{
  "version": "https://jsonfeed.org/version/1", 
  "title": "\u2615Vibe Coding\ud83e\udd16", 
  "description": "Vibe Coding \uff08\u6c1b\u56f4\u7f16\u7a0b\uff09\u662f\u4e00\u79cd\u65b0\u5174\u7684\u8f6f\u4ef6\u5f00\u53d1\u5b9e\u8df5\uff0c\u5b83\u4f7f\u7528 AI \u6839\u636e\u81ea\u7136\u8bed\u8a00\u63d0\u793a\u751f\u6210\u4ee3\u7801\uff0c\u52a0\u5feb\u5f00\u53d1\u901f\u5ea6\uff0c\u5bf9\u4e8e\u7f16\u7a0b\u7ecf\u9a8c\u6709\u9650\u7684\u7528\u6237\u5c24\u5176\u5982\u6b64\u3002\r\n\r\n\u5728\u8fd9\u91cc\u53ef\u4ee5\u5206\u4eab\u6240\u6709\u6709\u5173 Vibe Coding \u7684\u5185\u5bb9\uff0c\u5305\u62ec\u7ecf\u9a8c\u3001\u8f6f\u4ef6\u3001\u5de5\u5177\u3001\u63d0\u793a\u8bcd\u3001Agent \u3001Skill \u7b49\u3002", 
  "home_page_url": "https://www.v2ex.com/go/vibecoding", 
  "feed_url": "https://www.v2ex.com/feed/vibecoding.json", 
  "icon": "https://cdn.v2ex.com/navatar/884d/7996/1160_large.png?m=1771515639", 
  "favicon": "https://cdn.v2ex.com/navatar/884d/7996/1160_normal.png?m=1771515639", 
  "items": [
    {
      "author": {
        "url": "https://www.v2ex.com/member/boringwheat", 
        "name": "boringwheat", 
        "avatar": "https://cdn.v2ex.com/gravatar/c8213941ffda8cf123ae77470937f3d6?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1226437", 
      "title": "\u76ee\u524d\u54ea\u5bb6 AI \u8bbe\u8ba1\u7684\u5ba1\u7f8e\u6bd4\u8f83\u5728\u7ebf\uff1f", 
      "id": "https://www.v2ex.com/t/1226437", 
      "date_published": "2026-07-10T09:13:49+00:00", 
      "content_html": "1 \u76f8\u540c\u4e14\u6a21\u7cca\u7684\u9700\u6c42\uff08\u4ec5\u7ed9\u51fa\u4e3b\u9898\uff0c\u98ce\u683c\uff09<br />2 \u76ee\u524d\u5b9e\u8df5\u4e0b\u6765\u54ea\u5bb6\u5ba1\u7f8e\u6bd4\u8f83\u5728\u7ebf\uff1f<br />mimo \u7adf\u7136\u662f\u6700\u7b26\u5408\u6211\u7684\u5ba1\u7f8e\u7684\uff0c\u5176\u4ed6\u5bb6\u4e00\u5806\u2615\ufe0f \ud83c\udfe0 \ud83e\udd16 \u2699 ... \u8fd9\u79cd\u56fe\u6807\u4f5c\u4e3a\u83dc\u5355 icon, \u88ab\u4e11\u54ed\u4e86\uff01\uff01<br />\u8fd9\u4e2a\u8282\u70b9\"vibe coding\"\u7684\u6807\u9898\u4e5f\u597d\u4e11"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/bigbigegg123", 
        "name": "bigbigegg123", 
        "avatar": "https://cdn.v2ex.com/avatar/6936/5235/495264_large.png?m=1783666290"
      }, 
      "url": "https://www.v2ex.com/t/1226389", 
      "date_modified": "2026-07-10T07:55:04+00:00", 
      "content_html": "<h1>\u6700\u8fd1\u6a21\u578b\u66f4\u65b0\u4f53\u9a8c\u5206\u4eab\uff1aGrok 4.5 \u3001Claude Fable \u3001GPT-5.6 \u521d\u4f53\u9a8c</h1>\n<p>\u8fd9\u51e0\u5929\u66f4\u65b0\u7684\u6a21\u578b\u6bd4\u8f83\u591a\uff0c\u6211\u6765\u5206\u4eab\u4e00\u4e0b\u81ea\u5df1\u5b9e\u9645\u4f7f\u7528\u540e\u7684\u4f53\u9a8c\uff0c\u4e5f\u6b22\u8fce\u5927\u5bb6\u4e00\u8d77\u8ba8\u8bba\u5173\u4e8e Ai WorkFlow \u7684\u8bbe\u8ba1\u5f00\u53d1</p>\n<h2>\u4f7f\u7528\u80cc\u666f</h2>\n<p>\u6211\u7684\u4e3b\u8981\u4f7f\u7528\u573a\u666f\uff1a</p>\n<ul>\n<li>\u7a0b\u5e8f\u5f00\u53d1\u7f51\u7ad9\u8bbe\u8ba1</li>\n<li>\u4e00\u70b9\u70b9\u5b89\u5168\u76f8\u5173\u5de5\u4f5c</li>\n<li>OPC </li>\n</ul>\n<p>\u4ee5\u4e0b\u5185\u5bb9\u5168\u90e8\u57fa\u4e8e\u4e2a\u4eba\u5b9e\u9645\u5de5\u4f5c\u6d41\u4f53\u9a8c\uff0c\u4e0d\u662f\u8dd1\u5206\u6d4b\u8bd5\u3002</p>\n<hr/>\n<h1>\u603b\u7ed3</h1>\n<p>\u5148\u8bf4\u7ed3\u8bba\uff1a</p>\n<ul>\n<li><strong>Grok 4.5 \u8fd9\u6b21\u5347\u7ea7\u975e\u5e38\u60ca\u8273\uff0c\u63d0\u5347\u975e\u5e38\u660e\u663e\u3002\u5bf9\u6807\u6ee1\u8840 Opus 4.6</strong></li>\n<li><strong>Claude Fable 5 High \u6682\u65f6\u6ca1\u6709\u8ba9\u6211\u611f\u89c9\u5230\u4e0e\u6ee1\u8840 Opus 4.6 \u7684\u4ee3\u9645\u63d0\u5347\u3002</strong></li>\n<li><strong>GPT-5.6 Sol \u76ee\u524d\u6ca1\u6709\u4f53\u9a8c\u5230\u7279\u522b\u660e\u663e\u7684\u4ee3\u9645\u63d0\u5347\u3002</strong></li>\n</ul>\n<p>\u8fd9\u6b21\u4f53\u9a8c\u4e4b\u540e\uff0c\u6211\u81ea\u5df1\u7684\u5de5\u4f5c\u6d41\u4e5f\u53d1\u751f\u4e86\u4e00\u4e9b\u53d8\u5316\u3002</p>\n<p>\u4e4b\u524d\uff1a</p>\n<ul>\n<li>Codex\uff1a\u4e3b\u8981\u8d1f\u8d23\u5f00\u53d1</li>\n<li>Claude\uff1a\u8f85\u52a9</li>\n</ul>\n<p>\u73b0\u5728\uff1a</p>\n<ul>\n<li>Grok \u4e0e Claude \u8ba8\u8bba\u5171\u540c\u8bbe\u8ba1\u65b9\u6848</li>\n<li>Codex\uff1a\u8d1f\u8d23\u4ee3\u7801\u5f00\u53d1</li>\n</ul>\n<hr/>\n<h1>1. Claude \u65d7\u8230\u6a21\u578b</h1>\n<h2>\u6a21\u578b</h2>\n<p>Fable 5 High</p>\n<h2>\u6e20\u9053</h2>\n<ul>\n<li>Max 20</li>\n<li>\u4e2d\u8f6c\u7ad9</li>\n</ul>\n<h2>\u4f7f\u7528\u4f53\u9a8c</h2>\n<p>\u4ef7\u683c\u5927\u6982\u662f Opus \u7684 2 \uff5e 3 \u500d\u3002</p>\n<p>\u4f46\u662f\u5b9e\u9645\u4f7f\u7528\u4e0b\u6765\uff0c\u6211\u6ca1\u6709\u611f\u89c9\u5230\u5b83\u76f8\u6bd4\u6ee1\u8840\u7248\u672c\u7684 Opus 4.6 \u6709\u975e\u5e38\u660e\u663e\u7684\u63d0\u5347\u3002</p>\n<p>\u5b83\u786e\u5b9e\u4f1a\u806a\u660e\u4e00\u4e9b\uff0c\u63a8\u7406\u80fd\u529b\u4e5f\u6709\u6240\u589e\u5f3a\u3002</p>\n<p>\u4f46\u662f\u6700\u8fd1\u8fd9\u6bb5\u65f6\u95f4\uff0cOpus \u672c\u8eab\u7684\u5b9e\u9645\u8868\u73b0\u4e0b\u964d\u6bd4\u8f83\u660e\u663e\uff0c\u6240\u4ee5 Fable \u5e26\u6765\u7684\u63d0\u5347\uff0c\u6709\u4e00\u90e8\u5206\u53ef\u80fd\u6765\u81ea\u5bf9\u6bd4\u57fa\u51c6\u4e0b\u964d\u3002</p>\n<p>\u5982\u679c\u548c\u51e0\u4e2a\u6708\u4e4b\u524d\u72b6\u6001\u6700\u597d\u7684\u6ee1\u8840 Opus 4.6 \u6bd4\u8f83\uff0c\u6211\u6ca1\u6709\u611f\u89c9\u5230\u7279\u522b\u660e\u663e\u7684\u4ee3\u9645\u5dee\u8ddd\u3002</p>\n<hr/>\n<h2>\u6700\u5927\u7684\u95ee\u9898\uff1a\u5b89\u5168\u9650\u5236\u5f71\u54cd\u5de5\u4f5c\u6d41</h2>\n<p>\u76ee\u524d\u6700\u5927\u7684\u95ee\u9898\uff0c\u662f Cyber \u76f8\u5173\u9650\u5236\u51fa\u73b0\u9891\u7387\u975e\u5e38\u9ad8\u3002</p>\n<p>\u4f8b\u5982\uff1a</p>\n<ul>\n<li>\u5206\u6790\u81ea\u5df1\u7684 Server \u65e5\u5fd7</li>\n<li>\u67e5\u627e\u7cfb\u7edf\u5d29\u6e83\u539f\u56e0</li>\n<li>\u4f18\u5316\u670d\u52a1\u5668\u6027\u80fd</li>\n</ul>\n<p>\u8fd9\u4e9b\u6b63\u5e38\u8fd0\u7ef4\u573a\u666f\uff0c\u4e5f\u53ef\u80fd\u89e6\u53d1\u5b89\u5168\u963b\u65ad\u3002</p>\n<p>\u6a21\u578b\u4f1a\u5224\u65ad\u8fd9\u4e9b\u884c\u4e3a\u53ef\u80fd\u6d89\u53ca\u7f51\u7edc\u653b\u51fb\uff0c\u7136\u540e\u505c\u6b62\u7ee7\u7eed\u6267\u884c\u3002</p>\n<p>\u8fd9\u5bf9\u4e8e\u5b9e\u9645\u5f00\u53d1\u548c\u8fd0\u7ef4\u573a\u666f\u5f71\u54cd\u6bd4\u8f83\u5927\u3002</p>\n<p>\u4e2a\u4eba\u611f\u89c9 Claude \u76ee\u524d\u5728\u5b89\u5168\u7b56\u7565\u65b9\u9762\u6536\u5f97\u6bd4\u8f83\u7d27\uff0c\u5bfc\u81f4\u4e00\u4e9b\u6b63\u5e38\u7528\u6237\u573a\u666f\u4f53\u9a8c\u4e0b\u964d\u3002</p>\n<hr/>\n<h1>2. Grok 4.5</h1>\n<h2>\u6a21\u578b</h2>\n<p>Grok 4.5 (High)</p>\n<h2>\u6e20\u9053</h2>\n<p>Super Grok \u5957\u9910</p>\n<hr/>\n<h2>\u4f7f\u7528\u4f53\u9a8c</h2>\n<p>\u8fd9\u4e2a\u6a21\u578b\u771f\u7684\u8ba9\u6211\u611f\u89c9\u975e\u5e38\u60ca\u8273\u3002</p>\n<p>\u6574\u4f53\u4f53\u9a8c\u975e\u5e38\u63a5\u8fd1\u9ad8\u9636\u6a21\u578b\u7684\u6ee1\u8840\u72b6\u6001\u3002</p>\n<p>\u5b83\u7ed9\u6211\u7684\u611f\u89c9\uff1a</p>\n<ul>\n<li>\u63a8\u7406\u80fd\u529b\u63d0\u5347\u660e\u663e</li>\n<li>\u4efb\u52a1\u63a8\u8fdb\u80fd\u529b\u5f3a</li>\n<li>\u9650\u5236\u76f8\u5bf9\u5c11</li>\n<li>\u66f4\u504f\u5411\u89e3\u51b3\u95ee\u9898\uff0c\u800c\u4e0d\u662f\u63d0\u524d\u7ec8\u6b62\u4efb\u52a1</li>\n</ul>\n<p>\u5728\u590d\u6742\u4efb\u52a1\u89c4\u5212\u65b9\u9762\u8868\u73b0\u5f88\u597d\u3002</p>\n<p>\u4f8b\u5982\uff1a</p>\n<p>\u6211\u6d4b\u8bd5\u8ba9\u5b83\u5206\u6790 TikTok APP \u7684\u9006\u5411\u65b9\u5411\uff0c\u5305\u62ec\u767b\u5f55\u534f\u8bae\u76f8\u5173\u5185\u5bb9\u3002</p>\n<p>\u5b83\u7ed9\u51fa\u7684\uff1a</p>\n<ul>\n<li>\u5206\u6790\u601d\u8def</li>\n<li>\u6280\u672f\u8def\u7ebf</li>\n<li>\u521d\u6b65\u6267\u884c\u8ba1\u5212</li>\n</ul>\n<p>\u6574\u4f53\u65b9\u5411\u5224\u65ad\u975e\u5e38\u51c6\u786e\u3002</p>\n<hr/>\n<h2>Grok \u6700\u5927\u4f18\u52bf\uff1a\u751f\u4ea7\u529b\u5bfc\u5411</h2>\n<p>\u76f8\u6bd4\u90e8\u5206\u6a21\u578b\uff0cGrok \u7ed9\u6211\u7684\u611f\u89c9\u66f4\u52a0\u504f\u5411\uff1a</p>\n<blockquote>\n<p>\u5148\u5e2e\u52a9\u7528\u6237\u628a\u4e8b\u60c5\u63a8\u8fdb\u8d77\u6765\u3002</p>\n</blockquote>\n<p>\u800c\u4e0d\u662f\uff1a</p>\n<blockquote>\n<p>\u5148\u5224\u65ad\u8fd9\u4e2a\u4e8b\u60c5\u662f\u5426\u5b58\u5728\u98ce\u9669\uff0c\u7136\u540e\u505c\u6b62\u6267\u884c\u3002</p>\n</blockquote>\n<p>\u5bf9\u4e8e\u5f00\u53d1\u3001\u7814\u7a76\u3001\u6392\u67e5\u95ee\u9898\uff0c\u8fd9\u79cd\u5dee\u5f02\u975e\u5e38\u91cd\u8981\u3002</p>\n<hr/>\n<h1>3. GPT-5.6 Sol</h1>\n<h2>\u6a21\u578b</h2>\n<p>GPT-5.6 Sol Medium</p>\n<h2>\u6e20\u9053</h2>\n<p>Pro 20 \u5957\u9910</p>\n<hr/>\n<h2>\u4f7f\u7528\u4f53\u9a8c</h2>\n<p>\u4e4b\u524d GPT-5.5 \u7ed9\u6211\u7684\u4f53\u9a8c\u5176\u5b9e\u5f88\u597d\u3002\u4f46\u662f\u6700\u8fd1\u4e00\u6bb5\u65f6\u95f4\uff0c5.5 \u7684\u5b9e\u9645\u8868\u73b0\u4e0b\u964d\u6bd4\u8f83\u660e\u663e\uff0c\u4e00\u4e9b\u4efb\u52a1\u4e2d\u53ef\u4ee5\u660e\u663e\u611f\u89c9\u5230\u80fd\u529b\u4e0b\u964d\u3002\uff08\u7531\u4e8e GPT-5.6 \u51cc\u6668\u624d\u7528\u4e0a\u3002\u53ea\u662f\u521d\u6b65\u4f53\u9a8c\uff0c\u8fd8\u6ca1\u6709\u8fdb\u884c\u5927\u91cf\u6df1\u5165\u6d4b\u8bd5\u3002\uff09</p>\n<p>\u548c\u4e4b\u524d\u72b6\u6001\u6bd4\u8f83\u597d\u7684 GPT-5.5 \u76f8\u6bd4\uff1a</p>\n<p>\u76ee\u524d\u6ca1\u6709\u611f\u53d7\u5230\u7279\u522b\u660e\u663e\u7684\u63d0\u5347\u3002</p>\n<p>\u4e0d\u8fc7\u6709\u4e00\u70b9\u6bd4\u8f83\u660e\u663e\uff1a</p>\n<p>GPT-5.6 \u73b0\u5728\u4e5f\u51fa\u73b0\u4e86\u66f4\u591a Cyber \u76f8\u5173\u9650\u5236\u3002</p>\n<p>\u5728\u4e00\u4e9b\u6b63\u5e38\u5f00\u53d1\u3001\u5b89\u5168\u7814\u7a76\u3001\u7cfb\u7edf\u5206\u6790\u573a\u666f\u4e2d\uff0c\u4f1a\u5f71\u54cd\u8fde\u7eed\u5de5\u4f5c\u6d41\u3002</p>\n<hr/>\n<h1>\u7efc\u5408\u8bc4\u4ef7</h1>\n<p>\u8fd9\u6b21\u6a21\u578b\u66f4\u65b0\u91cc\u9762\uff0c\u6211\u4e2a\u4eba\u611f\u89c9\uff1a</p>\n<h2>Grok 4.5</h2>\n<p>\u76ee\u524d\u63d0\u5347\u6700\u660e\u663e\u3002</p>\n<p>\u5df2\u7ecf\u6b63\u5f0f\u52a0\u5165\u6211\u7684\u5de5\u4f5c\u6d41\uff1a</p>\n<hr/>\n<h1>\u53e6\u5916\u63a8\u8350\u4e00\u4e2a Grok \u4f7f\u7528\u65b9\u5f0f</h1>\n<p>Grok \u505a\u641c\u7d22\u548c\u4fe1\u606f\u6574\u7406\uff0c\u975e\u5e38\u5f3a\u3002</p>\n<p>\u5c24\u5176\u662f\u7ed3\u5408 MCP\uff1a</p>\n<p>Grok MCP\uff1a</p>\n<ul>\n<li>\u641c\u7d22\u4fe1\u606f</li>\n<li>\u6536\u96c6\u8d44\u6599</li>\n<li>\u6574\u7406 X \u5e73\u53f0\u7528\u6237\u8ba8\u8bba</li>\n<li>\u8f93\u51fa\u5206\u6790\u7ed3\u679c</li>\n</ul>\n<p>\u5b9e\u9645\u4f53\u9a8c\u4e0b\u6765\uff1a</p>\n<p>\u5b83\u6536\u96c6 X \uff08 Twitter \uff09\u4e0a\u7684\u771f\u5b9e\u7528\u6237\u53cd\u9988\u3001\u8ba8\u8bba\u8d8b\u52bf\uff0c\u975e\u5e38\u597d\u7528\u3002</p>\n<p>\u76f8\u6bd4\u4f20\u7edf Web Search \u597d\u5f88\u591a</p>\n<hr/>\n<p>\u4ee5\u4e0a\u53ea\u662f\u4e2a\u4eba\u5b9e\u9645\u4f7f\u7528\u4f53\u9a8c\uff0c\u4e0d\u4ee3\u8868\u8dd1\u5206\u6210\u7ee9\u3002</p>\n<p>\u6b22\u8fce\u5927\u5bb6\u5206\u4eab\u81ea\u5df1\u7684\u6d4b\u8bd5\u7ed3\u679c\u3002</p>\n", 
      "date_published": "2026-07-10T06:53:14+00:00", 
      "title": "# \u6700\u8fd1\u6a21\u578b\u66f4\u65b0\u4f53\u9a8c\u5206\u4eab\uff1a Grok 4.5\u3001Claude Fable\u3001GPT-5.6 \u521d\u4f53\u9a8c", 
      "id": "https://www.v2ex.com/t/1226389"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/hsuyeung", 
        "name": "hsuyeung", 
        "avatar": "https://cdn.v2ex.com/avatar/559f/0376/570441_large.png?m=1665222530"
      }, 
      "url": "https://www.v2ex.com/t/1225676", 
      "title": "\u56fd\u4ea7 codingplan \u6c42\u63a8\u8350", 
      "id": "https://www.v2ex.com/t/1225676", 
      "date_published": "2026-07-07T12:43:48+00:00", 
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      "url": "https://www.v2ex.com/t/1224558", 
      "date_modified": "2026-07-03T09:31:29+00:00", 
      "content_html": "<p>\u4eca\u5e74\u5e74\u521d\uff0cAgent \u7684\u7206\u53d1\u8ba9\u516c\u53f8\u7ba1\u7406\u5c42\u770b\u5230\u4e86\u201c\u667a\u80fd\u4f53\u66ff\u4ee3\u90e8\u5206\u5ba2\u670d\u5c97\u4f4d\u201d\u7684\u53ef\u80fd\u6027\uff0c\u4e8e\u662f\u5f88\u5feb\u7ed9\u6211\u4eec\u4e0b\u8fbe\u4e86\u5ba2\u670d Agent \u7684\u5efa\u8bbe\u76ee\u6807\uff0c\u8986\u76d6 App \u5728\u7ebf\u5ba2\u670d\u548c\u7535\u8bdd\u7ebf\u8def\u5ba2\u670d\u4e24\u5927\u573a\u666f\u3002</p>\n<p>\u95ee\u9898\u5728\u4e8e\uff0c\u6211\u4eec\u56e2\u961f\u5e76\u6ca1\u6709\u4e13\u95e8\u7684 AI Agent \u5de5\u7a0b\u5e08\uff0c\u6210\u5458\u57fa\u672c\u90fd\u662f Java \u548c\u524d\u7aef\u5f00\u53d1\u3002\u9762\u5bf9\u5168\u65b0\u7684\u6280\u672f\u6808\uff0c\u5927\u5bb6\u53ea\u80fd\u4e00\u8fb9\u5b66\u4e60\uff0c\u4e00\u8fb9\u501f\u52a9 Codex \u7b49 AI \u7f16\u7a0b\u5de5\u5177\u5b8c\u6210\u7cfb\u7edf\u8bbe\u8ba1\u3001\u67b6\u6784\u642d\u5efa\u548c\u4e1a\u52a1\u5f00\u53d1\u3002</p>\n<p>\u7ecf\u8fc7\u51e0\u4e2a\u6708\u7684\u8d76\u5de5\uff0c\u7b2c\u4e00\u7248\u7ec8\u4e8e\u4e0a\u7ebf\u4e86\u3002</p>\n<p>\u7136\u800c\uff0c\u771f\u6b63\u7684\u95ee\u9898\u4e5f\u4ece\u8fd9\u4e00\u523b\u5f00\u59cb\u66b4\u9732\u3002</p>\n<p>\u4e0a\u7ebf\u540e\u7684\u5b9e\u9645\u6548\u679c\u8fdc\u4f4e\u4e8e\u9884\u671f\u3002\u7cfb\u7edf\u9891\u7e41\u51fa\u73b0\u5404\u79cd\u5f02\u5e38\uff0c\u4f46\u56e2\u961f\u5374\u5f88\u96be\u5b9a\u4f4d\u771f\u6b63\u7684\u539f\u56e0\u3002\u5927\u91cf\u6838\u5fc3\u4ee3\u7801\u90fd\u662f AI \u81ea\u52a8\u751f\u6210\u7684\uff0c\u4ee3\u7801\u7ed3\u6784\u590d\u6742\u3001\u62bd\u8c61\u5c42\u7ea7\u6df7\u4e71\uff0c\u5f88\u591a\u903b\u8f91\u8fde\u5f00\u53d1\u4eba\u5458\u81ea\u5df1\u90fd\u96be\u4ee5\u7406\u89e3\uff0c\u66f4\u4e0d\u7528\u8bf4\u8fdb\u884c\u7ef4\u62a4\u548c\u6392\u67e5\u3002</p>\n<p>\u4e8e\u662f\u5f62\u6210\u4e86\u4e00\u4e2a\u6076\u6027\u5faa\u73af\uff1a\u4ee3\u7801\u770b\u4e0d\u61c2\uff0c\u53ea\u80fd\u7ee7\u7eed\u8ba9 AI \u5e2e\u5fd9\u4fee\u6539\uff1b AI \u4fee\u590d\u4e86\u4e00\u4e2a Bug \uff0c\u5374\u5f80\u5f80\u53c8\u5f15\u5165\u65b0\u7684\u95ee\u9898\u3002\u4eca\u5929\u4fee\u597d\u4e86 A \uff0c\u660e\u5929 B \u53c8\u574f\u4e86\uff0c\u6574\u4e2a\u7cfb\u7edf\u9010\u6e10\u8fdb\u5165\u4e00\u79cd\u201c\u8d8a\u4fee\u8d8a\u4e71\u201d\u7684\u72b6\u6001\u3002</p>\n<p>\u968f\u7740\u4e1a\u52a1\u91cf\u589e\u52a0\uff0c\u95ee\u9898\u5f00\u59cb\u96c6\u4e2d\u7206\u53d1\u3002</p>\n<p>\u7535\u8bdd\u7ebf\u8def\u4e00\u65e6\u5e76\u53d1\u7a0d\u9ad8\uff0c\u7cfb\u7edf\u5c31\u4f1a\u51fa\u73b0\u6027\u80fd\u74f6\u9888\u751a\u81f3\u76f4\u63a5\u5d29\u6e83\uff1b\u5728\u7ebf\u5ba2\u670d\u548c\u8bed\u97f3\u5ba2\u670d\u5728\u5bf9\u8bdd\u8fc7\u7a0b\u4e2d\u7ecf\u5e38\u51fa\u73b0\u957f\u65f6\u95f4\u6c89\u9ed8\u3001\u54cd\u5e94\u8d85\u65f6\u3001\u4e0a\u4e0b\u6587\u4e22\u5931\u7b49\u95ee\u9898\uff0c\u5bfc\u81f4\u7528\u6237\u65e0\u6cd5\u83b7\u5f97\u6b63\u5e38\u670d\u52a1\u3002</p>\n<p>\u6700\u7ec8\u7684\u7ed3\u679c\u5e76\u4e0d\u662f\u63d0\u5347\u5ba2\u670d\u6548\u7387\uff0c\u800c\u662f\u8ba9\u539f\u672c\u7a33\u5b9a\u8fd0\u884c\u7684\u4eba\u5de5\u5ba2\u670d\u4f53\u7cfb\u4e5f\u53d7\u5230\u5f71\u54cd\u3002\u5ba2\u670d\u4eba\u5458\u4e0d\u5f97\u4e0d\u9891\u7e41\u63a5\u7ba1\u5f02\u5e38\u4f1a\u8bdd\u3001\u5904\u7406\u7cfb\u7edf\u6545\u969c\u3001\u5b89\u629a\u7528\u6237\u6295\u8bc9\uff0c\u6574\u4f53\u5de5\u4f5c\u6548\u7387\u53cd\u800c\u6bd4\u4e0a\u7ebf Agent \u4e4b\u524d\u66f4\u4f4e </p>\n<p>\u95ee\u95ee\u5404\u4f4d\u5927\u795e \u8fd9\u79cd\u60c5\u51b5\u600e\u4e48\u7834\u5c40 \uff1f</p>\n", 
      "date_published": "2026-07-02T09:13:29+00:00", 
      "title": "\u516c\u53f8 vibe coding \u7684\u9879\u76ee\uff0c\u56e2\u961f\u5df2\u7ecf\u65e0\u6cd5\u638c\u63a7\u4e86", 
      "id": "https://www.v2ex.com/t/1224558"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/slackerman", 
        "name": "slackerman", 
        "avatar": "https://cdn.v2ex.com/gravatar/910e109caa4c990087ba8f164651f5d6?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1224188", 
      "title": "Cursor usage \u5206\u6790\u5de5\u5177", 
      "id": "https://www.v2ex.com/t/1224188", 
      "date_published": "2026-07-01T04:47:20+00:00", 
      "content_html": "<p>\u505a\u4e86\u4e00\u4e2a\u5c0f\u5de5\u5177\u5206\u4eab\u7ed9 Cursor \u7528\u6237\uff0c\u5bfc\u5165\u5b98\u65b9 Export CSV \u6587\u4ef6\uff0c\u53ef\u89c6\u5316\u5c55\u793a\u4e00\u4e9b\u5206\u6790\u6570\u636e</p>\n<p><a href=\"https://slackworker.github.io/cursor-usage-analyzer/\" rel=\"nofollow\">\u27a1\ufe0f\u27a1\ufe0f\u27a1\ufe0f\u70b9\u6211\u8fdb\u5165\u2b05\ufe0f\u2b05\ufe0f\u2b05\ufe0f</a></p>\n<p><img alt=\"74WD2x4GwONsiNsVfaiKzVgWoP03X41R.webp\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://cdn.nodeimage.com/i/74WD2x4GwONsiNsVfaiKzVgWoP03X41R.webp\"/></p>\n<p>\u56e0\u4e3a\u6211\u7684\u6570\u636e\u6709\u9650\uff0c\u6ca1\u6709\u529e\u6cd5\u8986\u76d6\u6240\u6709\u6a21\u578b\uff0c\n\u5982\u679c\u613f\u610f\u7684\u8bdd\uff0c\u53ef\u4ee5\u628a CSV \u6587\u4ef6\u53d1\u9001\u5230 bmF1Z2h0eWJveUBub2Rlc2Vlay5vcmc=\uff0c\u6211\u4f1a\u7528\u4e8e\u8865\u5168\u7f3a\u5931\u7684\u6a21\u578b\uff0c\u4ee5\u53ca\u4e30\u5bcc/\u6821\u51c6\u8ba1\u7b97\u65b9\u6848\uff1b\u5982\u679c\u80fd\u63d0\u4f9b\u5bf9\u5e94\u5b98\u65b9\u663e\u793a\u7684\u8ba1\u8d39\u91d1\u989d\uff0c\u4ee5\u53ca\u4e00\u4e2a\u8d26\u5355\u5468\u671f\u6570\u636e\u63d0\u4f9b plan \u548c usage \u6c60\u7684\u4f7f\u7528\u767e\u5206\u6bd4\uff0c\u90a3\u5c31\u66f4\u597d\u4e86</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/1874w", 
        "name": "1874w", 
        "avatar": "https://cdn.v2ex.com/avatar/9921/b66e/626951_large.png?m=1782749574"
      }, 
      "url": "https://www.v2ex.com/t/1223789", 
      "date_modified": "2026-06-30T01:24:13+00:00", 
      "content_html": "<p>\u6211\u7b97\u662f\u4ed6\u5bb6\u7684\u8001\u7528\u6237\u4e86 2026-03-02 \u5f00\u59cb\u8ba2\u9605\u7684 Lite \uff0c\u7136\u540e\u5f53\u6708\u4e0d\u591f\u7528\u72e0\u5fc3\u8ba2\u9605\u4e86 200 \u7c73\u7684 Pro \uff0c\u540e\u9762\u4e00\u76f4\u7eed\u8d39\u7684 Pro \u3002</p>\n<p>\u6211\u770b\u793e\u533a\u76f4\u5230 6 \u6708\u5e95\u90fd\u4e00\u76f4\u63d0\u5230\u7684\u4ed6\u5bb6\u6a21\u578b\u964d\u667a/\u91cf\u5316\u6a21\u578b/429 \u95ee\u9898/Token \u6d88\u8017\u662f\u4e2a\u8c1c\u7b49\u95ee\u9898\uff0c\u6211\u786e\u5b9e\u5f88\u5c11\u9047\u5230\uff0c\u6240\u4ee5\u5c31\u8bb2\u8bb2\u6211\u7684\u4f7f\u7528\u611f\u53d7\u3002</p>\n<h2>\u4e3a\u4ec0\u4e48\u4e70\u4ed6</h2>\n<p>\u6211\u4eca\u5e74\u7684\u4e3b\u529b\u7f16\u7a0b\u5957\u9910\u4e00\u76f4\u662f Codex \uff0c\u4ece\u4e00\u5f00\u59cb\u7684 \u4fbf\u5b9c\u53ef\u8585 team \u7248\u672c =&gt; \u4fbf\u5b9c\u53ef\u8585 \u7684 Plus \u5145\u503c =&gt; \u5b98\u65b9\u8ba2\u9605 GPT Plus =&gt; \u6700\u8fd1 GPT Pro 5x</p>\n<p>\u6211\u4e00\u5f00\u59cb\u4e70\u5b83\u662f\u5355\u72ec\u7ed9 OpenClaw \u7528\u7684\u3002\u60f3\u7740\u6298\u817e\u4e00\u4e0b\u73a9\u73a9\u3002\u4f46\u662f\u5f53\u6708\u53d1\u73b0\u6298\u817e\u5f97\u592a\u72e0\u4e86\uff0c\u5957\u9910\u4e0d\u591f\u7528\u4e86\uff0c\u6240\u4ee5\u5c31\u6362\u6210\u4e86 Pro \u3002\u4f46 \u6211\u7684 OpenClaw \u65b0\u9c9c\u52b2\u5f88\u5feb\u5c31\u8fc7\u53bb\u4e86\uff0c\u800c Pro \u5957\u9910\u8fd8\u5269\u5f88\u591a\u3002</p>\n<h2>\u5f00\u59cb\u5c1d\u8bd5\u52a0\u5165\u7f16\u7a0b\u5de5\u4f5c\u6d41</h2>\n<p>\u672c\u6765 4 \u6708\u90fd\u51c6\u5907\u9000\u8ba2\u4e86\uff0c\u800c\u4e14\u5b83\u7684 GLM \u4e00\u76f4\u4e0d\u4e0a\u65b0\uff0c\u5176\u4ed6\u5382\u5546\u7684\u5957\u9910\u90fd\u66f4\u65b0\u597d\u4e45\u4e86\u3002\u4e34\u8fd1\u5230\u671f\u7684\u65f6\u5019\uff0c\u5b83\u7ec8\u4e8e\u66f4\u65b0\u4e86 GIM 5.1 \uff0c\u6211\u5fc3\u8f6f\u53c8\u7eed\u8d39\u4e86\u3002</p>\n<p>\u5f53\u65f6\u6211\u778e\u6298\u817e\u7684\u4e1c\u897f\u8d8a\u6765\u8d8a\u591a\uff0cGPT Plus \u989d\u5ea6\u5f00\u59cb\u660e\u663e\u4e0d\u591f\u7528\u4e86\u3002\u800c\u6211\u7684 Coding Plan \u8fd8\u6709\u5927\u628a\u989d\u5ea6\u3002\u6211\u770b\u793e\u533a\u53cd\u9988 5.1 \u7684\u6a21\u578b\u80fd\u529b\u8fd8\u4e0d\u9519\uff0c\u6240\u4ee5\u5c31\u60f3\u7740\u600e\u4e48\u7ed3\u5408\u8d77\u6765\u3002</p>\n<p>\u6211\u5f53\u65f6\u9047\u5230\u7684\u7b2c\u4e00\u4e2a\u5370\u8c61\u6bd4\u8f83\u6df1\u523b\u7684\u95ee\u9898\u5c31\u662f GLM \u72af\u50bb\uff0c\u75af\u72c2\u6765\u56de\u79fb\u52a8\u540c\u4e00\u4e2a\u6587\u4ef6\u3002\u6211\u5f53\u65f6\u627e\u8d44\u6599\u5206\u6790\u5b8c\u4e4b\u540e\u89c9\u5f97\u662f\uff1a\u7531\u4e8e\u4e0a\u4e0b\u6587\u81a8\u80c0\u5bfc\u81f4\u7684\u6a21\u578b\u964d\u667a\u95ee\u9898\u3002\u6240\u4ee5\u5c31\u5f00\u59cb\u7814\u7a76\u597d\u7528\u7684\u5de5\u4f5c\u6d41\u548c\u4f18\u5316\uff1a</p>\n<ol>\n<li>\u4e0a\u4e0b\u6587\u8d85\u8fc7 40% \u624b\u52a8 <code>/compact</code>\u538b\u7f29\u4e0a\u4e0b\u6587</li>\n<li>\u8ba9\u4ed6\u603b\u7ed3\u5f53\u524d\u7684\u5de5\u4f5c\u548c\u8fdb\u5ea6\u3002\u7136\u540e\u6211\u5e26\u5230\u65b0\u7684\u4f1a\u8bdd\u4e2d\u53bb\u4f7f\u7528\u3002</li>\n<li>\u6211\u4e00\u5f00\u59cb\u53ea\u4f1a\u7528 GLM \u53bb\u6267\u884c\u4ee3\u7801\u3002\u5f53\u4e00\u4e2a\u6267\u884c\u8005\uff0c\u7136\u540e\u7528 Codex \u53bb\u5ba1\u67e5\u5b83\u7684\u5b9e\u73b0\u3002\u57fa\u672c\u4e0a\u6ca1\u53d1\u73b0\u4ec0\u4e48 P1 \u95ee\u9898\u3002</li>\n</ol>\n<p>\u7ecf\u8fc7\u6211\u7684\u4f18\u5316\uff0c\u6700\u7ec8\u641e\u4e86\u4e2a <a href=\"https://blog.1874.cool/codex-claude-code\" rel=\"nofollow\">Codex  + Claude Code \u7701\u94b1\u5de5\u4f5c\u6d41</a>\uff0c\u8fd9\u4e2a\u6d41\u7a0b\u6211\u7528\u4e86\u597d\u4e45\uff0c\u57fa\u672c\u6ca1\u5565\u5927\u95ee\u9898\u3002</p>\n<p>\u800c\u4e14 GLM5.2 \u7684\u6a21\u578b\u80fd\u529b\u4e5f\u8fd8\u4e0d\u9519\uff0c\u6211\u5c1d\u8bd5\u8fc7\u5168\u6d41\u7a0b\u90fd\u642c\u5230 GLM \u4e0a\uff0c\u7136\u540e\u7528 Codex \u53bb\u5ba1\u67e5\uff0c\u4e5f\u57fa\u672c\u6ca1\u5565\u5927\u95ee\u9898\u3002</p>\n<p>\u4e0d\u8fc7\u6700\u8fd1\u5f00\u901a\u4e86 GPT Pro 5x \u7684\u8ba2\u9605\uff0c\u5927\u5584\u4eba\u4e0d\u505c\u7684\u6309\u91cd\u7f6e\u6309\u94ae\uff0c\u6240\u4ee5\u6211\u7684\u6574\u4e2a\u7f16\u7a0b\u5de5\u4f5c\u6d41\u53c8\u91cd\u65b0\u56de\u5230 Codex \u4e0a\u4e86\u3002\u800c Hermes \u4e0a\u6211\u4e5f\u6298\u817e\u4e86\u5f88\u591a\u529f\u80fd\uff0c\u6240\u4ee5 Coding Plan \u53c8\u7ee7\u7eed\u7ed9 Hermes \u7528\u4e86\uff08\u751a\u81f3\u5df2\u7ecf\u6709\u4e86\u4e0d\u591f\u7528\u7684\u8ff9\u8c61\uff09</p>\n<h2>\u6211\u7684\u4f7f\u7528\u611f\u53d7</h2>\n<ul>\n<li>429 \u95ee\u9898\u3002\u6211\u5927\u90e8\u5206\u65f6\u95f4\u662f\u5728\u665a\u4e0a\u7528\u4ed6\uff0c\u6240\u4ee5\u51e0\u4e4e\u6ca1\u600e\u4e48\u78b0\u5230\u8fc7\u3002</li>\n<li>\u964d\u667a\u95ee\u9898\u3002\u6211\u4e00\u76f4\u6ca1\u628a\u5b83\u5f53\u6210\u4e3b\u529b\u6a21\u578b\uff0c\u5e73\u65f6\u4e5f\u53ea\u4f1a\u7528\u5230 OpenClaw/Hermes \u4e0a\uff0c\u518d\u52a0\u4e0a\u6211\u65f6\u5e38 Codex \u53bb\u5ba1\u67e5\u5b83\u7684\u8f93\u51fa\u7ed3\u679c</li>\n<li>Token \u6d88\u8017\u662f\u4e2a\u8c1c\u3002\u56e0\u4e3a\u6211\u4e00\u76f4\u8ba2\u9605\u7684 Pro 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\u4e00\u4e2a\u673a\u4f1a</h2>\n<ul>\n<li>49.9 \u4e00\u4e2a\u6708\u7684 Pro \u8fd8\u662f\u633a\u9999\u7684\uff0c\u7279\u522b\u662f\u5176\u4ed6\u5bb6\u6a21\u578b\u4e0d\u592a\u597d\u62a2\u7684\u60c5\u51b5\u4e0b\u3002Pro \u57fa\u672c\u4e0a\u662f\u591f\u7528\u7684\u3002</li>\n<li>\u6a21\u578b\u7684\u964d\u667a\u3002\u6211\u611f\u89c9\u4e0d\u8be5\u4e00\u80a1\u8111\u7529\u7ed9\u706b\u5c71\u3002\u4e0a\u4e0b\u6587\u81a8\u80c0\u3001\u7f13\u5b58\u7684\u5229\u7528\uff0c\u5305\u62ec\u6a21\u578b\u672c\u8eab\u7684\u95ee\u9898\u90fd\u53ef\u80fd\u5f71\u54cd\u3002</li>\n<li>\u4e00\u4e2a\u597d\u7528\u7684\u5de5\u4f5c\u6d41\uff0c\u6211\u89c9\u5f97\u80fd\u5f88\u5927\u7a0b\u5ea6\u51cf\u5c11\u6a21\u578b\u672c\u8eab\u7684\u5f71\u54cd\u3002</li>\n<li>\u6211\u770b\u5f88\u591a\u5927\u591a\u6570\u7684\u8d1f\u9762\u8bc4\u8bba\uff0c\u6211\u770b\u90fd\u96c6\u4e2d\u5728 4 \u6708\u4efd\u3002\u73b0\u5728\u90fd 7 \u6708\u4e86\uff0c\u6211\u89c9\u5f97\u53ef\u4ee5\u4e70\u4e2a\u4fbf\u5b9c\u7684 Pro \u8bd5\u8bd5\u3002</li>\n</ul>\n<p>\u6211\u6ca1\u6709\u4efb\u4f55\u6253\u5e7f\u544a\u7684\u610f\u601d\uff0c\u53ea\u662f\u611f\u89c9\u793e\u533a\u672c\u8eab\u5bf9\u56fd\u4ea7\u6a21\u578b\u7684\u623e\u6c14\u6bd4\u8f83\u91cd\uff0c\u751a\u81f3\u6211\u670b\u53cb\u542c\u8bf4\u6211\u4e70\u4e86\u706b\u5c71\u7684\u5957\u9910\u90fd\u5f88\u8be7\u5f02\uff0c\u4f46\u662f\u6211\u5bfb\u601d\u7740\u7528\u7740\u6ca1\u5565\u95ee\u9898\u554a\u3002</p>\n<p>\u6211\u89c9\u5f97\u5982\u679c\u53ef\u4ee5\u63a5\u53d7\u82b1\u70b9\u5c0f\u94b1\u771f\u6b63\u4f53\u9a8c\u4e00\u4e0b\u518d\u51b3\u5b9a\u662f\u4e2a\u4e0d\u9519\u7684\u9009\u62e9\u3002\u800c\u4e14\u6211\u8fd8\u662f\u547c\u5401\u4e0d\u8981\u8ba2\u9605\u4efb\u4f55 AI \u7684\u957f\u671f\u5957\u9910\uff0c\u73b0\u5728 AI \u8fed\u4ee3\u592a\u5feb\u4e86\uff0c\u6211\u672a\u6765\u968f\u65f6\u6709\u53ef\u80fd\u5207\u6362\u5230\u5176\u4ed6\u5957\u9910\u3002</p>\n", 
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        "name": "beimenjun", 
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      "title": "\u4e00\u4e2a\u4ea7\u54c1\u7f51\u7ad9\u5ba3\u4f20\u9875\u7684 Vibe Coding \u5b9e\u8df5", 
      "id": "https://www.v2ex.com/t/1222143", 
      "date_published": "2026-06-23T01:15:15+00:00", 
      "content_html": "<p>\u4e3a\u81ea\u5df1\u7684\u4ea7\u54c1\u300c\ud83c\udf49\u897f\u74dc\u5907\u4efd\u300d\u505a\u4e00\u4e2a\u7f51\u7ad9\u5ba3\u4f20\u9875\uff0c\u5168\u7a0b\u4f7f\u7528 Codex \u7684 GPT-5.5 xhigh \uff0c\u8fd9\u662f\u6700\u7ec8\u6210\u54c1\uff1a</p>\n<p><a href=\"https://watermelonbackup.com/\" rel=\"nofollow\">https://watermelonbackup.com/</a></p>\n<p>\u5728\u505a\u5176\u4ed6\u9879\u76ee\u7684\u540c\u65f6\u8fdb\u884c\u8fd9\u4e2a\u5de5\u4f5c\uff0c\u7d2f\u8ba1\u524d\u540e\u6d88\u8017 8 \u4e2a\u5c0f\u65f6\u3002</p>\n<p>\u6700\u5f00\u59cb\uff1a</p>\n<pre><code>\u8fd9\u4e2a\u9879\u76ee\u662f\u8fd9\u4e2a\u9879\u76ee\u7684 Website \uff0c\u7ebf\u4e0a Repo\uff1azizicici/Watermelon \uff0c\u4f60\u8981\u5199\u4e00\u4e2a\u4ee5 Material Design \u914d\u8272\uff0c\u8bbe\u8ba1\u4e00\u4e2a\u5b98\u7f51\n</code></pre>\n<p>\u7136\u540e\u5c31\u662f\u5404\u79cd\u804a\u5929\u3002</p>\n<p>\u5dee\u4e0d\u591a\u7b2c\u4e00\u4e2a\u5c0f\u65f6\u5b83\u7ed9\u51fa\u7684\u521d\u7248\u4fee\u6539\u7684\u72b6\u6001\uff1a</p>\n<p><a href=\"https://old.watermelonbackup.com/\" rel=\"nofollow\">https://old.watermelonbackup.com/</a></p>\n<p>\u60f3\u7740\u8981\u4e0d\u76f4\u63a5\u53d1\u5e03\u597d\u4e86\uff0c\u4f46\u662f\u770b\u4e86\u4e0b\u6210\u54c1\uff0c\u6587\u5b57\u5570\u55e6\uff0c\u8868\u8fbe\u5947\u602a\uff0c\u5143\u7d20\u91cd\u590d\uff0c\u7231\u7528\u52a0\u7c97\u3002</p>\n<p>\u4e8e\u662f\u53c8\u82b1\u4e86 7 \u4e2a\u5c0f\u65f6\u5404\u79cd\u8c03\u7ec6\u8282\u3002</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/lsshym2005", 
        "name": "lsshym2005", 
        "avatar": "https://cdn.v2ex.com/gravatar/e0f2cf62b1f44d5e766366283e19e69a?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1222066", 
      "title": "\u4f7f\u7528 ai \u7f16\u7a0b\u4e00\u5e74\u591a\uff0c\u6211\u9047\u5230\u7684\u95ee\u9898\u4ee5\u53ca\u89e3\u51b3\u601d\u8def", 
      "id": "https://www.v2ex.com/t/1222066", 
      "date_published": "2026-06-22T11:32:53+00:00", 
      "content_html": "<h2>\u524d\u8a00</h2>\n<p>7 \u5e74\u725b\u9a6c\u7a0b\u5e8f\u5458\uff0c\u4f7f\u7528 ai \u5df2\u7ecf\u5f88\u957f\u4e00\u6bb5\u65f6\u95f4\u4e86\uff0c\u4e00\u5929\u5e72\u7206\u8001\u677f 600 \u5200\uff0c\u4e5f\u7b97\u5c0f\u6709\u7ecf\u9a8c\uff0c\u76ee\u524d\u7528 ai \u505a\u9879\u76ee\u611f\u89c9\u6700\u5927\u7684\u95ee\u9898\u662f\uff0c<strong>\u6211\u4e4b\u524d\u7528 ai \u8fd9\u4e48\u5199\u662f\u4e3a\u5565\u6765\u7740\uff1f</strong></p>\n<h2>AI \u7f16\u7a0b\u56f0\u5883</h2>\n<p>\u73b0\u5728 ai \u8d8a\u6765\u8d8a\u5f3a\uff0c\u5982\u679c\u7ed9\u5b83\u51c6\u786e\u7684\u4efb\u52a1\u63cf\u8ff0\uff0c\u5e72\u6d3b\u662f\u57fa\u672c\u6ca1\u6709\u95ee\u9898\u7684\uff0c\u6211\u4ece\u6700\u5f00\u59cb\u7684\u8be6\u7ec6\u5ba1\u67e5 ai \u7684\u4ee3\u7801\uff0c\u5230\u73b0\u5728\u6e10\u6e10\u653e\u624b\u7ed9 ai \u505a\uff0c\u53ea\u505a\u5927\u6982\u7684\u5ba1\u67e5\uff0c\u8981\u662f\u4e00\u6b21\u505a\u4e0d\u5bf9\uff0c\u5c31\u8ba9\u5b83\u591a\u505a\u51e0\u904d <del>\u611f\u8c22\u8001\u677f\u7ed9\u7684\u4e0d\u9650\u91cf token</del>\uff0c\u7528\u591a\u4e86\uff0c\u53d1\u73b0\u4f1a\u5bb9\u6613\u51fa\u73b0<strong>\u5bf9\u9879\u76ee\u638c\u63a7\u4e0d\u53ef\u907f\u514d\u7684\u964d\u4f4e\uff0c\u4ee5\u53ca\u5bf9\u9879\u76ee\u4ee3\u7801\u7684\u7406\u89e3\u53ea\u662f\u6cdb\u6cdb\u6c34\u5e73</strong></p>\n<p>\u6bd4\u5982\uff1a</p>\n<ul>\n<li>\u524d\u51e0\u5929\u8fd9\u4e2a\u9700\u6c42\u6709\u4e2a bug \uff0c\u5b57\u6bb5\u53d6\u5f97\u4ec0\u4e48\u503c\uff0c\u903b\u8f91\u662f\u600e\u4e48\u5199\u7684\uff0c\u662f\u6211\u7684\u9505\u5417\uff0c\u4e0d\u77e5\u9053</li>\n<li>\u524d\u51e0\u5929\u660e\u660e ai \u505a\u5bf9\u8fc7\u7684\u4e1c\u897f\uff0c\u5728\u53e6\u4e00\u4e2a\u5730\u65b9\u518d\u505a\u4e00\u904d\u600e\u4e48\u505a\u9519\u4e86\uff0c\u4e3a\u4ec0\u4e48\u505a\u9519\u4e86\u4e5f\u4e0d\u77e5\u9053</li>\n<li>\u660e\u660e\u9879\u76ee\u91cc\u5df2\u7ecf\u6709\u7c7b\u4f3c\u7ec4\u4ef6/\u5de5\u5177\u51fd\u6570\uff0c\u5b83\u53c8\u91cd\u65b0\u5199\u4e00\u5957\uff0c\u81ea\u5df1\u4e5f\u6ca1\u53d1\u73b0</li>\n<li>\u4e0a\u5468\u4e3a\u4ec0\u4e48\u8981\u8ba9 ai \u8fd9\u4e48\u5199\uff0c\u5fd8\u4e86</li>\n<li>\u524d\u51e0\u5929\u5f3a\u8c03\u8fc7\u7684\u5730\u65b9\uff0c\u73b0\u5728\u53c8\u8981\u5f3a\u8c03\u4e00\u904d\u3002</li>\n</ul>\n<p>\u603b\u5f97\u6765\u8bf4\uff0c\u5c31\u662f\u5e72\u6d3b\u7684\u901f\u5ea6\u5feb\u4e86\uff0c\u4f46\u662f\u5bf9\u9700\u6c42\u7684\u638c\u63a7\u7a0b\u5ea6\u4e0b\u964d\uff0c\u6211\u4e0d\u77e5\u9053\u5176\u4ed6\u4eba\u76ee\u524d\u4f7f\u7528 ai \u5bf9\u9879\u76ee\u7684\u7406\u89e3\u662f\u4e0d\u662f\u4f9d\u65e7\u5f3a\u608d\uff0c\u4f46\u662f\u6211\u76f8\u4fe1\u4eba\u4f1a\u8d8a\u6765\u8d8a\u61d2\u3002</p>\n<h2>\u8be5\u600e\u4e48\u529e</h2>\n<p>\u90a3\u4e48\u6709\u7684\u8001\u94c1\u8be5\u60f3\u4e86\uff0c\u6211\u662f\u4e0d\u662f\u8be5\u591a\u5728\u4ee3\u7801\u5ba1\u67e5\u4e0a\u591a\u82b1\u70b9\u65f6\u95f4\uff0c\u4e0d\u7136\u6ca1\u51e0\u5929\u5c31\u5fd8\u4e86\u4e3a\u4ec0\u4e48\u8fd9\u4e48\u505a\u4e86\u3002\u6709\u9053\u7406\uff0c\u786e\u5b9e\u5e94\u8be5\u597d\u597d\u770b\u4e0b ai \u5199\u7684\u4ee3\u7801\uff0c\u4f46\u662f\u6548\u7387\u5462\uff0cai 5 \u5206\u949f\u5199\u7684\u51e0\u767e\u884c\u4ee3\u7801\u534a\u4e2a\u5c0f\u65f6\u4e0d\u89c1\u5f97\u80fd\u770b\u5f97\u61c2\uff0c\u540e\u9762\u7684\u9700\u6c42\u8fd8\u7b49\u7740\u4f60\u5462\uff0c\u534a\u5929\u4e0b\u6765\u9886\u5bfc\u4e00\u95ee\u4f60\u9700\u6c42\u505a\u7684\u600e\u4e48\u6837\u4e86\uff0c\u4f60\u8bf4\u6ca1\u505a\u591a\u5c11\uff0c\u4f1a\u4e0d\u4f1a\u89c9\u5f97\u4f60\u6ca1\u8ddf\u4e0a\u65f6\u4ee3\uff1f\u540e\u53f0\u4e00\u770b\u4f60\u5e72\u6d3b\u6ca1\u591a\u5feb token \u8fd8\u7528\u4e86\u4e0d\u5c11\uff0c\u8fd9\u4e0b\u597d\u4e86\uff0c\u5458\u5de5\u53c8\u8d35\u5e72\u6d3b\u8fd8\u6162\u3002</p>\n<p>\u90a3\u4e48\u8be5\u600e\u4e48\u529e\uff1f\u9119\u4eba\u62d9\u89c1\uff0c\u65e5\u5e38\u8ba9 ai \u6539\u5b8c\u4ee3\u7801\u5199\u4e0a\u8be6\u7ec6<strong>\u6ce8\u91ca</strong>\u518d\u52a0\u8bb0\u5f55<strong>\u9879\u76ee\u65e5\u5fd7</strong>\uff0c\u9879\u76ee\u5f00\u53d1\u7684\u8fdb\u5ea6\uff0cai \u90fd\u505a\u8fc7\u4ec0\u4e48\uff0c\u4e3a\u4ec0\u4e48\u8981\u8fd9\u4e48\u505a\uff0c\u800c\u4e14\u8ba9 ai \u6765\u505a\uff0c\u4e0d\u8981\u81ea\u5df1\u6765\u624b\u52a8\u5199\u65e5\u5fd7\uff0c\u6548\u7387\u4f4e\uff0c\u8fd8\u6162\uff0c\u6700\u91cd\u8981\u7684\u539f\u56e0\u662f<strong>\u6211\u61d2\u5f97\u81ea\u5df1\u5199</strong></p>\n<p>\u90a3\u4e48\u8be5\u600e\u4e48\u505a\u5462\uff0c\u6211\u53c2\u8003 superpowers \u8fd9\u79cd agent \u63d2\u4ef6\u81ea\u5df1\u505a\u4e86\u4e00\u4e2a<a href=\"https://github.com/lsshym/wingman.ai\" rel=\"nofollow\">wingman</a>\uff0c\u4e2d\u6587\u540d\u5c0f\u5e2e\u624b</p>\n<h2>\u4e3b\u8981\u529f\u80fd</h2>\n<p>\u4e3b\u8981\u529f\u80fd\u5305\u62ec<strong>memory \u7cfb\u7edf\u7528\u4e8e\u8bb0\u5f55\u9879\u76ee\u65e5\u5fd7</strong>\uff0c\u548c<strong>project-map \u751f\u6210\u9879\u76ee\u56fe\u8c31\uff0c\u4e3b\u8981\u662f\u7528\u6765\u767b\u8bb0\u9879\u76ee\u76ee\u524d\u6709\u54ea\u4e9b\u4e1c\u897f</strong></p>\n<h3>memory</h3>\n<p>\u8fd9\u4e2a\u529f\u80fd\u4f1a\u5728\u9879\u76ee\u672c\u5730\u751f\u6210\u6587\u4ef6\u5939\uff0c\u5927\u6982\u957f\u8fd9\u6837</p>\n<pre><code class=\"language-md\">.wingman/memory/\n  brief.md   \u9879\u76ee\u7ea7\u5165\u53e3\uff1a\u8bed\u8a00\u8bbe\u7f6e\u3001\u5168\u5c40 ADR \u3001\u9886\u57df\u8def\u7531\u8868\u3001\u8bb0\u5fc6\u7ed3\u6784\u8bf4\u660e\u3001\u6743\u5a01\u987a\u5e8f\u3002\n  context.md  \u5f53\u524d\u5de5\u4f5c\u3001\u5f85\u529e\u4e8b\u9879\u3001\u8fd1\u671f\u9ad8\u4fe1\u53f7\u65e5\u5fd7\n  domains/  \u4e1a\u52a1\u89c4\u5219\u3001API \u5951\u7ea6\u3001\u5b57\u6bb5\u542b\u4e49\u3001\u72b6\u6001\u6d41\u3001\u6743\u9650\u3001\u914d\u989d\u3001\u751f\u547d\u5468\u671f\u89c4\u5219\u7b49\n    billing.md\n    upload.md\n  history/   \u5386\u53f2\u8ffd\u6eaf\uff1a\u91cd\u8981\u4e8b\u4ef6\u6b63\u6587\u548c\u8f7b\u91cf\u7d22\u5f15\uff0c\u7528\u4e8e\u56de\u7b54\u201c\u4e4b\u524d\u4e3a\u4ec0\u4e48\u8fd9\u4e48\u6539\u201d\u3002\n    index.md\n    domains/\n      billing.md\n      upload.md\n    topics/ \u6309\u9700\u6c42\u5206\u7c7b\n      quota-display.md\n      upload-retry.md\n      upload-contract.md\n    months/\n      2026-06.md\n    events/\n      2026/\n        06/\n          2026-06-21-upload-chunk-hash-regression.md\n</code></pre>\n<p>\u5206\u4e3a\u56db\u4e2a skill</p>\n<ul>\n<li>memory-setup \u542f\u7528\u4ed3\u5e93\u7ea7\u8bb0\u5fc6\uff0c\u521b\u5efa\u6700\u5c0f\u6838\u5fc3\u6587\u4ef6\u3002</li>\n<li>memory-load \u5f00\u59cb\u5de5\u4f5c\u524d\u6309\u4efb\u52a1\u8def\u7531\u8bfb\u53d6\u76f8\u5173\u8bb0\u5fc6\uff0c\u4e0d\u52a0\u8f7d\u5168\u90e8\u5386\u53f2\u3002</li>\n<li>memory-sync \u5b8c\u6210\u5de5\u4f5c\u540e\u8bb0\u5f55\u6709\u4ef7\u503c\u77e5\u8bc6\uff0c\u5e76\u6309\u4ef7\u503c\u5206\u6d41\u5230\u77ed\u671f\u65e5\u5fd7\u957f\u671f\u89c4\u8303\u6216\u5386\u53f2\u4e8b\u4ef6\u3002</li>\n<li>memory-clean \u5728\u7528\u6237\u660e\u786e\u8981\u6c42\u65f6\u6e05\u7406\u8bb0\u5fc6\uff0c\u4f18\u5148\u65e0\u635f\u538b\u7f29\u3001\u63d0\u5347\u957f\u671f\u77e5\u8bc6\uff0c\u5e76\u5bf9\u5220\u9664\u8bbe\u7f6e\u786e\u8ba4\u95e8\u69db\u3002</li>\n</ul>\n<p>\u521d\u59cb\u5316\u4ed3\u5e93\u540e\uff0cload \u548c sync \u53ef\u4ee5\u81ea\u52a8\u89e6\u53d1\uff0c\u8bb0\u5fc6\u6587\u4ef6\u4e5f\u4f1a\u81ea\u52a8\u66f4\u65b0\uff0c\u65e0\u9700\u624b\u52a8\u7ef4\u62a4\u3002\u524d\u63d0\u662f\u5bf9\u8bdd\u8981\u5728 agent \u91cc\uff0c\u5f53\u7136\u624b\u52a8\u8c03\u7528 skill \u66f4\u4fdd\u9669\u4e00\u70b9\u3002</p>\n<p>\u9664\u6b64\u4e4b\u5916\u8fd8\u6709\u4e00\u4e2a<strong>project-map</strong>\uff0c\u4e3b\u8981\u662f\u65b9\u4fbf ai \u77e5\u9053\u9879\u76ee\u6709\u54ea\u4e9b\u529f\u80fd\uff0c\u76f8\u4f3c\u7684\u529f\u80fd\u6709\u4ec0\u4e48\u533a\u522b\uff0c\u5f53\u7136\u6bcf\u6b21\u4f7f\u7528\u5168\u5c40\u626b\u63cf\u5176\u5b9e\u66f4\u7a33\uff0c\u4f46\u662f\u8d39 token \uff0c\u505a\u8fd9\u4e2a skill \u7684\u521d\u8877\u4e5f\u662f\u60f3\u8282\u7701\u70b9 token \uff0c\u53ea\u4e0d\u8fc7\u8fd9\u4e2a\u529f\u80fd\u8fd8\u5728\u5185\u6d4b\uff0c\u5e0c\u671b\u5927\u4f6c\u4eec\u4e5f\u80fd\u591a\u63d0\u70b9\u5efa\u8bae\u3002</p>\n<h3>data-contracts \u6570\u636e\u5bf9\u63a5</h3>\n<p>\u4e00\u4e2a\u6bd4\u8f83\u65e5\u5e38\u7684 skill \uff0c\u6700\u5f00\u59cb\u505a\u8fd9\u4e2a skill \u4e3b\u8981\u662f\u4e3a\u4e86\u7ea6\u675f\u8ba9 ai \u5bf9\u63a5\u540e\u7aef\u63a5\u53e3\u5b57\u6bb5\u7684\u65f6\u5019\u4e0d\u8981\u4e71\u6539\uff0c\u540e\u6765\u628a\u8fd9\u4e2a\u6982\u5ff5\u6269\u6563\u5230\u5f53 A \u7cfb\u7edf\u7684\u6570\u636e\u548c B \u7cfb\u7edf\u7684\u6570\u636e\u53d1\u751f\u4ea4\u63a5\u65f6\uff0cai \u8be5\u5982\u4f55\u5904\u7406\u3002</p>\n<p>\u51e0\u4e2a\u5e38\u89c1\u7684\u95ee\u9898\uff1a</p>\n<p><strong>\u5f00\u53d1\u9636\u6bb5\u524d\u7aef\u4f7f\u7528\u7684\u662f <code>userName</code>\uff0c\u8ba9 ai \u5bf9\u63a5\u540e\u7aef\u63a5\u53e3\u540e\uff0c\u4e3a\u4e86\u628a\u540e\u7aef\u7684\u5b57\u6bb5\u6620\u5c04\u6210 UI \u7ec4\u4ef6\u671f\u671b\u7684\u5b57\u6bb5\uff08\u6bd4\u5982\u628a <code>user_name</code> \u8f6c\u6210 <code>userName</code>\uff0c\u628a <code>image</code> \u8f6c\u6210 <code>img</code>\uff09\uff0c\u5199\u4e86\u5f88\u591a\u65e0\u610f\u4e49\u7684\u8f6c\u6362\uff0c\u56e0\u4e3a ai \u4e0d\u77e5\u9053\u4e4b\u524d\u7684\u4ee3\u7801\u662f\u5728\u8c03\u8bd5\u9636\u6bb5\uff0c\u4e0d\u4f1a\u8f7b\u6613\u6539\u4e4b\u524d\u7684\u4ee3\u7801\uff0c\u6bd4\u5982</strong></p>\n<pre><code class=\"language-ts\">// \u6570\u636e\u6e90\uff1a[{ id: 1, user_name: \"Alex\", image: \"xxxxx\" }, ...]  \nexport function UserList({ userListApiData }) {\n\n  return (\n    &lt;ul className=\"user-list\"&gt;\n      {userListApiData.map((user) =&gt; {\n        // \u5728 map \u5185\u90e8\u6267\u884c Scenario A\uff1a\u8f7b\u91cf\u7ea7\u89e3\u6784\u6620\u5c04\n        const { \n          id, \n          user_name: userName, \n          image: img \n        } = user;\n\n        return (\n          &lt;li key={id} className=\"list-item\"&gt;\n            &lt;span className=\"name\"&gt;{userName}&lt;/span&gt;\n            &lt;span &gt;{img}&lt;/span&gt;\n          &lt;/li&gt;\n        );\n      })}\n    &lt;/ul&gt;\n  );\n}\n</code></pre>\n<p><strong>\u73b0\u6709\u7684 UI \u7ec4\u4ef6 <code>ProductCard</code> \u539f\u672c\u671f\u671b\u4f20\u5165 <code>title</code>, <code>img</code> \u548c <code>points</code>\u3002\u4f46\u65b0\u7684 API \u8fd4\u56de\u7684\u5374\u662f <code>product_name</code>, <code>image_url</code>\uff0c\u800c\u4e14\u6709\u65f6\u5019\u8fd8\u4f1a\u6f0f\u6389 <code>price</code> \u5b57\u6bb5\u3002</strong></p>\n<pre><code class=\"language-ts\">// \u9519\u8bef\u7684\u505a\u6cd5\uff1a\n// \u7236\u7ec4\u4ef6 (Parent Component)\nexport function ProductList({ apiData }) {\n  return (\n    &lt;div&gt;\n      {apiData.map(item =&gt; (\n        &lt;ProductCard \n          // \u9519\u8bef\u793a\u8303\uff1a\u5728\u8fd9\u91cc\u505a\u201c\u7ffb\u8bd1\u201d\u548c\u201c\u586b\u5751\u201d\n          title={item.product_name}    // \u628a product_name \u7ffb\u8bd1\u6210 title\n          img={item.image_url}         // \u628a image_url \u7ffb\u8bd1\u6210 img\n          points={item.price ? item.price : 0} // \u7f3a\u5b57\u6bb5\uff1f\u5728\u8fd9\u91cc\u786c\u8865\u4e00\u4e2a 0\n        /&gt;\n      ))}\n    &lt;/div&gt;\n  );\n}\n\n// \u6b63\u786e\u7684\u505a\u6cd5\uff1a\n// \u5b50\u7ec4\u4ef6\uff1aProductCard.tsx\n\n// \u2705 \u52a8\u4f5c 1 \u76f4\u63a5\u4fee\u6539\u7ec4\u4ef6\u7684 Interface \uff0c\u62e5\u62b1\u540e\u7aef\u7684\u547d\u540d\ninterface ProductCardProps {\n  product_name: string; // \u4ee5\u524d\u53eb title \uff0c\u73b0\u5728\u76f4\u63a5\u53eb product_name\n  image_url: string;    // \u4ee5\u524d\u53eb img \uff0c\u73b0\u5728\u76f4\u63a5\u53eb image_url\n  price?: number;       // \u2705 \u6253\u4e0a\u95ee\u53f7\uff0c\u627f\u8ba4\u540e\u7aef\u6709\u65f6\u5019\u4f1a\u4e0d\u4f20\u8fd9\u4e2a\u5b57\u6bb5\n}\n\n// \u7ec4\u4ef6\u5165\u53c2\u76f4\u63a5\u4f7f\u7528\u540e\u7aef\u5b57\u6bb5\nexport function ProductCard({ product_name, image_url, price }: ProductCardProps) {\n  \n  // \u2705 \u52a8\u4f5c 2 \u9047\u5230\u6ca1\u4f20 price \u65f6\uff0c\u522b\u62a5\u9519\uff0c\u7ed9\u4e2a\u9ed8\u8ba4\u503c 0 \uff0c\u5e76\u7559\u4e0b FIXME \u8bc1\u636e\n  const displayPrice = price ?? 0; // TODO: Field [price] missing in API\n  \n  return (\n    &lt;div className=\"product-card\"&gt;\n      &lt;img src={image_url} alt={product_name} /&gt;\n      &lt;h3&gt;{product_name}&lt;/h3&gt;\n      &lt;p&gt;\u4ef7\u683c: ${displayPrice}&lt;/p&gt;\n    &lt;/div&gt;\n  );\n}\n\n// \u6539\u5b8c\u4e4b\u540e\u7684\u7236\u7ec4\u4ef6 (Parent Component)\nexport function ProductList({ apiData }) {\n  return (\n    &lt;div&gt;\n      {apiData.map(item =&gt; (\n        // \u2705 \u5b8c\u7f8e\uff1a\u6ca1\u6709\u4efb\u4f55\u7ffb\u8bd1\u4ee3\u7801\uff0c\u76f4\u63a5\u628a\u540e\u7aef\u7684\u4e00\u6574\u6761\u6570\u636e\u6254\u8fdb\u53bb\uff01\n        &lt;ProductCard {...item} /&gt; \n      ))}\n    &lt;/div&gt;\n  );\n}\n</code></pre>\n<p><strong>\u4e71\u6539 ui \uff0c\u6211\u5c31\u60f3\u4e0d\u660e\u767d\u4e86\uff0c\u5bf9\u63a5\u4e2a\u63a5\u53e3 ai \u4e3a\u4ec0\u4e48\u8001\u60f3\u6539\u6837\u5f0f</strong></p>\n<p>\u9664\u6b64\u4e4b\u5916\u4e00\u76f4\u60f3\u505a\u4e2a\u63d0\u4ea4 pr \u7684 skill \uff0c\u65e5\u5e38\u4e0a\u73ed\u662f\u771f\u5fd9\uff0c\u800c\u4e14\u4e0d\u77e5\u9053\u4e3a\u5565\u5404\u5927 skill \u63d2\u4ef6\u90fd\u6ca1\u6709\u51fa\u8fd9\u4e2a\u529f\u80fd\uff0c\u96be\u9053\u662f\u6709\u4ec0\u4e48\u9690\u60a3\uff1f</p>\n<h3>\u5b89\u88c5</h3>\n<p>\u5f88\u9057\u61be\u76ee\u524d cursor \u548c codex \u6211\u90fd\u6ca1\u53d1\u4e0a\u67b6\u5230\u5b98\u65b9\u63d2\u4ef6\u5e02\u573a\uff0ccodex \u5165\u53e3\u90fd\u6ca1\u6709\uff0c\u8f9b\u82e6\u5404\u4f4d\u5927\u4f6c\u624b\u52a8\u5b89\u88c5\u4e0b</p>\n<p>Codex</p>\n<pre><code class=\"language-bash\">codex plugin marketplace add lsshym/wingman.ai\ncodex plugin add wingman@wingman-marketplace\n</code></pre>\n<p>Cursor</p>\n<pre><code class=\"language-text\">/add-plugin wingman@https://github.com/lsshym/wingman.ai\n</code></pre>\n<p>\u505a\u7684\u8fd8\u6709\u4e9b\u4e0d\u5b8c\u5584\u7684\u5730\u65b9\uff0c\u5e73\u65f6\u5de5\u4f5c\u5fd9\uff0c\u5b8c\u5584\u53ea\u80fd\u6324\u65f6\u95f4\uff0c\u5728\u8fd9\u91cc\u53ea\u662f\u63d0\u4f9b\u601d\u8def\uff0c\u4e5f\u5e0c\u671b\u80fd\u591a\u8ddf\u5927\u4f6c\u4eec\u4ea4\u6d41\u4e0b</p>\n<h3>\u4ed3\u5e93</h3>\n<p>GitHub\uff1a<code><a href=\"https://github.com/lsshym/wingman.ai\" rel=\"nofollow\">https://github.com/lsshym/wingman.ai</a></code></p>\n<p>\u5e0c\u671b\u5927\u4f6c\u4eec\u70b9\u70b9 star \u3002</p>\n<h2>\u788e\u788e\u5ff5</h2>\n<p>ai \u505a\u9879\u76ee\u786e\u5b9e\u5feb\uff0c\u76ee\u524d\u5927\u90e8\u5206\u516c\u53f8\u4f1a\u5ba1\u6838 ai \u5199\u7684\u4ee3\u7801\uff0c\u4f46\u662f\u4e0d\u77e5\u9053\u5404\u4f4d\u611f\u89c9\u5230\u6ca1\u6709\uff0c\u81ea\u5df1\u8fd8\u6709\u591a\u5c11\u770b ai \u4ea7\u51fa\u7684\u4ee3\u7801\u7684\u8010\u5fc3\uff0c\u4ea7\u51fa\u7684\u4ee3\u7801\u6709\u65f6\u5019\u96be\u4ee5\u9605\u8bfb\uff0c\u800c\u4e14\u4ed4\u7ec6\u5ba1\u67e5\u4ee3\u7801\u6d88\u8017\u7684\u5fc3\u667a\u548c\u65f6\u95f4\u6210\u672c\u4e5f\u6bd4\u8f83\u9ad8\u3002\u65f6\u95f4\u4e00\u957f\u5fc5\u7136\u4f1a\u5f71\u54cd\u9879\u76ee\u901f\u5ea6\u3002\u5458\u5de5\u7528 ai \u662f\u4e3a\u4e86\u66f4\u8f7b\u677e\uff0c<del>\u4e0d\u4f1a\u6709\u4eba\u6253\u5de5\u4e0a\u763e\u5427\uff1f</del>\uff0c\u5bf9\u516c\u53f8\u6765\u8bf4\uff0c\u6548\u7387\u6ca1\u90a3\u4e48\u5feb\u90a3\u82b1\u94b1\u7ed9\u5458\u5de5\u4e70 token 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    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/unmayx", 
        "name": "unmayx", 
        "avatar": "https://cdn.v2ex.com/avatar/fc32/f73d/661647_large.png?m=1756658442"
      }, 
      "url": "https://www.v2ex.com/t/1221958", 
      "title": "\ud83e\udde9 [\u7acb\u76f4\u9ebb\u5c06 Wordle] \u2014\u2014 \u7528\u731c\u8bcd\u7684\u65b9\u5f0f\u6311\u6218\u548c\u724c\u578b\uff01", 
      "id": "https://www.v2ex.com/t/1221958", 
      "date_published": "2026-06-22T05:49:09+00:00", 
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        "name": "bug403", 
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      "url": "https://www.v2ex.com/t/1218915", 
      "date_modified": "2026-06-10T00:12:29+00:00", 
      "content_html": "\u89c6\u9891 up \u4e3b\u90fd\u8bf4\u81ea\u5df1\u4e00\u952e\u751f\u6210\u4e86\u67d0\u67d0\u5de5\u5177\u8f6f\u4ef6\uff0c\u7a0b\u5e8f\u5458\u8981\u5b8c\u86cb\u4e86\u3002<br />\u7a0b\u5e8f\u5458\u8bf4\u81ea\u5df1\u518d\u4e5f\u6ca1\u53e4\u6cd5\u5199\u8fc7\u4ee3\u7801\uff0c\uff0c\uff0c<br /><br />\u53ef\u662f\u6211\u81ea\u5df1\u7528 ai \uff0c\u611f\u89c9\u7528\u8d77\u8fd8\u662f\u6bd4\u8f83\u9ebb\u70e6\u7684\u3002<br /><br />\u95ee\u9898\u4e00\uff0c\u505a\u4e00\u4e2a\u7f51\u7403\u6d4b\u901f\u7684\u8bbe\u5907\uff0c\u5e02\u9762\u4e0a\u6709\uff0c\u4f46\u662f\u4ef7\u683c\u8d35\u4e9b\u3002\u7528\u7684\u662f google gemini pro \uff0c\u7ed9\u7684\u65b9\u6848\u662f\u6d77\u51cc\u79d1 hlk-ld2451 \u7684\u96f7\u8fbe\u6a21\u5757 \u8fd8\u6709 ch340 \u7684 usb \u5c0f\u677f\uff0c\u7528\u675c\u90a6\u7ebf\u94fe\u63a5\uff0cUSB \u94fe\u63a5\u5012\u7535\u8111\u4e0a\uff0c\u76f4\u63a5\u628a\u96f7\u8fbe\u786c\u4ef6\u5410\u51fa\u6765\u7684\u901f\u5ea6\u663e\u793a\u5230\u7b14\u8bb0\u672c\u5c4f\u5e55\u4e0a\uff0cpython \u4ee3\u7801\u4ee3\u7801\u7ed9\u4e86 7 \u516b\u6b21\u90fd\u662f\u6709\u95ee\u9898\u7684\u3002<br /><br />\u95ee\u9898\u4e8c\uff0c\u7f51\u7edc\u5b89\u5168 cape \u6c99\u7bb1\u73af\u5883\u5728\u4e00\u53f0 e5 2670 \u7684\u4e3b\u673a\u4e0a\u90e8\u7f72\u3002\u7528\u4e86\u4e09\u4e2a\u5c0f\u65f6\u624d\u6210\u529f\u5b89\u88c5\u6210\u529f\uff0c\uff0c\u7528\u7684\u8fd8\u662f google gemini \uff0cai \u7ed9\u7684\u67d0\u4e9b\u64cd\u4f5c\u4e5f\u662f\u9519\u8bef\u7684\uff0c\uff0c\u4e0d\u65ad\u4fee\u6b63\uff0c\u624d\u5b89\u88c5\u6210\u529f\u3002<br /><br /><br />ai \u771f\u7684\u90a3\u4e48\u5f3a\uff1f\u76ee\u524d\uff0c\u611f\u89c9 ai \u7684\u751f\u6210\u7684\u5de5\u5177\u505a\u5230\u5f00\u7bb1\u5373\u7528\uff0c\u8fd8\u662f\u9700\u8981\u4e00\u4e9b\u65f6\u95f4\u7684\u3002", 
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      "title": "\u73b0\u5728 ai \u771f\u7684\u6709\u90a3\u4e48\u5f3a\u5417\uff1f", 
      "id": "https://www.v2ex.com/t/1218915"
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    {
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        "name": "zhangshaohan", 
        "avatar": "https://cdn.v2ex.com/avatar/66d5/eebe/424937_large.png?m=1780399225"
      }, 
      "url": "https://www.v2ex.com/t/1218746", 
      "date_modified": "2026-06-08T05:44:54+00:00", 
      "content_html": "\u76f4\u5230\u6211\u7528\u4e86 AI \u4e4b\u540e\uff0c\u6bcf\u5929\u90fd\u5728\u601d\u8003\u7ed9 AI \u627e\u70b9\u4ec0\u4e48\u4e8b\u60c5\u5e72\uff0c\u4e0d\u80fd\u8ba9\u5b83\u95f2\u7740\uff0c\u800c\u4e14\u8fd9\u4e2a AI \u8fd8\u662f\u767d\u5ad6 Opencode \u7684 Deepseek \u514d\u8d39\u989d\u5ea6\uff0c\u8981\u662f\u6bcf\u6b21\u514d\u8d39\u989d\u5ea6\u6ca1\u69a8\u5e72\u5c31\u611f\u89c9\u4e8f\u4e86\u4e00\u6837", 
      "date_published": "2026-06-08T05:42:49+00:00", 
      "title": "\u6211\u4ee5\u524d\u4e00\u76f4\u5f88\u75db\u6068\u8d44\u672c\u5bb6\u7684", 
      "id": "https://www.v2ex.com/t/1218746"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/hansonl", 
        "name": "hansonl", 
        "avatar": "https://cdn.v2ex.com/gravatar/ab7b1a5c43c0ea20b1a74ca2e315eaf8?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1218692", 
      "date_modified": "2026-06-08T03:59:38+00:00", 
      "content_html": "", 
      "date_published": "2026-06-08T02:56:31+00:00", 
      "title": "gpt 5.5 \u4f60\u4eec\u7528 medium \u8fd8\u662f high?", 
      "id": "https://www.v2ex.com/t/1218692"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/Tink", 
        "name": "Tink", 
        "avatar": "https://cdn.v2ex.com/avatar/64d6/6ac2/51170_large.png?m=1780644026"
      }, 
      "url": "https://www.v2ex.com/t/1218202", 
      "date_modified": "2026-06-05T07:22:34+00:00", 
      "content_html": "<blockquote>\n<p><a href=\"https://github.com/goxofy/dino-captcha\" rel=\"nofollow\">https://github.com/goxofy/dino-captcha</a></p>\n</blockquote>\n<p><img alt=\"DinoCaptcha\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://raw.githubusercontent.com/goxofy/dino-captcha/refs/heads/main/show.png\"/></p>\n", 
      "date_published": "2026-06-05T07:22:16+00:00", 
      "title": "\ud83d\udc36\u5468\u4e94\u4e0b\u5348 2 \u4e2a\u949f Vibe \u4e86\u4e00\u4e2a Dino Captcha\uff08\ud83e\udd95\u6050\u9f99\u9a8c\u8bc1\u7801\uff09", 
      "id": "https://www.v2ex.com/t/1218202"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/956826374qq", 
        "name": "956826374qq", 
        "avatar": "https://cdn.v2ex.com/avatar/61c7/e71d/134929_large.png?m=1780482744"
      }, 
      "url": "https://www.v2ex.com/t/1218116", 
      "title": "Android 12+ \u628a LockActivity \u8fd9\u6761\u8def\u6253\u6b7b\u4e86, \u6211\u53ea\u5269 Overlay \u4e00\u6761\u7a84\u8def", 
      "id": "https://www.v2ex.com/t/1218116", 
      "date_published": "2026-06-05T02:35:18+00:00", 
      "content_html": "<p>\u90a3\u662f\u4e00\u4e2a\u5468\u4e09\u51cc\u6668\u4e24\u70b9\u3002</p>\n<p>\u6211\u76ef\u7740 Android Studio \u7684 logcat, \u7b2c\u516b\u6b21\u53d1\u73b0: \u65f6\u95f4\u5230\u4e86, \u6211\u5199\u7684\u90a3\u4e2a\"\u9501\u5c4f\u9875\"\u538b\u6839\u6ca1\u8d77\u6765\u3002</p>\n<p>\u6211\u5bb6\u5a03\u7684\u624b\u673a\u9759\u9759\u5730\u8eba\u5728\u684c\u4e0a, \u4ed6\u5e38\u5237\u7684\u90a3\u4e2a\u77ed\u89c6\u9891\u8fd8\u5728\u7ee7\u7eed\u64ad\u3002</p>\n<p>\u6211\u6253\u5f00\u4fa7\u9501\u5c4f, \u786e\u8ba4\u6211\u7684\u4ee3\u7801\u786e\u5b9e\u8fd0\u884c\u4e86 \u2014\u2014 Activity \u542f\u52a8\u6307\u4ee4\u53d1\u51fa\u53bb\u4e86, \u7cfb\u7edf\u56de\u4e86\u4e00\u4e2a\u6211\u6ca1\u89c1\u8fc7\u7684 warning, \u7136\u540e\u4ec0\u4e48\u90fd\u6ca1\u53d1\u751f\u3002</p>\n<p>\u90a3\u4e00\u77ac\u95f4\u6211\u6709\u4e00\u4e2a\u633a\u8352\u8c2c\u7684\u5ff5\u5934: <strong>\u6211\u505a\u8fd9\u4e2a App \u4e00\u5e74, \u662f\u4e0d\u662f\u4ece\u4e00\u5f00\u59cb\u5c31\u8d70\u5728\u4e00\u6761\u5df2\u7ecf\u88ab\u5835\u6b7b\u7684\u8def\u4e0a</strong>?</p>\n<hr/>\n<h2>\u4e00\u3001\u6211\u4ee5\u4e3a\u8fd9\u662f\u4e00\u4e2a Android \u5165\u95e8\u9898</h2>\n<p>\u6211\u505a\u513f\u7ae5 App, \u6838\u5fc3\u529f\u80fd\u5c31\u4e00\u53e5\u8bdd: \u65f6\u95f4\u5230\u4e86, \u4e0d\u8ba9\u5b69\u5b50\u5207\u56de\u53bb\u7ee7\u7eed\u5237\u3002</p>\n<p>\u6211\u5f53\u65f6\u7684\u8bbe\u8ba1\u6781\u5176\u6734\u7d20 \u2014\u2014 \u8d77\u4e00\u4e2a <code>LockActivity</code>, \u94fa\u6ee1\u5c4f\u5e55, \u5199\u4e00\u4e2a PIN \u8f93\u5165\u6846\u3002\u5bb6\u957f\u8f93 PIN, \u5b69\u5b50\u7ee7\u7eed\u73a9; \u4e0d\u8f93 PIN, \u5c31\u4e00\u76f4\u6321\u7740\u3002</p>\n<p>\u6309 Android \u7684\u6807\u51c6\u505a\u6cd5, \u65f6\u95f4\u5230\u4e86\u5c31\u8c03\u7528 <code>startActivity()</code> \u628a\u8fd9\u4e2a Lock \u9875\u62c9\u8d77\u6765\u3002</p>\n<p>\u5982\u679c\u62c5\u5fc3\u7cfb\u7edf\u4e0d\u7ed9\u62c9\u8d77, \u90a3\u5c31\u518d\u52a0\u4e00\u4e2a <code>fullScreenIntent</code> \u901a\u77e5 \u2014\u2014 \u5168\u5c4f\u610f\u56fe, \u4e13\u95e8\u7ed9\u95f9\u949f\u3001\u6765\u7535\u3001\u7d27\u6025\u63d0\u9192\u8fd9\u7c7b\u573a\u666f\u7528, \u7cfb\u7edf\u4f1a\u5f3a\u5236\u628a\u4f60\u7684 Activity \u62c9\u5230\u6700\u524d\u9762\u3002</p>\n<p>\u6211\u5199\u4e86, \u8dd1\u4e86, \u5728\u6211\u81ea\u5df1\u7684 Pixel \u4e0a\u4e00\u6b21\u8fc7\u3002</p>\n<p>\u90a3\u5929\u665a\u4e0a\u6211\u7279\u522b\u5f00\u5fc3, \u8ddf\u6211\u8001\u5a46\u8bf4: \"\u6838\u5fc3\u529f\u80fd\u641e\u5b9a\u4e86\u3002\"</p>\n<p>\u5979\u95ee: \"\u5c31\u8fd9\u4e48\u7b80\u5355?\"</p>\n<p>\u6211\u8bf4: \"\u5c31\u8fd9\u4e48\u7b80\u5355\u3002Android \u7ed9\u4e86\u73b0\u6210\u7684 API \u3002\"</p>\n<p>\u90a3\u662f\u6211\u6574\u4e2a\u9879\u76ee\u91cc, **\u6700\u540e\u4e00\u6b21\u8bf4\"\u5c31\u8fd9\u4e48\u7b80\u5355\"**\u3002</p>\n<hr/>\n<h2>\u4e8c\u3001Android 12 \u4e4b\u540e, \u8fd9\u6761\u8def\u88ab\u4e00\u5200\u5207\u4e86</h2>\n<p>\u7b2c\u4e8c\u5929\u6211\u6362\u4e86\u4e00\u53f0\u624b\u673a\u6d4b, Android 12 \u7684\u3002</p>\n<p><code>LockActivity</code> \u6ca1\u8d77\u6765\u3002</p>\n<p>\u6211\u4ee5\u4e3a\u662f\u6211\u4ee3\u7801\u5199\u9519\u4e86\u3002</p>\n<p>\u8c03\u4e86\u4e00\u6574\u5929, \u627e\u4e0d\u5230\u539f\u56e0\u3002\u6240\u6709\u7684\u65e5\u5fd7\u90fd\u544a\u8bc9\u6211\"\u542f\u52a8\u6210\u529f\", \u4f46\u5c4f\u5e55\u4e0a\u4ec0\u4e48\u90fd\u6ca1\u6709\u3002</p>\n<p>\u7b2c\u4e09\u5929\u6211\u624d\u5728 Google \u7684\u5b98\u65b9\u6587\u6863\u91cc\u7ffb\u5230\u4e00\u7bc7\u8bf4\u660e \u2014\u2014 Android 12 \u4e4b\u540e, \u5f15\u5165\u4e86\u4e00\u4e2a\u53eb <strong>BAL</strong> \u7684\u4e1c\u897f, \u5168\u79f0 Background Activity Launch \u9650\u5236\u3002</p>\n<p>\u7ffb\u8bd1\u6210\u4eba\u8bdd\u5c31\u662f: <strong>\u4ece\u540e\u53f0\u62c9\u8d77\u4e00\u4e2a Activity \u8fd9\u4ef6\u4e8b, \u88ab\u9ed8\u8ba4\u7981\u6b62\u4e86</strong>\u3002</p>\n<p>\u53ea\u5269\u6781\u5c11\u6570\u60c5\u51b5\u80fd\u8d77\u6765: \u7528\u6237\u521a\u8ddf\u4f60\u7684 App \u4ea4\u4e92\u5b8c\u4e0d\u5230\u51e0\u79d2\u3001\u6709\u53ef\u89c1\u7684 Window \u3001\u662f\u7cfb\u7edf\u7ea7\u6743\u9650\u3002\u6211\u7684\"\u65f6\u95f4\u76d1\u63a7\u670d\u52a1\"\u5728\u540e\u53f0\u8dd1, \u65f6\u95f4\u5230\u4e86\u60f3\u62c9\u8d77\u4e00\u4e2a Activity \u2014\u2014 \u5168\u90e8\u4e0d\u7b26\u5408\u3002</p>\n<p>\u90a3 <code>fullScreenIntent</code> \u5462? \u6211\u52a0\u4e86\u554a\u3002</p>\n<p>\u6211\u53c8\u7ffb\u4e86\u4e00\u665a\u4e0a\u6587\u6863\u3002\u7ed3\u8bba\u662f: \u4ece Android 10 \u5f00\u59cb, \u7cfb\u7edf\u4f1a<strong>\u6084\u6084\u628a\u5168\u5c4f\u610f\u56fe\u964d\u7ea7\u6210\u4e00\u6761\u666e\u901a\u901a\u77e5</strong>, \u9664\u975e\u7528\u6237\u5728\u8bbe\u7f6e\u91cc\u624b\u52a8\u7ed9\u4f60\u8fd9\u4e2a App \u5f00\u6743\u9650\u3002</p>\n<p>\u8fd9\u4e24\u6761\u52a0\u5728\u4e00\u8d77, \u7b49\u4e8e Android 12 \u4e4b\u540e, \u6211\u8bbe\u8ba1\u7684\u6574\u6761\u963b\u65ad\u8def\u5f84 \u2014\u2014 <strong>\u4ece\u4ee3\u7801\u903b\u8f91\u4e0a\u662f\u5bf9\u7684, \u4ece\u7528\u6237\u611f\u53d7\u4e0a\u5b8c\u5168\u4e0d\u5b58\u5728</strong>\u3002</p>\n<hr/>\n<h2>\u4e09\u3001\u4e3a\u4ec0\u4e48 Google \u8981\u8fd9\u4e48\u505a? \u6211\u5f97\u627f\u8ba4\u5b83\u662f\u5bf9\u7684</h2>\n<p>\u6211\u6709\u4e00\u4e2a\u665a\u4e0a\u5728\u5e8a\u4e0a\u60f3\u8fd9\u4ef6\u4e8b, \u8d8a\u60f3\u8d8a\u70e6\u8e81\u3002</p>\n<p>\u6211\u505a\u7684\u662f\u513f\u7ae5\u4fdd\u62a4, \u53c8\u4e0d\u662f\u6076\u610f\u8f6f\u4ef6, \u51ed\u4ec0\u4e48\u628a\u6211\u4e5f\u4e00\u5200\u5207?</p>\n<p>\u4f46\u6211\u540e\u6765\u53bb\u770b\u4e86\u90a3\u4e2a BAL \u5f15\u5165\u7684\u521d\u8877 \u2014\u2014 \u5f53\u65f6\u5e02\u9762\u4e0a\u6709\u5927\u91cf\u7684 App \u5728\u540e\u53f0\u5077\u5077\u62c9\u8d77\u5e7f\u544a Activity \u3002\u4f60\u628a\u624b\u673a\u653e\u684c\u4e0a, \u5b83\u7a81\u7136\u5f39\u4e00\u4e2a\u5168\u5c4f\u89c6\u9891\u5e7f\u544a\u3002\u8fd8\u6709\u66f4\u574f\u7684, \u6a21\u62df\u767b\u5f55\u9875\u3001\u6a21\u62df\u652f\u4ed8\u9875, \u4e13\u95e8\u505a\u9493\u9c7c\u3002</p>\n<p>Google \u662f\u88ab\u8fd9\u4e9b\u4e1c\u897f\u903c\u5230\u5fc5\u987b\u51fa\u624b\u7684\u3002</p>\n<p>\u6211\u80fd\u7406\u89e3\u3002</p>\n<p>\u4f46\u7406\u89e3\u5f52\u7406\u89e3 \u2014\u2014 <strong>\u7406\u89e3\u4e0d\u80fd\u8ba9\u6211\u5bb6\u5a03\u7684\u624b\u673a\u5728\u65f6\u95f4\u5230\u4e86\u4e4b\u540e\u771f\u7684\u505c\u4e0b\u6765</strong>\u3002</p>\n<p>\u8fd9\u662f\u505a\u5e95\u5c42\u4ea7\u54c1\u7684\u4e00\u4e2a\u5c34\u5c2c: \u4f60\u7684\u4ea7\u54c1\u54f2\u5b66\u8ddf\u7cfb\u7edf\u7684\u4ea7\u54c1\u54f2\u5b66\u51b2\u7a81\u7684\u65f6\u5019, \u8f93\u7684\u6c38\u8fdc\u662f\u4f60\u3002</p>\n<p>Google \u4e0d\u4f1a\u56e0\u4e3a\u6211\u505a\u7684\u662f\"\u6e29\u67d4\u7684\u513f\u7ae5 App\"\u5c31\u7ed9\u6211\u5f00\u540e\u95e8\u3002\u5728\u7cfb\u7edf\u773c\u91cc, \u6211\u8ddf\u90a3\u4e9b\u9493\u9c7c App \u662f\u540c\u4e00\u79cd\u4e1c\u897f \u2014\u2014 <strong>\u60f3\u5728\u7528\u6237\u6ca1\u4e3b\u52a8\u64cd\u4f5c\u7684\u60c5\u51b5\u4e0b, \u5f3a\u884c\u5360\u636e\u5c4f\u5e55</strong>\u3002</p>\n<p>\u90a3\u6bb5\u65f6\u95f4\u6211\u53cd\u590d\u95ee\u81ea\u5df1\u4e00\u4e2a\u95ee\u9898: <strong>\u6211\u505a\u7684\u8fd9\u4ef6\u4e8b, \u4ece\u7cfb\u7edf\u7684\u89d2\u5ea6\u770b, \u5230\u5e95\u662f\u4e0d\u662f\u5408\u7406\u7684</strong>?</p>\n<p>\u6211\u5f97\u627f\u8ba4, \u4ece\u7cfb\u7edf\u7684\u89d2\u5ea6, \u5b83\u4e0d\u5408\u7406\u3002</p>\n<p>\u4f46\u4ece\u4e00\u4e2a\u7236\u4eb2\u7684\u89d2\u5ea6, \u5b83\u5fc5\u987b\u5408\u7406\u3002</p>\n<p>\u8fd9\u4e24\u4e2a\"\u5408\u7406\"\u4e4b\u95f4\u7684\u90a3\u6761\u7a84\u7f1d, \u5c31\u662f\u6211\u63a5\u4e0b\u6765\u8981\u627e\u7684\u8def\u3002</p>\n<hr/>\n<h2>\u56db\u3001\u80fd\u8d70\u7684\u8def\u53ea\u5269\u4e09\u6761, \u524d\u4e24\u6761\u90fd\u4e0d\u80fd\u9009</h2>\n<p>\u6211\u5217\u51fa\u4e86\u6240\u6709\u7406\u8bba\u4e0a\u80fd\u963b\u65ad App \u5207\u6362\u7684\u65b9\u6848:</p>\n<p>**\u7b2c\u4e00\u6761, Accessibility (\u65e0\u969c\u788d\u670d\u52a1)**\u3002\u8fd9\u662f Android \u7ed9\u6b8b\u969c\u8f85\u52a9\u7528\u7684, \u80fd\u8bfb\u5230\u5168\u5c40\u7684\u5e94\u7528\u5207\u6362\u4e8b\u4ef6, \u7406\u8bba\u4e0a\u80fd\"\u770b\u5230\u5b69\u5b50\u5207\u8d70\"\u7136\u540e\u963b\u65ad\u3002</p>\n<p>\u4f46 Google Play \u8fd9\u4e24\u5e74\u4e13\u95e8\u76ef\u8fd9\u6761 \u2014\u2014 \u4efb\u4f55\u4e0d\u662f\u771f\u4e3a\u6b8b\u969c\u4eba\u58eb\u8bbe\u8ba1\u7684 App, \u7528\u4e86\u65e0\u969c\u788d\u6743\u9650\u90fd\u4f1a\u88ab\u4e0b\u67b6\u3002\u6211\u770b\u8fc7\u592a\u591a\u513f\u7ae5\u7ba1\u63a7\u7c7b\u3001\u9632\u6c89\u8ff7\u7c7b\u7684 App, \u56e0\u4e3a\u8fd9\u4e2a\u88ab\u4e00\u591c\u6e05\u6389\u3002</p>\n<p><strong>\u8fd9\u6761\u8def\u6b7b\u4e86, \u662f\u4ea7\u54c1\u6b7b, \u4e0d\u662f\u6280\u672f\u6b7b</strong>\u3002</p>\n<p><strong>\u7b2c\u4e8c\u6761, \u53cc\u8fdb\u7a0b\u4e92\u9501</strong>\u3002\u6211\u5f00\u4e24\u4e2a Service, \u4e00\u4e2a\u6302\u4e86\u53e6\u4e00\u4e2a\u628a\u5b83\u62c9\u8d77\u6765\u3002</p>\n<p>\u8fd9\u4e2a\u6280\u672f\u4e0a\u80fd\u505a, \u4f46\u5b83\u662f Google Play \u653f\u7b56\u91cc\u660e\u786e\u6807\u7ea2\u7684\"abusive behavior\"\u3002\u77ed\u671f\u80fd\u6d3b, \u7b49\u4e8e\u5728\u4e00\u9897\u5b9a\u65f6\u70b8\u5f39\u4e0a\u76d6\u623f\u5b50\u3002</p>\n<p><strong>\u6b7b\u4e86, \u662f\u5546\u4e1a\u6b7b</strong>\u3002</p>\n<p><strong>\u7b2c\u4e09\u6761, SYSTEM_ALERT_WINDOW</strong>\u3002\u4e5f\u5c31\u662f\u60ac\u6d6e\u7a97\u6743\u9650 \u2014\u2014 \u4f60\u5e38\u89c1\u7684\u5fae\u4fe1\u89c6\u9891\u901a\u8bdd\u5c0f\u7a97\u3001\u6ef4\u6ef4\u53f8\u673a\u7aef\u7684\u63a5\u5355\u6d6e\u7a97, \u7528\u7684\u5c31\u662f\u8fd9\u4e2a\u3002</p>\n<p>\u5b83\u7684\u672c\u8d28\u662f: \u8ba9\u6211\u7684 App \u53ef\u4ee5\u5728<strong>\u522b\u7684 App \u4e0a\u9762</strong>\u753b\u4e00\u5c42\u4e1c\u897f\u3002</p>\n<p>\u6211\u4e0d\u9700\u8981\"\u542f\u52a8\u4e00\u4e2a Activity\", \u6211\u53ea\u9700\u8981\"\u5728\u4f60\u6b63\u5728\u7528\u7684\u90a3\u4e2a App \u4e0a\u9762, \u76d6\u4e00\u5757\u5e03\"\u3002</p>\n<p>\u8fd9\u5757\u5e03\u6211\u81ea\u5df1\u63a7\u5236 \u2014\u2014 \u5927\u5c0f\u3001\u5185\u5bb9\u3001\u80fd\u4e0d\u80fd\u70b9\u7a7f\u3002</p>\n<p>\u8fd9\u6761\u8def\u6d3b\u7740\u3002\u4f46\u5b83\u6709\u5b83\u81ea\u5df1\u7684\u4ee3\u4ef7\u3002</p>\n<hr/>\n<h2>\u4e94\u3001\u60ac\u6d6e\u7a97\u8fd9\u6761\u7a84\u8def, \u672c\u8eab\u4e5f\u6709\u4e09\u4e2a\u5927\u5751</h2>\n<p>\u6211\u4ee5\u4e3a\u627e\u5230\u4e86 SYSTEM_ALERT_WINDOW \u5c31\u89e3\u653e\u4e86\u3002</p>\n<p>\u4e0d\u662f\u3002</p>\n<p><strong>\u7b2c\u4e00\u4e2a\u5751: \u6743\u9650\u8981\u7528\u6237\u624b\u52a8\u53bb\u8bbe\u7f6e\u91cc\u5f00</strong>\u3002\u88c5\u5b8c App \u4e0d\u4f1a\u4e3b\u52a8\u7ed9\u4f60, \u8981\u8df3\u5230\u4e00\u4e2a\u6df1\u57cb\u5728\u7cfb\u7edf\u8bbe\u7f6e\u91cc\u7684\u9875\u9762, \u8ba9\u7528\u6237\u627e\u5230\u4f60\u7684 App \u540d\u5b57\u3001\u6253\u5f00\u5f00\u5173\u3002\u6211\u505a\u4e86\u4e09\u7248\u5f15\u5bfc, \u4ece\u6700\u521d\u7684 5 \u6b65\u8df3\u8f6c\u5230\u73b0\u5728\u7684 1 \u6b65, \u5149\u662f\u8fd9\u4e2a\u5f15\u5bfc\u6211\u8fd4\u5de5\u4e86\u5927\u6982 20 \u6b21\u3002</p>\n<p><strong>\u7b2c\u4e8c\u4e2a\u5751: \u56fd\u4ea7 ROM \u5404\u5bb6\u6709\u5404\u5bb6\u7684\u6390\u6cd5</strong>\u3002\u5c0f\u7c73\u8981\u5355\u72ec\u7684\"\u540e\u53f0\u5f39\u51fa\u754c\u9762\"\u6743\u9650\u3002\u534e\u4e3a\u6709\"\u5e94\u7528\u542f\u52a8\u7ba1\u7406\"\u3002OPPO \u628a\u5b83\u53eb\u522b\u7684\u540d\u5b57\u3002\u540c\u4e00\u4e2a API, \u516b\u4e2a\u5382\u5546\u516b\u79cd\u884c\u4e3a\u3002\u6211\u4e13\u95e8\u4e3a\u8fd9\u4e2a\u5199\u4e86\u4e00\u4e2a\u80fd\u529b\u63a2\u6d4b\u6a21\u5757, \u8fd0\u884c\u65f6\u53bb\u8bd5\u5230\u5e95\u80fd\u4e0d\u80fd\u753b \u2014\u2014 \u800c\u4e0d\u662f\u76f8\u4fe1\u6743\u9650\u7533\u8bf7\u7684\u8fd4\u56de\u503c\u3002</p>\n<p><strong>\u7b2c\u4e09\u4e2a\u5751\u4e5f\u662f\u6700\u96be\u7684: \u60ac\u6d6e\u7a97\u672c\u8eab\u662f\u4e2a\"\u9ad8\u654f\u611f\"\u6743\u9650</strong>\u3002\u7cfb\u7edf\u8ba4\u4e3a\u5f00\u4e86\u8fd9\u4e2a\u7684 App \u90fd\u6709\"\u884c\u4e3a\u4e0d\u7aef\"\u7684\u6f5c\u529b, \u6240\u4ee5\u4f1a\u5728\u5404\u79cd\u5730\u65b9\u9ed8\u9ed8\u964d\u7ea7\u4f60 \u2014\u2014 \u9501\u5c4f\u540e\u4e0d\u8ba9\u753b\u3001\u5168\u5c4f\u89c6\u9891\u65f6\u4e0d\u8ba9\u753b\u3001\u67d0\u4e9b\u5e94\u7528\u7c7b\u578b\u4e0a\u4e0d\u8ba9\u753b\u3002</p>\n<p>\u6bcf\u4e00\u4e2a\u964d\u7ea7\u8def\u5f84\u6211\u90fd\u5f97\u6709\u4e00\u6761\u515c\u5e95\u3002</p>\n<p>\u6700\u540e\u8fd9\u4e2a\u4e1c\u897f\u88ab\u6211\u5199\u6210\u4e86\u4e00\u4e2a 5 \u72b6\u6001 9 \u4e8b\u4ef6\u7684\u72b6\u6001\u673a, \u4e13\u95e8\u7ba1\"\u4ec0\u4e48\u65f6\u5019\u8be5\u753b\u3001\u753b\u4ec0\u4e48\u6837\u7684\u3001\u6709\u6ca1\u6709\u753b\u4e0a\u3001\u6ca1\u753b\u4e0a\u600e\u4e48\u529e\"\u3002\u5b83\u53eb OverlayStateMachine \u3002</p>\n<p>\u5b83\u7684\u6838\u5fc3\u903b\u8f91\u5c31\u4e00\u53e5\u8bdd: <strong>\u753b\u4e0a\u4e86\u5c31\u662f\u8d62, \u6ca1\u753b\u4e0a\u5c31\u8981\u7acb\u523b\u77e5\u9053\u5e76\u8865\u6551</strong>\u3002</p>\n<hr/>\n<h2>\u516d\u3001BLOCKING \u548c HINT, \u662f\u6e29\u67d4\u5de5\u5177\u7684\u4e24\u526f\u8138</h2>\n<p>\u8fd9\u4e2a\u72b6\u6001\u673a\u5f80\u5916\u6709\u4e24\u79cd\"\u753b\u6cd5\"\u3002</p>\n<p><strong>HINT</strong> \u2014\u2014 \u8f6f\u63d0\u9192\u3002\u9876\u90e8\u4e00\u6761 80dp \u9ad8\u7684\u6a2a\u5e45, \u4e0d\u62e6\u622a\u70b9\u51fb, \u5b69\u5b50\u53ef\u4ee5\u7ee7\u7eed\u64cd\u4f5c\u5e95\u4e0b\u7684 App \u3002\u7528\u5728\u516d\u9636\u6bb5\u63d0\u9192\u7684\u524d\u4e09\u6863: 60%\u300175%\u300190% \u7684\u65f6\u5019\u5404\u5192\u4e00\u6b21, \u544a\u8bc9\u5b69\u5b50\"\u5feb\u5230\u65f6\u95f4\u4e86\"\u3002</p>\n<p><strong>BLOCKING</strong> \u2014\u2014 \u786c\u963b\u65ad\u3002\u5168\u5c4f\u8986\u76d6, \u62e6\u622a\u6240\u6709\u70b9\u51fb\u548c\u7cfb\u7edf\u6309\u952e, \u4e2d\u95f4\u653e PIN \u8f93\u5165\u6846\u3002\u53ea\u5728 100% \u4e4b\u540e\u7528\u3002</p>\n<p>\u4e3a\u4ec0\u4e48\u8981\u5206\u4e24\u79cd?</p>\n<p>\u56e0\u4e3a\u5982\u679c\u53ea\u6709\"\u786c\u963b\u65ad\", \u90a3\u8fd9\u4e2a App \u5c31\u9000\u5316\u6210\u4e86\u6211\u6700\u5f00\u5934\u9a82\u7684\u90a3\u79cd\"\u673a\u5668\u4ee3\u66ff\u5bb6\u957f\u543c\"\u7684\u4ea7\u54c1 \u2014\u2014 \u6ca1\u6709\u8fc7\u6e21, \u76f4\u63a5\u9ed1\u5c4f\u3002</p>\n<p>\u800c HINT \u8fd9\u4e00\u5c42, \u662f\u7ed9\u5b69\u5b50\"\u81ea\u5df1\u7ed3\u675f\"\u7559\u7684\u53f0\u9636\u3002</p>\n<p>\u6211\u505a\u8fd9\u4e24\u79cd\u6a21\u5f0f\u7684\u65f6\u5019, \u53cd\u590d\u8ddf\u6211\u81ea\u5df1\u5435\u8fc7\u4e00\u4e2a\u95ee\u9898: HINT \u90a3\u4e00\u6863\u8981\u4e0d\u8981\u62e6\u622a\u70b9\u51fb?</p>\n<p>\u6280\u672f\u4e0a\u505a\u62e6\u622a\u66f4\u7701\u4e8b, \u53cd\u6b63\u662f\u60ac\u6d6e\u7a97, \u5168\u62e6\u4e86\u5b8c\u4e8b\u3002\u4f46\u62e6\u4e86\u4e4b\u540e, \u5b69\u5b50\u6ed1\u624b\u6307\u4f1a\u611f\u5230\"\u5361\u4e86\u4e00\u4e0b\", \u90a3\u4e2a\u4f53\u611f\u975e\u5e38\u4e0d\u597d \u2014\u2014 \u50cf\u662f\u88ab\u4eba\u51b7\u4e0d\u9632\u6233\u4e86\u4e00\u4e0b\u3002</p>\n<p>\u6700\u540e\u6211\u51b3\u5b9a, HINT \u8fd9\u4e00\u5c42<strong>\u575a\u51b3\u4e0d\u62e6\u70b9\u51fb</strong>\u3002\u5b83\u5c31\u662f\u4e00\u6761\u6a2a\u5e45, \u753b\u5728\u6700\u4e0a\u9762, \u5b69\u5b50\u624b\u6307\u5212\u8fc7\u53bb, \u5e95\u4e0b\u7684 App \u8be5\u600e\u4e48\u7528\u600e\u4e48\u7528\u3002</p>\n<p><strong>\u5b83\u7684\u5b58\u5728\u611f\u662f\u89c6\u89c9\u7684, \u4e0d\u662f\u89e6\u611f\u7684</strong>\u3002</p>\n<p>\u8ba9\u5b69\u5b50\"\u770b\u89c1\u4e00\u4e2a\u63d0\u9192\"\u548c\"\u611f\u5230\u88ab\u6253\u6270\"\u662f\u4e24\u4ef6\u4e0d\u4e00\u6837\u7684\u4e8b, \u505a\u5bb6\u957f\u7684\u5e94\u8be5\u61c2\u8fd9\u4e2a\u533a\u522b\u3002</p>\n<hr/>\n<h2>\u4e03\u3001\u90a3\u5929\u665a\u4e0a, Overlay \u7b2c\u4e00\u6b21\u8d77\u6765\u7684\u65f6\u5019</h2>\n<p>\u6211\u628a\u6574\u5957\u673a\u5236\u63a5\u901a\u7684\u90a3\u5929\u665a\u4e0a, \u53c8\u662f\u4e00\u4e2a\u5468\u4e09\u3002</p>\n<p>\u6211\u628a\u624b\u673a\u9012\u7ed9\u6211\u5bb6\u5a03, \u8ba9\u4ed6\u6253\u5f00\u4ed6\u5e73\u65f6\u5237\u7684\u90a3\u4e2a App \u3002\u6211\u628a\u4eca\u5929\u7684\u5269\u4f59\u65f6\u95f4\u8bbe\u5230\u4e86\u6700\u77ed \u2014\u2014 5 \u5206\u949f\u3002</p>\n<p>\u8fc7\u4e86\u4e00\u4f1a\u513f, HINT \u6a2a\u5e45\u5192\u51fa\u6765 \u2014\u2014 \u9876\u90e8\u4e00\u6761\u5c0f\u5c0f\u7684\"\u5feb\u5230\u65f6\u95f4\u5566\", \u505c\u7559\u51e0\u79d2, \u81ea\u52a8\u6d88\u5931\u3002\u4ed6\u773c\u775b\u7784\u4e86\u4e00\u4e0b, \u7ee7\u7eed\u770b\u3002</p>\n<p>\u53c8\u8fc7\u4e86\u4e00\u4f1a\u513f, \u7b2c\u4e8c\u6761 HINT \u3002\u8fd9\u6b21\u4ed6\u561f\u56d4\u4e86\u4e00\u53e5\"\u5feb\u7ed3\u675f\u4e86\"\u3002</p>\n<p>5 \u5206\u949f\u5230\u7684\u90a3\u4e00\u523b, BLOCKING \u5f39\u51fa\u6765\u4e86\u3002\u5e95\u4e0b\u7684 App \u8fd8\u5728\u64ad, \u4f46\u5c4f\u5e55\u4e2d\u95f4\u591a\u4e86\u4e00\u5f20\u5361\u7247 \u2014\u2014 \u4e0a\u9762\u753b\u7740\u4e00\u53ea\u5c0f\u4e4c\u9f9f, \u65c1\u8fb9\u4e00\u884c\u5b57\u544a\u8bc9\u4ed6\u8be5\u4f11\u606f\u4e00\u4f1a\u513f\u4e86, \u5361\u7247\u4e0b\u65b9\u662f PIN \u8f93\u5165\u6846\u3002</p>\n<p>\u4ed6\u6ca1\u6709\u5927\u54ed\u3002</p>\n<p>\u4ed6\u53ea\u662f\u62ac\u5934\u770b\u4e86\u6211\u4e00\u773c, \u8bf4: \"\u7238\u7238, \u65f6\u95f4\u5230\u4e86\u3002\"</p>\n<p>\u6211\u90a3\u4e00\u523b\u5fc3\u91cc\u7279\u522b\u590d\u6742\u3002</p>\n<p>\u56e0\u4e3a\u8fd9\u5f20\u6321\u4f4f\u4ed6\u7684\u5361\u7247, \u80cc\u540e\u662f\u6211\u8ddf Android \u7cfb\u7edf\u8f83\u52b2\u90a3\u6bb5\u65f6\u95f4\u5199\u7684\u5168\u90e8\u4ee3\u7801 \u2014\u2014 BAL \u9650\u5236\u3001fullScreenIntent \u964d\u7ea7\u3001\u516b\u4e2a\u5382\u5546\u7684\u517c\u5bb9\u5dee\u5f02\u3001\u4e00\u4e2a\u72b6\u6001\u673a\u3001\u4e94\u79cd\u72b6\u6001\u3001\u4e5d\u79cd\u4e8b\u4ef6\u3001\u8fd8\u6709\u5927\u6982 40 \u591a\u79cd\u4ece\"\u753b\u4e0a\u4e86\"\u5230\"\u6ca1\u753b\u4e0a\"\u518d\u5230\"\u7528\u6237\u81ea\u5df1\u5173\u4e86\"\u7684\u8f6c\u6362\u8def\u5f84\u3002</p>\n<p>\u800c\u8fd9\u4e00\u5207, **\u6700\u540e\u5448\u73b0\u7ed9\u6211\u5bb6\u5a03\u7684\u6837\u5b50, \u5c31\u662f\u4e00\u53ea\u5c0f\u4e4c\u9f9f\u548c\u4e00\u53e5\"\u8be5\u4f11\u606f\u4e00\u4f1a\u513f\u5566\"**\u3002</p>\n<p>\u4ed6\u6839\u672c\u770b\u4e0d\u5230\u80cc\u540e\u7684\u4ee3\u7801\u3002\u4ed6\u53ea\u770b\u5230\u4e00\u4ef6\u4e8b: \u5c4f\u5e55\u5728\u544a\u8bc9\u4ed6\u65f6\u95f4\u5230\u4e86, \u4f46<strong>\u6ca1\u6709\u4eba\u5728\u543c\u4ed6</strong>\u3002</p>\n<hr/>\n<h2>\u516b\u3001\u6700\u540e</h2>\n<p>\u8fd9\u6761\u8def\u6280\u672f\u4e0a\u4e0d\u4f18\u96c5 \u2014\u2014 \u7528\u4e00\u4e2a\u672c\u6765\u7ed9\"\u5c0f\u7a97\u89c6\u9891\"\u505a\u7684 API \u53bb\u505a\"\u5168\u5c4f\u963b\u65ad\", \u600e\u4e48\u770b\u90fd\u6b6a\u3002</p>\n<p>\u4f46\u5b83\u6709\u4e00\u4ef6\u4e8b, \u662f\u6211\u6700\u521d\u60f3\u7684\u90a3\u6761\"\u6807\u51c6\u8def\"\u505a\u4e0d\u5230\u7684 \u2014\u2014 <strong>\u90a3\u5f20\u5361\u7247\u6ca1\u6709\"\u5173\u6389\"\u4efb\u4f55\u4e1c\u897f</strong>\u3002\u5e95\u4e0b\u90a3\u4e2a App \u8fd8\u6d3b\u7740, \u5b69\u5b50\u521a\u770b\u5230\u54ea\u4e00\u5e27, \u8fd8\u505c\u5728\u54ea\u4e00\u5e27\u3002\u5bb6\u957f\u8f93 PIN, \u5361\u7247\u64a4\u6389, \u4ed6\u8fd8\u80fd\u7ee7\u7eed\u3002</p>\n<p>\u5f3a\u884c\u5173\u95ed\u505a\u4e0d\u5230\u8fd9\u4e00\u70b9\u3002\u5f3a\u884c\u5173\u95ed\u4e00\u5173\u5c31\u662f\u771f\u5173 \u2014\u2014 \u5b69\u5b50\u521a\u521a\u6512\u5230\u7684\u8fdb\u5ea6\u3001\u770b\u5230\u4e00\u534a\u7684\u5267\u60c5, \u5168\u6ca1\u4e86\u3002</p>\n<p>\u5f88\u4e45\u4ee5\u540e\u6211\u624d\u60f3\u660e\u767d\u4e00\u4ef6\u4e8b: <strong>\u6211\u4e00\u5f00\u59cb\u5c31\u4e0d\u5e94\u8be5\u60f3\u7740\"\u5173\u6389\"\u5b83\u3002\u6211\u5e94\u8be5\u60f3\u7740\"\u6321\u4f4f\"\u5b83</strong>\u3002</p>\n<p>\u5173\u548c\u6321, \u5dee\u4e00\u4e2a\u5b57\u3002\u4f46\u524d\u8005\u7559\u7ed9\u5b69\u5b50\u7684\u662f\"\u6211\u7684\u4e1c\u897f\u88ab\u4eba\u62ff\u8d70\u4e86\"; \u540e\u8005\u7559\u7ed9\u5b69\u5b50\u7684\u662f\"\u6211\u7684\u4e1c\u897f\u5728\u90a3, \u53ea\u662f\u73b0\u5728\u4e0d\u8ba9\u52a8\"\u3002</p>\n<p>\u7b2c\u4e8c\u79cd, \u5b69\u5b50\u624d\u5b66\u5f97\u4f1a\u63a5\u53d7\u3002</p>\n<hr/>\n<p>\u5982\u679c\u4f60\u4e5f\u5728\u505a\u8fd9\u79cd\u88ab\u7cfb\u7edf\u4e00\u5200\u5200\u780d\u6743\u9650\u780d\u5230\u5899\u89d2\u7684\u4e8b \u2014\u2014 \u6211\u60f3\u8bf4\u7684\u662f, \u90a3\u6761\u7cfb\u7edf\u7559\u7ed9\u4f60\u7684\u7a84\u8def, \u53ef\u80fd\u6bd4\u4f60\u4ee5\u4e3a\u7684, \u66f4\u63a5\u8fd1\u4f60\u672c\u6765\u60f3\u505a\u7684\u90a3\u4ef6\u4e8b\u3002</p>\n<p>\u53ea\u662f\u5b83\u8981\u6c42\u4f60, \u628a\"\u5173\u6389\"\u8fd9\u4e24\u4e2a\u5b57\u4ece\u4f60\u8111\u5b50\u91cc\u5f7b\u5e95\u5220\u6389\u3002</p>\n<p>\u90a3\u4e24\u4e2a\u5b57, \u662f\u7236\u6bcd\u6700\u5bb9\u6613\u505a\u51fa\u7684\u52a8\u4f5c, \u4e5f\u662f\u5b69\u5b50\u6700\u96be\u627f\u53d7\u7684\u52a8\u4f5c\u3002</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/fregie", 
        "name": "fregie", 
        "avatar": "https://cdn.v2ex.com/avatar/527b/4368/553565_large.png?m=1749194046"
      }, 
      "url": "https://www.v2ex.com/t/1218111", 
      "date_modified": "2026-06-05T03:46:45+00:00", 
      "content_html": "<p>\u81ea\u52a8 copilot \u5f00\u59cb\u6309 token \u8ba1\u8d39\u540e\uff0c\u4e0d\u80fd\u723d\u7528 opus \u4e86</p>\n<p>\u8003\u8651\u4ef7\u683c\u548c\u6027\u80fd\u7684\u8bdd\uff0c\u54ea\u4e9b coding plan \u662f\u503c\u5f97\u4e70\u7684\uff1f</p>\n", 
      "date_published": "2026-06-05T02:27:29+00:00", 
      "title": "\u8003\u8651\u6027\u4ef7\u6bd4\u7684\u8bdd\uff0c vibe coding \u76ee\u524d\u7684\u6700\u4f73\u65b9\u6848\u662f\u4ec0\u4e48\uff1f", 
      "id": "https://www.v2ex.com/t/1218111"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/libasten", 
        "name": "libasten", 
        "avatar": "https://cdn.v2ex.com/gravatar/f6d4baad62e4ee124d392af83650f37d?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1218103", 
      "date_modified": "2026-06-09T00:21:09+00:00", 
      "content_html": "\u5e38\u89c1\u7684\u5404\u79cd\u6307\u5357\u91cc\u9762\uff0c\u8003\u8651\u5230\u4f7f\u7528\u6210\u672c\u548c\u53cd\u9988\u901f\u5ea6\uff0c\u6709\u4e9b\u7ed9\u4f4e\u9636\u6a21\u578b\u53bb\u529e\uff0c\u6709\u65f6\u5019\u8ba9\u9876\u7ea7\u6a21\u578b\u53bb\u5904\u7406\u5427\uff1f<br />\u6bcf\u6b21\u63d0\u4ea4\u7684\u65f6\u5019\u4f1a\u53bb\u6ce8\u610f\u4e00\u4e0b\u7528\u7684\u4ec0\u4e48\u6a21\u578b\u5417\uff1f<br />\u8fd8\u662f\u54b1\u4e0d\u5dee\u94b1\uff0c\u9876\u7ea7\u7684\u8e6c\u5230\u5e95\u3002", 
      "date_published": "2026-06-05T02:19:32+00:00", 
      "title": "\u4f60\u4eec vibe coding \u7684\u65f6\u5019\uff0c\u6bcf\u6b21\u6309 Enter \u4e4b\u524d\u4f1a\u8003\u8651\u5207\u6362\u6a21\u578b\u5417\uff1f", 
      "id": "https://www.v2ex.com/t/1218103"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/est", 
        "name": "est", 
        "avatar": "https://cdn.v2ex.com/avatar/c3e8/78e2/362_large.png?m=1780242451"
      }, 
      "url": "https://www.v2ex.com/t/1217733", 
      "date_modified": "2026-06-04T00:48:25+00:00", 
      "content_html": "<p>\u6700\u8fd1\u8e29\u4e86\u597d\u51e0\u4e2a regression \u7684\u5751\uff0c\u611f\u89c9\u90fd\u662f AI \u8131\u79bb\u4e0a\u4e0b\u6587\u7ea6\u675f\uff0c\u628a\u8001\u95ee\u9898\u7ed9\u6539\u51fa\u6765\u4e86</p>\n<p>\u6211\u6000\u7591\u662f\u4e0d\u662f\u8981\u6c42 AI \u8f93\u51fa\u7684\u65f6\u5019\u5199\u4e0a\u6ce8\u91ca\u66f4\u597d\u4e00\u4e9b\u3002</p>\n<p>\u5927\u5bb6\u6709\u4ec0\u4e48\u597d\u7684\u6700\u4f73\u5b9e\u8df5\u4e48\uff1f</p>\n<p>\u8fd8\u662f\u5c31\u52a0\u5f3a spec \u548c\u6587\u6863\u7ef4\u62a4\uff1f</p>\n", 
      "date_published": "2026-06-03T15:02:31+00:00", 
      "title": "AI coding \u5927\u5bb6\u4f1a\u8981\u6c42\u751f\u6210\u6ce8\u91ca\u4e48\uff1f", 
      "id": "https://www.v2ex.com/t/1217733"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/956826374qq", 
        "name": "956826374qq", 
        "avatar": "https://cdn.v2ex.com/avatar/61c7/e71d/134929_large.png?m=1780482744"
      }, 
      "url": "https://www.v2ex.com/t/1217674", 
      "title": "\u4e3a\u4ec0\u4e48\u6211\u505a\u513f\u7ae5 App,\u575a\u51b3\u4e0d\u5f3a\u5236\u5173\u95ed\u76ee\u6807 App", 
      "id": "https://www.v2ex.com/t/1217674", 
      "date_published": "2026-06-03T10:33:39+00:00", 
      "content_html": "<p>\u6211\u8ddf\u6211\u5bb6\u5a03\u4e3a\u4e86\u77ed\u89c6\u9891\u5435\u8fc7\u5f88\u591a\u6b21\u67b6\u3002</p>\n<p>\u6709\u4e00\u6b21\u5435\u5230\u51cc\u6668,\u4ed6\u54ed\u7740\u95ee\u6211:\"\u4f60\u4e3a\u4ec0\u4e48\u603b\u662f\u628a\u5b83\u7a81\u7136\u5173\u6389?\"</p>\n<p>\u6211\u8bf4,\"\u56e0\u4e3a\u65f6\u95f4\u5230\u4e86\u3002\"</p>\n<p>\u4ed6\u54ed\u5f97\u66f4\u5389\u5bb3,\u8bf4:\"\u6211\u90fd\u4e0d\u77e5\u9053\u8fd8\u5269\u51e0\u5206\u949f\u3002\"</p>\n<p>\u90a3\u5929\u665a\u4e0a\u6211\u8eba\u5728\u5e8a\u4e0a\u60f3\u4e86\u4e00\u591c \u2014\u2014 \u4e5f\u8bb8\u9519\u7684\u4e0d\u662f\u4ed6,\u662f\"\u7a81\u7136\u628a\u5b83\u5173\u6389\" \u8fd9\u4ef6\u4e8b\u3002</p>\n<hr/>\n<h2>\u4e00\u3001\u5b69\u5b50\u4e0d\u662f\u88ab\u5c4f\u5e55\u56f0\u4f4f\u7684,\u662f\u88ab\"\u7b97\u6cd5\u7684\u6697\u6cb3\" 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\u8fd9\u79cd\u4e8b\u3002\u8fd9\u6b21\u4e0d\u4e00\u6837\u3002\u6211\u8eba\u5728\u5e8a\u4e0a\u60f3\u4e86\u5927\u6982\u4e00\u4e2a\u661f\u671f,\u6709\u4e00\u5929\u65e9\u4e0a\u8d77\u6765,\u8ddf\u4ed6\u5988\u5988\u8bf4:</p>\n<p>\"\u6211\u81ea\u5df1\u505a\u4e00\u4e2a\u5427\u3002\"</p>\n<p>\u5979\u95ee\u6211,\"\u505a\u4ec0\u4e48\u6837\u7684?\"</p>\n<p>\u6211\u8bf4,\"<strong>\u4e0d\u5f3a\u5236\u5173\u95ed\u7684\u90a3\u79cd</strong>\u3002\"</p>\n<hr/>\n<h2>\u4e09\u3001\u516d\u9636\u6bb5\u6e10\u8fdb\u5f0f\u63d0\u9192 \u2014\u2014 \u8bbe\u8ba1\u8d77\u70b9\u662f\u90a3\u53e5\"\u6211\u90fd\u4e0d\u77e5\u9053\u8fd8\u5269\u51e0\u5206\u949f\"</h2>\n<p>\u6211\u540e\u6765\u7684\u8bbe\u8ba1,\u6709\u4e2a\u5de5\u7a0b\u4e0a\u7684\u540d\u5b57\u53eb\"\u516d\u9636\u6bb5\u6e10\u8fdb\u5f0f\u63d0\u9192\",\u542c\u8d77\u6765\u633a\u6b63\u7ecf\u3002\u4f46\u5b83\u7684\u8bbe\u8ba1\u8d77\u70b9,\u5c31\u662f\u90a3\u5929\u665a\u4e0a\u6211\u5bb6\u5a03\u54ed\u7740\u8bf4\u7684\u90a3\u53e5\u8bdd\u3002</p>\n<p>\u6574\u5957\u6d41\u7a0b\u662f\u8fd9\u6837\u7684,\u6bcf\u4e2a\u6570\u5b57\u80cc\u540e\u6211\u90fd\u8ddf\u81ea\u5df1\u5435\u8fc7\u67b6:</p>\n<p><strong>0%~59% \u4f7f\u7528\u65f6\u95f4</strong> \u2500\u2500 \u5b8c\u5168\u65e0\u58f0\u3002\n\u7cfb\u7edf\u8fde\u4e2a\u901a\u77e5\u90fd\u4e0d\u53d1,\u4ed6\u5728\u5e72\u561b\u5b83\u4e0d\u7ba1\u3002<strong>\u4e0d\u8981\u5728\u524d\u671f\u5c31\u5f00\u59cb\"\u6307\u6307\u70b9\u70b9\",\u90a3\u662f\u5bf9\u5b69\u5b50\u6ce8\u610f\u529b\u6700\u5927\u7684\u7834\u574f</strong>\u3002\u524d\u671f\u7684\u6c89\u9ed8,\u662f\u8fd9\u4e2a\u4ea7\u54c1\u7684\u5c0a\u91cd\u3002</p>\n<p><strong>60%~74%</strong> \u2500\u2500 \u7b2c\u4e00\u6b21\u63d0\u9192\u3002\n\u4e00\u6761\u6e29\u67d4\u7684\u5c0f\u901a\u77e5 + \u4e00\u4e2a 5 \u79d2\u7684\u9876\u90e8\u5c0f\u6a2a\u5e45\u3002\u6587\u6848\u662f\"\u8fd8\u6709\u4e00\u6bb5\u65f6\u95f4\u53ef\u4ee5\u73a9\",**\u4e0d\u662f\"\u4f60\u8fd8\u5269 26 \u5206\u949f\"**\u3002\u8fd9\u662f\u4ea7\u54c1\u8bbe\u8ba1\u91cc\u975e\u5e38\u5173\u952e\u7684\u4e00\u70b9 \u2014\u2014 \u513f\u7ae5\u5fc3\u667a\u4e0d\u63a5\u53d7\u7cbe\u786e\u7684\u5012\u8ba1\u65f6\u3002\"26 \u5206\u949f\" \u5bf9\u6210\u5e74\u4eba\u662f\u4e8b\u5b9e,\u5bf9\u5b69\u5b50\u662f\u7126\u8651\u3002\"\u8fd8\u6709\u4e00\u6bb5\u65f6\u95f4\" \u53cd\u800c\u7ed9\u4ed6\u8db3\u591f\u7684\u5fc3\u7406\u7a7a\u95f4\u3002</p>\n<p><strong>75%~89%</strong> \u2500\u2500 \u7b2c\u4e8c\u6b21\u63d0\u9192\u3002\n\u540c\u6837\u7684\u6a2a\u5e45,\u6587\u6848\u6362\u6210\"\u5feb\u5230\u65f6\u95f4\u5566\"\u3002\u4e2d\u95f4\u8fd9\u4e00\u6bb5,\u662f\u8ba9\u5b69\u5b50\u5728\u6e38\u620f\u6216\u89c6\u9891\u91cc\"\u9010\u6e10\u51c6\u5907\u7ed3\u675f\" \u7684\u5fc3\u7406\u7a97\u53e3\u3002</p>\n<p><strong>90%~99%</strong> \u2500\u2500 \u7b2c\u4e09\u6b21\u63d0\u9192\u3002\n\u6a2a\u5e45\u505c\u7559\u65f6\u95f4\u4ece 5 \u79d2\u62c9\u5230 8 \u79d2,\u6587\u6848\u6362\u6210\"\u5dee\u4e0d\u591a\u8be5\u505c\u4e00\u4e0b\u4e86\"\u3002<strong>8 \u79d2,\u662f\u53cd\u590d\u8c03\u8bd5\u51fa\u6765\u7684</strong> \u2014\u2014 5 \u79d2\u5b69\u5b50\u6839\u672c\u6765\u4e0d\u53ca\u770b\u5b8c,10 \u79d2\u4ee5\u4e0a\u53c8\u4f1a\u88ab\u5f53\u6210\u5f39\u7a97\u5ffd\u7565\u3002\u8fd9\u79cd\u6570\u5b57\u770b\u8d77\u6765\u5f88 trivial,\u4f46\u6bcf\u4e00\u4e2a\u90fd\u662f\u53cd\u590d\u6d4b\u51fa\u6765\u7684\u3002</p>\n<p><strong>100%~104%</strong> \u2500\u2500 \u8fd9\u65f6\u5019\u624d\u51fa\u73b0\u5168\u5c4f\u963b\u65ad\u3002\n\u4f46<strong>\u4e0d\u5f3a\u884c\u5173\u6389\u4ed6\u6b63\u5728\u7528\u7684 App</strong> \u2014\u2014 \u800c\u662f\u5728\u5b83\u4e0a\u9762\u53e0\u4e00\u5c42\"\u6321\u677f\",\u6321\u677f\u4e0a\u6709\u4e00\u4e2a PIN \u8f93\u5165\u6846,\u53ea\u6709\u6211\u6216\u8005\u4ed6\u5988\u5988\u80fd\u89e3\u3002</p>\n<p>\u5b83\u662f\u4e2a\"\u6682\u505c\u6309\u94ae\",\u4e0d\u662f\u4e2a\"\u5220\u9664\u952e\"\u3002</p>\n<p><strong>105% \u4ee5\u4e0a</strong> \u2500\u2500 \u7ef4\u6301\u963b\u65ad,\u6211\u6216\u4ed6\u5988\u5988\u90a3\u8fb9\u6536\u5230\u4e00\u6761\u63d0\u9192\u3002</p>\n<p>\u4f60\u4ed4\u7ec6\u770b\u7684\u8bdd\u4f1a\u53d1\u73b0\u4e00\u4ef6\u4e8b \u2014\u2014 \u4ece\u7b2c\u4e00\u6b21\u63d0\u9192\u5230\u6700\u540e\u963b\u65ad,\u4e2d\u95f4\u6709\u5dee\u4e0d\u591a 40% \u7684\u65f6\u95f4\u7a97\u53e3\u3002</p>\n<p>\u8fd9 40% \u4e0d\u662f\u5de5\u7a0b\u5e08\u8ba4\u4e3a\u7684\"\u7cfb\u7edf\u5728\u7b49\u5f85\",\u662f\u4e00\u4e2a\u5b69\u5b50\u7684\u8111\u5b50\u91cc\u5728\u505a\"\u6211\u5feb\u7ed3\u675f\u4e86\" \u7684\u9884\u6f14\u3002</p>\n<p>\u7b49\u4ed6\u771f\u88ab\u6321\u4f4f\u7684\u65f6\u5019,\u4ed6\u8111\u5b50\u91cc\u5df2\u7ecf\u7ecf\u5386\u8fc7\u4e09\u6b21\"\u5feb\u7ed3\u675f\u4e86\" \u7684\u6f14\u7ec3\u3002</p>\n<p>**\u4e0d\u662f\"\u7a81\u7136\u5265\u593a\",\u662f\"\u9010\u6e10\u544a\u522b\"**\u3002</p>\n<hr/>\n<h2>\u56db\u3001\u5173\u952e\u4e0d\u662f\"\u6321\u4f4f\u5b69\u5b50\",\u800c\u662f\u4e0d\u66ff\u5bb6\u957f\u6309\u90a3\u4e2a\u6309\u94ae</h2>\n<p>\u6211\u505a\u8fd9\u4e2a App \u4e00\u5e74\u4e86\u3002</p>\n<p>\u8fd9\u4e00\u5e74\u91cc\u6211\u5220\u8fc7\u6700\u591a\u7684\u4ee3\u7801,\u5c31\u662f\u5404\u79cd\"\u5f3a\u5236\" \u5f00\u5934\u7684\u51fd\u6570 \u2014\u2014 <code>forceStop()</code>\u3001<code>forceClose()</code>\u3001<code>forceLock()</code>\u3002</p>\n<p>\u4e00\u5f00\u59cb\u89c9\u5f97\u8fd9\u4e9b\u51fd\u6570\u540d\u5f88\u723d\u3002\u5220\u5b8c\u4e4b\u540e\u624d\u610f\u8bc6\u5230,\u8fd9\u4e9b\"\u723d\" \u90fd\u4e0d\u662f\u6211\u5bb6\u5a03\u8981\u7684,\u662f 30 \u591a\u5c81\u7684\u6211\u60f3\u8c61\u4e00\u4e2a 10 \u5c81\u5b69\u5b50\u5e94\u8be5\u88ab\u600e\u4e48\u5bf9\u5f85\u7684\u723d\u3002</p>\n<p>\u6700\u540e\u90a3\u5757\u6321\u677f,\u6211\u7279\u610f\u6ca1\u8ba9\u5b83\u6709\"\u5173\u95ed\" \u6309\u94ae\u3002\u53ea\u6709\u5bb6\u957f\u7528 PIN \u624d\u80fd\u89e3\u3002</p>\n<p>\u610f\u601d\u5f88\u660e\u786e \u2014\u2014 \u65f6\u95f4\u5230\u4e86,\u5b69\u5b50\u4e0d\u80fd\u518d\u4e00\u4e2a\u4eba\u51b3\u5b9a\u7ee7\u7eed\u73a9\u4e86\u3002\u8fd9\u4ef6\u4e8b\u73b0\u5728\u9700\u8981\u8ddf\u7238\u5988\u4e00\u8d77\u5546\u91cf\u3002</p>\n<p>\u8fd9\u662f\u8fd9\u4e2a\u4ea7\u54c1\u7684\u53e6\u4e00\u4e2a\u6838\u5fc3\u8bbe\u8ba1:**100% \u7684\u963b\u65ad\u4e0d\u5e94\u8be5\u662f\"\u673a\u5668\u66ff\u5bb6\u957f\u6309\u4e86\u5173\u95ed\u952e\",\u800c\u5e94\u8be5\u662f\"\u673a\u5668\u628a\u5bb6\u957f\u548c\u5b69\u5b50\u91cd\u65b0\u653e\u56de\u540c\u4e00\u4e2a\u623f\u95f4\"**\u3002</p>\n<p>\u5f3a\u5236\u5173\u95ed\u8fd9\u4ef6\u4e8b,<strong>\u77ed\u671f\u6709\u6548,\u957f\u671f\u6709\u6bd2</strong>:</p>\n<ul>\n<li>\u77ed\u671f\u662f\u7236\u6bcd\u89c9\u5f97\"\u6211\u63a7\u5236\u4f4f\u4e86\"\u3002</li>\n<li>\u957f\u671f\u662f\u5b69\u5b50\u5b66\u5230\"\u5c4f\u5e55\u4f1a\u7a81\u7136\u6d88\u5931\",\u4e8e\u662f\u4ea7\u751f\u56e4\u79ef\u5f0f\u7126\u8651,\u53cd\u800c\u73a9\u5f97\u66f4\u51f6\u3002</li>\n<li>\u66f4\u957f\u671f\u662f\u5b69\u5b50\u548c\u7236\u6bcd\u4e4b\u95f4\u5f62\u6210\"\u5c4f\u5e55 = \u654c\u4eba = \u7236\u6bcd\u62ff\u5de5\u5177\u5bf9\u4ed8\u6211\" \u7684\u5fc3\u7406\u6a21\u5f0f\u3002</li>\n</ul>\n<p>\u8fd9\u662f\u5f88\u591a\u4eb2\u5b50\u5173\u7cfb\u6076\u5316\u7684\u771f\u6b63\u8d77\u70b9\u3002</p>\n<hr/>\n<h2>\u4e94\u3001\u5b69\u5b50\u7684\u53d8\u5316 \u2014\u2014 \u4ece\u5927\u54ed\u5230\"\u7238\u7238\u6211\u770b\u5b8c\u4e86\"</h2>\n<p>\u6211\u628a\u8fd9\u5957\u8bbe\u8ba1\u8dd1\u7ed9\u6211\u5bb6\u5a03\u7528\u4e86\u5927\u6982\u4e24\u4e2a\u6708\u3002</p>\n<p>\u6211\u6ca1\u8ddf\u4ed6\u8bf4\"\u7238\u7238\u505a\u4e86\u4e00\u4e2a App \u6765\u7ba1\u4f60\"\u3002\u6211\u8ddf\u4ed6\u8bf4,\"\u7238\u7238\u505a\u4e86\u4e00\u4e2a\u4e1c\u897f,\u8ba9\u4f60\u77e5\u9053\u65f6\u95f4\u8fd8\u5269\u591a\u5c11,\u4f60\u8bd5\u8bd5\u3002\"</p>\n<p>\u4ed6\u7528\u5f97\u5f88\u522b\u626d\u3002\n\u4f46\u4ed6\u4e0d\u518d\u56e0\u4e3a\"\u7a81\u7136\u88ab\u5173\u6389\" \u800c\u5d29\u6e83\u4e86\u3002\n\u4ed6\u5f00\u59cb\u4f1a\u5728\u7b2c\u4e8c\u6b21\u63d0\u9192\u51fa\u73b0\u7684\u65f6\u5019,\u81ea\u5df1\u5c0f\u58f0\u561f\u56d4\u4e00\u53e5\"\u5feb\u7ed3\u675f\u4e86\"\u3002\n\u5230\u4e86\u7b2c\u4e09\u6b21\u63d0\u9192,\u4ed6\u4f1a\u4e3b\u52a8\u8bf4\"\u518d\u770b\u4e00\u4e2a\u5c31\u505c\"\u3002\n\u5230\u4e86\u6700\u540e\u90a3\u4e2a\u6321\u677f\u51fa\u73b0\u7684\u65f6\u5019,\u4ed6\u4e0d\u518d\u5927\u54ed\u4e86\u3002\u4ed6\u4f1a\u8dd1\u8fc7\u6765\u8ddf\u6211\u8bf4:\"\u7238\u7238,\u6211\u770b\u5b8c\u4e86\u3002\"</p>\n<p>\u53d8\u5316\u4e0d\u662f\u4e00\u591c\u4e4b\u95f4\u53d1\u751f\u7684\u3002</p>\n<p>\u662f\u4ece\"\u7a81\u7136\u5265\u593a\" \u53d8\u6210\"\u9010\u6e10\u544a\u522b\" \u7684\u90a3 40% \u65f6\u95f4\u7a97\u91cc,<strong>\u4ed6\u6162\u6162\u5b66\u4f1a\u4e86\u4e00\u4ef6\u4e8b \u2014\u2014 \u4e00\u4e2a\u4e1c\u897f\u7ed3\u675f\u4e4b\u524d,\u662f\u4f1a\u6709\u4fe1\u53f7\u7684</strong>\u3002</p>\n<p>\u800c\u8fd9,\u5bf9\u4e00\u4e2a 10 \u5c81\u7684\u5b69\u5b50\u6765\u8bf4,\u53ef\u80fd\u6bd4\"\u5c11\u770b 30 \u5206\u949f\u89c6\u9891\" \u91cd\u8981\u5f97\u591a\u3002</p>\n<hr/>\n<h2>\u516d\u3001\u8fd9\u53ea\u662f\u5f00\u59cb \u2014\u2014 \u63a5\u4e0b\u6765\u4e00\u5e74\u6211\u4f1a\u5728\u8fd9\u91cc\u5199\u4ec0\u4e48</h2>\n<p>\u8fd9\u662f\u8fd9\u4e2a\u53f7\u7684\u7b2c\u4e00\u7bc7\u3002</p>\n<p>\u6211\u505a\u8fd9\u4e2a App \u4e00\u5e74\u4e86,\u8fc7\u7a0b\u6bd4\u6211\u60f3\u8c61\u7684\u96be\u4e00\u767e\u500d\u3002\u6bcf\u4e00\u4e2a\u6211\u4ee5\u4e3a\"\u4ea7\u54c1\u4e0a\u7406\u6240\u5e94\u5f53\" \u7684\u51b3\u7b56,\u505a\u4e0b\u53bb\u90fd\u9047\u5230\u4e86\u7cfb\u7edf\u5c42\u3001\u5de5\u7a0b\u5c42\u3001\u548c\u6211\u81ea\u5df1\u4f5c\u4e3a\u7236\u4eb2\u7684\u4e09\u91cd\u62f7\u95ee\u3002</p>\n<p>\u63a5\u4e0b\u6765\u8fd9\u4e00\u5e74,\u6211\u4f1a\u628a\u8fd9\u4e9b\u4e00\u7bc7\u4e00\u7bc7\u5199\u4e0b\u6765:</p>\n<ul>\n<li><strong>Android \u7cfb\u7edf\u5c42\u7684\u96be</strong>:Android 12 \u4e4b\u540e,\u7cfb\u7edf\u628a\"\u5f3a\u5236\u5173\u95ed\u5176\u4ed6 App\" \u8fd9\u6761\u8def\u5f7b\u5e95\u6253\u6b7b\u4e86 \u2014\u2014 \u6211\u4ee5\u4e3a\u6211\u505a\u7684\u8bbe\u8ba1\u5f88\u6e29\u67d4,\u540e\u6765\u624d\u53d1\u73b0\u5c31\u7b97\u6211\u60f3\"\u5f3a\u5236\" \u90fd\u505a\u4e0d\u5230\u4e86\u3002\u6211\u7528\u4ec0\u4e48\u66ff\u4ee3\u8def\u5f84\u6d3b\u4e0b\u6765\u7684\u3002</li>\n<li><strong>\u6d4b\u8bd5\u4e0a\u7684\u96be</strong>:\u6211\u5199\u4e86 300 \u591a\u4e2a\u5355\u5143\u6d4b\u8bd5,\u5168\u90e8\u901a\u8fc7,\u4f46\u771f\u673a\u4e0a\u8fd8\u662f\u8fde\u51fa\u51e0\u4e2a P0 \u963b\u585e bug \u2014\u2014 \u5173\u4e8e\"\u5047\u95ed\u73af\" \u8fd9\u4ef6\u4e8b,\u5de5\u7a0b\u5e08\u96c6\u4f53\u90fd\u5f97\u8bf4\u771f\u8bdd\u4e86\u3002</li>\n<li><strong>AI \u534f\u4f5c\u4e0a\u7684\u96be</strong>:\u6211\u7528 Claude \u5199\u4ee3\u7801,\u4f46\u6211\u4e5f\u5f97\u9632\u7740 Claude \u81ea\u5df1\u7741\u773c\u8bf4\u778e\u8bdd \u2014\u2014 \u6211\u7ed9\u5b83\u52a0\u4e86\u4e00\u5957\"\u62db\u4f9b\u673a\u5236\",\u8fd9\u4e2a\u673a\u5236\u672c\u8eab\u7ffb\u8f66\u8fc7 25 \u6b21\u3002</li>\n<li><strong>\u4ea7\u54c1\u51b3\u7b56\u4e0a\u7684\u96be</strong>:\u7ed9\u5b69\u5b50\u505a\u79ef\u5206\u5956\u52b1\u5417?\u7ed9\"\u4eca\u5929\u5c4f\u5e55\u7528\u5f97\u5c11\" \u7684\u5b69\u5b50\u9001\u88c5\u5907\u5417?\u7ed9\"\u8fde\u7eed 7 \u5929\u6253\u5f00 App\" \u7684\u5b69\u5b50\u5956\u52b1\u5417?\u8fd9\u4e9b\"\u770b\u8d77\u6765\u5bf9\" \u7684\u529f\u80fd,\u6211\u6bcf\u4e00\u4e2a\u90fd\u62d2\u7edd\u4e86,\u8fc7\u7a0b\u6bd4\u540c\u610f\u66f4\u8d39\u529b\u3002</li>\n<li><strong>\u8ddf\u81ea\u5df1\u4f5c\u4e3a\u7236\u4eb2\u7684\u8f83\u52b2</strong>:\u6bcf\u4e00\u4e2a\u51b3\u7b56\u90fd\u5f97\u56de\u5934\u95ee\u81ea\u5df1 \u2014\u2014 \u6211\u505a\u8fd9\u4e2a,\u662f\u4e3a\u4e86\u8ba9\u6211\u5bb6\u5a03\u66f4\u597d,\u8fd8\u662f\u4e3a\u4e86\u8ba9\u6211\u81ea\u5df1\u66f4\u5fc3\u5b89?\u8fd9\u4e24\u4e2a\u95ee\u9898\u7684\u7b54\u6848,\u7ecf\u5e38\u4e0d\u4e00\u6837\u3002</li>\n</ul>\n<p>\u4e0d\u662f\u6280\u672f\u6559\u7a0b\u3002\u662f\u4e00\u4e2a\u7236\u4eb2\u505a\u4e00\u4e2a\u4ea7\u54c1\u7684\u8fc7\u7a0b,\u4e2d\u95f4\u6240\u6709\u7684\u53cd\u590d\u3001\u9519\u8bef\u3001\u81ea\u6211\u5ba1\u5224,\u548c\u6162\u6162\u957f\u51fa\u6765\u7684\u4ea7\u54c1\u54f2\u5b66\u3002</p>\n<p><strong>\u505a\u6e29\u67d4\u7684\u5de5\u5177,\u5199\u786c\u6838\u7684\u590d\u76d8\u3002</strong></p>\n<p>\u5982\u679c\u4f60\u8ddf\u6211\u4e00\u6837,\u88ab\u5b69\u5b50\u7684\u5c4f\u5e55\u65f6\u95f4\u903c\u5230\u5899\u89d2;\n\u5982\u679c\u4f60\u662f\u4e2a\u72ec\u7acb\u5f00\u53d1\u8005,\u5728\u60f3\"\u6211\u4e5f\u60f3\u81ea\u5df1\u505a\u70b9\u4e1c\u897f\";\n\u5982\u679c\u4f60\u5bf9\"\u5982\u4f55\u7528\u597d AI \u5199\u4ee3\u7801,\u4f46\u53c8\u4e0d\u8ba9 AI \u628a\u9879\u76ee\u641e\u574f\" \u611f\u5174\u8da3 \u2014\u2014</p>\n<p>\u90a3\u6211\u4eec\u5927\u6982\u7387\u4f1a\u804a\u5f97\u6765\u3002</p>\n<hr/>\n<h2>\u4e03\u3001\u6700\u540e</h2>\n<p>\u5982\u679c\u4f60\u4e5f\u662f\u4e00\u4e2a\u88ab\u5b69\u5b50\u5c4f\u5e55\u65f6\u95f4\u903c\u5230\u5899\u89d2\u7684\u5bb6\u957f,\u6211\u60f3\u8ddf\u4f60\u8bf4\u4e00\u4ef6\u4e8b:</p>\n<p><strong>\u95ee\u9898\u4e0d\u4e00\u5b9a\u51fa\u5728\u5b69\u5b50\u8eab\u4e0a,\u4e5f\u4e0d\u4e00\u5b9a\u51fa\u5728\u5c4f\u5e55\u8eab\u4e0a\u3002\u53ef\u80fd\u662f\u51fa\u5728\"\u7a81\u7136\" \u8fd9\u4e24\u4e2a\u5b57\u8eab\u4e0a</strong>\u3002</p>\n<p>\u6211\u4eec\u8fd9\u4e00\u4ee3\u5bb6\u957f\u6bd4\u4e0a\u4e00\u4ee3\u96be,\u56e0\u4e3a\u6211\u4eec\u5c0f\u65f6\u5019\u6ca1\u6709\u8fd9\u79cd\u4e1c\u897f,\u6211\u4eec\u6ca1\u6709\u73b0\u6210\u7684\u5267\u672c\u53ef\u4ee5\u7167\u642c\u3002\u4f46\u6709\u4e00\u4ef6\u4e8b\u6211\u8d8a\u6765\u8d8a\u786e\u4fe1 \u2014\u2014 <strong>\u6e29\u67d4\u7684\u5de5\u5177,\u6bd4\u66b4\u529b\u7684\u5de5\u5177\u957f\u6548\u5f97\u591a</strong>\u3002</p>\n<p>\u6211\u505a\u7684\u4e0d\u662f\"\u8ba9\u5b69\u5b50\u505c\u4e0b\u6765\" \u7684\u5de5\u5177,\u662f\"\u8ba9\u5b69\u5b50\u5b66\u4f1a\u81ea\u5df1\u505c\u4e0b\u6765\" \u7684\u5de5\u5177\u3002</p>\n<p><strong>\u5148\u89e3\u51b3\u4f60\u548c\u5b69\u5b50\u4e4b\u95f4\u7684\u5435\u67b6\u95ee\u9898,\u518d\u53bb\u89e3\u51b3\"\u8ba9\u5b69\u5b50\u5c11\u73a9\" \u7684\u95ee\u9898</strong>\u3002</p>\n<p>\u540e\u8005\u662f\u5de5\u7a0b,\u524d\u8005\u662f\u80b2\u513f\u3002</p>\n<p>\u5de5\u7a0b\u9519\u4e86\u80fd\u6539\u4ee3\u7801\u3002\u80b2\u513f\u9519\u4e86,\u6539\u4e0d\u4e86\u5173\u7cfb\u3002</p>\n"
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      "title": "AnyPal\u2014\u2014\u9996\u5bb6\u5f15\u5165\u5bf9\u6297\u6a21\u5f0f\u7684 Vibe Coding\u3002\u4f7f\u7528 DeepSeek Coder+Adversary VS Opus4.7", 
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      "title": "AI \u628a\u6211\u8c03\u6559\u4e86\uff0c\u4ece 0 \u6d88\u8d39\uff0c\u5230\u6708\u6d88\u8d39 1200 \u5143\u3002", 
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      "title": "ccswitch \u5982\u4f55\u540c\u6b65 wsl \u548c windows \u7684\u914d\u7f6e\uff1f", 
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      "url": "https://www.v2ex.com/t/1216270", 
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      "id": "https://www.v2ex.com/t/1216270", 
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      "content_html": "<p>\u6709\u4f7f\u7528 aliyun \u7684 token plan \u7684\u5417\uff1f\u4e24\u5c0f\u65f6\u7528\u4e86 30%\u5de6\u53f3\u3002</p>\n<p>\u662f\u6211\u7684\u95ee\u9898\u5417\uff1f</p>\n<ul>\n<li>\u4e00\u4e2a\u4efb\u52a1\u662f\u5c06\u4e00\u4e2a pdf \u7684\u6587\u6863\u548c\u4ee3\u7801\u5339\u914d\uff0c\u589e\u52a0\u7f3a\u5c11\u7684\u63a5\u53e3</li>\n<li>\u4e00\u4e2a\u4efb\u52a1\u662f\u4f18\u5316\u524d\u7aef\u4e00\u4e2a UI \uff0c\u4ee5\u53ca\u4e00\u4e2a\u952e\u76d8\u7ec4\u4ef6\u3002vue</li>\n<li>\u5176\u4ed6\u51e0\u4e2a\u96f6\u96f6\u6563\u6563\u5c0f\u4efb\u52a1(\u8bb0\u4e0d\u6e05\u695a\uff0c\u4e0d\u8d85\u8fc7\u4e94\u4e2a\u5427)</li>\n</ul>\n<p>\u662f 200 \u5757\u94b1\u7684\u90a3\u4e2a\u5957\u9910</p>\n"
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}