td>202,752</td>\n</tr>\n<tr>\n<td>glm-4.7</td>\n<td>202,752</td>\n</tr>\n<tr>\n<td>MiniMax-M2.5</td>\n<td>196,608</td>\n</tr>\n</tbody></table>", 
      "date_published": "2026-04-26T15:24:49+00:00", 
      "title": "\u8fd9\u4e9b\u6a21\u578b\u54ea\u4e2a\u597d\u5462", 
      "id": "https://www.v2ex.com/t/1208679"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/onedge", 
        "name": "onedge", 
        "avatar": "https://cdn.v2ex.com/gravatar/9c30cce40394effbd49040dfe46400be?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1208661", 
      "date_modified": "2026-04-26T13:40:03+00:00", 
      "content_html": "\u6700\u8fd1\u7ed9\u81ea\u5df1\u505a\u7684 SaaS \u8fd8\u6709\u670b\u53cb\u7684\u516c\u53f8\uff0c\u5199\u4e86\u4e2a AI \u5ba2\u670d widget \uff0c\u5e72\u8106\u505a\u6210\u5e73\u53f0\uff0c\u4e0a\u4f20\u6587\u6863\u5c31\u80fd\u751f\u6210\u4e00\u4e2a\u5d4c\u5165\u7f51\u7ad9\u7684\u804a\u5929\u673a\u5668\u4eba\u3002\u56de\u7b54\u53ea\u57fa\u4e8e\u4e0a\u4f20\u7684\u6587\u6863\uff0c\u6bcf\u6761\u56de\u590d\u90fd\u4f1a\u9644\u6765\u6e90\u5f15\u7528\u3002\u4e3b\u8981\u662f\u4e0d\u60f3\u518d\u4e00\u904d\u904d\u56de\u7b54\u540c\u6837\u7684\u652f\u6301\u95ee\u9898\u4e86\u3002<br /><br />\u6280\u672f\u6808\u662f Nextjs, MongoDB, Qdrant \uff0c\u6807\u51c6\u5411\u91cf RAG \u7ba1\u7ebf\uff0c\u8fdc\u7a0b LLM, \u5927\u7ea6\u6838\u5fc3\u6d41\u7a0b Vibe \u4e86\u4e00\u5468\u591a\uff0c\u6574\u4f53\u51c6\u5907\u5185\u6d4b\u4e0a\u7ebf\u5feb\u4e00\u4e2a\u6708\u65f6\u95f4<br /><br />\u76ee\u524d\u5728 public beta \uff0c\u514d\u8d39\u8ba1\u5212\u591f\u7528\uff0c\u6536\u8d39\u6863\u4f4d\u4e5f\u8fd8\u6ca1\u5b8c\u5168\u5b9a\u4e0b\u6765\uff0c\u8fb9\u7528\u8fb9\u8c03\u3002<br /><br />\u6709\u5174\u8da3\u7684\u53ef\u4ee5\u8bd5\u8bd5\u770b\uff1a <a target=\"_blank\" href=\"https://kodda.dev\" rel=\"nofollow noopener\">https://kodda.dev</a> <br /><br />\u6628\u5929\u624d\u4e0a\u7ebf\uff0c\u8fd8\u6ca1\u8d70\u5ba3\u53d1\u7a0b\u5e8f\uff0c\u51c6\u5907\u8fd9\u51e0\u5929\u627e\u51e0\u4e2a\u670b\u53cb\u8bd5\u8bd5\u4fee\u4fee\u6838\u5fc3 BUG \uff0cidea \u4e0d\u65b0\uff0c\u8001\u73a9\u5bb6\u4e5f\u597d\u51e0\u4e2a\u4e86\uff0c\u4e0d\u786e\u5b9a\u5e02\u573a\u5982\u4f55\uff0c\u6b22\u8fce\u63d0\u610f\u89c1\u3002", 
      "date_published": "2026-04-26T13:39:14+00:00", 
      "title": "\u505a\u4e86\u4e00\u4e2a RAG \u6d41\uff0c\u4ea7\u54c1\u6587\u6863 AI \u5ba2\u670d\u5de5\u5177\uff0c\u6628\u5929\u521a\u4e0a\u7ebf\u5728\u5185\u6d4b\uff0c\u5206\u4eab\u4e00\u4e0b\uff0c\u5e0c\u671b\u5927\u4f6c\u4eec\u63d0\u70b9\u610f\u89c1\ud83d\ude4f", 
      "id": "https://www.v2ex.com/t/1208661"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/tankcong", 
        "name": "tankcong", 
        "avatar": "https://cdn.v2ex.com/avatar/804d/e791/146013_large.png?m=1446772498"
      }, 
      "url": "https://www.v2ex.com/t/1208658", 
      "title": "kimi \u8ba2\u9605\u7684 4x kimi code \u6307\u7684\u662f kimi code \u5e73\u53f0\u7684 4 \u500d\u8fd8\u662f\u5168\u5e73\u53f0 4 \u500d\uff1f", 
      "id": "https://www.v2ex.com/t/1208658", 
      "date_published": "2026-04-26T13:00:08+00:00", 
      "content_html": "<p>\u6211\u770b\u4ed6\u4eec\u4e5f\u652f\u6301\u5176\u4ed6\u7f16\u7a0b\u5e73\u53f0\uff0c\u51c6\u5907\u4e70\u4e2a 4.6 \u7ed9 CC \u7528\u3002</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/neword", 
        "name": "neword", 
        "avatar": "https://cdn.v2ex.com/avatar/df3c/befb/487951_large.png?m=1774628191"
      }, 
      "url": "https://www.v2ex.com/t/1208630", 
      "title": "\u8c08\u8c08\u7528 Claudecode \u8f85\u52a9\u521b\u5efa\u4e00\u4e2a shopify \u7f51\u7ad9\u9700\u8981\u591a\u4e45\uff0c\u591a\u5c11\u94b1", 
      "id": "https://www.v2ex.com/t/1208630", 
      "date_published": "2026-04-26T09:04:00+00:00", 
      "content_html": "\u7f51\u7ad9\u5df2\u7ecf\u642d\u5efa\u51fa\u6765\u5e76\u987a\u5229\u4e0a\u7ebf\u4e86\uff1a\u7f51\u5740 <a target=\"_blank\" href=\"http://ineanplay.com\" rel=\"nofollow noopener\">ineanplay.com</a> \uff0c\u8fd9\u662f\u4e00\u5bb6\u51fa\u552e\u81ea\u52a8 OKEY \u684c\u7684\u7f51\u7ad9\u3002<br />\u5728\u642d\u5efa\u4e4b\u524d\u54a8\u8be2\u4e86\u5927\u6982\u8d39\u7528: \u524d\u540c\u4e8b\u6536 2500 \uff0c\u54b8\u9c7c 700 \uff0c\u6dd8\u5b9d 1500 \u3002<br />\u6700\u540e\u9009\u62e9\u5c1d\u8bd5\u7528 AI \u6765\u89e3\u51b3\u95ee\u9898\uff0c\u9009\u62e9\u4e86 claude sonnet4.6 \u7ed9\u4e86\u6211\u6280\u672f\u65b9\u6848\uff0c\u6700\u7ec8\u65b9\u6848\u4f7f\u7528 shopify \u7684\u81ea\u8ba2 liquid \u529f\u80fd\uff0c\u7531\u4e8e\u6211\u4e0d\u662f claude \u7684\u4ed8\u8d39\u7528\u6237\uff0c\u518d\u4ed6\u7ed9\u5b8c\u7b2c\u4e00\u4e2a\u793a\u4f8b\u4ee3\u7801\uff0c\u6211\u586b\u5199\u8fdb\u53bb\u6d4b\u8bd5\u901a\u8fc7\u540e\uff0c\u540e\u9762\u6211\u5c31\u4f7f\u7528\u7684 gemini pro \u4eff\u7167\u8fd9\u4e2a\u4ee3\u7801\u505a\u4e86\u5176\u4ed6\u9875\u9762\u3002<br />\u603b\u8ba1\u82b1\u8d39 98 \u5143\uff0c\u4e00\u4e2a gemini \u5b66\u751f\u5e74\u8d39\u3002<br /><br />\u4f60\u4eec\u7684\u9879\u76ee\u6709\u4ec0\u4e48\uff0c\u8fd0\u884c\u8d77\u6765\u4e86\u5417\uff1f\u53e6\u5916\u60f3\u95ee\u7684\u662f\uff0c\u73b0\u5728\u7f51\u7ad9\u642d\u5efa\u8d77\u6765\u4e86\uff0c\u6211\u5e94\u8be5\u505a\u4e9b\u4ec0\u4e48\u624d\u80fd\u83b7\u5f97\u6d41\u91cf\u5462\uff0c\u597d\u50cf\u5e76\u6ca1\u6709\u54ea\u4e2a Agent \u53ef\u4ee5\u4e0a\u624b\u4e00\u6b21\u6027\u8dd1\u901a\u5173\u4e8e\u5e7f\u544a\u6295\u653e\u7684\u4e8b\u4f8b\uff0c\u4f60\u77e5\u9053\u5417\uff1f"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/longxinglink", 
        "name": "longxinglink", 
        "avatar": "https://cdn.v2ex.com/gravatar/5f8b8438d13f53795ba4c6db08e1afeb?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1208629", 
      "title": "Codex agentic loop \u4f1a\u5bfc\u81f4\u4ee3\u7801\u4e25\u91cd\u81a8\u80c0\uff0c\u6709\u4eba\u9047\u5230\u5417\uff1f\u6709\u6ca1\u6709\u7cfb\u7edf\u6027\u7684\u89e3\u6cd5\uff1f", 
      "id": "https://www.v2ex.com/t/1208629", 
      "date_published": "2026-04-26T08:40:33+00:00", 
      "content_html": "<p>\u5177\u4f53\u6848\u4f8b\uff1a<a href=\"https://github.com/mskatoni/v2ex-safe-reading-helper/blob/main/V2EX%20Safe%20Reading%20Helper-5.3.0.user.js\" rel=\"nofollow\">V2EX Safe Reading Helper 5.3.0</a>\uff0c\u4e00\u4e2a\u6cb9\u7334\u811a\u672c\uff0c\u6838\u5fc3\u903b\u8f91\u4e0d\u590d\u6742\uff0c\u4f46 530 \u884c\u91cc\u80fd\u6e05\u695a\u770b\u5230\u51e0\u5c42\u53e0\u52a0\u75d5\u8ff9\uff1a</p>\n<ul>\n<li>topic \u6765\u6e90\u4ece API \u4e00\u8def\u52a0\u5230 <code>/recent</code>\u3001\u8282\u70b9\u9875\u3001ID \u9010\u4e2a\u626b\u63cf\u2014\u2014\u6bcf\u6b21\u62ff\u4e0d\u5230\u5e16\u5b50\u5c31\u52a0\u4e00\u4e2a fallback \uff0c\u4e92\u76f8\u6ca1\u6709\u5408\u5e76</li>\n<li>\u4e24\u5957 refill \u9632\u91cd\u5165\u5e76\u5b58\uff08<code>isRefilling</code> flag + <code>refillPromise</code> \u4e92\u65a5\uff09</li>\n<li>legacy key \u8fc1\u79fb\u4ee3\u7801\u6c38\u8fdc\u7559\u5728\u8fd0\u884c\u65f6\uff0c\u8dd1\u4e00\u6b21\u4e4b\u540e\u5c31\u662f\u6b7b\u4ee3\u7801</li>\n<li><code>hasGMStorage()</code> \u6bcf\u6b21\u8bfb\u5199\u90fd\u68c0\u6d4b\uff0c\u800c\u4e0d\u662f\u521d\u59cb\u5316\u65f6\u786e\u5b9a\u4e00\u6b21</li>\n<li>\u5bf9\u4e00\u4e2a\u7ffb\u9875\u811a\u672c\u52a0\u4e86\u5b8c\u6574\u7684\u767d\u5c4f watchdog + \u81ea\u52a8\u5237\u65b0\u6062\u590d\u673a\u5236</li>\n</ul>\n<p>\u6a21\u578b\u6bcf\u6b21\u62a5\u9519\u5c31\u5f80\u4e0a\u5806\uff0c\u4e0d\u56de\u5934\u6e05\u7406\uff0c\u4e0d\u5408\u5e76\u903b\u8f91\u3002</p>\n<p>\u6709\u6ca1\u6709\u7cfb\u7edf\u6027\u7684\u89e3\u6cd5\uff1f\u8fd8\u662f\u8bf4\u8fd9\u5c31\u662f\u73b0\u9636\u6bb5 agentic coding \u7684\u56fa\u6709\u7f3a\u9677\uff1f</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/xuxueli", 
        "name": "xuxueli", 
        "avatar": "https://cdn.v2ex.com/avatar/3cbb/87c5/219375_large.png?m=1765041421"
      }, 
      "url": "https://www.v2ex.com/t/1208621", 
      "title": "AI \u7f16\u7a0b\u5b9e\u6218\uff1a Claude Code + IDEA \u7684\u6c89\u6d78\u5f0f\u7f16\u7a0b\u65b9\u6848", 
      "id": "https://www.v2ex.com/t/1208621", 
      "date_published": "2026-04-26T07:49:16+00:00", 
      "content_html": "<h2>\u4e00\u3001Claude Code \u4ecb\u7ecd</h2>\n<p>Claude Code \u662f Anthropic \u63a8\u51fa\u7684\u9762\u5411\u5f00\u53d1\u8005\u7684 AI \u7f16\u7a0b\u534f\u4f5c\u5de5\u5177\uff0c\u4e0e\u4f20\u7edf\u7684 Chat \u6a21\u5f0f\u4e0d\u540c\uff0cClaude Code \u662f\u4e00\u4e2a\u80fd\u8bfb\u9879\u76ee\u3001\u61c2\u4e0a\u4e0b\u6587\u3001\u9075\u5b88\u7ea6\u675f\u7684 AI \u7f16\u7a0b\u642d\u6863\u3002</p>\n<p>Claude Code \u6838\u5fc3\u76ee\u6807\u662f\u7406\u89e3\u4f60\u7684\u6574\u4e2a\u9879\u76ee\uff0c\u5e76\u53c2\u4e0e\u5230\u771f\u5b9e\u7684\u7f16\u7801\u3001\u4fee\u6539\u548c\u91cd\u6784\u8fc7\u7a0b\u4e2d\uff0c\u4e3b\u8981\u5177\u5907\u4e09\u70b9\u7279\u5f81\uff1a</p>\n<ul>\n<li>\u4e0a\u4e0b\u6587\u611f\u77e5\uff1a\u4e0d\u4ec5\u7406\u89e3\u5355\u4e2a\u6587\u4ef6\uff0c\u800c\u662f\u7406\u89e3\u6574\u4e2a\u9879\u76ee\u7ed3\u6784</li>\n<li>\u5de5\u7a0b\u5316\u5bfc\u5411\uff1a\u5173\u6ce8\u53ef\u7ef4\u62a4\u6027\u3001\u89c4\u8303\u3001\u6d4b\u8bd5\uff0c\u800c\u4e0d\u662f\u4e00\u6b21\u6027\u4ee3\u7801</li>\n<li>\u53ef\u5b9a\u5236\u884c\u4e3a\uff1a\u901a\u8fc7 Skills \uff08\u6280\u80fd\u5305\uff09\u8ba9 AI \u9075\u5b88\u4f60\u7684\u89c4\u5219</li>\n</ul>\n<h2>\u4e8c\u3001Coding Plan \u9009\u62e9</h2>\n<p>Claude Code \u5b98\u65b9\u652f\u6301\u901a\u8fc7 Claude \u8ba2\u9605 \u6216 Anthropic \u8d26\u6237 \u5f00\u901a\u4f7f\u7528\uff0c\u540c\u65f6\u4e5f\u652f\u6301\u7b2c\u4e09\u65b9\u63d0\u4f9b\u5546\uff1b\u672c\u6587\u4ee5\u7b2c\u4e09\u65b9 Coding Plan \uff08\u963f\u91cc\u4e91\u767e\u70bc\uff09\u4e3a\u4f8b\u8fdb\u884c\u8bb2\u89e3\u3002  </p>\n<blockquote>\n<p>PS\uff1a\u4e1a\u754c\u5b58\u5728\u591a\u5bb6\u517c\u5bb9 Anthropic \u534f\u8bae\u7684\u6a21\u578b\u4f9b\u5e94\u5546\uff0c\u53ef\u53c2\u8003\u9009\u62e9\uff1a\u963f\u91cc\u4e91\u767e\u70bc\u3001\u200c\u667a\u8c31 AI \u3001DeepSeek ... \u7b49\u3002</p>\n</blockquote>\n<p><img alt=\"img\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://www.xuxueli.com/blog/static/images/2026/img_20260426_01.png\"/></p>\n<h2>\u4e09\u3001Claude Code \u5b89\u88c5\u914d\u7f6e</h2>\n<h3>3.1 \u3001Claude Code \u547d\u4ee4\u5b89\u88c5</h3>\n<p>Claude Code \u63d0\u4f9b\u591a\u79cd\u4ea7\u54c1\u5f62\u6001\uff0cTerminal \u5f62\u6001\u63d0\u4f9b\u529f\u80fd\u5b8c\u6210\u7684 CLI \uff0c\u7528\u4e8e\u76f4\u63a5\u5728\u7ec8\u7aef\u4e2d\u4f7f\u7528 Claude Code \u7f16\u8f91\u6587\u4ef6\u3001\u8fd0\u884c\u547d\u4ee4\uff0c\u5e76\u4ece\u547d\u4ee4\u884c\u7ba1\u7406\u6574\u4e2a\u9879\u76ee\u3002</p>\n<p>\u9488\u5bf9 Mac \u7528\u6237\u53ef\u9009\u62e9 Brew \u65b9\u5f0f\u5b89\u88c5\uff1a   </p>\n<pre><code>brew install --cask claude-code\n</code></pre>\n<h3>3.2 \u3001Claude Code \u914d\u7f6e Coding Plan</h3>\n<p><strong>a \u3001\u521d\u59cb\u5316\u300c\u6d41\u7a0b\u914d\u7f6e\u6587\u4ef6\u300d</strong>\uff1a <code>~/.claude/settings.json</code> </p>\n<pre><code>vi ~/.claude/settings.json\n</code></pre>\n<p><strong>b \u3001\u7f16\u8f91\u300c\u6d41\u7a0b\u914d\u7f6e\u6587\u4ef6\u300d</strong>\uff1a</p>\n<p>\u5c06 YOUR_API_KEY \u66ff\u6362\u4e3a Coding Plan \u4e13\u5c5e API Key \uff1b\u4fdd\u5b58\u914d\u7f6e\u6587\u4ef6\uff0c\u91cd\u65b0\u6253\u5f00\u4e00\u4e2a\u7ec8\u7aef\u5373\u53ef\u751f\u6548\u3002</p>\n<pre><code>{    \n    \"env\": {\n        \"ANTHROPIC_AUTH_TOKEN\": \"YOUR_API_KEY\",\n        \"ANTHROPIC_BASE_URL\": \"https://coding.dashscope.aliyuncs.com/apps/anthropic\",\n        \"ANTHROPIC_MODEL\": \"qwen3.6-plus\",\n        \"ANTHROPIC_SMALL_FAST_MODEL\": \"qwen3.6-plus\",\n        \"ANTHROPIC_DEFAULT_HAIKU_MODEL\": \"qwen3.6-plus\",\n        \"ANTHROPIC_DEFAULT_SONNET_MODEL\": \"qwen3.6-plus\",\n        \"ANTHROPIC_DEFAULT_OPUS_MODEL\": \"qwen3.6-plus\",\n        \"CLAUDE_CODE_SUBAGENT_MODEL\": \"qwen3.6-plus\"\n    }\n}\n</code></pre>\n<p><strong>c \u3001 \u7f16\u8f91\u6216\u65b0\u589e\u300c\u5ba2\u6237\u7aef\u914d\u7f6e\u6587\u4ef6\u300d</strong>\uff1a <code>~/.claude.json</code></p>\n<p>\u5c06 hasCompletedOnboarding \u5b57\u6bb5\u7684\u503c\u8bbe\u7f6e\u4e3a true \u3002\u8be5\u6b65\u9aa4\u53ef\u907f\u514d\u542f\u52a8 Claude Code \u65f6\u62a5\u9519\uff1aUnable to connect to Anthropic services \u3002</p>\n<pre><code>{\n    \"hasCompletedOnboarding\": true\n}\n</code></pre>\n<h3>3.3 \u3001Claude Code \u547d\u4ee4\u4f7f\u7528</h3>\n<p>\u6253\u5f00\u7ec8\u7aef\uff0c\u5e76\u8fdb\u5165\u9879\u76ee\u6240\u5728\u7684\u76ee\u5f55</p>\n<pre><code>cd path/to/your_project\nclaude\n</code></pre>\n<p>\u542f\u52a8\u540e\uff0c\u6388\u6743 Claude Code \u6267\u884c\u6587\u4ef6</p>\n<pre><code>Quick safety check: Is This a project you created or one yuo trust? ... \n&gt; 1. Yes, I trust this folder\n  2. No, exit \n</code></pre>\n<p>\u8f93\u5165 <code>/status</code> \u786e\u8ba4\u6a21\u578b\u3001Base URL \u3001API Key \u662f\u5426\u914d\u7f6e\u6b63\u786e\u3002\u7136\u540e\uff0c\u53ef\u4ee5\u5728 Claude Code \u4e2d\u5bf9\u8bdd\u4f7f\u7528\u3002</p>\n<h3>3.4 \u3001Claude Code \u5e38\u89c1\u547d\u4ee4</h3>\n<table>\n<thead>\n<tr>\n<th>\u547d\u4ee4</th>\n<th>\u8bf4\u660e</th>\n<th>\u793a\u4f8b</th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td><code>/init</code></td>\n<td>\u5728\u9879\u76ee\u6839\u76ee\u5f55\u751f\u6210 <a href=\"http://CLAUDE.md\" rel=\"nofollow\">CLAUDE.md</a> \u6587\u4ef6\uff0c\u7528\u4e8e\u5b9a\u4e49\u9879\u76ee\u7ea7\u6307\u4ee4\u548c\u4e0a\u4e0b\u6587\u3002</td>\n<td><code>/init</code></td>\n</tr>\n<tr>\n<td><code>/status</code></td>\n<td>\u67e5\u770b\u5f53\u524d\u6a21\u578b\u3001API Key \u3001Base URL \u7b49\u914d\u7f6e\u72b6\u6001\u3002</td>\n<td><code>status</code></td>\n</tr>\n<tr>\n<td><code>/model &lt;\u6a21\u578b\u540d\u79f0&gt;</code></td>\n<td>\u5207\u6362\u6a21\u578b\u3002</td>\n<td><code>/model qwen3-coder-next</code></td>\n</tr>\n<tr>\n<td><code>/clear</code></td>\n<td>\u6e05\u9664\u5bf9\u8bdd\u5386\u53f2\uff0c\u5f00\u59cb\u5168\u65b0\u5bf9\u8bdd\u3002</td>\n<td><code>clear</code></td>\n</tr>\n<tr>\n<td><code>/plan</code></td>\n<td>\u8fdb\u5165\u89c4\u5212\u6a21\u5f0f\uff0c\u4ec5\u5206\u6790\u548c\u8ba8\u8bba\u65b9\u6848\uff0c\u4e0d\u4fee\u6539\u4ee3\u7801\u3002</td>\n<td><code>plan</code></td>\n</tr>\n<tr>\n<td><code>/compact</code></td>\n<td>\u538b\u7f29\u5bf9\u8bdd\u5386\u53f2\uff0c\u91ca\u653e\u4e0a\u4e0b\u6587\u7a97\u53e3\u7a7a\u95f4\u3002</td>\n<td><code>compact</code></td>\n</tr>\n<tr>\n<td><code>/config</code></td>\n<td>\u6253\u5f00\u914d\u7f6e\u83dc\u5355\uff0c\u53ef\u8bbe\u7f6e\u8bed\u8a00\u3001\u4e3b\u9898\u7b49\u3002</td>\n<td><code>config</code></td>\n</tr>\n</tbody></table><h2>\u56db\u3001IDEA \u96c6\u6210 Claude Code</h2>\n<p>Claude Code IDE \u63d2\u4ef6\u652f\u6301\u5728 JetBrains \u7cfb\u5217 IDE \u4e2d\u4f7f\u7528\u3002<br/>\n\u6253\u5f00 JetBrains \u6269\u5c55\u5e02\u573a\uff08 Setting -&gt; Plugins -&gt; Marketplace \uff09\uff0c\u641c\u7d22 Claude Code \u63d2\u4ef6\u5b89\u88c5\u5373\u53ef\u3002</p>\n<p><img alt=\"img\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://www.xuxueli.com/blog/static/images/2026/img_20260426_02.jpg\"/></p>\n<p>\u5b89\u88c5\u540e\u91cd\u542f IDE \uff0c\u5355\u51fb\u53f3\u4e0a\u89d2\u56fe\u6807\u5373\u53ef\u4f7f\u7528\uff0c\u53ef\u901a\u8fc7 <code>/model &lt;\u6a21\u578b\u540d\u79f0&gt;</code> \u547d\u4ee4\u5207\u6362\u6a21\u578b\u3002</p>\n<p><img alt=\"img\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://www.xuxueli.com/blog/static/images/2026/img_20260426_03.jpg\"/></p>\n<h2>\u4e94\u3001\u5b9e\u6218\u6f14\u793a</h2>\n<p><strong>a \u3001\u53d1\u5e03\u4efb\u52a1\uff1a</strong></p>\n<ul>\n<li>\u4efb\u52a1\u63cf\u8ff0\uff1a\u201c\u5206\u6790\u9879\u76ee\u7684 pom \u4f9d\u8d56\u7248\u672c\uff0c\u5e2e\u6211\u5347\u7ea7\u5230\u6700\u65b0\u7248\u672c\u3002\u6ce8\u610f\uff1a\u5148\u8ba1\u5212\uff0c\u627e\u6211\u786e\u8ba4\u540e\u518d\u6267\u884c\u201d</li>\n<li>\u8865\u5145\u8bf4\u660e\uff1a\u4e3a\u907f\u514d\u4efb\u52a1\u6267\u884c\u504f\u79bb\u76ee\u6807\uff0c\u5f3a\u70c8\u5efa\u8bae\u300c\u5148\u8ba1\u5212\uff0c\u518d\u6267\u884c\u300d\uff0c\u53c2\u8003\u6587\u672b\u6700\u4f73\u5b9e\u8df5\u5efa\u8bae\u3002</li>\n</ul>\n<p><img alt=\"img\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://www.xuxueli.com/blog/static/images/2026/img_20260426_04.jpg\"/></p>\n<p><strong>b \u3001\u751f\u6210\u8ba1\u5212\uff1a</strong></p>\n<p>Claude Code \u63a5\u53d7\u4efb\u52a1\u540e\uff0c\u5c06\u4f1a\u6309\u7167\u8981\u6c42\u751f\u6210\u6267\u884c\u8ba1\u5212\uff1a</p>\n<ul>\n<li>\n<ol>\n<li>\u626b\u63cf\u9879\u76ee\u4f9d\u8d56\u5173\u7cfb\uff0c\u5e76\u751f\u6210\u4f9d\u8d56\u6811\u3002</li>\n</ol>\n</li>\n<li>\n<ol>\n<li>\u4f7f\u7528 Web Search \u67e5\u8be2 Maven Central \uff0c\u83b7\u53d6\u6bcf\u4e2a\u4f9d\u8d56\u7684\u6700\u65b0\u7248\u672c\u3002</li>\n</ol>\n</li>\n<li>\n<ol>\n<li>\u751f\u6210\u4fee\u6539\u5efa\u8bae\uff0c\u5217\u51fa\u9700\u8981\u5347\u7ea7\u7684\u4f9d\u8d56\u53ca\u5176\u65b0\u7248\u672c\u3002</li>\n</ol>\n</li>\n<li>\n<ol>\n<li>\u7b49\u5f85\u7528\u6237\u786e\u8ba4\u540e\uff0c\u4fee\u6539 pom.xml \u6587\u4ef6\uff0c\u5347\u7ea7\u4f9d\u8d56\u7248\u672c\u3002</li>\n</ol>\n</li>\n</ul>\n<p><img alt=\"img\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://www.xuxueli.com/blog/static/images/2026/img_20260426_05.jpg\"/></p>\n<p><strong>c \u3001\u6267\u884c\u8ba1\u5212\uff1a</strong></p>\n<p>Claude Code \u751f\u6210\u6267\u884c\u8ba1\u5212\u540e\u5c06\u8f93\u51fa\u4fee\u6539\u5efa\u8bae\uff0c\u7528\u6237\u786e\u8ba4\u540e Claude Code \u5c06\u4f1a\u4fee\u6539 pom.xml \u6587\u4ef6\uff0c\u8fdb\u884c\u4f9d\u8d56\u7248\u672c\u5347\u7ea7\u3002</p>\n<p><img alt=\"img\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://www.xuxueli.com/blog/static/images/2026/img_20260426_06.jpg\"/></p>\n<h2>\u516d\u3001\u6700\u4f73\u5b9e\u8df5</h2>\n<h3>6.1 \u3001\u4e0a\u4e0b\u6587\u7ba1\u7406</h3>\n<ul>\n<li>\u53ca\u65f6\u6e05\u7406\uff1a \u4f7f\u7528 /clear \u5b9a\u671f\u91cd\u7f6e\u5bf9\u8bdd\uff0c\u9632\u6b62\u65e7\u7684\u4e0a\u4e0b\u6587\u5e72\u6270\u65b0\u4efb\u52a1\u5e76\u8282\u7701 Token \u3002</li>\n<li>\u4e3b\u52a8\u538b\u7f29\uff1a\u4f7f\u7528 /compact \u547d\u4ee4\u8ba9 Claude \u603b\u7ed3\u5173\u952e\u51b3\u7b56\u548c\u4fee\u6539\u7684\u6587\u4ef6\uff0c\u4fdd\u7559\u6838\u5fc3\u8bb0\u5fc6\u3002</li>\n<li>\u660e\u786e\u6307\u5b9a\u6587\u4ef6\uff1a \u63d0\u95ee\u65f6\u4f7f\u7528 @ \u5f15\u7528\u6587\u4ef6\uff08\u5982 write a test for @auth.py \uff09\uff0c\u907f\u514d\u6a21\u578b\u65e0\u6548\u626b\u63cf\u6574\u4e2a\u9879\u76ee\u3002</li>\n<li>\u5584\u7528\u5b50\u4ee3\u7406\uff08 Sub-agents \uff09\uff1a \u5bf9\u4e8e\u5927\u89c4\u6a21\u4efb\u52a1\uff0c\u8ba9 Claude \u542f\u52a8\u5b50\u4ee3\u7406\u6267\u884c\u3002\u5b50\u4ee3\u7406\u5b8c\u6210\u4efb\u52a1\u540e\u8fd4\u56de\u7cbe\u70bc\u7ed3\u8bba\uff0c\u4fdd\u62a4\u4e3b\u5bf9\u8bdd\u7684\u4e0a\u4e0b\u6587\u7a7a\u95f4\u3002</li>\n</ul>\n<h3>6.2 \u3001\u5148\u8ba1\u5212\uff0c\u518d\u6267\u884c</h3>\n<ul>\n<li>\n\u542f\u7528 Plan \u6a21\u5f0f\uff1a\u590d\u6742\u4efb\u52a1\u524d\uff0c\u5148\u5206\u6790\u65b9\u6848\uff0c\u4e0d\u5b9e\u9645\u4fee\u6539\u6587\u4ef6\u3002<ul>\n<li>\u5feb\u6377\u64cd\u4f5c\uff1a\u8fde\u7eed\u6309\u4e24\u6b21 Shift + Tab \u8fdb\u5165 Plan Mode \u3002</li>\n<li>\u63d0\u793a\u8bcd\u7ea6\u675f\uff1a\u63d0\u793a\u8bcd\u660e\u786e\u8981\u6c42\u201c\u5148\u8f93\u51fa\u8be6\u7ec6\u5b9e\u65bd\u8ba1\u5212\uff0c\u7ecf\u6211\u786e\u8ba4\u540e\u518d\u4fee\u6539\u6587\u4ef6\u201d\u3002</li>\n</ul>\n</li>\n<li>\u964d\u4f4e\u8bd5\u9519\u6210\u672c\uff1a\u786e\u4fdd\u903b\u8f91\u95ed\u73af\u540e\u518d\u8fdb\u884c\u4ee3\u7801\u53d8\u66f4\u3002</li>\n</ul>\n<h3>6.3 \u3001\u6c89\u6dc0\u9879\u76ee\u6838\u5fc3\u77e5\u8bc6\uff1a\u7f16\u5199 <a href=\"http://CLAUDE.md\" rel=\"nofollow\">CLAUDE.md</a></h3>\n<ul>\n<li>\u5305\u542b\u5173\u952e\u4fe1\u606f\uff1a\u6bcf\u6b21\u4f1a\u8bdd\u542f\u52a8\u65f6\u81ea\u52a8\u52a0\u8f7d <a href=\"http://CLAUDE.md\" rel=\"nofollow\">CLAUDE.md</a> \uff0c\u5efa\u8bae\u586b\u5165\u6784\u5efa\u547d\u4ee4\u3001\u4ee3\u7801\u89c4\u8303\u53ca\u5de5\u4f5c\u6d41\u7b49\u901a\u7528\u89c4\u5219\u3002</li>\n<li>\u52a8\u6001\u7ef4\u62a4\uff1a\u5185\u5bb9\u5e94\u7b80\u77ed\u6613\u8bfb\uff0c\u4ec5\u8bb0\u5f55\u5e7f\u6cdb\u9002\u7528\u7684\u5168\u5c40\u7ea6\u5b9a\uff0c\u5e76\u968f\u9879\u76ee\u6f14\u8fdb\u6301\u7eed\u8865\u5145\u65b0\u89c4\u5219\u3002</li>\n</ul>\n<h3>6.4 \u3001\u6269\u5c55\u80fd\u529b\uff1aMCP \u4e0e Skills</h3>\n<ul>\n<li><a href=\"https://code.claude.com/docs/zh-CN/mcp\" rel=\"nofollow\">MCP</a>\uff1a\u5b89\u88c5\u6210\u719f\u7684 MCP Server \uff0c\u8fde\u63a5\u5916\u90e8\u670d\u52a1\u3002\u4f8b\u5982\uff1a<a href=\"https://help.aliyun.com/zh/model-studio/web-search-for-coding-plan\" rel=\"nofollow\">\u6dfb\u52a0\u8054\u7f51\u641c\u7d22 MCP</a>\u3002</li>\n<li><a href=\"https://code.claude.com/docs/zh-CN/skills\" rel=\"nofollow\">Skills</a>\uff1a\u7f16\u5199\u8be6\u7ec6\u7684 Skill \u63cf\u8ff0\u6587\u6848\u3002Claude \u51b3\u5b9a\u662f\u5426\u8c03\u7528\u8be5\u5de5\u5177\uff0c\u53d6\u51b3\u4e8e\u5bf9\u8be5\u5de5\u5177\u7528\u9014\u7684\u5b9a\u4e49\u3002\u4f8b\u5982\uff1a<a href=\"https://help.aliyun.com/zh/model-studio/add-vision-skill\" rel=\"nofollow\">\u6dfb\u52a0\u89c6\u89c9\u7406\u89e3\u80fd\u529b Skill</a>\u3002</li>\n</ul>\n<h3>6.5 \u3001\u81ea\u52a8\u5316\u5b88\u62a4\uff1aHooks</h3>\n<ul>\n<li>\u4f7f\u7528 <a href=\"https://code.claude.com/docs/zh-CN/hooks\" rel=\"nofollow\">Hooks</a>\uff1aHooks \u662f\u786e\u5b9a\u6027\u89c4\u5219\u3002\u5b83\u5728 Claude \u5de5\u4f5c\u6d41\u7684\u7279\u5b9a\u751f\u547d\u5468\u671f\u8282\u70b9\uff08\u5982 PreToolUse \u5de5\u5177\u6267\u884c\u524d\u6821\u9a8c\u7b49\uff09\u81ea\u52a8\u8fd0\u884c\u672c\u5730\u811a\u672c\uff0c\u786e\u4fdd\u5173\u952e\u6821\u9a8c\u6216\u64cd\u4f5c 100% \u6267\u884c\u3002</li>\n<li>\n\u914d\u7f6e\u65b9\u5f0f\uff1a<ul>\n<li>\u8fd0\u884c <code>/hooks</code> \u8fdb\u884c\u4ea4\u4e92\u5f0f\u914d\u7f6e\u3002</li>\n<li>\u76f4\u63a5\u7f16\u8f91 <code>.claude/settings.json</code></li>\n<li>\u8ba9 Claude \u5e2e\u4f60\u7f16\u5199\uff0c\u5982\uff1a\u201c\u7f16\u5199\u4e00\u4e2a\u5728\u6bcf\u6b21\u6587\u4ef6\u7f16\u8f91\u540e\u8fd0\u884c eslint \u7684 hook\u201d\u3002</li>\n</ul>\n</li>\n</ul>\n<h3>6.6 \u3001\u5efa\u7acb\u81ea\u68c0\u95ed\u73af</h3>\n<ul>\n<li>\u5f3a\u5236\u9a8c\u8bc1\uff1a \u8981\u6c42 Claude \u4fee\u6539\u4ee3\u7801\u540e\uff0c\u5fc5\u987b\u8fd0\u884c\u76f8\u5173\u7684\u6d4b\u8bd5\u7528\u4f8b\uff08\u5982 pytest \u6216 npm test \uff09\u3002</li>\n<li>\u5b9a\u4e49\u6210\u529f\u6807\u51c6\uff1a \u201c\u4fee\u6539\u5b8c\u6210\u540e\uff0c\u8bf7\u786e\u4fdd\u7f16\u8bd1\u901a\u8fc7\uff0c\u5e76\u4e14\u8fd0\u884c curl \u547d\u4ee4\u9a8c\u8bc1 API \u8fd4\u56de\u503c\u4e3a 200\u201d\u3002</li>\n<li>\u89c6\u89c9\u53cd\u9988\uff1a \u524d\u7aef\u4fee\u6539\u65f6\uff0c\u8981\u6c42 Claude \u622a\u53d6\u6d4f\u89c8\u5668\u622a\u56fe\u6765\u786e\u8ba4 UI \u6548\u679c\u3002</li>\n</ul>\n<h2>\u4e03\u3001\u8d44\u6599</h2>\n<ul>\n<li>\u539f\u6587\u5730\u5740\uff1a <a href=\"https://www.xuxueli.com/blog/?blog=ai/claude-idea\" rel=\"nofollow\">https://www.xuxueli.com/blog/?blog=ai/claude-idea</a></li>\n</ul>\n"
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    {
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        "url": "https://www.v2ex.com/member/junwind", 
        "name": "junwind", 
        "avatar": "https://cdn.v2ex.com/avatar/1a96/f8b8/513805_large.png?m=1768548424"
      }, 
      "url": "https://www.v2ex.com/t/1208616", 
      "title": "glm5.1\uff0c kimi2.6\uff0c minimax2.7\uff0c mimo v2.5\uff0c deepseek v4\uff0c\u7f16\u7a0b\u80fd\u529b\u4e0a\u7684\u6392\u540d\u5982\u4f55\uff1f", 
      "id": "https://www.v2ex.com/t/1208616", 
      "date_published": "2026-04-26T07:25:08+00:00", 
      "content_html": "<p>\u5148\u629b\u4e2a\u7816\uff1aGLM5.1 &gt; deepseek v4 &gt; minimax2.7 \u2265 mimo v2.5 \u2248 kimi2.6</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/Hermitist", 
        "name": "Hermitist", 
        "avatar": "https://cdn.v2ex.com/gravatar/da6c1e355f86d79cd2887cb34a3c864e?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1208611", 
      "title": "\u6709\u4eba\u7528\u8fc7 vmlx \u5417? \u8fd9\u51e0\u5929\u5439\u5b83\u7684\u4eba\u6bd4\u8f83\u591a, \u611f\u89c9\u53ef\u4ee5\u76f4\u63a5\u66ff\u4ee3 Omlx \u76f4\u63a5\u5728 Macbook \u4e0a\u8dd1\u4e86.", 
      "id": "https://www.v2ex.com/t/1208611", 
      "date_published": "2026-04-26T06:40:43+00:00", 
      "content_html": "\u6709\u7528\u8fc7\u7684\u4eba\u80fd\u7ed9\u70b9\u610f\u89c1\u5417?"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/Xbathy", 
        "name": "Xbathy", 
        "avatar": "https://cdn.v2ex.com/gravatar/eaabeedeca816334f602682fd1a38a2d?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1208609", 
      "title": "\u5982\u4f55\u5c06 figma make \u7684\u539f\u578b\u5c3d\u91cf 100%\u7684\u8fd8\u539f\u5230 cursor \u4e2d", 
      "id": "https://www.v2ex.com/t/1208609", 
      "date_published": "2026-04-26T06:33:25+00:00", 
      "content_html": "\u524d\u8a00\uff1a\u4f7f\u7528 stitch google \u751f\u6210\u7684\u9875\u9762\u7684\u6548\u679c\u6bd4 figma \u597d\uff0c\u4f46\u662f figma \u53ef\u4ee5\u76f4\u63a5\u751f\u6210\u539f\u578b\uff0c\u6240\u4ee5\u6211\u5728 stitch \u751f\u6210\u7684\u9875\u9762\uff0c\u7136\u540e\u590d\u5236\u5230 figma \u751f\u6210\u539f\u578b<br />\u95ee\u9898\uff1a\u5728 figma \u751f\u6210\u539f\u578b\u540e\uff0c\u4f7f\u7528\u5b98\u65b9 mcp \u6216\u8005\u5176\u4ed6 mcp \u90fd\u4e0d\u80fd\u5728 cursor \u4e2d\u201c\u8fd8\u539f\u201d\uff0c\u5927\u5bb6\u662f\u5426\u6709\u4e00\u4e9b\u539f\u578b\u5230\u4ee3\u7801\u7684\u6280\u5de7\uff0c\u8bf7\u6559\u4e00\u4e0b\uff01"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/Binwalker", 
        "name": "Binwalker", 
        "avatar": "https://cdn.v2ex.com/gravatar/0eb707f53a1c4d96f2d8cac61702a27c?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1208604", 
      "title": "\u6709\u6ca1\u6709 jb \u5bb6\u81ea\u5e26\u7684 git \u7684\u5e73\u66ff\u8f6f\u4ef6\u63a8\u8350", 
      "id": "https://www.v2ex.com/t/1208604", 
      "date_published": "2026-04-26T05:48:54+00:00", 
      "content_html": "<p>\u73b0\u5728 jb \u5bb6\u7684\u7559\u7740\u4e3b\u8981\u5c31\u662f\u4e3a\u4e86\u90a3\u4e2a diff \u548c<strong>\u89e3\u51b3\u51b2\u7a81</strong>\u529f\u80fd\uff0c\u5176\u4ed6\u57fa\u672c\u4e0d\u7528\u4e86\uff0c\u6240\u4ee5\u4e0d\u592a\u60f3\u4e13\u95e8\u4e3a\u4e86\u8fd9\u4e2a\u7eed\u8d39</p>\n<p>\u5982\u679c\u53ea\u662f\u4e3a\u4e86\u6709 diff \u548c<strong>\u89e3\u51b3\u51b2\u7a81</strong>\u7684\u8fd9\u79cd\u76f8\u540c\u4f53\u9a8c\u7684\uff0c\u6709\u6ca1\u6709\u63a8\u8350\u7684\u8f6f\u4ef6\uff0c\u81f3\u5c11 windows \u548c mac \u4e0a\u8981\u80fd\u7528\u3002\u53ef\u4ee5\u4ed8\u8d39\uff0c\u4f46\u6700\u597d\u662f\u4e70\u65ad\u5236\u7684\uff0c\u6709\u6ca1\u6709\u4e2d\u6587\u65e0\u6240\u8c13\uff0cjb \u5bb6\u8fd9\u4e2a\u89e3\u51b3\u51b2\u7a81\u5b9e\u5728\u662f\u592a\u597d\u7528\u4e86</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/manbudezhu", 
        "name": "manbudezhu", 
        "avatar": "https://cdn.v2ex.com/avatar/9bfb/f0c9/249481_large.png?m=1776078650"
      }, 
      "url": "https://www.v2ex.com/t/1208595", 
      "title": "ai \u7f16\u7801\u4e1a\u52a1\u529f\u80fd\u9a8c\u6536\u7684\u6b63\u786e\u6d41\u7a0b", 
      "id": "https://www.v2ex.com/t/1208595", 
      "date_published": "2026-04-26T04:58:18+00:00", 
      "content_html": "<p>\u5728 AI \u5b9e\u73b0\u81ea\u52a8\u5316\u7f16\u7a0b\u65f6\uff0c\u4efb\u52a1\u7f16\u5199\u5b8c\u6210\u540e\uff0c\u5de5\u7a0b\u8d28\u91cf\u68c0\u67e5\uff08 lint \u3001\u7c7b\u578b\u68c0\u67e5\u3001\u5355\u5143\u6d4b\u8bd5\uff09\u90fd\u6b63\u5e38\u901a\u8fc7\u3002\u4f46\u662f\u5728\u4e1a\u52a1\u529f\u80fd\u9a8c\u6536\u65f6\uff0c\u5b58\u5728\u4e1a\u52a1\u529f\u80fd\u9a8c\u6536\u901a\u8fc7\u4e86\uff0c\u4f46\u662f\u5b9e\u9645\u529f\u80fd\u5e76\u6ca1\u6709\u5b9e\u73b0\u7684\u95ee\u9898\uff0c\u4f8b\u5982\uff1a\u6570\u636e\u6839\u672c\u5c31\u6ca1\u6709\u6b63\u786e\u663e\u793a\u3002\u8bf7\u6559\u5404\u4f4d\u5927\u795e\uff0c\u5982\u4f55\u66f4\u597d\u7684\u505a AI \u81ea\u52a8\u5316\u7684\u4e1a\u52a1\u529f\u80fd\u9a8c\u6536\u3002</p>\n<p>\u9700\u6c42\u6587\u6863\u6a21\u7248\uff1a</p>\n<pre><code># \u9700\u6c42\u6587\u6863\n## \u4ecb\u7ecd\n\u9700\u6c42\u63cf\u8ff0\n## \u9700\u6c42\n### \u9700\u6c42 REQ-001 - \u7528\u6237\u767b\u5f55  \n\u7528\u6237\u6545\u4e8b\uff1a\u7528\u6237\u6545\u4e8b\u5185\u5bb9 \n#### \u9a8c\u6536\u6807\u51c6  \n- id: REQ-001-AC-001  \nears: \u91c7\u7528 EARS \u63cf\u8ff0\u7684\u5b50\u53e5 While &lt;\u53ef\u9009\u524d\u7f6e\u6761\u4ef6&gt;, when &lt;\u53ef\u9009\u89e6\u53d1\u5668&gt;, the &lt;\u7cfb\u7edf\u540d\u79f0&gt; shall &lt;\u7cfb\u7edf\u54cd\u5e94&gt;\uff0c\n- id: REQ-001-AC-002  \nears: \u91c7\u7528 EARS \u63cf\u8ff0\u7684\u5b50\u53e5 While &lt;\u53ef\u9009\u524d\u7f6e\u6761\u4ef6&gt;, when &lt;\u53ef\u9009\u89e6\u53d1\u5668&gt;, the &lt;\u7cfb\u7edf\u540d\u79f0&gt; shall &lt;\u7cfb\u7edf\u54cd\u5e94&gt;\uff0c\n</code></pre>\n<p>\u4efb\u52a1 task \u6a21\u7248\uff1a</p>\n<pre><code># \u5b9e\u65bd\u8ba1\u5212\n\u6267\u884c\u65f6\u9700\u4e25\u683c\u9075\u5faa `docs/spec/requirements.md` \u4e2d\u5bf9\u5e94\u9700\u6c42\u548c\u9a8c\u6536\u6807\u51c6\u3002\u6bcf\u9879\u4efb\u52a1\u901a\u8fc7\u5f15\u7528\u76f8\u5173\u9700\u6c42\u7f16\u53f7\u3002\n## TASK-001 \u7528\u6237\u767b\u5f55\u529f\u80fd  - [ ]\n- \u5173\u8054\u9700\u6c42\uff1a  \n- REQ-001  \n- \u5173\u8054\u9a8c\u6536\uff1a  \n- REQ-001-AC-001  \n- REQ-001-AC-002  \n- REQ-001-AC-003  \n### \u5b9e\u65bd\u5185\u5bb9  \n1. \u521b\u5efa\u767b\u5f55\u8868\u5355  \n2. \u5b9e\u73b0\u767b\u5f55 API \u8c03\u7528  \n3. \u5904\u7406 loading \u72b6\u6001  \n4. \u5904\u7406\u9519\u8bef\u63d0\u793a  \n5. \u767b\u5f55\u6210\u529f\u540e\u8df3\u8f6c dashboard  \n### \u6d4b\u8bd5\u8981\u6c42  \n- \u5355\u5143\u6d4b\u8bd5\uff1a  \n- \u8868\u5355\u6821\u9a8c  \n- \u767b\u5f55\u6210\u529f  \n- \u767b\u5f55\u5931\u8d25  \n- E2E \u6d4b\u8bd5\uff1a  \n- \u7528\u6237\u53ef\u5b8c\u6210\u767b\u5f55\u6d41\u7a0b  \n- \u9519\u8bef\u5bc6\u7801\u663e\u793a\u63d0\u793a  \n- loading \u72b6\u6001\u9632\u6b62\u91cd\u590d\u63d0\u4ea4\n### \u89c4\u8303\u5bf9\u9f50\uff1aconstitution.md \u300c UI/UX \u4e00\u81f4\u6027\u300d\u300c\u5de5\u7a0b\u5316\u89c4\u8303\u300d\uff1b design.md \u300c\u9879\u76ee\u7ed3\u6784\u300d\u300c\u6838\u5fc3\u6a21\u5757\u8bbe\u8ba1\u300d\u300c\u56fd\u9645\u5316\u300d\n</code></pre>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/onedge", 
        "name": "onedge", 
        "avatar": "https://cdn.v2ex.com/gravatar/9c30cce40394effbd49040dfe46400be?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1208589", 
      "title": "\u8fd8\u5f97\u662f Claude", 
      "id": "https://www.v2ex.com/t/1208589", 
      "date_published": "2026-04-26T04:26:28+00:00", 
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      "title": "\u7ed9 NginxPulse \u6269\u5c55\u4e86\u4e00\u4e2a\u670d\u52a1\u5668\u72b6\u6001\u5361\u7247", 
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      "url": "https://www.v2ex.com/t/1208532", 
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        "url": "https://www.v2ex.com/member/afkool", 
        "name": "afkool", 
        "avatar": "https://cdn.v2ex.com/gravatar/09069d134d28763cbeccac8b2e9fff3e?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1208289", 
      "title": "codex \u9047\u5230\u4e86\u7075\u5f02\u4e8b\u4ef6\u3002", 
      "id": "https://www.v2ex.com/t/1208289", 
      "date_published": "2026-04-24T06:33:45+00:00", 
      "content_html": "\u4e00\u76f4\u662f\u4e24\u4e2a gpt plus \u6df7\u7528\uff0c\u9664\u4e86\u7f13\u5b58\uff0c\u6ca1\u9047\u5230\u4efb\u4f55\u95ee\u9898\u3002<br />\u4eca\u5929\u5347\u7ea7\u4e86\u4e00\u4e0b codex \u3002<br />\u529f\u80fd\u6539\u5b8c\u540e\uff0c\u60f3\u6539\u4e00\u4e0b\u98ce\u683c\uff0c\u53d1\u5b8c\u8fd9\u53e5\u8bdd\u4ee5\u540e\uff0cA \u8d26\u6237\u8fd4\u56de\u989d\u5ea6\u8017\u5c3d<br /><a target=\"_blank\" href=\"https://i.imgur.com/JGZ0k1H.png\" rel=\"nofollow noopener\" target=\"_blank\"><img src=\"https://i.imgur.com/JGZ0k1H.png\" class=\"embedded_image\" rel=\"noreferrer\"></a><br />\u7136\u540e\u6211\u6362 B \u8d26\u6237\uff0c\u8ddf B \u8d26\u6237\u5bf9\u8bdd\u524d\uff0c\u6211\"git inti \u27a1 git add .\u27a1 git commit -m\" \u63d0\u4ea4\u4e86\u7248\u672c\u3002B \u8d26\u6237\u6539\u7684\u9762\u76ee\u5168\u975e\uff0c\u6211 git \u8fd8\u539f<br /><br />\u5947\u602a\u7684\u4e8b\u60c5\u6765\u4e86\uff1agit \u5386\u53f2\u53d8\u6210\u4e86\u53d8\u5f97\u6587\u4ef6\u5939\u7684\u6587\u4ef6\u3002\u3002\u6700\u91cd\u8981\u7684\u662f\uff0cB \u8d26\u6237\u544a\u8bc9\u6211\uff0c\u73b0\u5b58\u6587\u4ef6\u7684 1893 \u884c\u548c 3675 \u884c\u4e0e\u6211\u7684\u8981\u6c42\u6ca1\u6709\u4efb\u4f55\u5173\u8054\u3002\u3002\u4e5f\u5c31\u662f\u6211\u6240\u6709\u6211\u6539\u597d\u7684\u4ee3\u7801\uff0c\u5728\u6211\u5207\u6362\u8d26\u6237\u540e\uff0c\u4ed6\u51ed\u7a7a\u6d88\u5931\u4e86\u3002\u3002\u3002"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/Freeman1989", 
        "name": "Freeman1989", 
        "avatar": "https://cdn.v2ex.com/gravatar/527d5676bad37181d8692aedc0321e81?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1208285", 
      "title": "Roo code \u6ca1\u4e86", 
      "id": "https://www.v2ex.com/t/1208285", 
      "date_published": "2026-04-24T06:21:27+00:00", 
      "content_html": "<p>Roo code \u5ba3\u5e03 5 \u6708\u4e2d\u65ec\u7ed3\u675f\u5b98\u65b9\u7684\u652f\u6301\u3002\u5b98\u65b9\u8f6c\u5411\u505a Roomote \uff0c\u540e\u7eed\u7684 Roo code \u53ef\u80fd\u4ea4\u7531\u793e\u533a\u7ef4\u62a4\u6216\u8005\u76f4\u63a5\u5173\u505c\u3002\u6709\u5565\u5e73\u66ff\u63a8\u8350\u5417\uff1f</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/dingawm", 
        "name": "dingawm", 
        "avatar": "https://cdn.v2ex.com/avatar/9d2d/9f71/212541_large.png?m=1777002230"
      }, 
      "url": "https://www.v2ex.com/t/1208280", 
      "title": "\u4e00\u4e2a\u4f8b\u5b50\u53c8\u62c9\u56de\u4e86\u6211\u5bf9 DeepSeek V4 Pro \u7684\u5370\u8c61\uff0c\u540e\u7eed\u8fd8\u662f\u5f97\u591a\u591a\u6d4b\u8bd5\u770b\u770b", 
      "id": "https://www.v2ex.com/t/1208280", 
      "date_published": "2026-04-24T06:03:48+00:00", 
      "content_html": "<p>\u7528\u4e86\u4e00\u4e2a kimi \u5b98\u7f51\u7684 Agent \u7684\u793a\u4f8b Prompt\uff1a</p>\n<pre><code>\u300c Meridian Architecture \u300d\u9ad8\u7aef\u5efa\u7b51\u8bbe\u8ba1\u4e8b\u52a1\u6240\u5b98\u7f51\uff0c\u5c55\u793a\u9879\u76ee\u4f5c\u54c1\u3001\u8bbe\u8ba1\u7406\u5ff5\u3001\u56e2\u961f\u3001\u83b7\u5956\u3001\u8054\u7cfb\u8868\u5355\u3001\u7559\u8a00\u7c3f\u3002\u4e2d\u82f1\u53cc\u8bed\u3001\u6781\u7b80\u4e3b\u4e49\u5efa\u7b51\u7f8e\u5b66\u3001\u6df1\u8272\u7cfb\uff08\u9ed1/\u6df1\u7070\uff09+ \u91d1\u94dc\u8272\u70b9\u7f00\u3002\u533a\u5757\uff1aHero \uff08\u5168\u5c4f\u6469\u5929\u5927\u697c\u822a\u62cd\u89c6\u9891 + \"Shaping the Horizon\" \u6807\u9898 + EST.2008 \u6807\u7b7e\uff09\u3001Projects \uff08 4 \u4e2a\u9879\u76ee\u5361\u7247\uff0c16:10 \u6bd4\u4f8b + \u7f16\u53f7 + \u4f4d\u7f6e + \u63cf\u8ff0\uff09\u3001Philosophy \uff08 3 \u5217\u6570\u5b57\u7edf\u8ba1 148 \u9879\u76ee/32 \u56fd\u5bb6/26 \u5956\u9879 + \u5de5\u5320\u6253\u78e8\u89c6\u9891\uff09\u3001Team \uff08 8 \u4f4d\u5efa\u7b51\u5e08\u7f51\u683c\uff09\u3001Awards \uff08 10 \u6761\u5956\u9879\u65f6\u95f4\u7ebf + 6 \u672c\u51fa\u7248\u7269\uff09\u3001Contact \uff08\u8868\u5355 + \u7559\u8a00\u7c3f\uff09\u3001Footer \u3002\u6280\u672f\uff1aReact + Express + tRPC + MySQL + Drizzle + OAuth + AI \u804a\u5929\u52a9\u624b\uff08\u6d6e\u52a8\u53f3\u4e0b\u91d1\u8272\u6309\u94ae\uff09\u3002\n</code></pre>\n<p>\u603b\u4f53\u6548\u679c\u8d85\u51fa\u9884\u671f\u3002\nDeepSeek V4 Pro \u5728 Claude Code \u4e2d\u5f00\u542f\u4e86\u4e00\u4e9b\u5e38\u89c1\u7684 skill \u6216\u63d2\u4ef6\uff08\u6709\u4e00\u4e2a front-design \u7684 skill \uff09\uff0c\u6548\u679c\u9884\u89c8\uff1a\n<a href=\"https://demo5-opal.vercel.app/\" rel=\"nofollow\">https://demo5-opal.vercel.app/</a></p>\n<p>Kimi K2.6 Agent \u5728\u7f51\u9875\u91cc\u76f4\u63a5\u751f\u6210\u7684\uff1a<a href=\"https://q6bxlhhftz5de.kimi.site/\" rel=\"nofollow\">https://q6bxlhhftz5de.kimi.site/</a> </p>\n<p>kimi \u7684\u6709\u5f88\u591a\u91cd\u590d\u7684\u56fe\u7247\uff08\u53ef\u80fd\u662f\u62bd\u5361\u6548\u679c\u4e0d\u597d\uff09\uff0c\u800c\u4e14\u90e8\u7f72\u65f6\u95f4\u633a\u957f\uff0c\u7136\u540e\u516c\u5f00\u5206\u4eab\u51fa\u6765\u7531\u4e8e\u4f1a\u5360\u7528\u670d\u52a1\u5668\u8d44\u6e90\uff0c\u8fd8\u4f1a\u6309\u65e5\u6263\u9664\u8ba2\u9605\u91cc\u7684\u989d\u5ea6\uff0c\u540e\u9762\u4f1a\u53d6\u6d88\u516c\u5f00\u5206\u4eab\u3002</p>\n<p>\u5927\u6982\u8fc7\u7a0b\uff1a</p>\n<ol>\n<li>\u76f4\u63a5\u5728 Claude Code \u91cc\u8f93\u5165 Prompt \uff0c\u4e00\u6b21\u6027\u751f\u6210\uff0c\u672c\u5730\u9884\u89c8\u524d\u7aef\u6ca1\u5565\u95ee\u9898\uff0c\u65e5\u5fd7\u91cc\u6709\u4e00\u4e9b\u5e94\u8be5\u4e0d\u7b97\u4e25\u91cd\u7684\u9519\u8bef\u65e5\u5fd7\uff0cAPI \u82b1\u8d39\u5927\u6982 10 \u5757\u94b1\u3002</li>\n<li>\u7136\u540e\u6211\u60f3\u90e8\u7f72\u51fa\u6765\u770b\u770b\uff0c\u76f4\u63a5\u548c DeepSeek \u8ba8\u8bba\u662f\u5426\u80fd\u76f4\u63a5\u90e8\u7f72\u5230 Vercel \uff0c\u7531\u4e8e\u9879\u76ee\u6709 MySQL \u6570\u636e\u5e93\uff0c\u5b83\u5efa\u8bae\u5206\u5f00\u90e8\u7f72\uff0c\u524d\u7aef\u90e8\u7f72\u5230 Vercel \u3002\u5728\u4ed6\u7684\u63d0\u793a\u4e0b\u5b89\u88c5\u4e86 Vercel \u7684 cli \u5e76\u6388\u6743\u4e86\uff08 Vercel \u7684 Claude Code \u63d2\u4ef6\u662f\u81ea\u5df1\u624b\u52a8\u5b89\u88c5\u7684\uff0c\u6388\u6743\u90a3\u4e2a\u6ca1\u6709\u660e\u663e\u63d0\u793a\uff0c\u81ea\u5df1\u624b\u52a8\u6253\u5f00\u4e86\u5b83\u7684\u8f93\u51fa\u91cc\u7684\u94fe\u63a5\u8fdb\u884c\u4e86\u6388\u6743\uff0c\u4e0d\u591f\u53cb\u597d\u4e14\u611f\u89c9\u6709\u70b9\u4e0d\u5b89\u5168\uff09\u3002\u4e4b\u540e\u4e00\u6b21\u6027\u90e8\u7f72\u6210\u529f\u3002</li>\n<li>\u4e4b\u540e\u53d1\u73b0\u7f3a\u5c11\u56fe\u7247\uff0c\u5b83\u89e3\u91ca\u662f\u8bf4\u9700\u8981\u4ece\u540e\u7aef\u83b7\u53d6\uff0c\u8ba9\u5b83\u6539\u6210\u524d\u7aef\u6682\u65f6\u7528 mock/\u9759\u6001\u7684\u6570\u636e\uff0c\u7136\u540e\u4fee\u6539\u540e\u91cd\u65b0\u90e8\u7f72\u5230 Vercel \u4e0a\u5c31\u662f\u4e0a\u9762\u6700\u7ec8\u7684\u6548\u679c\u3002</li>\n</ol>\n<p>\u4e2a\u4eba\u611f\u53d7\uff1a</p>\n<ol>\n<li>\u5ba1\u7f8e\u4e0a\uff1a\u8fd9\u6b21\u754c\u9762\u5f88\u60ca\u8273\uff0c\u4e00\u4e2a\u662f\u6ca1\u6709\u6ee5\u7528\u7684\u5706\u89d2\u77e9\u5f62\uff0c\u8fd8\u6709\u4e00\u4e2a\u662f\u90a3\u4e2a\u56e2\u961f\u90a3\u91cc\u628a\u9f20\u6807\u79fb\u5230\u56fe\u7247\u4e0a\u7684\u6548\u679c\u6211\u5f88\u559c\u6b22\u3002</li>\n<li>Claude Code \u91cc\u7684\u4f7f\u7528\uff1a\u957f\u4efb\u52a1\u5e94\u8be5\u6ca1\u5565\u95ee\u9898\uff0c\u4f46\u662f\u53ef\u80fd\u8f93\u51fa\u6709\u70b9\u6162\uff0c\u7b2c\u4e00\u6b21\u672c\u5730\u4e00\u6b21\u6027\u751f\u6210\u5927\u6982\u4f1a\u8d39\u4e86 30-40 \u5206\u949f\uff0c\u6ca1\u6709\u4e2d\u65ad\u3002\u5de5\u5177\u8c03\u7528\u611f\u89c9\u4e5f\u4e0d\u9519\uff0c\u8c03\u7528\u5de5\u5177\u633a\u79ef\u6781\u7684\uff0c\u770b\u4e86\u51e0\u6b21\uff0c\u8c03\u7528\u5f97\u4e5f\u6bd4\u8f83\u5408\u9002\u3002</li>\n<li>\u7531\u4e8e\u8fd8\u6ca1\u6709 Coding Plan \uff0c\u5355\u7eaf API \u8ba1\u8d39\u786e\u5b9e\u4e0d\u4fbf\u5b9c\uff0c\u603b\u5171\u5927\u6982\u82b1\u8d39\u4e86 16 \u5757\u94b1\u3002</li>\n</ol>\n<p><strong>\u6709\u4e86\u524d\u9762\u7684\u90a3\u4e2a\u6253\u8138\uff0c\u5355\u7eaf\u7684\u51e0\u6b21\u6d4b\u8bd5\u786e\u5b9e\u4e5f\u8fd8\u770b\u4e0d\u51fa\u6765\u5565\uff0c\u4ec5\u4f9b\u53c2\u8003\u5427\u3002</strong> \u800c\u4e14\u8fd9\u79cd\u4e00\u6b21\u6027\u7684 Prompt \u6ca1\u529e\u6cd5\u770b\u51fa\u6765\u6a21\u578b\u5bf9\u4e8e\u5bf9\u4e8e\u7ec6\u8282\uff0c\u9879\u76ee\u7406\u89e3\uff0c\u4ee3\u7801\u4fee\u6539\u65b9\u9762\u7684\u6c34\u5e73\uff0c\u540e\u7eed\u8fd8\u9700\u8981\u66f4\u591a\u6d4b\u8bd5\uff0c\u4e5f\u5e0c\u671b\u80fd\u5c3d\u5feb\u51fa\u4e2a Coding Plan \u5427\uff0c\u4e0d\u7136\u73b0\u5728\u7684\u4ef7\u683c\u786e\u5b9e\u6027\u4ef7\u6bd4\u4e0d\u9ad8\u3002</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/andforce", 
        "name": "andforce", 
        "avatar": "https://cdn.v2ex.com/avatar/5fd5/33c7/136189_large.png?m=1774924642"
      }, 
      "url": "https://www.v2ex.com/t/1208272", 
      "title": "\u8fd9\u5c01\u90ae\u4ef6\u662f\u544a\u77e5\u4f60\u5173\u4e8e\u300a\u4e92\u8054\u7f51\u5e73\u53f0\u4f01\u4e1a\u6d89\u7a0e\u4fe1\u606f\u62a5\u9001\u89c4\u5b9a\u300b(\u56fd\u52a1\u9662\u4ee4\u7b2c 810 \u53f7) \u8fd9\u4e00\u65b0\u7684\u4fe1\u606f\u62a5\u9001\u8981\u6c42\u3002", 
      "id": "https://www.v2ex.com/t/1208272", 
      "date_published": "2026-04-24T05:22:50+00:00", 
      "content_html": "\u4f60\u597d\uff0c<br />\u8fd9\u5c01\u90ae\u4ef6\u662f\u544a\u77e5\u4f60\u5173\u4e8e\u300a\u4e92\u8054\u7f51\u5e73\u53f0\u4f01\u4e1a\u6d89\u7a0e\u4fe1\u606f\u62a5\u9001\u89c4\u5b9a\u300b(\u56fd\u52a1\u9662\u4ee4\u7b2c 810 \u53f7) \u8fd9\u4e00\u65b0\u7684\u4fe1\u606f\u62a5\u9001\u8981\u6c42\u3002\u6839\u636e\u8be5\u89c4\u5b9a\uff0cApple \u6709\u4e49\u52a1\u4ece\u901a\u8fc7 App Store \u5206\u53d1 App \u7684\u5f00\u53d1\u8005\u5904\u6536\u96c6\u7279\u5b9a\u4fe1\u606f\u5e76\u63d0\u4f9b\u7ed9\u4e2d\u56fd\u7a0e\u52a1\u673a\u5173*\u3002<br />\u4e3a\u4e86\u9075\u5b88\u56fd\u52a1\u9662\u4ee4\u7b2c 810 \u53f7\u53ca\u76f8\u5173\u7a0e\u52a1\u6cd5\u89c4\uff0c\u4f60\u9700\u8981\u524d\u5f80 App Store Connect \u7684\u201c\u5546\u52a1\u201d\u90e8\u5206\u63d0\u4f9b\u4f60\u7684\u4fe1\u606f\u3002<br />\u8fdb\u4e00\u6b65\u4e86\u89e3\u56fd\u52a1\u9662\u4ee4\u7b2c 810 \u53f7<br />\u5982\u6709\u4efb\u4f55\u7a0e\u52a1\u95ee\u9898\uff0c\u8bf7\u8054\u7cfb\u4f60\u7684\u7a0e\u52a1\u987e\u95ee\u3002<br />\u5982\u6709\u9690\u79c1\u76f8\u5173\u95ee\u9898\uff0c\u8bf7\u8054\u7cfb Apple \u6570\u636e\u4fdd\u62a4\u5b98\u3002<br />\u5982\u6709\u5176\u4ed6\u7591\u95ee\uff0c\u8bf7\u8054\u7cfb\u6211\u4eec (\u82f1\u6587)\u3002<br />App Store \u56e2\u961f<br /><br /><br />\u6709\u6536\u5230\u7684\u5417\uff1f"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/mytsing520", 
        "name": "mytsing520", 
        "avatar": "https://cdn.v2ex.com/avatar/9402/97cc/70827_large.png?m=1751608165"
      }, 
      "url": "https://www.v2ex.com/t/1208269", 
      "title": "Apple Developer\uff1a\u4e2d\u56fd\u5f00\u53d1\u8005\u9700\u63d0\u4ea4\u6709\u6548\u7684\u7edf\u4e00\u793e\u4f1a\u4fe1\u7528\u4ee3\u7801", 
      "id": "https://www.v2ex.com/t/1208269", 
      "date_published": "2026-04-24T05:15:32+00:00", 
      "content_html": "<a target=\"_blank\" href=\"/i/hZiSml52.jpeg\" rel=\"nofollow noopener\" target=\"_blank\" title=\"\u5728\u65b0\u7a97\u53e3\u6253\u5f00\u56fe\u7247 hZiSml52.jpeg\"><img src=\"//i.v2ex.co/hZiSml52.jpeg\" class=\"embedded_image\"></a>"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/dingawm", 
        "name": "dingawm", 
        "avatar": "https://cdn.v2ex.com/avatar/9d2d/9f71/212541_large.png?m=1777002230"
      }, 
      "url": "https://www.v2ex.com/t/1208250", 
      "title": "\u53ea\u80fd\u8bf4 DeepSeek V4 Pro \u7ee7\u7eed\u52aa\u529b\u5427\uff0c\u5929\u6c14\u5361\u7247\u6548\u679c\u4e00\u822c", 
      "id": "https://www.v2ex.com/t/1208250", 
      "date_published": "2026-04-24T03:45:41+00:00", 
      "content_html": "<p>\u7b80\u5355\u8bd5\u4e86\u4e0b\u5929\u6c14\u5361\u7247\uff0c\u4e2d\u6587\u82f1\u6587\u90fd\u8bd5\u4e86\uff0c\u592a\u7b80\u964b\u4e86\uff1a\n<img alt=\"\u56fe\u7247.png\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://s3.bmp.ovh/2026/04/24/useViXUw.png\"/></p>\n<p>\u4e2d\u6587\uff1a</p>\n<pre><code>\u521b\u5efa\u4e00\u4e2a\u5305\u542b CSS \u548c JavaScript \u7684\u5355\u4e00 HTML \u6587\u4ef6\uff0c\u7528\u4e8e\u751f\u6210\u52a8\u753b\u5929\u6c14\u5361\u7247\u3002\u5361\u7247\u5e94\u8be5\u901a\u8fc7\u4e0d\u540c\u7684\u52a8\u753b\u76f4\u89c2\u5730\u8868\u793a\u4ee5\u4e0b\u5929\u6c14\u72b6\u51b5\uff1a\n\n\u98ce\uff1a\uff08\u4f8b\u5982\uff0c\u79fb\u52a8\u7684\u4e91\u6735\u3001\u6447\u6446\u7684\u6811\u6728\u6216\u98ce\u7ebf\uff09\n\n\u96e8\uff1a\uff08\u4f8b\u5982\uff0c\u4e0b\u843d\u7684\u96e8\u6ef4\u3001\u5f62\u6210\u7684\u6c34\u5751\uff09\n\n\u9633\u5149\uff1a\uff08\u4f8b\u5982\uff0c\u95ea\u8000\u7684\u5149\u7ebf\u3001\u660e\u4eae\u7684\u80cc\u666f\uff09\n\n\u96ea\uff1a\uff08\u4f8b\u5982\uff0c\u4e0b\u843d\u7684\u96ea\u82b1\u3001\u79ef\u7d2f\u7684\u96ea\uff09\n\n\u6240\u6709\u5929\u6c14\u5361\u7247\u5e94\u5e76\u6392\u663e\u793a\uff0c\u5361\u7247\u5e94\u8be5\u6709\u6df1\u8272\u80cc\u666f\u3002\n\n\u5728\u8fd9\u4e2a\u5355\u4e00\u6587\u4ef6\u4e2d\u63d0\u4f9b\u6240\u6709 HTML \u3001CSS \u548c JavaScript \u4ee3\u7801\u3002JavaScript \u5e94\u8be5\u5305\u542b\u4e00\u79cd\u5207\u6362\u4e0d\u540c\u5929\u6c14\u72b6\u51b5\u7684\u65b9\u5f0f\uff08\u4f8b\u5982\uff0c\u4e00\u4e2a\u51fd\u6570\u6216\u4e00\u7ec4\u6309\u94ae\uff09\u4ee5\u5c55\u793a\u6bcf\u79cd\u5929\u6c14\u7684\u52a8\u753b\u6548\u679c\u3002\n</code></pre>\n<p>\u82f1\u6587\uff1a</p>\n<pre><code>Create a single HTML file containing CSS and JavaScript to generate an animated weather card. The card should visually represent the following weather conditions with distinct animations: Wind: (e.g., moving clouds, swaying trees, or wind lines) Rain: (e.g., falling raindrops, puddles forming) Sun: (e.g., shining rays, bright background) Snow: (e.g., falling snowflakes, snow accumulating) Show all the weather card side by side The card should have a dark background. Provide all the HTML, CSS, and JavaScript code within this single file. The JavaScript should include a way to switch between the different weather conditions (e.g., a function or a set of buttons) to demonstrate the animations for each.\n</code></pre>\n"
    }, 
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        "url": "https://www.v2ex.com/member/jchencode", 
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      "url": "https://www.v2ex.com/t/1208243", 
      "title": "\u5f88\u96be\u8bc4\uff0c GPT5.5 \u53d1\u5e03\uff0c Opus4.6 \u964d\u667a\u95ee\u9898\u4e5f\u5904\u7406\u597d\u4e86\uff0c DeepSeek V4 \u4e5f\u53d1\u5e03\u4e86\u3002", 
      "id": "https://www.v2ex.com/t/1208243", 
      "date_published": "2026-04-24T03:33:12+00:00", 
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    {
      "author": {
        "url": "https://www.v2ex.com/member/BeautifulSoap", 
        "name": "BeautifulSoap", 
        "avatar": "https://cdn.v2ex.com/avatar/1e0f/48e8/266237_large.png?m=1760788101"
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      "url": "https://www.v2ex.com/t/1208242", 
      "date_modified": "2026-04-24T03:30:45+00:00", 
      "content_html": "<p><a href=\"https://developers.openai.com/api/docs/pricing?latest-pricing=standard\" rel=\"nofollow\">https://developers.openai.com/api/docs/pricing?latest-pricing=standard</a></p>\n<table>\n<thead>\n<tr>\n<th>Model</th>\n<th>Input Credits</th>\n<th>Output Credits</th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td>GPT-5.3-Codex</td>\n<td>43.75</td>\n<td>350</td>\n</tr>\n<tr>\n<td>GPT-5.4</td>\n<td>62.50</td>\n<td>375</td>\n</tr>\n<tr>\n<td>GPT-5.5</td>\n<td>125</td>\n<td>750</td>\n</tr>\n</tbody></table><p>\u5929\u584c\u4e86\u554a\uff0c\u6700\u65b0 openai \u7684\u6a21\u578b\u8d8a\u6765\u8d8a\u8d35\uff0c\u7a77\u4eba\u8981\u7528\u4e0d\u8d77\u4e86\u554a</p>\n<p>\u770b gpt5.5 \u7684 token \u4ef7\u683c\u7ffb\u500d\u4e86\u611f\u89c9\u4e0d\u5999\uff0c\u7ed3\u679c\u4e00\u770b codex \u6d88\u8017\u679c\u7136\u76f8\u6bd4 5.4 \u4e5f\u7ffb\u500d\u4e86</p>\n<p>\u672c\u6765 codex \u7684 credit \u8ba1\u7b97\u89c4\u5219\u6539\u4e86\u540e\u5c31\u660e\u663e\u6d88\u8017\u91cf\u52a0\u5feb\u4e86\uff0c\u7ed3\u679c\u73b0\u5728 5.5 \u7528\u91cf\u8fd8\u7ffb\u500d\u4e86</p>\n<p>\u7136\u540e codex \u4e2d 5.5 \u9ed8\u8ba4\u7684\u63a8\u7406\u5f3a\u5ea6\u8fd8\u662f extra high \u3002\u3002\u3002\u3002\u3002</p>\n<p>\u5f53\u4f5c\u548c opus \u4e00\u6837\u7684\u9ad8\u7ea7\u6a21\u578b\u597d\u4e86\u3002\u3002\u3002\u3002</p>\n", 
      "date_published": "2026-04-24T03:29:50+00:00", 
      "title": "GPT5.5 \u5728 codex \u4e2d credit \u6d88\u8017\u91cf\u76f8\u6bd4 5.4 \u7ffb\u500d", 
      "id": "https://www.v2ex.com/t/1208242"
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      "author": {
        "url": "https://www.v2ex.com/member/EmptyDoc", 
        "name": "EmptyDoc", 
        "avatar": "https://cdn.v2ex.com/gravatar/54259d671daf88b007f7104b2fe4829c?s=73&d=retro"
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      "url": "https://www.v2ex.com/t/1208230", 
      "title": "DeepSeek V4 \u9884\u89c8\u7248\u5df2\u53d1\u5e03", 
      "id": "https://www.v2ex.com/t/1208230", 
      "date_published": "2026-04-24T03:14:16+00:00", 
      "content_html": "\u5b98\u65b9\u516c\u4f17\u53f7\uff1a<br />DeepSeek-V4 \u9884\u89c8\u7248\uff1a\u8fc8\u5165\u767e\u4e07\u4e0a\u4e0b\u6587\u666e\u60e0\u65f6\u4ee3<br /><a target=\"_blank\" href=\"https://mp.weixin.qq.com/s/8bxXqS2R8Fx5-1TLDBiEDg\" rel=\"nofollow noopener\">https://mp.weixin.qq.com/s/8bxXqS2R8Fx5-1TLDBiEDg</a><br /><br />\u5b98\u7f51\u548c API \u5df2\u7ecf\u540c\u6b65\u66f4\u65b0\uff0c\u6709\u60f3\u8981\u5c1d\u9c9c\u7684\u53ef\u4ee5\u7528\u8d77\u6765\u4e86"
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    {
      "author": {
        "url": "https://www.v2ex.com/member/mohuani", 
        "name": "mohuani", 
        "avatar": "https://cdn.v2ex.com/avatar/7ae3/4ce7/568301_large.png?m=1777000201"
      }, 
      "url": "https://www.v2ex.com/t/1208227", 
      "title": "deepseek-v4 \u6765\u4e86", 
      "id": "https://www.v2ex.com/t/1208227", 
      "date_published": "2026-04-24T03:10:14+00:00", 
      "content_html": "<ul>\n<li>\u6a21\u578b\uff1a <a href=\"https://huggingface.co/collections/deepseek-ai/deepseek-v4\" rel=\"nofollow\">https://huggingface.co/collections/deepseek-ai/deepseek-v4</a></li>\n<li>\u4ef7\u683c\uff1a <a href=\"https://api-docs.deepseek.com/zh-cn/quick_start/pricing\" rel=\"nofollow\">https://api-docs.deepseek.com/zh-cn/quick_start/pricing</a></li>\n</ul>\n"
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    {
      "author": {
        "url": "https://www.v2ex.com/member/mobinf", 
        "name": "mobinf", 
        "avatar": "https://cdn.v2ex.com/gravatar/41f59acdf13df91e28f26312bf92efe5?s=73&d=retro"
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      "url": "https://www.v2ex.com/t/1208219", 
      "title": "DeepSeek-V4 \u7684\u9884\u89c8\u7248\u672c\u6b63\u5f0f\u4e0a\u7ebf\u5e76\u540c\u6b65\u5f00\u6e90", 
      "id": "https://www.v2ex.com/t/1208219", 
      "date_published": "2026-04-24T03:04:49+00:00", 
      "content_html": "<p>\u6700\u671f\u5f85\u7684\u6a21\u578b\u4e4b\u4e00\uff0c\u5e0c\u671b\u80fd\u628a token \u4ef7\u683c\u6253\u4e0b\u6765\n<a href=\"https://imgchr.com/i/peWBIjH\" rel=\"nofollow\"><img alt=\"peWBIjH.md.png\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://s41.ax1x.com/2026/04/24/peWBIjH.md.png\"/></a></p>\n"
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