{
  "version": "https://jsonfeed.org/version/1", 
  "title": "\u7a0b\u5e8f\u5458", 
  "description": "While code monkeys are not eating bananas, they're coding.", 
  "home_page_url": "https://www.v2ex.com/go/programmer", 
  "feed_url": "https://www.v2ex.com/feed/programmer.json", 
  "icon": "https://cdn.v2ex.com/navatar/94f6/d7e0/300_large.png?m=1733731195", 
  "favicon": "https://cdn.v2ex.com/navatar/94f6/d7e0/300_normal.png?m=1733731195", 
  "items": [
    {
      "author": {
        "url": "https://www.v2ex.com/member/hotoh521", 
        "name": "hotoh521", 
        "avatar": "https://cdn.v2ex.com/gravatar/b9a61767cf1852decf67a901d2c054e7?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1218343", 
      "title": "\u6211\u5f00\u53d1\u4e86\u4e00\u6b3e\u63a5\u5165 20+\u514d\u8d39\u5927\u6a21\u578b\u6e20\u9053\u7684 AI \u7f16\u7a0b\u5de5\u5177", 
      "id": "https://www.v2ex.com/t/1218343", 
      "date_published": "2026-06-06T00:49:52+00:00", 
      "content_html": "<p>\u6211\u505a\u4e86\u5341\u51e0\u5e74\u6e38\u620f\u5f00\u53d1\uff0c\u4ece Unity C# \u505a\u5230 Unreal C++\uff0c\u540e\u6765\u53c8\u78b0\u4e86\u4e0d\u5c11\u81ea\u7814\u5f15\u64ce\u3002\u53bb\u5e74\u5f00\u59cb\u6df1\u5ea6\u7528 Claude Code \u548c Codex CLI \u5199\u4ee3\u7801\u2014\u2014\u4e0d\u662f\u90a3\u79cd\"\u5e2e\u6211\u5199\u4e2a\u6392\u5e8f\"\u7684\u7528\u6cd5\uff0c\u662f\u8ba9\u5b83\u8bfb\u6574\u6761\u6e32\u67d3\u7ba1\u7ebf\uff0c\u8de8\u5341\u51e0\u4e2a\u6587\u4ef6\u6539\u903b\u8f91\uff0c\u52a0\u7269\u7406\u8c03\u8bd5\u5de5\u5177\uff0c\u4fee\u591a\u7ebf\u7a0b bug \u3002</p>\n<p>Claude Code \u7684\u8d28\u91cf\u786e\u5b9e\u80fd\u6253\u3002\u5b83\u4f1a\u5148\u8bfb\u9879\u76ee\u7ed3\u6784\uff0c\u641e\u6e05\u695a\u8c03\u7528\u94fe\uff0c\u518d\u52a8\u624b\u6539\u3002\u6539\u4e86\u4e4b\u540e\u8dd1\u7f16\u8bd1\u9a8c\u8bc1\uff0c\u62a5\u9519\u4e86\u81ea\u5df1\u67e5\uff0c\u67e5\u5230\u518d\u4fee\uff0c\u5faa\u73af\u5230\u8fc7\u3002Codex \u8865\u5200\u4e5f\u51c6\uff0c\u5c24\u5176\u662f C++ \u6a21\u677f\u62a5\u9519\u7684\u65f6\u5019\uff0c\u5b83\u80fd\u628a\u90a3\u4e00\u5927\u5768 error \u65e5\u5fd7\u7ffb\u8bd1\u6210\u4eba\u8bdd\uff0c\u544a\u8bc9\u6211\u95ee\u9898\u5728\u54ea\u4e00\u884c\u3002</p>\n<p><strong>\u4f46\u8d26\u5355\u662f\u771f\u7684\u9876\u4e0d\u4f4f\u3002</strong></p>\n<h2>Claude Code \u7684 Dynamic Workflows \u5f88\u80fd\u6253\uff0c\u4f46\u8d26\u5355\u66f4\u72e0</h2>\n<p>\u5148\u8bf4\u4e00\u4e0b Claude Code \u7684 Dynamic Workflows \u662f\u4ec0\u4e48\u2014\u2014\u4e0d\u662f\"\u4ed8\u8d39\u529f\u80fd\"\uff0c\u662f Claude Code \u5185\u7f6e\u7684\u4e00\u5957\u5de5\u4f5c\u6d41\u6267\u884c\u7cfb\u7edf\u3002\u4f60\u5199\u4e00\u4e2a <code>.js</code> \u811a\u672c\uff0c\u91cc\u9762\u7528 <code>agent()</code>\u3001<code>parallel()</code>\u3001<code>pipeline()</code>\u3001<code>consensus()</code> \u8fd9\u4e9b\u51fd\u6570\u5b9a\u4e49\u6b65\u9aa4\uff0cClaude Code \u5c31\u4f1a\u6309\u4f60\u7684\u6d41\u7a0b\u81ea\u52a8\u8c03\u5ea6\u2014\u2014\u4e32\u884c\u3001\u5e76\u884c\u3001\u6295\u7968\u3001\u9a8c\u6536\uff0c\u5168\u81ea\u52a8\u8dd1\u3002</p>\n<p>\u4e3e\u4e2a\u4f8b\u5b50\uff0c\u4f60\u60f3\u5ba1\u67e5\u4ee3\u7801\u8d28\u91cf\uff0c\u53ef\u4ee5\u8fd9\u6837\u5199\uff1a</p>\n<pre><code class=\"language-js\">parallel([\n  agent(\"\u626b\u63cf\u6f5c\u5728 bug\"),\n  agent(\"\u68c0\u67e5\u5b89\u5168\u6f0f\u6d1e\"),\n  agent(\"\u5ba1\u67e5\u6027\u80fd\u70ed\u70b9\"),\n  agent(\"\u8bc4\u4f30\u53ef\u7ef4\u62a4\u6027\"),\n]);\nconsensus([...], { strategy: \"multi-lens\" });\n</code></pre>\n<p>\u56db\u4e2a agent \u5e76\u884c\u626b\u4ee3\u7801\uff0c\u4e00\u4e2a consensus \u8282\u70b9\u6c47\u603b\u6295\u7968\u3002\u4e00\u4e2a\u7b80\u5355\u7684\u6d41\u7a0b\u3002</p>\n<p>\u4f46\u8fd9\u73a9\u610f\u513f\u4e00\u65e6\u5c55\u5f00\u5c31\u662f\u7b97\u529b\u9ed1\u6d1e\u3002\u4e00\u4e2a parallel \u5757 5 \u4e2a agent \uff0c\u4e00\u4e2a pipeline \u91cc 3 \u4e2a\u9636\u6bb5\uff0c\u6bcf\u4e2a\u9636\u6bb5\u518d\u5e76\u884c 5 \u4e2a\u2014\u2014<strong>\u4e09\u5c42\u5d4c\u5957\u5c31\u662f 75 \u4e2a agent \u51fa\u6765\u3002</strong> \u6bcf\u4e2a agent \u72ec\u7acb\u8c03 API \u3001\u8bfb\u4ee3\u7801\u3001\u63a8\u7406\u3001\u8f93\u51fa\uff0c\u4e00\u573a\u4e0b\u6765\u51e0\u5343\u6b21 API \u8c03\u7528\u3002\u6539\u4e2a\u590d\u6742\u70b9\u7684\u529f\u80fd\uff0c\u51e0\u5341\u4e0a\u767e\u4e2a agent \u4e0d\u662f\u5938\u5f20\uff0c\u662f\u5e38\u6001\u3002</p>\n<p><strong>Claude Code \u7684 Dynamic Workflows \u672c\u8eab\u4e0d\u6536\u8d39\u3002</strong> \u4f46\u5b83\u662f\"\u591a agent = \u591a token\"\u7684\u67b6\u6784\u2014\u2014agent \u7684\u89c4\u6a21\u548c\u4f60\u627f\u62c5\u7684\u6210\u672c\u7ebf\u6027\u76f8\u5173\u3002\u4f60\u7528 100 \u4e2a Claude agent \u8dd1\u4e00\u4e2a\u5927\u578b\u91cd\u6784\uff0c\u4e0d\u7ba1 Anthropic \u6536\u4e0d\u6536\u8d39\uff0ctoken \u8d26\u5355\u90fd\u80fd\u628a\u6708\u9884\u7b97\u6253\u7a7f\u3002</p>\n<p>\u8fd9\u624d\u662f\u6838\u5fc3\u77db\u76fe\uff1a<strong>\u591a agent \u534f\u4f5c\u662f\u521a\u9700\uff0c\u4f46\u5168\u7a0b\u7528 premium \u6a21\u578b\u517b\u4e00\u652f agent \u519b\u56e2\uff0c\u6210\u672c\u6839\u672c\u515c\u4e0d\u4f4f\u3002</strong></p>\n<h2>\u514d\u8d39\u6a21\u578b\u5230\u5904\u90fd\u6709\uff0c\u4f46\u6ca1\u7edf\u4e00\u7684\u7ba1\u7406\u65b9\u5f0f</h2>\n<p>\u6211\u624b\u4e0a\u6709\u8fd9\u4e9b\u514d\u8d39/\u4f4e\u6210\u672c\u6e20\u9053\u7684 key\uff1a</p>\n<ul>\n<li><strong>GitHub Models</strong>\uff1a\u514d\u8d39 playground access \uff0c\u6709\u901f\u7387\u9650\u5236\uff0c\u9700\u8981 GitHub token \uff08<code>models:read</code> scope \uff09</li>\n<li><strong>Hugging Face Router</strong>\uff1a\u514d\u8d39\u7528\u6237\u6bcf\u6708\u6709 Inference Provider \u79ef\u5206</li>\n<li><strong>SambaNova Cloud</strong>\uff1aFree Tier \uff0c\u4e0d\u7ed1\u652f\u4ed8\u65b9\u5f0f\u5c31\u80fd\u7528\uff0c\u6709\u65e5\u8bf7\u6c42/Token \u4e0a\u9650</li>\n<li><strong>Together AI</strong>\uff1a\u6ce8\u518c\u9001\u8bd5\u7528\u989d\u5ea6</li>\n<li><strong>Groq</strong>\uff1a\u514d\u8d39\u5c42\uff0c\u63a8\u7406\u901f\u5ea6\u786e\u5b9e\u5feb</li>\n<li><strong>Gemini</strong>\uff1aGoogle \u514d\u8d39\u5c42</li>\n<li><strong>DeepSeek / Kimi</strong>\uff1a\u767d\u83dc\u4ef7</li>\n<li><strong>NVIDIA NIM / OpenRouter / Mistral / Cerebras / Fireworks / <a href=\"http://Z.ai\" rel=\"nofollow\">Z.ai</a></strong>\uff1a\u5404\u6709\u514d\u8d39\u6216\u8bd5\u7528\u6e20\u9053</li>\n<li><strong>LLM7 / Kilo Gateway</strong>\uff1a\u65e0 key \u6e20\u9053\uff0c\u5f00\u4e86\u5c31\u80fd\u7528</li>\n<li>\u672c\u5730\u7684 <strong>Ollama / LM Studio / llama.cpp</strong></li>\n</ul>\n<p>\u6e20\u9053\u662f\u4e0d\u5c11\u3002\u4f46\u6bcf\u4e2a\u90fd\u8981\u5355\u72ec\u6ce8\u518c\u3001\u914d key \u3001\u8bb0 env \u3002\u4eca\u5929\u60f3\u7528 Groq \u5207\u4e00\u4e0b\uff0c\u7ffb\u534a\u5929\u90ae\u4ef6\u627e key \uff1b\u660e\u5929\u60f3\u8bd5 SambaNova \u7684 DeepSeek-V3.1 \uff0c\u53c8\u5f97\u91cd\u65b0\u914d\u4e00\u8f6e\u3002</p>\n<p>\u66f4\u5173\u952e\u7684\u662f\uff1a<strong>\u4f60\u6709\u4e86\u4fbf\u5b9c\u6a21\u578b\uff0c\u4e0d\u7b49\u4e8e\u5b83\u80fd\u5199\u51fa\u597d\u4ee3\u7801\u3002</strong> \u514d\u8d39\u6a21\u578b\u7684\u5355\u6b21\u56de\u7b54\u8d28\u91cf\uff0c\u8ddf Claude Code / Codex \u6bd4\u786e\u5b9e\u6709\u5dee\u8ddd\u2014\u2014\u63a8\u7406\u6df1\u5ea6\u4e0d\u591f\u3001\u4e0a\u4e0b\u6587\u4e00\u957f\u5c31\u8dd1\u504f\u3001\u590d\u6742\u91cd\u6784\u5bb9\u6613\u7ffb\u8f66\u3002\u6240\u4ee5\u5f88\u591a\u4eba\u624b\u91cc\u6512\u7740\u4e00\u5806\u514d\u8d39 key \uff0c\u6700\u540e\u8fd8\u662f\u8001\u8001\u5b9e\u5b9e\u7ed9 Claude \u5145\u94b1\u3002</p>\n<p>\u6211\u60f3\u89e3\u51b3\u7684\u95ee\u9898\u5c31\u4e00\u4e2a\uff1a<strong>\u7528\u514d\u8d39/\u4fbf\u5b9c\u7684\u6a21\u578b\uff0c\u901a\u8fc7\u5de5\u4f5c\u6d41\u7f16\u6392\uff0c\u8dd1\u51fa\u8ddf Claude Code \u3001Codex \u4e00\u6837\u8d28\u91cf\u7684\u4ea7\u51fa\u3002</strong> \u4e00\u4e2a\u6a21\u578b\u5355\u6253\u72ec\u6597\u4e0d\u884c\uff0c\u90a3\u8ba9\u5b83\u5f53\u4e00\u6761\u6d41\u6c34\u7ebf\u91cc\u7684\u4e00\u4e2a\u5de5\u4f4d\u2014\u2014\u89c4\u5212\u7528\u4fbf\u5b9c\u7684\u3001\u6267\u884c\u7528\u4fbf\u5b9c\u7684\u3001\u9a8c\u8bc1\u7528\u4fbf\u5b9c\u7684\uff0c\u591a\u4e2a\u4fbf\u5b9c\u6a21\u578b\u5e76\u884c\u4ea4\u53c9\u5ba1\u67e5\uff0c\u8d28\u91cf\u5dee\u8ddd\u9760\u7ed3\u6784\u548c\u534f\u4f5c\u6765\u5f25\u5408\u3002</p>\n<h2>FreeUltraCode\uff1a\u628a\u8fd9\u4e9b\u6e20\u9053\u7edf\u4e00\u7ba1\u8d77\u6765</h2>\n<p>FreeUltraCode \u662f\u4e2a\u672c\u5730\u684c\u9762\u5e94\u7528\uff08 Tauri 2 + Rust \uff0c<a href=\"https://github.com/wellingfeng/FreeUltraCode\" rel=\"nofollow\">\u6e90\u7801\u5728 GitHub \u4e0a</a>\uff09\u3002\u5b83\u505a\u7684\u4e8b\u60c5\u5f88\u76f4\u63a5\uff1a</p>\n<p><strong>\u4e00\u4e2a\u4e0b\u62c9\u83dc\u5355\uff0c\u5207\u6e20\u9053\u3002</strong></p>\n<p>\u5e95\u90e8 Channel \u9009\u62e9\u5668\u91cc\u5217\u51fa\u6240\u6709\u4f60\u914d\u597d\u7684\u6e20\u9053\u3002\u60f3\u7528\u54ea\u4e2a\u70b9\u54ea\u4e2a\uff0c\u63a5\u4e0b\u6765\u7684\u5bf9\u8bdd\u8d70\u90a3\u6761\u7ebf\u3002\u6ce8\u518c\u4e09\u6b65\uff1a\u9009 channel \u2192 \u70b9\"\u53bb\u6ce8\u518c\"\u8df3\u5b98\u7f51\u62ff key \u2192 \u8d34\u56de\u6765\u4fdd\u5b58\uff0c\u72b6\u6001\u53d8\u7eff\u8272 Ready \u3002</p>\n<p>\u5b83\u4e0d\u66ff\u4f60\u7ffb\u5899\u3001\u4e0d\u66ff\u4f60\u6ce8\u518c\u3001\u4e0d\u5b58\u4f60\u7684 key \u5230\u4efb\u4f55\u670d\u52a1\u5668\u3002\u6240\u6709\u914d\u7f6e\u3001\u804a\u5929\u8bb0\u5f55\u3001API key \u5168\u5728\u4f60\u672c\u5730\u673a\u5668\u4e0a\u3002</p>\n<p>\u5173\u952e\u662f\uff1a<strong>\u4e2d\u95f4\u5207\u6a21\u578b\uff0c\u4e0a\u4e0b\u6587\u4fdd\u7559\u3002</strong> \u524d\u9762\u804a\u7684\u6587\u4ef6\u5f15\u7528\u3001\u4e2d\u95f4\u7ed3\u8bba\u3001\u5de5\u5177\u8f93\u51fa\uff0c\u6362\u6e20\u9053\u4e4b\u540e\u8fd8\u80fd\u63a5\u7740\u7528\u3002\u4e0d\u7528\u91cd\u65b0\u5582\u4e0a\u4e0b\u6587\u3002</p>\n<h2>\u5b9e\u9645\u7528\u6cd5\uff08\u6e38\u620f\u5f00\u53d1\u573a\u666f\uff09</h2>\n<pre><code class=\"language-text\">\u9700\u6c42\uff1a\"\u7ed9\u8fd9\u4e2a\u7b2c\u4e09\u4eba\u79f0\u89d2\u8272\u63a7\u5236\u5668\u52a0\u4e0a\u6500\u722c\u7cfb\u7edf\"\n\n\u7b2c\u4e00\u6b65 \u2192 \u5207 GitHub Models / Groq\n  \u8ba9 AI \u626b\u9879\u76ee\u7ed3\u6784\uff0c\u627e\u5230 CharacterMovement \u3001Input \u3001Animation \u4e09\u5c42\n  \u8bfb\u76f8\u5173\u4ee3\u7801\uff0c\u5217\u51fa\u73b0\u6709\u63a5\u53e3\u548c\u9700\u8981\u6539\u7684\u5730\u65b9\n  \uff08\u514d\u8d39\u6a21\u578b\u5e72\u8fd9\u4e9b\u591f\u4e86\uff09\n\n\u7b2c\u4e8c\u6b65 \u2192 \u5207 Claude Code / Codex\n  \u6838\u5fc3\u903b\u8f91\u6765\u4e86\u2014\u2014\u72b6\u6001\u673a\u65b0\u589e Climbing \u72b6\u6001\uff0c\n  \u7269\u7406\u67e5\u8be2\u6539 Raycast \u2192 CapsuleTrace \uff0c\n  \u52a8\u753b\u84dd\u56fe\u52a0 BlendSpace\n  \uff08\u8d35\u7684\u6a21\u578b\u505a\u5173\u952e\u8bbe\u8ba1\u51b3\u7b56\uff09\n\n\u7b2c\u4e09\u6b65 \u2192 \u5207 Together AI / DeepSeek\n  \u8865\u6d4b\u8bd5\u7528\u4f8b\u3001\u8dd1 Lint \u3001\u751f\u6210\u6ce8\u91ca\u3001\u5199\u63d0\u4ea4\u4fe1\u606f\n  \uff08\u91cf\u5927\u4f46\u7b80\u5355\uff0c\u514d\u8d39\u6e20\u9053\u5e76\u884c\u8dd1\uff09\n\n\u7b2c\u56db\u6b65 \u2192 \u5207\u56de Claude Code\n  \u6700\u7ec8\u5ba1\u67e5\u2014\u2014walk through \u6240\u6709\u6539\u52a8\uff0c\u68c0\u67e5\u8fb9\u754c\u6761\u4ef6\uff0c\n  \u786e\u8ba4\u7f51\u7edc\u540c\u6b65\u903b\u8f91\u6ca1\u6f0f\n  \uff08\u628a\u5173\u5fc5\u987b\u7528\u7a33\u7684\uff09\n</code></pre>\n<h2>Free Auto\uff1a\u5207\u6e20\u9053\u7684\u810f\u6d3b\u8ba9\u5de5\u5177\u5e72</h2>\n<p>\u4e0a\u9762\u8bf4\u7684\u662f\u624b\u52a8\u5207\u6e20\u9053\u2014\u2014\u4f60\u77e5\u9053\u54ea\u4e2a\u6a21\u578b\u9002\u5408\u5f53\u524d\u4efb\u52a1\uff0c\u81ea\u5df1\u9009\u3002\u4f46\u6709\u65f6\u5019\u4f60\u4e0d\u60f3\u7ba1\u8fd9\u4e9b\u3002\u6bd4\u5982\u51cc\u6668\u4e24\u70b9\u8dd1 CI \u6302\u4e86\u4e00\u4e2a linting \u4efb\u52a1\uff0c\u4f60\u53ea\u60f3\u8ba9\u968f\u4fbf\u4e00\u4e2a\u514d\u8d39\u6e20\u9053\u628a\u4e8b\u60c5\u505a\u4e86\uff0c\u522b\u6765\u70e6\u4f60\u3002</p>\n<p>\u8fd9\u65f6\u5019 FreeUltraCode \u7684 <strong>Auto \u6e20\u9053</strong>\uff08<code>freecc:auto</code>\uff0cChannel \u4e0b\u62c9\u83dc\u5355\u7b2c\u4e00\u4e2a\u9009\u9879\uff09\u5c31\u4e0a\u573a\u4e86\u3002\u5b83\u4e0d\u662f\u67d0\u4e2a\u56fa\u5b9a\u7684\u4e0a\u6e38 API\u2014\u2014\u5b83\u662f\u4e00\u4e2a<strong>\u667a\u80fd\u8def\u7531\u5668</strong>\uff1a</p>\n<ol>\n<li>\u4f60\u914d\u597d 20+ \u4e2a\u514d\u8d39\u6e20\u9053\u7684 key \uff08\u613f\u610f\u914d\u51e0\u4e2a\u914d\u51e0\u4e2a\uff09</li>\n<li>\u5207\u5230 Auto \uff0c\u53d1\u8bf7\u6c42</li>\n<li>\u4ee3\u7406\u6309\u987a\u5e8f\u8f6e\u8f6c\u5c1d\u8bd5\u2014\u2014\u54ea\u4e2a\u6e20\u9053\u5148\u8fd4\u56de\u6b63\u5e38\u7ed3\u679c\uff0c\u7528\u54ea\u4e2a</li>\n<li>\u78b0\u4e86 429 \uff08\u9650\u6d41\uff09\uff1f\u81ea\u52a8\u8df3\u8fc7\uff0c\u7b49 30 \u79d2\u51b7\u5374\u518d\u91cd\u8bd5</li>\n<li>\u78b0\u4e86 5xx \uff08\u4e0a\u6e38\u6302\u4e86\uff09\uff1f\u6807\u8bb0\u6545\u969c\uff0c\u672c\u8f6e\u4e0d\u518d\u5c1d\u8bd5</li>\n<li>\u6240\u6709\u6e20\u9053\u90fd\u6302\u4e86\uff1f\u8fd4\u56de 503 + \u5931\u8d25\u65e5\u5fd7\uff0c\u544a\u8bc9\u4f60\u8c01\u6302\u4e86\u3001\u4e3a\u4ec0\u4e48</li>\n</ol>\n<p><strong>\u8fde\u63a5\u8d85\u65f6\u6709\u9884\u7b97</strong>\u2014\u2014\u6bcf\u4e2a\u6e20\u9053\u4e0d\u4f1a\u6b7b\u7b49\uff0c\u8d85\u65f6\u5c31\u6362\u4e0b\u4e00\u4e2a\u3002\u6210\u529f\u7684\u6e20\u9053\u5929\u7136\u6392\u5728\u524d\u9762\uff08\u51b7\u5374\u72b6\u6001\u6e05\u7a7a\uff09\uff0c\u6709\u95ee\u9898\u7684\u88ab\u63a8\u5230\u961f\u5c3e\u3002</p>\n<p>\u5b9e\u9645\u6548\u679c\u5c31\u662f\uff1a\u53d1\u8bf7\u6c42\uff0c\u7b49\u7ed3\u679c\uff0c\u6e20\u9053\u5207\u6362\u5b8c\u5168\u65e0\u611f\u3002\u4f60\u914d\u4e86 8 \u4e2a\u6e20\u9053\uff0cAuto \u5c31\u662f 8 \u4e2a\u6e20\u9053\u7684\u5bb9\u707e\u6c60\u2014\u2014\u4e00\u4e2a\u6302\u4e86\u81ea\u52a8\u4e0b\u4e00\u4e2a\u9876\u4e0a\u3002</p>\n<p><strong>Auto \u4e5f\u53ef\u4ee5\u56fa\u5b9a\u6a21\u578b\u3002</strong> \u6bd4\u5982\u4f60\u5728 Settings \u91cc\u7ed9 Auto \u8bbe model override \u4e3a <code>z-ai/glm-5.1</code>\uff0c\u90a3\u65e0\u8bba Auto \u8fd9\u6b21\u8def\u7531\u5230 Groq \u3001Together \u8fd8\u662f DeepSeek \uff0c\u90fd\u4f1a\u8981\u6c42\u4e0a\u6e38\u8dd1\u540c\u4e00\u4e2a\u6a21\u578b\u3002\u9002\u5408\u4f60\u5bf9\u6a21\u578b\u6548\u679c\u6709\u504f\u597d\u7684\u573a\u666f\u3002</p>\n<pre><code class=\"language-text\">\u5b9e\u9645\u573a\u666f\uff08\u6e38\u620f\u5f00\u53d1\uff09\uff1a\n\n\u51cc\u6668\u4e24\u70b9\uff0cCI \u6302\u4e86\uff0cClaude Code \u62a5\u4e86\u4e2a lint \u9519\u8bef\u3002\n\u4f60\u4e0d\u5728\u7535\u8111\u524d\uff0c\u4f46 FreeUltraCode \u7684\u5b9a\u65f6\u4efb\u52a1\u8fd8\u5728\u8dd1\u3002\n\nAuto \u6e20\u9053\u81ea\u52a8\u5c1d\u8bd5\uff1a\n  GitHub Models \u2192 429 \uff0c\u8df3\u8fc7\uff0c\u51b7\u5374 30s\n  Groq \u2192 \u6b63\u5e38\uff0c\u51e0\u5206\u949f\u4fee\u5b8c\n  \uff08\u540e\u9762\u7684 DeepSeek \u3001Together \u3001HuggingFace \u6839\u672c\u4e0d\u7528\u52a8\uff09\n\n\u7b2c\u4e8c\u5929\u65e9\u4e0a\u8d77\u5e8a\uff0cCI \u7eff\u4e86\uff0ccommit \u5199\u597d\u4e86\u3002\n\u4f60\u751a\u81f3\u4e0d\u77e5\u9053\u6628\u665a\u5230\u5e95\u662f Groq \u8fd8\u662f DeepSeek \u4fee\u7684\u95ee\u9898\u3002\n\u4e5f\u4e0d\u9700\u8981\u77e5\u9053\u3002\n</code></pre>\n<h2>\u672c\u5730\u4ee3\u7406\uff1a\u4e0d\u7528\u6539\u5168\u5c40\u914d\u7f6e\uff0c\u591a\u6761\u7ebf\u540c\u65f6\u8dd1</h2>\n<p>\u5e02\u9762\u4e0a\u7c7b\u4f3c\u7684\u5de5\u5177\u6709 cc-switch \uff0c\u4f46\u5b83\u7684\u505a\u6cd5\u662f\u6539 Claude Code \u7684\u5168\u5c40\u73af\u5883\u53d8\u91cf\u2014\u2014\u5207\u4e00\u6b21\u6e20\u9053\uff0c\u6539\u4e00\u8f6e <code>ANTHROPIC_BASE_URL</code>\u3002\u8fd9\u610f\u5473\u7740<strong>\u540c\u4e00\u65f6\u95f4\u53ea\u80fd\u8d70\u4e00\u6761\u7ebf</strong>\uff0c\u800c\u4e14\u662f\u5bf9\u5168\u5c40\u751f\u6548\u7684\uff0c\u4f60\u5f00\u4e24\u4e2a\u7ec8\u7aef\u7a97\u53e3\u4e5f\u5168\u5207\u8fc7\u53bb\u4e86\u3002</p>\n<p>FreeUltraCode \u6ca1\u8d70\u8fd9\u6761\u8def\u3002\u5b83\u5185\u7f6e\u4e00\u4e2a Rust \u5199\u7684\u672c\u5730\u53cd\u5411\u4ee3\u7406\uff0c\u76d1\u542c <code>127.0.0.1</code>\uff0c\u6309\u7aef\u53e3\u8def\u5f84\u8def\u7531\u3002\u4f60\u7684 Claude Code \u4e0d\u7528\u6539\u4efb\u4f55\u914d\u7f6e\uff0c\u5b83\u4ee5\u4e3a\u81ea\u5df1\u8fd8\u5728\u8ddf Anthropic \u5b98\u65b9 API \u8bf4\u8bdd\uff0c\u4f46\u5b9e\u9645\u4e0a\uff1a</p>\n<pre><code>Claude Code \u2192 127.0.0.1:8766/ch/official     \u2192 Anthropic \u5b98\u65b9\nClaude Code \u2192 127.0.0.1:8766/ch/deepseek     \u2192 DeepSeek\nClaude Code \u2192 127.0.0.1:8766/ch/kimi         \u2192 Kimi\nClaude Code \u2192 127.0.0.1:8766/ch/auto         \u2192 Free Auto \u667a\u80fd\u5207\u6362\n</code></pre>\n<p>\u6bcf\u4e2a\u6e20\u9053\u5bf9\u5e94\u4e00\u4e2a\u7aef\u53e3\u8def\u5f84\uff0c\u4e92\u4e0d\u5e72\u6270\u3002<strong>\u4f60\u53ef\u4ee5\u540c\u65f6\u5f00\u7740\u5b98\u65b9 Claude \u3001DeepSeek \u3001Kimi \u4e09\u4e2a\u6e20\u9053\u7684 Claude Code \u4f1a\u8bdd\u3002</strong> \u4ee3\u7406\u5728\u4e2d\u95f4\u505a Anthropic \u2194 OpenAI \u534f\u8bae\u4e92\u8bd1\uff0c\u4e0a\u6e38\u662f OpenAI \u534f\u8bae\u7684\uff08 Groq \u3001Together \u3001DeepSeek \uff09\uff0c\u4ee3\u7406\u5e2e\u4f60\u7ffb\uff1b\u4e0a\u6e38\u672c\u8eab\u5c31\u662f Anthropic \u534f\u8bae\u7684\uff08 Kimi \u3001<a href=\"http://Z.ai\" rel=\"nofollow\">Z.ai</a> \uff09\uff0c\u76f4\u63a5\u900f\u4f20\u3002</p>\n<p>\u66f4\u5173\u952e\u7684\u662f\uff1a<strong>\u540c\u4e00\u4e2a Claude Code \u4f1a\u8bdd\u91cc\u4e5f\u80fd\u52a8\u6001\u5207\u6e20\u9053\u3002</strong> Claude Code \u6bcf\u6b21\u90fd\u4ece\u73af\u5883\u53d8\u91cf <code>ANTHROPIC_BASE_URL</code> \u8bfb API \u5730\u5740\u2014\u2014FreeUltraCode \u7684 gateway \u5728\u6bcf\u6b21\u8c03\u7528\u65f6\u52a8\u6001\u6ce8\u5165\u8fd9\u4e2a\u503c\u3002\u8fd9\u5c31\u610f\u5473\u7740\uff1a</p>\n<pre><code class=\"language-text\">\u7b2c\u4e00\u8f6e\u5bf9\u8bdd\uff1a\n  DeepSeek \u626b\u9879\u76ee\u7ed3\u6784\uff0c\u627e\u95ee\u9898 \u2192 \u4fbf\u5b9c\n\n\u7b2c\u4e8c\u8f6e\u5bf9\u8bdd\uff1a\n  \u5207\u56de Claude \u5b98\u65b9 \u2192 \u7cbe\u51c6\u4fee\u590d\n\n\u540c\u4e00\u573a\u4f1a\u8bdd\uff0c\u4e0a\u4e0b\u6587\u5168\u4fdd\u7559\u3002\n</code></pre>\n<p>\u4e0d\u9700\u8981\u91cd\u65b0\u5f00\u7ec8\u7aef\uff0c\u4e0d\u9700\u8981\u91cd\u5582\u6587\u4ef6\u5f15\u7528\u548c\u4e2d\u95f4\u7ed3\u8bba\u3002DeepSeek \u8d1f\u8d23\u5b9a\u4f4d\u95ee\u9898\uff0cClaude \u5b98\u65b9\u8d1f\u8d23\u52a8\u624b\u6539\u2014\u2014\u5404\u5e72\u5404\u64c5\u957f\u7684\uff0c\u6210\u672c\u53ef\u63a7\u3002</p>\n<p>\u6240\u4ee5\u5bf9\u6bd4 cc-switch \u548c FreeUltraCode \u7684\u6e20\u9053\u5207\u6362\u65b9\u5f0f\uff1a</p>\n<table>\n<thead>\n<tr>\n<th></th>\n<th>cc-switch</th>\n<th>FreeUltraCode</th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td>\u914d\u7f6e\u65b9\u5f0f</td>\n<td>\u6539\u5168\u5c40\u73af\u5883\u53d8\u91cf</td>\n<td>Gateway + \u7aef\u53e3\u8f6c\u53d1\uff0c\u4e0d\u6539\u5168\u5c40\u914d\u7f6e</td>\n</tr>\n<tr>\n<td>\u540c\u65f6\u591a\u6e20\u9053</td>\n<td>\u274c \u540c\u4e00\u65f6\u95f4\u53ea\u80fd\u4e00\u6761\u7ebf</td>\n<td>\u2705 \u591a\u7ec8\u7aef\u4e0d\u540c\u6e20\u9053\uff0c\u4e92\u4e0d\u5e72\u6270</td>\n</tr>\n<tr>\n<td>\u540c\u4f1a\u8bdd\u52a8\u6001\u5207\u6362</td>\n<td>\u274c \u9700\u8981\u6539\u914d\u7f6e\u91cd\u542f</td>\n<td>\u2705 \u6bcf\u6b21\u8c03 API \u52a8\u6001\u6ce8\u5165 base URL</td>\n</tr>\n<tr>\n<td>\u534f\u8bae\u7ffb\u8bd1</td>\n<td>\u4f9d\u8d56\u4e0a\u6e38\u517c\u5bb9\u6027</td>\n<td>Rust \u4ee3\u7406\u5185\u7f6e Anthropic\u2194OpenAI \u4e92\u8bd1</td>\n</tr>\n</tbody></table><h2>/ultracode\uff1a\u7528\u4fbf\u5b9c\u6a21\u578b\u8dd1\u51fa\u8d35\u6a21\u578b\u7684\u8d28\u91cf</h2>\n<p>\u8fd9\u5c31\u662f FreeUltraCode \u91cc <code>/ultracode</code> \u5e72\u7684\u4e8b\u3002\u4e00\u53e5\u8bdd\u63cf\u8ff0\u4efb\u52a1\uff0c\u81ea\u52a8\u751f\u6210\u6267\u884c\u65b9\u6848\uff0c\u5e76\u884c\u8dd1\u591a\u4e2a\u5b50 agent\u2014\u2014\u89c4\u5212\u3001\u6267\u884c\u3001\u5ba1\u67e5\u3001\u5bf9\u6297\u9a8c\u8bc1\u3001\u9a8c\u6536\u95e8\u2014\u2014\u6574\u6761\u94fe\u8def\u5168\u8d70\u4f60\u914d\u7684\u514d\u8d39\u6e20\u9053\u3002</p>\n<pre><code class=\"language-bash\">fuc ultracode \"\u628a\u6b66\u5668\u7cfb\u7edf\u7684\u4f24\u5bb3\u8ba1\u7b97\u4ece\u5ba2\u6237\u7aef\u79fb\u5230\u670d\u52a1\u7aef\uff0c\u5904\u7406\u597d\u9884\u6d4b\u56de\u6eda\"\n</code></pre>\n<p>\u516d\u4e2a\u5185\u7f6e\u7b56\u7565\u81ea\u52a8\u9009\u62e9\uff1a\u5206\u7c7b\u6267\u884c\u3001\u5e76\u884c\u5408\u6210\u3001\u5bf9\u6297\u9a8c\u8bc1\u3001\u751f\u6210\u8fc7\u6ee4\u3001\u9526\u6807\u8d5b\u3001\u5faa\u73af\u76f4\u5230\u5b8c\u6210\u3002</p>\n<p>\u5e95\u5c42\u903b\u8f91\uff1a<strong>\u7528\u7ed3\u6784\u5316\u6d41\u6c34\u7ebf\u66ff\u4ee3\u5355\u6a21\u578b\u6df1\u5ea6\u63a8\u7406\u3002</strong> \u5355\u4e2a\u4fbf\u5b9c\u6a21\u578b\u505a\u4e0d\u597d\u7684\u4e8b\uff0c\u8ba9\u4e94\u4e2a\u4fbf\u5b9c\u6a21\u578b\u5206\u6b65\u9aa4\u5e72\uff0c\u4e92\u76f8\u5ba1\u67e5\uff0c\u5c42\u5c42\u9a8c\u6536\u3002\u6210\u672c\u52a0\u8d77\u6765\u53ef\u80fd\u8fd8\u662f Claude \u5355\u6b21\u8c03\u7528\u7684\u4e00\u4e2a\u96f6\u5934\u3002</p>\n<p>\u6bcf\u6b21\u8fd0\u884c\u5728 <code>.fuc-run/&lt;run-id&gt;/</code> \u4e0b\u7559\u5b8c\u6574\u65e5\u5fd7\uff1a\u4efb\u52a1\u8d26\u672c\u3001\u4e8b\u4ef6\u6d41\u3001\u88c1\u51b3\u3001\u6700\u7ec8\u7ed3\u679c\u3002</p>\n<h2>\u6280\u672f\u6808</h2>\n<table>\n<thead>\n<tr>\n<th>\u5c42</th>\n<th>\u6280\u672f</th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td>\u684c\u9762\u58f3</td>\n<td>Tauri 2 + Rust</td>\n</tr>\n<tr>\n<td>\u524d\u7aef</td>\n<td>React 18 + Vite 5 + TypeScript 5</td>\n</tr>\n<tr>\n<td>\u72b6\u6001\u7ba1\u7406</td>\n<td>Zustand</td>\n</tr>\n<tr>\n<td>\u6837\u5f0f</td>\n<td>Tailwind CSS</td>\n</tr>\n<tr>\n<td>\u6e20\u9053\u4ee3\u7406</td>\n<td>Rust <code>tiny_http</code> + <code>ureq</code>\uff0c\u672c\u5730\u53cd\u5411\u4ee3\u7406\uff0cAnthropic \u2194 OpenAI \u534f\u8bae\u4e92\u8bd1</td>\n</tr>\n<tr>\n<td>\u5b58\u50a8</td>\n<td>\u7eaf\u672c\u5730\uff0c\u4e0d\u4f9d\u8d56\u4efb\u4f55\u670d\u52a1\u7aef</td>\n</tr>\n</tbody></table><h2>\u9002\u5408\u8c01</h2>\n<ul>\n<li>\u6bcf\u5929\u7528 Claude Code / Codex \u5199\u4ee3\u7801\uff0ctoken \u8d26\u5355\u8089\u75bc\u7684</li>\n<li>\u624b\u4e0a\u6709\u597d\u51e0\u4e2a\u514d\u8d39\u6e20\u9053\u7684 key \uff0c\u4f46\u5207\u6765\u5207\u53bb\u914d\u7f6e\u9ebb\u70e6\u7684</li>\n<li>\u77e5\u9053\u54ea\u4e9b\u4efb\u52a1\u53ef\u4ee5\u653e\u4fbf\u5b9c\u6a21\u578b\u8dd1\u3001\u54ea\u4e9b\u5fc5\u987b\u7528\u8d35\u7684\uff0c\u60f3\u7cbe\u7ec6\u5316\u7701\u6210\u672c\u7684</li>\n<li>\u505a\u6e38\u620f/\u56fe\u5f62/\u7cfb\u7edf\u5f00\u53d1\u7684\u2014\u2014\u8fd9\u7c7b\u9879\u76ee\u6587\u4ef6\u591a\u3001\u7f16\u8bd1\u91cd\u3001AI \u8c03\u7528\u91cf\u5927</li>\n</ul>\n<p>\u4e0d\u9002\u5408\u5076\u5c14\u95ee\u4e00\u53e5\u7684\u8f7b\u5ea6\u7528\u6237\u3002\u8f7b\u5ea6\u4f7f\u7528\u76f4\u63a5\u5f00\u7ec8\u7aef\u8dd1 Claude Code \u5c31\u591f\u4e86\uff0c\u4e0d\u9700\u8981\u5957\u4e2a\u58f3\u3002</p>\n<h2>\u5f53\u524d\u9ed8\u8ba4\u6a21\u578b\uff08\u90e8\u5206\uff09</h2>\n<table>\n<thead>\n<tr>\n<th>\u6e20\u9053</th>\n<th>\u9ed8\u8ba4\u6a21\u578b</th>\n<th>\u8d39\u7528\u6a21\u5f0f</th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td>GitHub Models</td>\n<td><code>openai/gpt-4.1-mini</code></td>\n<td>\u514d\u8d39\uff0c\u9700 GitHub token \uff0c\u6709\u901f\u7387\u9650\u5236</td>\n</tr>\n<tr>\n<td>Hugging Face Router</td>\n<td><code>deepseek-ai/DeepSeek-V4-Pro</code></td>\n<td>\u6bcf\u6708\u514d\u8d39\u63a8\u7406\u79ef\u5206</td>\n</tr>\n<tr>\n<td>SambaNova Cloud</td>\n<td><code>DeepSeek-V3.1</code></td>\n<td>Free Tier \uff0c\u4e0d\u7ed1\u5361\uff0c\u6709\u65e5\u9650\u989d</td>\n</tr>\n<tr>\n<td>Together AI</td>\n<td><code>Qwen/Qwen3-Coder-480B-A35B-Instruct-FP8</code></td>\n<td>\u6ce8\u518c\u9001\u8bd5\u7528\u989d\u5ea6</td>\n</tr>\n<tr>\n<td>Kilo Gateway</td>\n<td><code>poolside/laguna-xs.2:free</code></td>\n<td>\u65e0 key \uff0c200 req/hr</td>\n</tr>\n<tr>\n<td>LLM7</td>\n<td><code>codestral-latest</code></td>\n<td>\u65e0 key \uff0c100 req/hr</td>\n</tr>\n</tbody></table><h2>\u9879\u76ee\u5730\u5740</h2>\n<ul>\n<li>GitHub\uff1a<a href=\"https://github.com/wellingfeng/FreeUltraCode\" rel=\"nofollow\">github.com/wellingfeng/FreeUltraCode</a></li>\n<li>Discord\uff1a<a href=\"https://discord.gg/2C9ptSEFG\" rel=\"nofollow\">discord.gg/2C9ptSEFG</a></li>\n<li>QQ \u7fa4\uff1a149523963</li>\n</ul>\n<h2>\u8dd1\u8d77\u6765</h2>\n<pre><code class=\"language-bash\">cd app\nnpm install\nnpm run dev       # Web \u2192 localhost:5173\nnpm run desktop   # Tauri \u684c\u9762\u5e94\u7528\n</code></pre>\n<p>Windows \u76f4\u63a5\u53cc\u51fb\u4ed3\u5e93\u6839\u76ee\u5f55\u7684 <code>run.bat</code>\u3002</p>\n"
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      "date_modified": "2026-06-05T17:39:03+00:00", 
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      "date_published": "2026-06-05T17:38:29+00:00", 
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      "url": "https://www.v2ex.com/t/1218304", 
      "title": "OpenAI \u7684\u8d26\u6237\u89e3\u5c01\u4e86\uff01\u53c8\u8981\u91cd\u7f6e\u989d\u5ea6\u4e86\uff01", 
      "id": "https://www.v2ex.com/t/1218304", 
      "date_published": "2026-06-05T13:47:36+00:00", 
      "content_html": "<p>\u4e0d\u5c11\u670b\u53cb\u53cd\u9988 OpenAI \u7684\u8d26\u6237\u89e3\u5c01\u4e86</p>\n<p>\u4e0d\u8fc7\u6709\u4e2a\u95ee\u9898\uff1a\u4e4b\u524d\u7684\u8ba2\u9605\u6ca1\u663e\u793a\uff0c\u4f30\u8ba1\u8fd8\u5f97\u4e00\u6bb5\u65f6\u95f4\u624d\u80fd\u6062\u590d</p>\n<p>\u660e\u5929\u53c8\u8981\u91cd\u7f6e\u989d\u5ea6\u4e86 \ud83d\ude04 <img alt=\"\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://i.imgur.com/maQRfvY.png\"/></p>\n"
    }, 
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      "url": "https://www.v2ex.com/t/1218297", 
      "title": "youtube \u662f\u4e0d\u662f down \u4e86\uff1f", 
      "id": "https://www.v2ex.com/t/1218297", 
      "date_published": "2026-06-05T13:07:51+00:00", 
      "content_html": "<p>\u5982\u9898 \u6211\u8fd9\u8fb9\u6253\u4e0d\u5f00\u4e86\uff0c\u5176\u4ed6\u7f51\u7ad9\u90fd\u597d\u597d\u7684\u3002 \u9999\u6e2f\u8282\u70b9\u3002</p>\n"
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      "url": "https://www.v2ex.com/t/1218274", 
      "title": "AI \u7684\u53d1\u5c55\uff0c\u662f\u4e0d\u662f\u8ba9\u5927\u91cf\u793e\u533a\u7684\u521b\u610f\u60f3\u6cd5\u8ba8\u8bba\u4e5f\u6e10\u6e10\u7684\u4e0b\u964d\u4e86", 
      "id": "https://www.v2ex.com/t/1218274", 
      "date_published": "2026-06-05T10:30:18+00:00", 
      "content_html": "<p>\u611f\u89c9\u5927\u5bb6\u5927\u91cf\u7684\u521b\u610f\u60f3\u6cd5\uff0c\u90fd\u4f1a\u53bb\u548c AI \u8ba8\u8bba\u4e86\uff0c\u800c\u4e0d\u662f\u50cf\u4ee5\u524d\u4e00\u6837\u5728\u793e\u533a\u53d1\u51fa\u6765\uff0c\u8ba9\u5927\u5bb6\u4e00\u8d77\u8ba8\u8bba\u3002\u8fdb\u884c\u601d\u7ef4\u65b9\u5411\u8ba8\u8bba\uff0c\u4ee5\u53ca\u5b9e\u73b0\u4e0e\u73b0\u5b9e\u6027\u8ba8\u8bba\u3002</p>\n<p>\u770b\u5230\u4e4b\u524d\u8fd9\u4e2a V \u53cb\u7684\u5e16\u5b50\uff0c<a href=\"https://v2ex.com/t/1215667\" rel=\"nofollow\">https://v2ex.com/t/1215667</a> \uff0c\u7a81\u7136\u611f\u89c9\u786e\u5b9e\u5f88\u591a\u793e\u533a\u7684\u90fd\u53d8\u4e86\u597d\u591a\u3002</p>\n<br/>\n<p>\u611f\u89c9\u6211\u4e5f\u662f\u8fd9\u6837\uff0c\u6709\u4ec0\u4e48\u5947\u601d\u5999\u60f3\u4f1a\u5148\u548c AI \u8ba8\u8bba\u4e00\u756a\uff0c\u4f46\u662f\u5927\u591a\u6570\u4e4b\u540e\u90fd\u4f1a\u9759\u9759\u8eba\u5728\u5bf9\u8bdd\u6846\u4e2d\u5f88\u4e45\u4e5f\u4e0d\u770b\u3002</p>\n<p>\u4e5f\u8bb8\u662f\u5373\u65f6\u53cd\u9988\u8ba9\u6211\u4eec\u66f4\u559c\u6b22\u548c AI \u804a\uff0c\u800c\u4e0d\u662f\u7b49\u534a\u5929\u751a\u81f3\u90fd\u6ca1\u6709\u4e00\u4e2a\u56de\u590d\u3002\u9664\u975e\u7279\u522b\u4e0d\u53ef\u884c\u60f3\u6cd5\uff0c\u5426\u5219 AI \u90fd\u662f\u987a\u7740\u4f60\u601d\u8def\u7ed9\u4f60\u5439\u6367\u53ef\u884c\u6027\u3002\u8ba9\u4f60\u611f\u89c9\u201c\u8fd9\u662f\u4e00\u4e2a\u7edd\u5999\u7684\u4e3b\u610f\u201d\u3002</p>\n<p>\u66fe\u7ecf\u7684\u67d0\u6bb5\u5b50\uff1a\u201c<strong>\u6211\u6709\u4e00\u4e2a\u7edd\u5999\u7684\u60f3\u6cd5\uff0c\u5c31\u5dee\u4e00\u4e2a\u7a0b\u5e8f\u5458\u4e86</strong>\u201d\uff0c\u7136\u800c\u73b0\u5728 AI \u5374\u5145\u5f53\u4e86\u8fd9\u4e2a\u201c\u7a0b\u5e8f\u5458\u201d\u3002\u8ba9\u8bb8\u591a\u4eba\u5b9e\u73b0\u4e86\u81ea\u5df1\u7684\u201c\u7edd\u5999\u7684\u60f3\u6cd5\u201d\u3002</p>\n<p>\u7136\u800c AI \u7684\u8fd9\u4e2a\u201c\u7a0b\u5e8f\u5458\u201d\uff0c\u5e76\u975e\u6807\u51c6\u7a0b\u5e8f\u5458\uff0c\u5f88\u591a\u65f6\u5019\u6211\u4eec\u81ea\u5df1\u4e5f\u53ea\u6709\u4e00\u4e2a\u6982\u5ff5\uff0c\u7ec6\u8282\u5b8c\u5168\u6ca1\u60f3\u8fc7\uff0c\u7136\u800c AI \u5374\u662f\u6ca1\u6709\u73b0\u5b9e\u573a\u666f\u7ecf\u5386\u7684\uff0c\u5bf9\u4e8e\u7a7a\u7f3a\u7684\u90e8\u5206\u5e2e\u4f60\u731c\u51fa\u6765\u3002\u5c31\u50cf\u5176\u4ed6\u5730\u65b9\u770b\u5230\u7684<a href=\"https://meta.stalltrix.com/t/topic/d41b26f7b2cf0de8bf4de0878c56f600c9dd9db1581af11230fa8e78525440ed\" rel=\"nofollow\">AI \u5199\u4e1c\u897f\u5c31\u50cf\u201c\u76f2\u76d2\u62bd\u5956\u201d</a>\uff0c\u770b\u80fd\u4e0d\u80fd\u62bd\u5230\u6ee1\u610f\u7684\u3002\u5728 AI \u5199\u5b8c\u4e4b\u524d\u5176\u5b9e\u81ea\u5df1\u5927\u6982\u4e5f\u4e0d\u77e5\u9053\u5185\u90e8\u6d41\u7a0b\u8bbe\u8ba1\u662f\u548b\u6837\u7684</p>\n<hr/>\n<br/>\n<p>AI \u5b9e\u73b0\u7684\u8fc7\u7a0b\u4e2d\uff0c\u4e00\u822c\u90fd\u4f1a\u7ed9\u5f88\u591a\u63a5\u4e0b\u6765\u63a8\u7406\u7684\u5efa\u8bae\uff0c\u4f46\u662f\u6709\u4e00\u4e9b\u65f6\u5019\uff0cAI \u81ea\u5df1\u8ba4\u4e3a\u4e86\u4e00\u4e9b\u610f\u56fe\uff0c\u7ed9\u51fa\u4e86\u8bef\u89e3\u540e\u7684\u5b9e\u73b0\uff0c\u5173\u952e\u662f\u7528\u6237\u770b\u89c1\u4e86\u6b64\u5b9e\u73b0\uff0c<strong>\u6b64\u523b\u5927\u8111\u4e2d\u8fd8\u6ca1\u6709\u6210\u578b\u7684\u67d0\u4e9b\u66f4\u597d\u7684\u60f3\u6cd5\uff0c\u77ac\u95f4\u88ab\u6b64\u65b9\u5411\u5360\u636e</strong>\uff0c\u7136\u540e\u4eba\u4e5f\u4f1a\u8ba4\u4e3a\u201c<strong>\u54e6\uff0c\u539f\u6765\u6211\u4e4b\u524d\u60f3\u7684\u662f\u8fd9\u6837</strong>\u201d\u3002</p>\n<br/>\n<p>\u4eba\u8111\u5176\u5b9e\u4e5f\u4f1a\u4ea7\u751f\u5e7b\u89c9\uff0c\u7279\u522b\u662f\u67d0\u4e9b\u6982\u5ff5\u7279\u522b\u76f8\u8fd1\u7684\u65f6\u5019,\u4eba\u8111\u66f4\u5bb9\u6613\u4ea7\u751f\u5e7b\u89c9\u3002AI \u53d1\u5c55\u5230\u73b0\u5728\uff0c\u4ece\u6700\u521d\u7684 AI \u660e\u663e\u5e7b\u89c9\uff0c\u5230\u5230\u77e5\u8bc6\u8303\u56f4\u8fdb\u884c\u6536\u655b\u8bad\u7ec3\u4ece\u800c\u964d\u4f4e\u5e7b\u89c9\u3002\u4f46\u662f\u6362\u4e00\u4e2a\u89d2\u5ea6\u6765\u60f3\uff1a\u662f\u5426 AI \u8ba9\u4eba\u8111\u4e5f\u4ea7\u751f\u4e86\u7c7b\u4f3c\u7684\u5e7b\u89c9\uff0c\u4ece\u800c\u8ba9\u4eba\u611f\u89c9\u5e7b\u89c9\u4e0b\u964d\u4e86\u3002</p>\n<br/>\n<p>\u5f88\u591a\u201c\u7edd\u5999\u7684\u4e3b\u610f\u201d\u6700\u540e AI\u201c\u5199\u51fa\u6765\u4e86\u201d\uff0c\u4f46\u662f\u6d4b\u8bd5\u4e0e\u4e0a\u7ebf\u540e\u5374\u53d1\u73b0\u73b0\u5b9e\u4e0d\u8fbe\u9884\u671f\uff0c\u7136\u540e\u5c31\u653e\u5f03\u4e86\u8fd9\u4e2a\u5947\u601d\u5999\u60f3\uff0c\u5927\u6982\u7387\u4e5f\u4e0d\u4f1a\u4e0e\u5927\u5bb6\u518d\u8ba8\u8bba\u4e86\u3002\u5176\u5b9e\u6709\u4e00\u4e9b\u65f6\u5019\u6211\u4e5f\u5728\u60f3\uff0c\u8fd9\u4e2a\u5230\u5e95\u662f\u539f\u59cb\u60f3\u6cd5\u4e0d\u53ef\u884c\uff0c\u8fd8\u662f\u5728\u5b9e\u73b0\u8fc7\u7a0b\u4e2d\uff0c\u6e10\u6e10\u88ab\u5e26\u504f\u4e86\u5462\uff1f</p>\n<hr/>\n<br/>\n<p>\u5982\u679c\u8981\u8bf4\u4e00\u4e2a\u88ab AI \u5f71\u54cd\u5c11\u793e\u533a\u7c7b\u578b\uff0c\u5927\u6982\u662f\u6e38\u620f\u793e\u533a\uff0c\u9ec4 X \u793e\u533a\u3002\u4ee5\u53ca\u7070\u6f76\u4ea7\u7f8a\u6bdb\u4e4b\u7c7b\u3002\u6bd5\u7adf AI \u4e0d\u80fd\u5e2e\u4f60\u6253\u6e38\u620f\uff0c\u540e\u4e24\u8005 AI \u4e5f\u4e0d\u4f1a\u5e2e\u4f60\u505a\u7684</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/jonssonyan", 
        "name": "jonssonyan", 
        "avatar": "https://cdn.v2ex.com/avatar/31c8/80d9/565019_large.png?m=1752145660"
      }, 
      "url": "https://www.v2ex.com/t/1218273", 
      "title": "\u5206\u4eab\u6211\u6700\u8fd1\u4e00\u5e74\u505a\u4ea7\u54c1\u7684\u7ecf\u5386", 
      "id": "https://www.v2ex.com/t/1218273", 
      "date_published": "2026-06-05T10:30:07+00:00", 
      "content_html": "<p>\u539f\u6587\u5730\u5740\uff1a <a href=\"https://mp.weixin.qq.com/s/y3-XO97xlUvOtEVdMuKHxA\" rel=\"nofollow\">https://mp.weixin.qq.com/s/y3-XO97xlUvOtEVdMuKHxA</a></p>\n<p>\u6309\u7167\u65f6\u95f4\u7ebf\u68b3\u7406\u6211\u8fd1\u4e00\u5e74\u505a\u4ea7\u54c1\u7684\u7ecf\u5386\uff0c\u5bf9\u81ea\u5df1\u505a\u4e00\u6b21\u9636\u6bb5\u6027\u603b\u7ed3\uff0c\u4e5f\u5e0c\u671b\u80fd\u5bf9\u5927\u5bb6\u6709\u70b9\u5e2e\u52a9\u3002</p>\n<h1>2025.2</h1>\n<p>\u521a\u5f00\u59cb\u6211\u505a\u4e86\u4e24\u4e2a\u5f00\u6e90\u9879\u76ee\uff0c\u4ece\u6b64\u5f00\u59cb\u5168\u6808\u5f00\u53d1\uff1a</p>\n<ol>\n<li><a href=\"https://mp.weixin.qq.com/s/Cp9LRcJpv1-jRWrrWwoQtA\" rel=\"nofollow\">\u65b0\u4f5c\u54c1\u300a\u8214\u72d7\u65e5\u8bb0\u300b\uff1a\u5728\u7231\u7684\u5267\u672c\u91cc\uff0c\u6211\u4eec\u90fd\u662f\u81ea\u5df1\u7684\u4e3b\u89d2</a></li>\n<li><a href=\"https://mp.weixin.qq.com/s/3LZXNF6NotPeOdaq047NiA\" rel=\"nofollow\">\u65b0\u4f5c\u54c1\uff1a\u5403\u5565\u597d\u5462 - \u4e2a\u6027\u5316\u7f8e\u98df\u63a8\u8350</a></li>\n</ol>\n<h1>2025.5</h1>\n<p>\u4e4b\u540e\u6574\u4e86\u4e00\u53f0 Mac \uff0c\u642d\u5efa\u4e86\u5b8c\u6574\u7684\u5f00\u53d1\u73af\u5883\uff0c\u4e5f\u4e3a\u4ee5\u540e\u5f00\u53d1 App \u505a\u51c6\u5907\uff0cMacOS \u5f00\u53d1\u73af\u5883\u914d\u7f6e\uff1a <a href=\"https://jonssonyan.com/2025/4/\" rel=\"nofollow\">https://jonssonyan.com/2025/4/</a></p>\n<h1>2025.7</h1>\n<p>\u6211\u4ece Serverless \u8fc1\u79fb\u5230\u81ea\u5efa\u670d\u52a1\u5668\uff0c\u5f00\u59cb\u81ea\u5df1\u8fd0\u7ef4\uff0c<a href=\"https://mp.weixin.qq.com/s/GXofHwS3_M62GQrM6PFjpw\" rel=\"nofollow\">\u300a\u6211\u81ea\u5efa\u670d\u52a1\u5668\u90e8\u7f72\u4e86 Next.js \u5168\u6808\u9879\u76ee\u300b</a></p>\n<h1>2025.9</h1>\n<p>\u6211\u529e\u4e86\u6e2f\u5361\uff0c\u8dd1\u901a\u4e86\u5168\u7403\u6536\u6b3e</p>\n<ol>\n<li><a href=\"https://mp.weixin.qq.com/s/wJgJFxl__k9djn87iBhfsA\" rel=\"nofollow\">\u300a\u6211\u7528\u4e00\u5929\u901f\u901a\u4e86\u4e2d\u94f6\u9999\u6e2f\u3001\u6c47\u4e30\u3001\u4f17\u5b89\u3001\u8682\u8681\u300b</a></li>\n<li><a href=\"https://mp.weixin.qq.com/s/V6bHzuUD5WurWeLExybM8w\" rel=\"nofollow\">\u300a\u6211\u8dd1\u901a\u4e86\u5168\u7403\u6536\u6b3e\u300b</a></li>\n</ol>\n<p>\u4e5f\u5728\u8fd9\u4e2a\u6708\u6211\u4e0a\u7ebf\u4e86\u7b2c\u4e00\u4e2a\u7f51\u7ad9\uff0c\u300a\u65b0\u4ea7\u54c1\uff1aHairTry \uff0c\u4e00\u6b3e AI \u53d1\u578b\u8bbe\u8ba1\u5de5\u5177\u300b\uff1a <a href=\"https://jonssonyan.com/blog/hairtry-ai-hairstyle-try-on/\" rel=\"nofollow\">https://jonssonyan.com/blog/hairtry-ai-hairstyle-try-on/</a></p>\n<h1>2026.1</h1>\n<p>\u6211\u4e0a\u7ebf\u4e86\u6211\u7684\u7b2c\u4e8c\u4e2a\u7f51\u7ad9\uff0c\u300a\u4e3a\u4e86\u7ed9\u6211\u5bb6\u732b\u62cd\u4e00\u4e2a\u5199\u771f\uff0c\u6211\u505a\u4e86\u4e00\u4e2a\u4ea7\u54c1\u300b\uff1a <a href=\"https://jonssonyan.com/blog/petphoto-ai-pet-portrait-generator/\" rel=\"nofollow\">https://jonssonyan.com/blog/petphoto-ai-pet-portrait-generator/</a></p>\n<h1>2026.2</h1>\n<p>\u6211\u6ce8\u518c\u4e86 Google \u5f00\u53d1\u8005\u548c Apple \u5f00\u53d1\u8005\u8d26\u53f7\uff0c<a href=\"https://mp.weixin.qq.com/s/smwlxs3KfVWLdkiROQOcug\" rel=\"nofollow\">\u300a\u4e00\u4eba\u516c\u53f8\u4ea7\u54c1\u5f00\u53d1\u4e2a\u4eba\u6700\u4f73\u5b9e\u8df5\u300b</a></p>\n<h1>2026.4</h1>\n<p>\u6211\u4e0a\u7ebf\u4e86\u4e24\u4e2a App \u4ea7\u54c1</p>\n<ol>\n<li><a href=\"https://mp.weixin.qq.com/s/3y5lxdaWnmjbFefXGpNrmw\" rel=\"nofollow\">\u300a Windows + Expo + React Native \u5b89\u5353\u5f00\u53d1\u73af\u5883\u642d\u5efa\u6559\u7a0b\u300b</a></li>\n<li>\u300a Mac + Expo + React Native iOS \u5f00\u53d1\u73af\u5883\u642d\u5efa\u6559\u7a0b\u300b\uff1a <a href=\"https://jonssonyan.com/blog/expo-react-native-local-build-mac/\" rel=\"nofollow\">https://jonssonyan.com/blog/expo-react-native-local-build-mac/</a></li>\n</ol>\n<p>\u6211\u628a\u6bcf\u6708\u6210\u672c\u63a7\u5236\u5230\u4e86 \u00a5500 \u4ee5\u5185\uff1a<a href=\"https://mp.weixin.qq.com/s/QoAcKnXE5EisgByFuDRljw\" rel=\"nofollow\">\u300a\u72ec\u7acb\u5f00\u53d1\u540e\uff0c\u6211\u628a\u6708\u6210\u672c\u538b\u5230\u4e86 \u00a5500 \u300b</a></p>\n<p>\u7f51\u7ad9\u7528\u6237\u6570 10K+\uff0cApp \u7528\u6237\u6570 2K+\uff0c\u4ea7\u54c1\u7528\u6237\u6570\u8fd8\u5728\u6301\u7eed\u589e\u957f</p>\n<h1>2026.6</h1>\n<p>\u6545\u4e8b\u8fd8\u5728\u7ee7\u7eed...</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/tfu", 
        "name": "tfu", 
        "avatar": "https://cdn.v2ex.com/gravatar/207e6df4e8ca663dbd948ff8eac25b6e?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1218250", 
      "date_modified": "2026-06-05T09:07:57+00:00", 
      "content_html": "<p>Snippai 0.3.0\n<img alt=\"fP7IVjnlilDBq3GjIyy7RvPCf78tW3nY.webp\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://cdn.nodeimage.com/i/fP7IVjnlilDBq3GjIyy7RvPCf78tW3nY.webp\"/></p>\n<p>\u672c\u6b21\u66f4\u65b0\u529f\u80fd\u5305\u62ec\uff1a\n1 \u3001\u66f4\u667a\u80fd\u7684 Auto \u81ea\u52a8\u6a21\u5f0f\uff0c\u76ee\u524d Auto \u6a21\u5f0f\u73b0\u5728\u4f1a\u8fd4\u56de\u591a\u4e2a\u5019\u9009\u9879\uff0c\u5e76\u652f\u6301\u5019\u9009\u5feb\u901f\u5207\u6362\u9884\u89c8\n<img alt=\"oqcvqQHdPqQzrLWsuLVzq160Y2c9CqCR.webp\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://cdn.nodeimage.com/i/oqcvqQHdPqQzrLWsuLVzq160Y2c9CqCR.webp\"/>\n2 \u3001\u652f\u6301\u81ea\u5b9a\u4e49 prompts \uff08\u6b22\u8fce\u5404\u4f4d\u5c1d\u8bd5\u548c\u5206\u4eab\u597d\u7528\u7684 prompts \uff09\n<img alt=\"g5TYj0kuBzkhIAc86qDW0xYYHUzxHtms.webp\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://cdn.nodeimage.com/i/g5TYj0kuBzkhIAc86qDW0xYYHUzxHtms.webp\"/>\n3 \u3001\u652f\u6301\u4f7f\u7528\u7cfb\u7edf\u81ea\u5e26\u7684\u622a\u56fe\u5de5\u5177\u8fdb\u884c\u622a\u56fe\n<img alt=\"AQ5pRIyWqek82RNCzzxKMAYGFuAoNYrT.webp\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://cdn.nodeimage.com/i/AQ5pRIyWqek82RNCzzxKMAYGFuAoNYrT.webp\"/>\n4 \u3001\u652f\u6301\u81ea\u5b9a\u4e49\u6a21\u578b\u670d\u52a1\u63d0\u4f9b\u5546<strong>\uff08\u5f3a\u70c8\u5efa\u8bae\u5404\u4f4d\u81ea\u5b9a\u4e49\u81ea\u5df1\u7684\u6a21\u578b\u670d\u52a1\u63d0\u4f9b\u5546\u5df2\u83b7\u5f97\u6700\u4f73\u4f53\u9a8c\uff09</strong>\n<img alt=\"JhomkpKaZxCUBGMyTk39bUHnDKhinNeU.webp\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://cdn.nodeimage.com/i/JhomkpKaZxCUBGMyTk39bUHnDKhinNeU.webp\"/>\n5 \u3001\u652f\u6301\u7981\u7528\u5feb\u6377\u952e\n<img alt=\"hzR9xMvA3baa03tWyxkfKzybZ2n2USdp.webp\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://cdn.nodeimage.com/i/hzR9xMvA3baa03tWyxkfKzybZ2n2USdp.webp\"/>\n6 \u3001\u5141\u8bb8\u8bbe\u7f6e\u9ed8\u8ba4\u81ea\u52a8\u590d\u5236\u8bc6\u522b\u7ed3\u679c\u8fd8\u662f\u622a\u56fe\u672c\u8eab\n<img alt=\"NRnv8LYne5ob6CHoeKKVCIrMWUlNpQZ0.webp\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://cdn.nodeimage.com/i/NRnv8LYne5ob6CHoeKKVCIrMWUlNpQZ0.webp\"/>\n7 \u3001\u652f\u6301\u622a\u56fe\u5386\u53f2\u8bb0\u5f55\u4fdd\u5b58\uff08\u6d4b\u8bd5\uff0c\u540e\u7eed\u53ef\u80fd\u4f1a\u6709\u5927\u66f4\u6539\uff0c\u8bf7\u4e0d\u8981\u4f9d\u8d56\u6b64\u529f\u80fd\u4fdd\u5b58\u91cd\u8981\u4fe1\u606f\uff0c\u53ef\u80fd\u4f1a\u5728\u540e\u7eed\u7248\u672c\u66f4\u65b0\u4e2d\u4e22\u6389\u5386\u53f2\u622a\u56fe\uff09\n<img alt=\"jCqqkeR2Ob7AyNLlLreYsCecQLYXb2oa.webp\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://cdn.nodeimage.com/i/jCqqkeR2Ob7AyNLlLreYsCecQLYXb2oa.webp\"/>\n8 \u3001\u65b0\u589e \u65e5\u7a0b \u8bc6\u522b/\u5bfc\u51fa\u80fd\u529b\n<img alt=\"wLEkb4i94eEPgkrjCSDdX6MpzRpHyo0M.webp\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://cdn.nodeimage.com/i/wLEkb4i94eEPgkrjCSDdX6MpzRpHyo0M.webp\"/>\n<img alt=\"9GZCA11wky4ZsKECs53cwPkVHJfoFknl.webp\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://cdn.nodeimage.com/i/9GZCA11wky4ZsKECs53cwPkVHJfoFknl.webp\"/>\n9 \u3001\u65b0\u589e\u62d6\u62fd\u56fe\u7247\u5206\u6790\uff1a\u53ef\u4ee5\u76f4\u63a5\u628a\u56fe\u7247\u62d6\u5165\u8f6f\u4ef6\u8fdb\u884c\u8bc6\u522b\u3002\n<img alt=\"05A7dAawB7ucZRhKsjG7XXwi081EON95.webp\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://cdn.nodeimage.com/i/05A7dAawB7ucZRhKsjG7XXwi081EON95.webp\"/>\n10 \u3001\u65b0\u589e\u672c\u5730\u6253\u5f00\u56fe\u7247\u6587\u4ef6\u652f\u6301\uff1a\u652f\u6301\u901a\u8fc7\u7cfb\u7edf\u53f3\u952e\u83dc\u5355\u5206\u6790\u56fe\u7247\u3002\n<img alt=\"ru260zGXWCCiUnJKnQU6ZZXENjSL8OUI.webp\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://cdn.nodeimage.com/i/ru260zGXWCCiUnJKnQU6ZZXENjSL8OUI.webp\"/>\n11 \u3001UI \u754c\u9762\u6574\u4f53\u91cd\u6784\uff0c\u6dfb\u52a0\u66f4\u591a\u52a8\u753b\u7ec6\u8282\n12 \u3001\u652f\u6301\u66f4\u591a\u7684\u64cd\u4f5c\u7cfb\u7edf\u548c\u5904\u7406\u5668\u67b6\u6784</p>\n<p>\u4e0b\u8f7d\u5730\u5740\uff1a <a href=\"https://snippai.de/\" rel=\"nofollow\">https://snippai.de/</a>\n0.3.0 \u7248\u672c\u4e3b\u9898\u66f2\uff1a<a href=\"https://share.dedyn.io/s/Ab2Tr9EGyJCtExYyQ0JrUndldmtMOWZpUEdyUFZ0aGNCAA92aWRlby9xdWlja3RpbWUm44CKU25pcHBhae-8mueBteaEn-S4jeWdoOaCrOW0luOAiy5tb3Y7t8Wu4fhCAI_A5esU2_6c\" rel=\"nofollow\">\u300a Snippai\uff1a\u7075\u611f\u4e0d\u5760\u60ac\u5d16\u300b</a></p>\n", 
      "date_published": "2026-06-05T09:06:39+00:00", 
      "title": "\u65f6\u9694\u4e00\u5e74\uff0c\u514d\u8d39 AI \u8bc6\u56fe\u5de5\u5177 Snippai 0.3.0 \u6b63\u5f0f\u53d1\u5e03\uff0c\u65b0\u589e 10+\u9879\u529f\u80fd", 
      "id": "https://www.v2ex.com/t/1218250"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/deetincelle", 
        "name": "deetincelle", 
        "avatar": "https://cdn.v2ex.com/avatar/06ad/34a3/685292_large.png?m=1730518946"
      }, 
      "url": "https://www.v2ex.com/t/1218229", 
      "title": "Leetcode.cn \u7f51\u9875\u7aef\u7ef4\u62a4\u5feb 12 \u5c0f\u65f6\u4e86???", 
      "id": "https://www.v2ex.com/t/1218229", 
      "date_published": "2026-06-05T08:27:18+00:00", 
      "content_html": "<p>TMMD \u8fd8\u80fd\u4e0d\u80fd\u5b89\u5fc3\u4fee\u884c\u4e86\ud83e\udd5a\ud83e\udd5a\ud83e\udd5a\n\u867d\u7136\u4eca\u5929\u6bcf\u65e5\u4e00\u9898\u662f\u4e00\u9053\u6570\u4f4d DP\n\u4f46\u8fde\u7b7e\u4e0d\u80fd\u65ad\u554a\u554a\u554a\u554a\u554a!!! \u624b\u673a\u7aef\u505a\u6570\u4f4d DP??</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/Liu6", 
        "name": "Liu6", 
        "avatar": "https://cdn.v2ex.com/avatar/cc90/a329/445403_large.png?m=1752648888"
      }, 
      "url": "https://www.v2ex.com/t/1218222", 
      "title": "\u5404\u4f4d AI \u5927\u4f6c\uff0c \u76ee\u524d\u6709\u6d41\u5f0f\u8f93\u5165\u7684 llm \u5417\uff1f \u6709\u652f\u6301\u8fd9\u4e2a\u529f\u80fd\u5417\uff1f", 
      "id": "https://www.v2ex.com/t/1218222", 
      "date_published": "2026-06-05T08:07:05+00:00", 
      "content_html": ""
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/shineonme", 
        "name": "shineonme", 
        "avatar": "https://cdn.v2ex.com/avatar/4591/5ed1/592401_large.png?m=1779412251"
      }, 
      "url": "https://www.v2ex.com/t/1218215", 
      "date_modified": "2026-06-05T07:57:35+00:00", 
      "content_html": "<h2>\u53ef\u80fd\u4f1a\u51fa\u73b0\u7684\u73b0\u8c61</h2>\n<h3>1. \u6253\u5f00 Codex App \u540e\uff0c\u53ef\u4ee5\u770b\u5230\u8fdb\u7a0b syspolicyd \u5360\u7528\u98d9\u5347\uff0c\u4e00\u6bb5\u65f6\u95f4\u540e\u6301\u7eed\u5728\u540e\u53f0\u5360\u7528\u4e00\u5c0f\u90e8\u5206\u6027\u80fd</h3>\n<p><img alt=\"syspolicyd\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://i.imgur.com/1E19VVa.png\"/></p>\n<h3>2. computer use is damaged</h3>\n<p><img alt=\"damaged\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://i.imgur.com/m1m1TnU.png\"/></p>\n<h3>3. \u5176\u4ed6\u5e94\u7528\u7684\u5b89\u88c5\u5305\u65e0\u6cd5\u6253\u5f00</h3>\n<p><img alt=\"vscode\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://i.imgur.com/0X9Un24.png\"/></p>\n<h3>4. \u6240\u6709\u7b2c\u4e09\u65b9 App \u65e0\u6cd5\u6253\u5f00</h3>\n<p><img alt=\"gif\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://i.imgur.com/cd4UOE2.gif\"/></p>\n<h2>\u7f13\u89e3</h2>\n<pre><code class=\"language-bash\">sudo killall -9 syspolicyd trustd\n</code></pre>\n<p>\u6740\u6389\u4e4b\u540e\u53ef\u4ee5\u6b63\u5e38\u5b89\u88c5/\u6253\u5f00\u5176\u4ed6 App \uff0c\u4f46\u518d\u6b21\u6253\u5f00 Codex \u540e\u4ecd\u53ef\u80fd\u4f1a\u56de\u5230\u539f\u5730</p>\n<h2>\u627e\u5230\u76f8\u5173\u7684 ISSUES</h2>\n<p><a href=\"https://github.com/openai/codex/issues/25243\" rel=\"nofollow\">https://github.com/openai/codex/issues/25243</a>\n<a href=\"https://github.com/openai/codex/issues/25719\" rel=\"nofollow\">https://github.com/openai/codex/issues/25719</a>\n<a href=\"https://github.com/openai/codex/issues/25882\" rel=\"nofollow\">https://github.com/openai/codex/issues/25882</a></p>\n", 
      "date_published": "2026-06-05T07:50:59+00:00", 
      "title": "macOS Codex App \u7b7e\u540d\u95ee\u9898\u5bfc\u81f4\u6301\u7eed CPU \u5360\u7528/\u4efb\u4f55\u5e94\u7528\u5b89\u88c5\u5305\u635f\u574f/\u6240\u6709\u8f6f\u4ef6\u65e0\u6cd5\u6253\u5f00", 
      "id": "https://www.v2ex.com/t/1218215"
    }, 
    {
      "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/1218214", 
      "title": "\u4e3a\u4ec0\u4e48\u5927\u5bb6\u907f\u800c\u4e0d\u8c08\u88ab OpenAI \u5c01\u53f7\uff1f OpenAI \u76ee\u524d\u53ea\u9002\u5408\u88ab\u6ce8\u518c\u673a\u548c\u53f7\u6c60\u7528\uff01", 
      "id": "https://www.v2ex.com/t/1218214", 
      "date_published": "2026-06-05T07:50:16+00:00", 
      "content_html": "<p><img alt=\"OpenAI \u5c01\u53f7\u622a\u56fe\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://image.dooo.ng/t/2026/06/05/6a2278fb28973.webp\"/></p>\n<p>\u524d\u51e0\u5929\u6ce8\u518c GPT Free \u8981\u7528 codex \u8fd8\u6709\u4e8c\u6b21\u624b\u673a\u53f7\u9a8c\u8bc1\uff0c\u77ed\u6548\u63a5\u7801\u548c\u865a\u62df\u53f7\u7801\u76f4\u63a5\u7528\u4e0d\u4e86\uff0c\u5c01\u53f7\u4e4b\u540e\u4e00\u4e2a\u53f7\u7801\u65e0\u6cd5\u6539\u7ed1\uff0c\u6bd4\u5982\u53bb\u4e70\u5f20 GiffGaff \u5b9e\u4f53\u5361\uff0c\u4e00\u5e74\u517b\u7740\uff0c\u5c31\u4e3a\u4e86\u8fd9\u4e00\u4e2a\u53f7\uff0c10 \u82f1\u9551\u4e3a\u4e86\u6ce8\u518c\u4e00\u4e2a OpenAI \u53f7\uff0c\u4e00\u4e2a\u6708\u5c01\u51e0\u6b21\uff1f\u90fd\u662f\u767d\u82b1\u82b1\u7684\u94f6\u5b50\u3002\u6700\u6015\u5145\u503c\u51e0\u767e\u5757\u7684 GPT Pro \u8df3\u624b\u673a\u53f7\u4e8c\u9a8c\uff0c\u53ea\u80fd\u770b\u652f\u4ed8\u901a\u9053\u662f\u4e0d\u662f\u652f\u6301\u4f7f\u7528\u8be5\u7406\u7531\u4e89\u8bae\u9000\u6b3e\u3002</p>\n<p>\u6362\u8d26\u53f7\u6709\u65f6\u5019\u5bfc\u81f4 Codex \u91cc\u7684\u5bf9\u8bdd\u8bb0\u5f55\u635f\u574f\uff0c\u9879\u76ee\u4e0a\u4e0b\u6587\u5168\u90e8\u52a0\u8f7d\u5931\u8d25\uff0c\u5bf9\u8bdd\u8bb0\u5f55\u6e05\u96f6\u3002</p>\n<p>\u5bf9\u6bd4\u4e0b\u6765\uff0c\u6ce8\u518c\u673a\u548c\u53f7\u6c60\u6210\u672c\u8981\u4f4e\u592a\u591a\uff0c\u77ed\u6548\u76f4\u63a5\u62ff\u5230\u767b\u5f55\u51ed\u8bc1\uff0c\u51e0\u5206\u94b1\u4e00\u4e2a\u8d26\u53f7\u6210\u672c\uff0c\u7528\u4e00\u5929\u4e0d\u4e8f\u7528\u4e24\u5929\u8840\u8d5a\uff0c\u8fd8\u80fd\u5356\u94b1\uff0c\u5965\u7279\u66fc\u4e3a\u4e86\u5237\u5ba2\u6237\u6570\u636e\u592a\u75af\u72c2\u4e86\uff0c\u5c01\u4e86\u7684\u53f7\u4e5f\u662f\u6ce8\u518c\u7528\u6237\u662f\u5427\u3002</p>\n<p>\u4e0d\u5982 antigravity \uff0c\u6ce8\u518c\u90fd\u4e0d\u9700\u8981\u624b\u673a\u53f7\uff0cGemini 3.5Flash high \u54ea\u6015\u6a21\u578b\u6027\u80fd\u5dee\u70b9\uff0c\u51e0\u4e2a Google \u8d26\u53f7\u6362\u7740\u6765\uff0c\u514d\u8d39\u989d\u5ea6\u6839\u672c\u7528\u4e0d\u5b8c\u3002</p>\n<p>\u5f53\u7136\uff0c\u6700\u68d2\u7684\u662f\u5f00\u53d1\u8005\u53ef\u4ee5\u5728 Google \u5f00\u53d1\u8005\u793e\u533a\u6279\u8bc4 antigravity \u800c\u4e0d\u88ab\u9690\u85cf\u5e16\u5b50\u6216\u8005\u6342\u5634\uff0c\u8fd9\u662f\u5728 OpenAI \u793e\u533a \u505a\u4e0d\u5230\u7684\uff0cantigravity Free \u8ba1\u5212\u5c31\u6709 Google \u81ea\u90e8\u7f72\u7684 Claude \u7cfb\u5217\u6a21\u578b\u80fd\u7528\uff0cpixel \u7684 Google ai pro \u8ba1\u5212\u8fd8\u9001 5TB Google Drive \u4e91\u76d8\uff0c\u5f53\u7136\u4e3b\u8981\u662f\u7a33\u5b9a\u4fbf\u5b9c(\u3000^\u03c9^)\u3002</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/AItsuki", 
        "name": "AItsuki", 
        "avatar": "https://cdn.v2ex.com/avatar/e341/ec4b/397916_large.png?m=1780640585"
      }, 
      "url": "https://www.v2ex.com/t/1218201", 
      "title": "\u5927\u5bb6\u662f\u600e\u4e48\u4f7f\u7528 AI \u7684\uff0c\u771f\u80fd\u505a\u5230\u4e0d\u624b\u5199\u4ee3\u7801\u5417\uff0c\u5728\u6211\u624b\u91cc\u611f\u89c9\u662f\u4e2a\u667a\u969c\u3002\u3002\u3002", 
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      "title": "AI \u65f6\u4ee3\u5ba1\u9605 git \u4ee3\u7801\u6709\u6ca1\u6709\u597d\u7528\u7684\u5de5\u5177\u5462", 
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      "url": "https://www.v2ex.com/t/1218048", 
      "title": "\u505a\u4e86\u4e2a\u4e2d\u6587 AI \u63d0\u793a\u8bcd\u4e0e Cursor \u89c4\u5219\u5bfc\u822a\u7ad9\uff1a CursorPool", 
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      "url": "https://www.v2ex.com/t/1218038", 
      "title": "\u5927\u4f19\u7528 ai \u6709\u6ca1\u6709\u4e0a\u4e0b\u6587\u7126\u8651", 
      "id": "https://www.v2ex.com/t/1218038", 
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    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/JoeSmith", 
        "name": "JoeSmith", 
        "avatar": "https://cdn.v2ex.com/gravatar/2c3dc859c43d7bc11d307d6a8b9100f1?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1218025", 
      "title": "\u6ca1\u6709\u4eba\u628a Claude \u7684 Office \u63d2\u4ef6\uff08ppt/excel/word)\u63a5\u4e0a DeepSeek \u4e48\uff1f", 
      "id": "https://www.v2ex.com/t/1218025", 
      "date_published": "2026-06-04T15:14:40+00:00", 
      "content_html": "<p>\u6211\u5f3a\u5236\u8fde DeepSeek \u7684 enpoint: <a href=\"https://api.deepseek.com/anthropic\" rel=\"nofollow\">https://api.deepseek.com/anthropic</a>\n\u76f4\u63a5\u62a5\u9519 404 \uff0c\u5e94\u8be5\u662f\u4e00\u4e2a\u4e0d\u4e00\u6837\u7684\u8def\u5f84\u4e0d\u662f /v1/messages</p>\n<pre><code>Claude for Office connection failed (Gateway)\nBuild: 76c9175d82a5e26007b3a58185186a25b5489835\n\nGateway returned an error \u2014 check the URL and try again\n\nRequest:\n  kind: gateway\n  url: https://api.deepseek.com/anthropic\n  token: sk-*******\n  authHeader: x-api-key\n  apiFormat: anthropic\n\nManifest params:\n  m: word-1.0.0.1\n  _host_Info: Word$Mac$16.01$en-US$$$$19\n\nBootstrap response:\n  (not called)\n\nRaw error:\nHTTP 404\n</code></pre>\n"
    }, 
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        "name": "ryougifujino", 
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      }, 
      "url": "https://www.v2ex.com/t/1218014", 
      "title": "Cloudflare \u6536\u8d2d VoidZero", 
      "id": "https://www.v2ex.com/t/1218014", 
      "date_published": "2026-06-04T14:36:06+00:00", 
      "content_html": "\u8bb0\u5f97\u4ee5\u524d Vite \u521a\u51fa\u6765\u7684\u65f6\u5019\uff0c\u8fd8\u6709\u4eba\u8bf4\u6253\u5305\u8981\u8fd9\u4e48\u5feb\u5e72\u4ec0\u4e48\uff0c\u5f71\u54cd\u6211\u6478\u9c7c\u7684\u65f6\u95f4\u3002\u7ed3\u679c\u4e00\u6b65\u4e00\u6b65\u8d70\u5230\u73b0\u5728\u3002<br />\u5bf9 Evan \u53ea\u6709\u4f69\u670d\u3002"
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    {
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        "url": "https://www.v2ex.com/member/haoofun", 
        "name": "haoofun", 
        "avatar": "https://cdn.v2ex.com/avatar/aa8e/404a/720556_large.png?m=1780552184"
      }, 
      "url": "https://www.v2ex.com/t/1217986", 
      "title": "\u5927\u5bb6\u76ee\u524d\u89c9\u5f97\u6700\u806a\u660e\u7684\u5927\u6a21\u578b\u8fd8\u662f Claude Opus 4.6 \u5417\uff1f", 
      "id": "https://www.v2ex.com/t/1217986", 
      "date_published": "2026-06-04T12:02:36+00:00", 
      "content_html": "<p>\u5982\u9898\uff0cclaude desktop \u7684 cowork \u914d opus 4.6 \u795e\u4e2d\u795e\uff0ccowork \u7684\u7cfb\u7edf\u5185\u7f6e\u63d0\u793a\u8bcd\u5e94\u8be5\u662f\u548c code \u7684\u5185\u7f6e\u63d0\u793a\u8bcd\u4e0d\u4e00\u6837\uff0c\u6211\u4f7f\u7528 cowork \u51e0\u4e4e\u603b\u80fd\u5f97\u5230\u66f4\u597d\u7684\u7ed3\u679c\uff0c\u76f8\u6bd4\u4e4b\u4e0b\uff0ccodex \u7684 5.5 \u771f\u7684\u50cf\u4e2a\u5e72\u6742\u6d3b\u7684\u5c0f\u5f1f\u3002\u3002\u3002\n\u5927\u5bb6\u4f53\u611f\u4e0b\u6765\uff0cClaude Opus 4.6 \u548c GPT-5.5 \u8c01\u66f4\u806a\u660e\uff1f</p>\n"
    }, 
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        "name": "logoutC", 
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      "url": "https://www.v2ex.com/t/1217970", 
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      "date_published": "2026-06-04T10:21:59+00:00", 
      "content_html": "<p>\u5de5\u5177\u7684\u6587\u6863\u6709\u51e0\u5341\u4e2a pdf \uff0c\u4e0a\u767e M \u3002\u6211\u7684\u76ee\u6807\u662f\u8ba9\u5927\u6a21\u578b\u80fd\u591f\u638c\u63e1\u8fd9\u4e2a\u5de5\u5177\uff0c\u66ff\u6211\u4f7f\u7528\u8fd9\u4e2a\u5de5\u5177\u8fdb\u884c\u5f00\u53d1\u3002</p>\n<p>\u662f\u627e\u4e00\u4e2a\u5f00\u6e90\u6a21\u578b\u7136\u540e\u8fdb\u884c\u5fae\u8c03\uff0c\u8fd8\u662f\u7528 RAG \u65b9\u5f0f+\u6587\u6863\u4e0a\u4f20\u5230\u77e5\u8bc6\u5e93\uff0c\u6216\u8005\u662f\u5426\u8fd8\u6709\u5176\u4ed6\u65b9\u6cd5\u3002</p>\n<p>\u591a\u8c22\u591a\u8c22\uff01</p>\n"
    }, 
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        "url": "https://www.v2ex.com/member/cjhyy", 
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      }, 
      "url": "https://www.v2ex.com/t/1217968", 
      "title": "\u5199\u4e86\u4e00\u4e2a harness \u6846\u67b6 \u611f\u89c9\u73b0\u5728\u6c38\u8fdc\u90fd\u6709\u65b0\u53d1\u73b0", 
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      "date_published": "2026-06-04T06:15:55+00:00", 
      "content_html": "<p>\u6bd4\u5982\u7528\u624b\u673a\u4e0a\u7684\u7c73\u5bb6 app \u4ec0\u4e48\u7684</p>\n"
    }, 
    {
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        "url": "https://www.v2ex.com/member/ShadowPower", 
        "name": "ShadowPower", 
        "avatar": "https://cdn.v2ex.com/avatar/3e78/6bb1/167153_large.png?m=1717162090"
      }, 
      "url": "https://www.v2ex.com/t/1217872", 
      "title": "\u6211\u53d1\u73b0 macOS \u4e0b GPT Codex \u4e0d\u592a\u64c5\u957f\u8c03\u7528\u547d\u4ee4\u884c\u5de5\u5177", 
      "id": "https://www.v2ex.com/t/1217872", 
      "date_published": "2026-06-04T05:54:40+00:00", 
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      "url": "https://www.v2ex.com/t/1217852", 
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      "id": "https://www.v2ex.com/t/1217852", 
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\u63cf\u8ff0\u7684\u662f\"\u8fd9\u4e00\u6b21\u5177\u4f53\u6267\u884c\"\u3002</p>\n<h3>\u8fd9\u4e2a\u62c6\u5206\u5f88\u91cd\u8981\u3002</h3>\n<p>\u56e0\u4e3a\u6d41\u7a0b\u5b9a\u4e49\u548c\u8fd0\u884c\u5b9e\u4f8b\u4e0d\u662f\u4e00\u56de\u4e8b\u3002\u5b9a\u4e49\u53ef\u4ee5\u88ab\u5ba1\u8ba1\u3001\u6bd4\u8f83\u3001\u7f13\u5b58\uff1b\u8fd0\u884c\u5b9e\u4f8b\u53ef\u4ee5\u6682\u505c\u3001\u6062\u590d\u3001\u5931\u8d25\u3001\u91cd\u8bd5\u3002\u4ee5\u524d\u8fd9\u4e9b\u4e1c\u897f\u6df7\u5728\u4e00\u8d77\uff0c\u5f88\u591a\u6062\u590d\u903b\u8f91\u53ea\u80fd\u9760\u7ea6\u5b9a\u3002\u73b0\u5728\u5b83\u4eec\u5f00\u59cb\u6709\u4e86\u660e\u786e\u8fb9\u754c\u3002</p>\n<p><strong>\u6211\u73b0\u5728\u4f1a\u628a Harness \u5206\u6210\u51e0\u5c42\u770b</strong></p>\n<p><strong>\u7b2c\u4e00\u5c42\u662f\u5b9a\u4e49\u5c42\u3002</strong> \u5b83\u56de\u7b54\uff1a\u8fd9\u6761\u6d41\u6c34\u7ebf\u5230\u5e95\u662f\u4ec0\u4e48\uff1f\u6bd4\u5982 pack \u3001DAG \u3001workflow plan \u3001\u5404\u79cd hash \u3002\u5b83\u5e94\u8be5\u7a33\u5b9a\u3001\u53ef\u6bd4\u8f83\u3002</p>\n<p><strong>\u7b2c\u4e8c\u5c42\u662f\u8fd0\u884c\u5c42\u3002</strong> \u5b83\u56de\u7b54\uff1a\u8fd9\u4e00\u6b21\u8dd1\u5230\u54ea\u4e86\uff1f\u8fd9\u91cc\u9760\u7684\u662f\u4e8b\u4ef6\u6d41\u548c execution.json \uff0c\u800c\u4e0d\u662f\u804a\u5929\u4e0a\u4e0b\u6587\u3002\u804a\u5929\u8bb0\u5f55\u4e0d\u53ef\u9760\uff0c\u4e8b\u4ef6\u6d41\u624d\u662f\u72b6\u6001\u771f\u76f8\u6e90\u3002</p>\n<p><strong>\u7b2c\u4e09\u5c42\u662f\u4ea7\u7269\u5c42\u3002</strong> PRD \u3001\u67b6\u6784\u6587\u6863\u3001\u4efb\u52a1\u62c6\u89e3\u3001QA \u62a5\u544a\u3001\u90e8\u7f72\u62a5\u544a\uff0c\u8fd9\u4e9b\u843d\u76d8\u5e76\u88ab runtime \u8bb0\u5f55\u540e\uff0c\u624d\u7b97\u6b63\u5f0f\u4ea7\u7269\u3002Agent \u8bf4\u81ea\u5df1\u5b8c\u6210\u4e86\uff0c\u4e0d\u7b49\u4e8e\u5b8c\u6210\u4e86\u3002</p>\n<p><strong>\u7b2c\u56db\u5c42\u662f\u95e8\u7981\u5c42\u3002</strong> \u6d4b\u8bd5\u3001Evidence Wave \u3001QA \u3001final gate \uff0c\u672c\u8d28\u4e0a\u90fd\u662f\u5728\u95ee\u540c\u4e00\u4e2a\u95ee\u9898\uff1a\u51ed\u4ec0\u4e48\u7ee7\u7eed\uff1f\u8fd9\u5c42\u662f\u9632\u6b62\"\u770b\u8d77\u6765\u5b8c\u6210\u4e86\"\u7684\u5173\u952e\u3002</p>\n<p><strong>\u7b2c\u4e94\u5c42\u662f\u6062\u590d\u5c42\u3002</strong> \u6bd4\u5982 promptFingerprint \u3001inputDigest \u3001resume --from-run \u3002\u5b83\u4eec\u7684\u76ee\u6807\u4e0d\u662f\u70ab\u6280\uff0c\u800c\u662f\u8ba9\u4e2d\u65ad\u4e4b\u540e\u4e0d\u7528\u9760\u4eba\u8111\u6361\u73b0\u573a\uff0c\u4e5f\u4e0d\u7528\u5168\u91cf\u91cd\u8dd1\u3002</p>\n<h2>\u5173\u4e8e <a href=\"http://SKILL.md\" rel=\"nofollow\">SKILL.md</a> \u7684\u7626\u8eab</h2>\n<p>\u53e6\u5916\u8fd9\u6b21\u53d8\u66f4\u8fd8\u628a\u4e3b <a href=\"http://SKILL.md\" rel=\"nofollow\">SKILL.md</a> \u4ece 474 \u884c\u538b\u5230\u4e86 99 \u884c\u3002\u4e4b\u524d\u5b83\u592a\u50cf\u4e00\u4e2a\u5de8\u578b\u603b\u63a7 prompt \uff0c\u4ec0\u4e48\u90fd\u5199\u5728\u91cc\u9762\u3002\u8fd9\u6837\u8d8a\u590d\u6742\uff0c\u8d8a\u4f9d\u8d56\u6a21\u578b\u4e00\u6b21\u6027\u8bb0\u4f4f\uff0c\u6700\u540e\u53c8\u56de\u5230\"\u8ba9\u6a21\u578b\u81ea\u5df1\u8bb0\u6d41\u7a0b\"\u7684\u8001\u8def\u3002</p>\n<p>\u73b0\u5728\u4e3b Skill \u53ea\u4fdd\u7559\u5165\u53e3\u3001\u4e0d\u53d8\u91cf\u548c\u7d22\u5f15\u3002\u957f\u6d41\u7a0b\u3001runtime \u547d\u4ee4\u3001Evidence Wave \u3001platform driver \u3001hooks \uff0c\u90fd\u62c6\u5230 references \u91cc\u6309\u9700\u8bfb\u53d6\u3002</p>\n"
    }, 
    {
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        "name": "moooooooo", 
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      "url": "https://www.v2ex.com/t/1217846", 
      "title": "\u73b0\u5728 AI \u7528\u91cf\u91cd\u7f6e\u5df2\u7ecf\u6709\u300a\u75af\u72c2\u9ea6\u514b\u65af\u300b\u91cc\u8001\u4e54\u53d1\u6c34\u90a3\u5473\u4e86", 
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    {
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      "url": "https://www.v2ex.com/t/1217826", 
      "title": "vibecoding \u5982\u4f55\u964d\u672c\u589e\u6548", 
      "id": "https://www.v2ex.com/t/1217826", 
      "date_published": "2026-06-04T03:17:16+00:00", 
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      "id": "https://www.v2ex.com/t/1217807", 
      "date_published": "2026-06-04T02:23:51+00:00", 
      "content_html": "<p>\u6700\u8fd1\u5728\u91cd\u6784\u4e00\u5957\u591a\u7b56\u7565\u7684\u91cf\u5316\u6267\u884c\u5c42\u903b\u8f91\uff0c\u53c8\u7ed5\u4e0d\u5f00 Rate Limit \u8fd9\u4e2a\u95ee\u9898\u3002\u5206\u4eab\u4e00\u70b9\u5728\u751f\u4ea7\u73af\u5883\u5b9e\u73b0\u5e73\u6ed1\u4ee4\u724c\u6876\uff08 Token Bucket \uff09\u65f6\u7684\u7ecf\u9a8c\uff1a</p>\n<h4><strong>1. \u4e3a\u4ec0\u4e48\u5f03\u7528\u5b9a\u65f6\u5668\uff1f</strong></h4>\n<p>\u65e9\u671f\u5199\u9650\u6d41\uff0c\u76f4\u89c9\u662f\u7528 Ticker \u6bcf\u9694\u4e00\u6bb5\u65f6\u95f4\u52a0 Token \u3002</p>\n<p>\u4f46\u5f53\u4f60\u7684\u7cfb\u7edf\u9700\u8981\u7ef4\u62a4\u51e0\u767e\u4e2a\u4ea4\u6613\u5bf9\u3001\u51e0\u5343\u4e2a\u72ec\u7acb\u6876\u65f6\uff08\u5c24\u5176\u662f\u5728\u5904\u7406\u591a\u8d26\u53f7\u6216\u591a\u5e01\u79cd\u6743\u91cd\u4e0d\u540c\u65f6\uff09\uff0c\u7cfb\u7edf\u4e0a\u4e0b\u6587\u5207\u6362\u548c\u5b9a\u65f6\u5668\u5f00\u9500\u4f1a\u53d8\u5f97\u975e\u5e38\u663e\u8457\u3002</p>\n<p><strong>\u2014\u2014\u4f18\u5316\u70b9\uff1a</strong> \u6539\u7528\u5ef6\u8fdf\u8ba1\u7b97\u3002</p>\n<p>\u4e0d\u7528\u4e3b\u52a8\u53bb\u52a0 Token \uff0c\u800c\u662f\u5728 Request \u5230\u8fbe\u65f6\uff0c\u6839\u636e CurrentTime - LastRequestTime \u52a8\u6001\u8ba1\u7b97\u3002\u8fd9\u6837\u5373\u4fbf\u4f60\u6709 10,000 \u4e2a\u6876\uff0c\u4e0d\u6d3b\u8dc3\u7684\u6876\u4e5f\u4e0d\u4f1a\u5360\u7528\u4efb\u4f55 CPU \u3002</p>\n<h4><strong>2. \u91cd\u89c6\u201c\u6743\u91cd\uff08 Weight \uff09\u201d</strong></h4>\n<p>\u6709\u7684\u4ea4\u6613\u6240 API \u6587\u6863\u91cc\uff0c\u9650\u6d41\u5355\u4f4d\u5f80\u5f80\u4e0d\u662f\u201c\u8bf7\u6c42\u6b21\u6570\u201d\uff0c\u800c\u662f\u201c\u6743\u91cd\u503c\u201d\u3002</p>\n<ul>\n<li>\n<p>\u4e0b\u5355\uff1a5 weight</p>\n</li>\n<li>\n<p>\u67e5\u6df1\u5ea6\uff1a2 weight</p>\n</li>\n<li>\n<p>\u6279\u91cf\u64a4\u5355\uff1a10 weight</p>\n</li>\n</ul>\n<p>\u6240\u4ee5\u5728\u8bbe\u8ba1\u4ee4\u724c\u6876\u63a5\u53e3\u65f6\uff0cconsume() \u65b9\u6cd5\u5fc5\u987b\u5f3a\u5236\u5e26\u4e0a weight \u53c2\u6570\u3002\u5982\u679c\u4f60\u7684\u9650\u6d41\u5668\u8fd8\u505c\u7559\u5728 count++\u9636\u6bb5\uff0c\u5728\u5b9e\u6218\u4e2d\u57fa\u672c\u6ca1\u6cd5\u7528\u3002</p>\n<h4><strong>3. \u5904\u7406\u7f51\u7edc\u6296\u52a8\uff08 Jitter \uff09\u5e26\u6765\u7684\u5047\u9650\u6d41</strong></h4>\n<p>\u7406\u8bba\u4e0a\u672c\u5730\u9650\u6d41 10 \u6b21/\u79d2\uff0cAPI \u9650\u5236\u4e5f\u662f 10 \u6b21/\u79d2\uff0c\u4f46\u56e0\u4e3a\u7f51\u7edc\u6296\u52a8\u7684\u5b58\u5728\uff0c\u8bf7\u6c42\u53ef\u80fd\u5728\u67d0\u4e00\u6beb\u79d2\u201c\u5806\u53e0\u201d\u5230\u8fbe\u670d\u52a1\u7aef\u3002</p>\n<p><strong>\u2014\u2014\u907f\u5751\u7ecf\u9a8c\uff1a</strong> \u672c\u5730\u9650\u6d41\u4e00\u5b9a\u8981\u6bd4\u5b98\u65b9\u6587\u6863**\u4fdd\u5b88 5%-10%**\u3002\u540c\u65f6\uff0c\u8981\u5728\u5c01\u88c5\u5c42\u5b9e\u73b0\u4e00\u4e2a\u7b80\u5355\u7684\u6307\u6570\u9000\u907f\uff0c\u6355\u83b7\u5230 429 \u540e\u7acb\u5373\u6536\u7d27\u672c\u5730\u9608\u503c\uff0c\u800c\u4e0d\u662f\u6b7b\u78d5\u3002</p>\n<h4><strong>4. Python \u793a\u4f8b</strong></h4>\n<p>\u4ee5\u4e0b\u662f\u62bd\u8c61\u51fa\u6765\u7684\u4e00\u4e2a\u6700\u5c0f\u539f\u578b\uff0c\u53bb\u6389\u4e86\u7e41\u7410\u7684\u4e1a\u52a1\u903b\u8f91\uff0c\u6838\u5fc3\u5c31\u662f\u539f\u5b50\u64cd\u4f5c\u548c\u5ef6\u8fdf\u8ba1\u7b97\uff1a</p>\n<pre><code class=\"language-python\">import time\nimport threading\n\nclass AllTickLimiter:\n    def __init__(self, capacity: float, rate: float):\n        \"\"\"\n        :param capacity: \u6876\u5bb9\u91cf\uff08\u6700\u5927\u5141\u8bb8\u7684\u7a81\u53d1\u8bf7\u6c42\u6743\u91cd\uff09\n        :param rate: \u4ee4\u724c\u6062\u590d\u901f\u7387\uff08\u6bcf\u79d2\u6062\u590d\u7684\u6743\u91cd\u6570\uff09\n        \"\"\"\n        self.capacity = float(capacity)\n        self.rate = float(rate)\n        self.tokens = float(capacity)\n        self.last_tick = time.monotonic()\n        self._lock = threading.Lock()\n\n    def allow(self, weight: float = 1.0) -&gt; bool:\n        \"\"\"\n        \u68c0\u67e5\u5f53\u524d\u4ee4\u724c\u662f\u5426\u8db3\u591f\u652f\u4ed8\u672c\u6b21\u8bf7\u6c42\u7684\u6743\u91cd\n        \"\"\"\n        with self._lock:\n            now = time.monotonic()\n            # 1. \u5ef6\u8fdf\u8ba1\u7b97\uff1a\u8ba1\u7b97\u81ea\u4e0a\u6b21\u8bf7\u6c42\u4ee5\u6765\u751f\u6210\u7684\u4ee4\u724c\n            delta = (now - self.last_tick) * self.rate\n            self.tokens = min(self.capacity, self.tokens + delta)\n            self.last_tick = now\n\n            # 2. \u5c1d\u8bd5\u6d88\u8d39\n            if self.tokens &gt;= weight:\n                self.tokens -= weight\n                return True\n            return False\n\n    def sync_from_header(self, server_remaining: float):\n        \"\"\"\n        \u5229\u7528\u54cd\u5e94\u5934\u4e2d\u7684\u6743\u5a01\u5269\u4f59\u91cf\u8fdb\u884c\u6821\u51c6\n        \u9632\u6b62\u672c\u5730\u8ba1\u7b97\u4e0e\u670d\u52a1\u7aef\u7531\u4e8e\u7f51\u7edc\u5ef6\u8fdf\u5bfc\u81f4\u7684\u504f\u5dee\n        \"\"\"\n        with self._lock:\n            # \u5f3a\u5236\u540c\u6b65\u670d\u52a1\u7aef\u8fd4\u56de\u7684\u5269\u4f59\u989d\u5ea6\n            self.tokens = min(self.capacity, server_remaining)\n            self.last_tick = time.monotonic()\n\n# --- \u5b9e\u6218\u8c03\u7528\u793a\u4f8b \u2014\n\n# \u5047\u8bbe\u4f60\u7684 API \u5957\u9910\u662f\u6bcf\u79d2 10 \u4e2a Token\nlimiter = AllTickLimiter(capacity=20, rate=10)\n\ndef get_market_data(symbol: str):\n    # \u5047\u8bbe\u67e5\u8be2\u5b9e\u65f6\u62a5\u4ef7\u6743\u91cd\u4e3a 1\n    weight = 1.0\n    \n    if limiter.allow(weight):\n        # \u6a21\u62df AllTick API \u8bf7\u6c42\n        # response = requests.get(f\"https://api.alltick.co/v1/quote?symbol={symbol}\")\n        # data = response.json()\n        \n        print(f\"[{symbol}] \u8bf7\u6c42\u6210\u529f\")\n        \n        # \u8fdb\u9636\u64cd\u4f5c\uff1a\u4ece Header \u83b7\u53d6\u670d\u52a1\u7aef\u6743\u5a01\u6570\u636e\u8fdb\u884c\u540c\u6b65\n        # remaining = float(response.headers.get(\"X-RateLimit-Remaining\", 20))\n        # limiter.sync_from_header(remaining)\n    else:\n        print(f\"[{symbol}] \u89e6\u53d1\u672c\u5730\u9650\u6d41\uff0c\u8bf7\u6c42\u88ab\u62e6\u622a\")\n\n# \u6a21\u62df\u5feb\u901f\u5e76\u53d1\u8bf7\u6c42\nfor i in range(15):\n    get_market_data(\"BTCUSDT\")\n</code></pre>\n<h4><strong>5. \u5206\u5e03\u5f0f\u4e0b\u7684\u6289\u62e9</strong></h4>\n<p>\u5982\u679c\u662f\u5355\u673a\u7b56\u7565\uff0c\u4e0a\u9762\u7684\u903b\u8f91\u8db3\u591f\u3002\u5982\u679c\u662f\u591a\u673a\u96c6\u7fa4\uff0c\u5efa\u8bae\u76f4\u63a5\u4e0a <strong>Redis + Lua \u811a\u672c</strong>\u3002\u5343\u4e07\u4e0d\u8981\u5728\u5206\u5e03\u5f0f\u73af\u5883\u4e0b\u5c1d\u8bd5\u7528\u5404\u8282\u70b9\u540c\u6b65\u53d8\u91cf\u7684\u65b9\u5f0f\u505a\u9650\u6d41\uff0c\u4e00\u81f4\u6027\u5e26\u6765\u7684\u5ef6\u8fdf\u6296\u52a8\u4f1a\u5f88\u6298\u78e8\u3002</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/frantic", 
        "name": "frantic", 
        "avatar": "https://cdn.v2ex.com/avatar/af3d/c7ac/212115_large.png?m=1780539076"
      }, 
      "url": "https://www.v2ex.com/t/1217797", 
      "title": "\u5f3a\u5927\u7684 Qwen3.7-Max \u5728 Qoder CLI CN \u4e2d\u53ef\u4ee5\u514d\u8d39\u7528\u4e00\u4e2a\u6708", 
      "id": "https://www.v2ex.com/t/1217797", 
      "date_published": "2026-06-04T02:11:46+00:00", 
      "content_html": "<p>\u5982\u679c\u4f60\u4e4b\u524d\u6ca1\u6709\u7528\u8fc7 Qoder, \u5c31\u53ef\u4ee5\u5148\u4e0b\u8f7d Qoder Work CN \u7248\u672c\uff0c\u7136\u540e\u6ce8\u518c\u5c31\u4f1a\u9001\u4f60\u4e00\u4e2a\u6708 Pro \u7684\u4f1a\u5458\u3002</p>\n<p>\u8fd9\u4e2a\u4f1a\u5458\u53ef\u4ee5\u5728 Qoder CLI CN \u4e2d\u7528\u3002\u6a21\u578b\u91cc\u9762\u53ef\u9009\u7684\u6709 Qwen3.7 \u7cfb\u5217\\Qwen3.6-Flash\\DeepSeek-V4 \u7cfb\u5217\\GLM-5.1\\Kimi-K2.6</p>\n<p>\u867d\u7136\u6211\u7528\u4e0b\u6765\u611f\u89c9\u4e0d\u5982 GLM5.1</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/GoodRui", 
        "name": "GoodRui", 
        "avatar": "https://cdn.v2ex.com/avatar/027b/15d1/284878_large.png?m=1780537851"
      }, 
      "url": "https://www.v2ex.com/t/1217794", 
      "date_modified": "2026-06-04T03:21:43+00:00", 
      "content_html": "<p>\u5efa\u8bae\u4e2a\u4eba\u6bd4\u8f83\u61d2\u7684\u539f\u56e0\uff0c\u81ea\u4ece ai \u76db\u884c\u4ee5\u6765\uff0c\u4e00\u76f4\u8fd8\u4f7f\u7528\u7740\u4f20\u7edf\u7684\u624b\u6413 ai \u7684\u5de5\u4f5c\u6a21\u5f0f\uff0c\u5373\u7f51\u9875\u95ee\u7b54\u3002\u5bf9\u4e8e\u5404\u79cd vibe \u65b9\u5f0f\u8fd8\u662f\u53ea\u5728\u4e00\u8fb9\u9759\u9759\u770b\u5927\u5bb6\u8ba8\u8bba\u7684\u70ed\u706b\u671d\u5929\uff0c\u4e5f\u77e5\u9053\u73b0\u5728\u5404\u7c7b ai \u5de5\u5177\u80fd\u529b\u57fa\u672c\u8981\u4e0a\u5929\u4e86\u3002</p>\n<p>\u6628\u5929\u7ec8\u4e8e\u5728 mac \u4e0a\u5b89\u88c5\u4e86 codex \u548c claude \uff0c\u7b80\u5355\u7528\u4e86\u4e0b\u53d1\u73b0\u4e2a\u5f88\u5927\u7684\u95ee\u9898\u3002\u5bf9\u4e8e\u8fdc\u7a0b\u5f00\u53d1\u8fd9\u79cd\u5f88\u5e38\u89c1\u7684\u6a21\u5f0f\uff0c\u73b0\u5728\u90fd codex \u3001cluade \u8fd9\u7c7b\u5de5\u5177\uff0c\u90fd\u65e0\u6cd5\u539f\u751f\u652f\u6301\u4f7f\u7528\u672c\u5730 ai \u80fd\u529b\u3002\u5c31\u662f\u672c\u5730\u6709\u5b8c\u6574\u7684 ai \u73af\u5883\uff0c\u8fdc\u7aef\u670d\u52a1\u5668<strong>\u7edd\u65e0\u53ef\u80fd\u5b89\u88c5\u76f8\u5173\u7684 ai \u73af\u5883\u548c\u5de5\u5177</strong>\u7684\u60c5\u51b5\u4e0b\uff0c\u5982\u4f55\u901a\u8fc7 ssh \u4f7f\u7528\u672c\u5730\u7684 ai \u80fd\u529b\u3002</p>\n<p>\u6211\u7684\u73b0\u5728\u4e3b\u8981\u7684\u5de5\u4f5c\u662f\u5728\u4f17\u591a Linux \u670d\u52a1\u5668\u8fdb\u884c\u4e1a\u52a1\u90e8\u7f72\u6d4b\u8bd5\uff0c\u73af\u5883\u517c\u5bb9\u6027\u6392\u67e5\uff0c\u4e2d\u95f4\u4ef6\u5347\u7ea7\u6d4b\u8bd5\u4e4b\u7c7b\u7684\u8fd0\u7ef4\u6d4b\u8bd5\u5de5\u4f5c\u300299%\u7684\u60c5\u51b5\u662f\u4f7f\u7528 mba ssh \u5230\u670d\u52a1\u5668\u4e0a\u8fdb\u884c\u3002\u5927\u90e8\u5206\u662f\u7528 windterm \u8fd9\u7c7b ssh \u7ba1\u7406\u5de5\u5177\uff0c\u6216\u8005 vs code \u7684 remote-ssh \u65b9\u5f0f\u5728\u8fdc\u7a0b\u670d\u52a1\u5668\u4e0a\u5f00\u53d1\u3002</p>\n<p>\u7c7b\u4f3c\u95ee\u9898\uff0c\u641c\u4e86\u4e0b\u6709\u51e0\u4e2a\u76f8\u5173\u7684\u8ba8\u8bba\u5e16\u5b50\uff0c\u6bd4\u5982 <a href=\"https://global.v2ex.com/t/1190303\" rel=\"nofollow\">https://global.v2ex.com/t/1190303</a> \uff0c\u4f46\u662f\u5230\u73b0\u5728\u53c8\u51e0\u4e2a\u6708\u8fc7\u53bb\u4e86\uff0c\u5bf9\u4e8e\u8fd9\u79cd\u60c5\u51b5\u8fd8\u662f\u6ca1\u6709\u4efb\u4f55\u6280\u672f\u6027\u7684\u7a81\u7834\u3002</p>\n<p>\u5728\u6211\u7684\u8ba4\u77e5\u4e2d\uff0c\u8fd9\u4e2a\u5e94\u8be5\u662f\u5f88\u597d\u5b9e\u73b0\u7684\u529f\u80fd\u5427\uff1f\u6bd4\u5982 ai \u5de5\u5177\u53ef\u4ee5\u8bfb\u53d6\u8fdc\u7aef\u670d\u52a1\u5668\u7684\u8f93\u51fa\u3001\u6587\u4ef6\uff0c\u5e76\u6267\u884c\u76f8\u5173\u547d\u4ee4\u3002\u4f46\u4ee4\u6211\u60ca\u8bb6\u7684\u662f\u8fd9\u79cd\u5f88\u57fa\u7840\u7684\u529f\u80fd\u5230\u76ee\u524d\u4e3a\u6b62\u7adf\u7136\u90fd\u662f\u7f3a\u5931\u7684\uff1f\u8fd8\u9700\u8981\u5404\u79cd\u7c7b\u4f3c\u7528 sshfs \u5c06\u8fdc\u7a0b\u670d\u52a1\u5668\u6587\u4ef6\u6302\u8f7d\u5230\u672c\u5730\u3001\u672c\u5730\u642d\u5efa mcp \u670d\u52a1\u3001\u751a\u81f3\u544a\u8bc9 ai ssh \u8fdc\u7a0b\u670d\u52a1\u5668\u7684\u547d\u4ee4\u7b49\u5f88\u522b\u626d\u7684\u65b9\u5f0f\u5b9e\u73b0\u3002\u800c\u8fd9\u4e9b\u65b9\u5f0f\u4e5f\u90fd\u5404\u6709\u5f0a\u7aef\uff0c\u548c\u672c\u5730\u539f\u751f\u4f7f\u7528 ai \u5de5\u5177\u5f00\u53d1\u5b8c\u5168\u4e0d\u53ef\u540c\u65e5\u800c\u8bed\u3002\u6bd4\u5982\u5c06\u8fdc\u7a0b\u6587\u4ef6\u6302\u5728\u5230\u672c\u5730\u8fd9\u4e00\u7c7b\u65b9\u6848\uff0c\u672c\u8d28\u662f\u672c\u5730 ai 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