{
  "version": "https://jsonfeed.org/version/1", 
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      "url": "https://www.v2ex.com/t/1203860", 
      "title": "[\u5f00\u6e90\u5de5\u5177] The Pair - AI \u81ea\u52a8\u5316\u7ed3\u5bf9\u7f16\u7a0b\uff0c\u81ea\u7531\u9009\u62e9\u6a21\u578b\u4e92\u8865", 
      "id": "https://www.v2ex.com/t/1203860", 
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      "url": "https://www.v2ex.com/t/1203722", 
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      "date_modified": "2026-04-03T20:58:42+00:00", 
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      "date_published": "2026-04-03T20:58:17+00:00", 
      "title": "[macOS] \u5f00\u6e90\u7ffb\u8bd1/\u95ee\u7b54\u5de5\u5177 probeQ\uff1a\u7075\u611f\u6765\u81ea Bob\uff0c\u652f\u6301 AI \u8ffd\u95ee", 
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    {
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      "url": "https://www.v2ex.com/t/1203298", 
      "title": "\u963f\u91cc\u7684 qoder \u3001qwen code\u3001\u901a\u4e49\u7075\u7801\u662f\u4e09\u4e2a\u56e2\u961f\uff1f", 
      "id": "https://www.v2ex.com/t/1203298", 
      "date_published": "2026-04-03T03:44:54+00:00", 
      "content_html": "<p>\u6211\u7684 cursor \u8d85\u4e86\uff0c\u60f3\u770b\u4e0b\u56fd\u4ea7 IDE \u6709\u54ea\u4e9b\u597d\u7528\u7684\u3002\u770b\u5230\u6709\u4ee5\u4e0b\uff1a</p>\n<ul>\n<li>trae: \u5b57\u8282\u7684\uff0c\u56fd\u5916\u7248\u672c\u548c\u56fd\u5185\u7248\u672c\u6a21\u578b\u90fd\u662f sota \u7684\uff0c\u4ea7\u54c1\u529b\u4e5f\u4e0d\u9519</li>\n<li>qoder\uff1a\u963f\u91cc\u7684\uff0c\u4e3b\u6253 ide \uff0c\u652f\u6301 cli \uff0c\u652f\u6301 acp</li>\n<li>qwen code\uff1a\u963f\u91cc\u7684\uff0c\u4e3b\u6253 cli, \u652f\u6301 acp</li>\n<li>\u901a\u4e49\u7075\u7801\uff1a\u963f\u91cc\u7684\uff0c\u539f\u672c\u662f ide \u63d2\u4ef6\uff0c\u6211\u53bb\u5b98\u7f51\u4e00\u770b\u8fd8\u6709 ide \uff0c\u8fd8\u6709 cli,\u652f\u6301 acp</li>\n</ul>\n<p>\u963f\u91cc\u8fd9\u5bb6\u516c\u53f8\u8ba9\u6211\u5f88\u56f0\u60d1\uff0c\u9000\u51fa 3 \u4e2a\u4ea7\u54c1\uff0c\u4f46\u662f 3 \u4e2a\u4ea7\u54c1\u505a\u7684\u53c8\u662f\u4e00\u6837\u7684\u4e8b\uff0c\u5bfc\u81f4\u6211\u9009\u62e9\u56f0\u96be\u75c7\u4e86\u3002</p>\n"
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      "id": "https://www.v2ex.com/t/1203145", 
      "date_published": "2026-04-02T08:50:49+00:00", 
      "content_html": "<p>\u5c0f\u7ea2\u4e66\u4e0a\u6700\u706b\u7684\u731c\u6570\u5b57\u5fae\u4fe1\u5c0f\u7a0b\u5e8f\u6e38\u620f\u300c\u8c01\u8f93\u8c01\u6d17\u7897\u300d\u5f00\u6e90\u5566\uff0c\u4e0a\u7ebf\u4e00\u4e2a\u6708\u7d2f\u8ba1\u6ce8\u518c\u7528\u6237\u8d85 3w \uff0c\u652f\u6301\u53cc\u4eba\u5bf9\u6218\u7684\u731c\u8c1c\u6e38\u620f\uff0c\u5305\u542b\u731c\u6570\u5b57\u3001\u731c\u989c\u8272\u3001\u6bcf\u65e5\u6311\u6218\u548c\u6b8b\u5c40\u89e3\u8c1c\u7b49\u591a\u79cd\u6e38\u620f\u6a21\u5f0f\u3002</p>\n<p>\u6700\u8fd1\u771f\u7684\u5fd9\uff0c\u8f9b\u82e6\u505a\u7684\u6e38\u620f\u88ab\u4eba\u76f4\u63a5 1:1 \u7167\u642c\uff0c\u8fd8\u6302\u5728\u4ed6\u81ea\u5df1\u7684\u7f51\u7ad9\u4e0a\u725f\u5229\uff0c\u65e2\u7136\u817e\u8baf\u5b98\u65b9\u4e0d\u4f5c\u4e3a\uff0c\u90a3\u6211\u4e5f\u4e0d\u60ef\u7740</p>\n<p>\u8fd9\u662f\u6211\u4e09\u6708\u5927\u6982\u524d\u524d\u540e\u540e\u82b1\u4e86\u534a\u4e2a\u6708\u4ece\u96f6\u5f00\u59cb\u5199\u7684\u5fae\u4fe1\u5c0f\u7a0b\u5e8f\u9879\u76ee\uff0c\u76ee\u524d\u4ecd\u5728\u7a33\u5b9a\u8fd0\u884c\uff0c\u6ce8\u518c\u7528\u6237\u8d85 3w</p>\n<p>\u5982\u679c\u4f60\u4e5f\u60f3\u5c1d\u8bd5\u5fae\u4fe1\u5c0f\u7a0b\u5e8f\u7684\u5f00\u53d1\uff0c\u90a3\u8fd9\u4e2a\u9879\u76ee\u5c06\u4f1a\u8ba9\u4f60\u66f4\u597d\u7406\u89e3\u5fae\u4fe1\u5c0f\u7a0b\u5e8f\u7684\u6846\u67b6\u548c\u4ee3\u7801\u903b\u8f91\uff0c\u8ddf\u7740 <a href=\"http://README.md\" rel=\"nofollow\">README.md</a> \u53ef\u4ee5\u5f88\u5feb\u5728\u672c\u5730\u8fd0\u884c\uff0c\u4e14\u652f\u6301\u4e8c\u5f00</p>\n<p>GitHub \u5730\u5740\uff1a <a href=\"https://github.com/4682B4LEE/number-bomb-public\" rel=\"nofollow\">https://github.com/4682B4LEE/number-bomb-public</a></p>\n<p>\u8bb0\u5f97 GitHub \u5e2e\u6211\u70b9\u4e2a\u2605</p>\n<hr/>\n<h2>\ud83d\udccb \u4f7f\u7528\u524d\u7684\u914d\u7f6e\uff08\u91cd\u8981\uff01\u672c\u6e90\u7801\u4ec5\u4f9b\u5b66\u4e60\u4ea4\u6d41\u4f7f\u7528\uff0c\u672a\u7ecf\u6388\u6743\u4e0d\u5f97\u7528\u4e8e\u5546\u4e1a\u7528\u9014\u3002\uff09</h2>\n<p>\u5728\u4f7f\u7528\u672c\u6e90\u7801\u524d\uff0c\u8bf7\u5b8c\u6210\u4ee5\u4e0b\u914d\u7f6e\uff1a</p>\n<h3>1. \u914d\u7f6e\u5fae\u4fe1\u5c0f\u7a0b\u5e8f AppID</h3>\n<p>\u6253\u5f00 <code>project.config.json</code> \u6587\u4ef6\uff0c\u5c06 <code>YOUR_APPID_HERE</code> \u66ff\u6362\u4e3a\u4f60\u81ea\u5df1\u7684\u5fae\u4fe1\u5c0f\u7a0b\u5e8f AppID\uff1a</p>\n<pre><code class=\"language-json\">{\n  \"appid\": \"YOUR_APPID_HERE\"\n}\n</code></pre>\n<p><strong>\u83b7\u53d6 AppID \u65b9\u6cd5\uff1a</strong></p>\n<ol>\n<li>\u767b\u5f55 <a href=\"https://mp.weixin.qq.com\" rel=\"nofollow\">\u5fae\u4fe1\u516c\u4f17\u5e73\u53f0</a></li>\n<li>\u8fdb\u5165\"\u5f00\u53d1\" -&gt; \"\u5f00\u53d1\u7ba1\u7406\" -&gt; \"\u5f00\u53d1\u8bbe\u7f6e\"</li>\n<li>\u590d\u5236\"AppID(\u5c0f\u7a0b\u5e8f ID)\"</li>\n</ol>\n<h3>2. \u5f00\u901a\u5fae\u4fe1\u4e91\u5f00\u53d1</h3>\n<p>\u672c\u9879\u76ee\u4f7f\u7528\u5fae\u4fe1\u4e91\u5f00\u53d1\u4f5c\u4e3a\u540e\u7aef\uff0c\u9700\u8981\uff1a</p>\n<ol>\n<li>\u5728\u5fae\u4fe1\u5f00\u53d1\u8005\u5de5\u5177\u4e2d\u70b9\u51fb\"\u4e91\u5f00\u53d1\"\u6309\u94ae</li>\n<li>\u6309\u7167\u63d0\u793a\u5f00\u901a\u4e91\u5f00\u53d1\u73af\u5883</li>\n<li>\u8bb0\u5f55\u4f60\u7684\u4e91\u5f00\u53d1\u73af\u5883 ID</li>\n</ol>\n<h3>3. \u90e8\u7f72\u4e91\u51fd\u6570</h3>\n<p>\u5728\u4e91\u51fd\u6570\u76ee\u5f55 <code>cloudfunctions/</code> \u4e2d\uff0c\u90e8\u7f72\u4ee5\u4e0b\u4e91\u51fd\u6570\uff1a</p>\n<table>\n<thead>\n<tr>\n<th>\u4e91\u51fd\u6570</th>\n<th>\u529f\u80fd\u8bf4\u660e</th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td><code>saveUser</code></td>\n<td>\u4fdd\u5b58\u7528\u6237\u4fe1\u606f\u5230\u4e91\u6570\u636e\u5e93</td>\n</tr>\n<tr>\n<td><code>saveRecord</code></td>\n<td>\u4fdd\u5b58\u6e38\u620f\u8bb0\u5f55\u5230\u4e91\u6570\u636e\u5e93</td>\n</tr>\n<tr>\n<td><code>updateRecord</code></td>\n<td>\u66f4\u65b0\u5df2\u6709\u6e38\u620f\u8bb0\u5f55</td>\n</tr>\n<tr>\n<td><code>getRecords</code></td>\n<td>\u83b7\u53d6\u7528\u6237\u7684\u6e38\u620f\u8bb0\u5f55\u5217\u8868</td>\n</tr>\n<tr>\n<td><code>getRecordDetail</code></td>\n<td>\u83b7\u53d6\u5355\u6761\u6e38\u620f\u8bb0\u5f55\u8be6\u60c5</td>\n</tr>\n<tr>\n<td><code>getDailyInfo</code></td>\n<td>\u83b7\u53d6\u6bcf\u65e5\u6311\u6218\u4fe1\u606f</td>\n</tr>\n<tr>\n<td><code>startDailyChallenge</code></td>\n<td>\u5f00\u59cb\u6bcf\u65e5\u6311\u6218</td>\n</tr>\n<tr>\n<td><code>submitDailyResult</code></td>\n<td>\u63d0\u4ea4\u6bcf\u65e5\u6311\u6218\u7ed3\u679c</td>\n</tr>\n<tr>\n<td><code>getDailyRank</code></td>\n<td>\u83b7\u53d6\u6bcf\u65e5\u6311\u6218\u6392\u884c\u699c</td>\n</tr>\n<tr>\n<td><code>getGlobalRank</code></td>\n<td>\u83b7\u53d6\u5168\u670d\u6392\u884c\u699c</td>\n</tr>\n<tr>\n<td><code>getLoserRank</code></td>\n<td>\u83b7\u53d6\u6d17\u7897\u738b\u6392\u884c\u699c</td>\n</tr>\n<tr>\n<td><code>updateWinScore</code></td>\n<td>\u66f4\u65b0\u83b7\u80dc\u5206\u6570</td>\n</tr>\n<tr>\n<td><code>updateLoseScore</code></td>\n<td>\u66f4\u65b0\u5931\u8d25\u5206\u6570</td>\n</tr>\n<tr>\n<td><code>battleController</code></td>\n<td>\u8054\u673a\u5bf9\u6218\u63a7\u5236</td>\n</tr>\n<tr>\n<td><code>cleanupRooms</code></td>\n<td>\u6e05\u7406\u8fc7\u671f\u623f\u95f4</td>\n</tr>\n<tr>\n<td><code>feedback_api</code></td>\n<td>\u7528\u6237\u53cd\u9988\u63a5\u53e3</td>\n</tr>\n</tbody></table><p><strong>\u90e8\u7f72\u65b9\u6cd5\uff1a</strong></p>\n<ol>\n<li>\u5728\u5fae\u4fe1\u5f00\u53d1\u8005\u5de5\u5177\u4e2d\u53f3\u952e\u70b9\u51fb\u4e91\u51fd\u6570\u6587\u4ef6\u5939</li>\n<li>\u9009\u62e9\"\u521b\u5efa\u5e76\u90e8\u7f72\uff1a\u4e91\u7aef\u5b89\u88c5\u4f9d\u8d56\"</li>\n</ol>\n<h3>4. \u521b\u5efa\u6570\u636e\u5e93\u96c6\u5408</h3>\n<p>\u5728\u4e91\u5f00\u53d1\u63a7\u5236\u53f0\u7684\u6570\u636e\u5e93\u4e2d\uff0c\u521b\u5efa\u4ee5\u4e0b\u96c6\u5408\uff1a</p>\n<table>\n<thead>\n<tr>\n<th>\u96c6\u5408\u540d</th>\n<th>\u7528\u9014</th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td><code>users</code></td>\n<td>\u5b58\u50a8\u7528\u6237\u57fa\u672c\u4fe1\u606f</td>\n</tr>\n<tr>\n<td><code>records</code></td>\n<td>\u5b58\u50a8\u6e38\u620f\u5bf9\u6218\u8bb0\u5f55</td>\n</tr>\n<tr>\n<td><code>daily_challenges</code></td>\n<td>\u5b58\u50a8\u6bcf\u65e5\u6311\u6218\u6570\u636e</td>\n</tr>\n<tr>\n<td><code>daily_rankings</code></td>\n<td>\u5b58\u50a8\u6bcf\u65e5\u6311\u6218\u6392\u884c\u699c</td>\n</tr>\n<tr>\n<td><code>global_rankings</code></td>\n<td>\u5b58\u50a8\u5168\u670d\u6392\u884c\u699c</td>\n</tr>\n<tr>\n<td><code>loser_rankings</code></td>\n<td>\u5b58\u50a8\u6d17\u7897\u738b\u6392\u884c\u699c</td>\n</tr>\n<tr>\n<td><code>rooms</code></td>\n<td>\u5b58\u50a8\u8054\u673a\u5bf9\u6218\u623f\u95f4</td>\n</tr>\n<tr>\n<td><code>feedback</code></td>\n<td>\u5b58\u50a8\u7528\u6237\u53cd\u9988</td>\n</tr>\n<tr>\n<td><code>puzzle_levels</code></td>\n<td>\u5b58\u50a8\u6b8b\u5c40\u5173\u5361\u6570\u636e</td>\n</tr>\n<tr>\n<td><code>puzzle_progress</code></td>\n<td>\u5b58\u50a8\u73a9\u5bb6\u95ef\u5173\u8fdb\u5ea6</td>\n</tr>\n</tbody></table><h3>5. \u8bbe\u7f6e\u6570\u636e\u5e93\u6743\u9650</h3>\n<p>\u4e3a\u6bcf\u4e2a\u96c6\u5408\u8bbe\u7f6e\u6743\u9650\uff1a</p>\n<ul>\n<li><strong>\u6240\u6709\u7528\u6237\u53ef\u8bfb\uff0c\u4ec5\u521b\u5efa\u8005\u53ef\u5199</strong>\uff08\u9002\u7528\u4e8e records \u3001feedback \u7b49\uff09</li>\n<li><strong>\u6240\u6709\u7528\u6237\u53ef\u8bfb\uff0c\u6240\u6709\u7528\u6237\u53ef\u5199</strong>\uff08\u9002\u7528\u4e8e rankings \u3001puzzle_levels \u7b49\uff09</li>\n</ul>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/Linioi", 
        "name": "Linioi", 
        "avatar": "https://cdn.v2ex.com/avatar/9096/40b7/524636_large.png?m=1775053087"
      }, 
      "url": "https://www.v2ex.com/t/1202944", 
      "date_modified": "2026-04-01T14:23:18+00:00", 
      "content_html": "<p>\u5982\u9898\uff0c\u76ee\u524d OP \u7684\u65e5\u5e38\u4e3b\u529b\u662f Claude Pro \u548c ChatGPT Plus \uff0c\u5904\u7406\u590d\u6742\u4e1a\u52a1\u903b\u8f91\u548c\u91cd\u6784\u786e\u5b9e\u597d\u7528\u3002\u4f46\u73b0\u5728\u6bd4\u8f83\u5c34\u5c2c\u7684\u662f\uff0c\u8fd9\u4fe9\u7684\u989d\u5ea6\u521a\u597d\u5361\u5728\u4e00\u4e2a\u52c9\u5f3a\u591f\u7528\u4f46\u4e0d\u6562\u968f\u4fbf\u70e7\u7684\u8fb9\u7f18\u3002</p>\n<p>\u5e73\u65f6\u5982\u679c\u8dd1\u4e00\u4e9b Agent \u4efb\u52a1\uff0c\u6216\u8005\u4e22\u70b9\u957f\u4e0a\u4e0b\u6587\u7684\u6587\u6863\uff0cToken \u70e7\u5f97\u8089\u75bc\u3002\u53c8\u4e0d\u60f3\u518d\u52a0\u94b1\u786c\u4e0a Claude Max \u7b49\u66f4\u8d35\u7684\u5b98\u65b9\u5957\u9910\u4e86\uff0c\u7528\u4e0d\u4e0a\u5e76\u4e14\u611f\u89c9\u94b1\u5305\u5403\u4e0d\u6d88\u3002</p>\n<p>\u6240\u4ee5\u60f3\u6c42\u52a9\u4e00\u4e0b V \u53cb\uff0c\u6709\u6ca1\u6709\u63a8\u8350\u7684<strong>\u4fbf\u5b9c\u3001\u91cf\u5927\u7ba1\u9971\u7684\u56fd\u4ea7 Coding \u5957\u9910</strong>\uff1f</p>\n<p><strong>\u4f7f\u7528\u573a\u666f\u5b9a\u4f4d\uff1a</strong>\n\u7eaf\u7eaf\u7684\u526f\u9a7e\u548c\u6253\u5de5\u4eba\u3002\u4e13\u95e8\u7528\u6765\u8dd1\u65e5\u5e38\u7684 Agent \u4efb\u52a1\u3001\u751f\u6210 Git Commit \u548c CHANGELOG \u7b49\u6587\u6863\u6216\u8005\u5904\u7406\u7e41\u7410\u4f46\u903b\u8f91\u7b80\u5355\u7684\u811a\u672c\uff0c\u7701\u4e0b Claude \u548c Codex \u7684\u989d\u5ea6\u3002</p>\n<p><strong>\u4e2a\u4eba\u8e29\u5751\u8bb0\u5f55\uff1a</strong>\n\u4e4b\u524d\u7814\u7a76\u4e86\u5404\u5bb6\u7684\u7eb8\u9762\u53c2\u6570\uff0c\u4e70\u8fc7 MiniMax 49 \u5143/\u6708\u7684 Coding Plan Plus \u3002\u867d\u7136\u7eb8\u9762\u989d\u5ea6\u786e\u5b9e\u5927\uff0c\u4f46\u5b9e\u9645\u4f53\u9a8c\u4e0b\u6765\uff0c\u611f\u89c9 MiniMax M2.5 \u7a0d\u5fae\u6709\u70b9\u50cf\u667a\u969c\u2026\u2026\u975e\u5e38\u7231\u80e1\u8a00\u4e71\u8bed\uff0c\u4e0a\u4e0b\u6587\u7a0d\u5fae\u957f\u70b9\u6216\u8005\u8981\u6c42\u591a\u4e00\u70b9\u5c31\u5f00\u59cb\u778e\u7f16\u3002\u4e70\u4e86\u4e00\u4e2a\u6708\u57fa\u672c\u5728\u5403\u7070\uff0c\u65b0\u51fa\u7684 MiniMax M2.7 \u4e5f\u6ca1\u6d4b\u3002\u4e0d\u77e5\u9053\u8868\u73b0\u5982\u4f55\u3002</p>\n<p><strong>\u6838\u5fc3\u9700\u6c42\uff1a</strong></p>\n<ol>\n<li><strong>\u4ef7\u683c\u53cb\u597d</strong>\uff1a\u6700\u597d\u6708\u4ed8\u5728 100 \u5143\u4ee5\u5185\u3002</li>\n<li><strong>\u91cf\u5927\u7ba1\u9971</strong>\uff1a\u5e76\u53d1\u548c\u8bf7\u6c42\u9891\u6b21\uff08 TPS / \u6bcf\u5c0f\u65f6\u989d\u5ea6\uff09\u9650\u5236\u5c3d\u91cf\u5bbd\u677e\u4e00\u70b9\uff0c\u4e0d\u7136\u6302 Agent \u5f88\u5bb9\u6613\u52a8\u4e0d\u52a8\u5c31\u62a5 429 \u3002</li>\n<li><strong>\u667a\u5546\u53ca\u683c</strong>\uff1a\u4e0d\u6307\u671b\u5b83\u6709 Claude \u7684\u6c34\u5e73\uff0c\u4f46\u81f3\u5c11\u522b\u50cf M2.5 \u90a3\u6837\u653e\u98de\u81ea\u6211\uff0c\u5f97\u80fd\u542c\u61c2\u6307\u4ee4\uff0c\u8001\u8001\u5b9e\u5b9e\u5e72\u4e9b\u57fa\u7840\u7684 CRUD \u3002</li>\n</ol>\n<p>\u76ee\u524d\u5728\u89c2\u671b Kimi \u7684\u5957\u9910\u8fd8\u6709\u817e\u8baf/\u963f\u91cc\u4e91\u3002\u4e0d\u77e5\u9053\u5927\u5bb6\u73b0\u5728\u90fd\u7528\u4ec0\u4e48\u56fd\u4ea7\u65b9\u6848\u505a\u5e73\u66ff/\u5e72\u6742\u6d3b\uff1f\u6c42\u771f\u5b9e\u4f53\u9a8c\u5206\u4eab\uff0c\u611f\u8c22\uff01</p>\n", 
      "date_published": "2026-04-01T14:22:46+00:00", 
      "title": "Claude / GPT \u989d\u5ea6\u7126\u8651\uff0c\u6c42\u63a8\u8350\u4e00\u4e2a\u91cf\u5927\u7ba1\u9971\u7684\u56fd\u4ea7\u5927\u6a21\u578b\u5957\u9910\u5e72\u6742\u6d3b", 
      "id": "https://www.v2ex.com/t/1202944"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/matthewgao", 
        "name": "matthewgao", 
        "avatar": "https://cdn.v2ex.com/avatar/6338/b003/11981_large.png?m=1414464762"
      }, 
      "url": "https://www.v2ex.com/t/1202627", 
      "date_modified": "2026-04-02T01:24:00+00:00", 
      "content_html": "<p>\u73b0\u5728 AI Agent \u548c\u76f8\u5173\u5de5\u5177\u94fa\u9762\u800c\u6765\u6211\u5df2\u7ecf\u7528\u4e0d\u8fc7\u6765\u4e86\uff0c\u5927\u5bb6\u96c6\u4e2d\u63a8\u8350\u4e00\u4e9b\u4f18\u79c0\u7684\u5de5\u5177\u548c\u573a\u666f\u5427</p>\n", 
      "date_published": "2026-03-31T14:07:17+00:00", 
      "title": "\u4e00\u4eba\u63a8\u8350\u4e00\u4e2a AI Agent/Skill/Plugins \u8bf4\u8bf4\u5b83\u5728\u54ea\u9879\u5de5\u4f5c\u4e0a\u5f88\u51fa\u8272", 
      "id": "https://www.v2ex.com/t/1202627"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/zhj0326", 
        "name": "zhj0326", 
        "avatar": "https://cdn.v2ex.com/avatar/f6c6/a858/660055_large.png?m=1774953561"
      }, 
      "url": "https://www.v2ex.com/t/1202592", 
      "title": "cc \u6e90\u7801\u672c\u5730\u7f16\u8bd1\u542f\u52a8", 
      "id": "https://www.v2ex.com/t/1202592", 
      "date_published": "2026-03-31T10:40:59+00:00", 
      "content_html": "<p><img alt=\"\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://i.imgur.com/aZppf35.png\"/></p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/jchencode", 
        "name": "jchencode", 
        "avatar": "https://cdn.v2ex.com/avatar/b6db/b91f/409961_large.png?m=1773891741"
      }, 
      "url": "https://www.v2ex.com/t/1202589", 
      "date_modified": "2026-04-01T02:27:37+00:00", 
      "content_html": "AI \u5199\u4ee3\u7801\uff0c\u8ba9\u4eba\u4e0a\u763e\uff0c\u4e0a\u763e\u4e4b\u540e\uff0c\u65e0\u6cd5\u6212\u65ad\u3002\u81ea\u5df1\u538b\u6839\u4e0d\u60f3\u52a8\u8111\uff0c\u5b8c\u5168\u5c31\u662f\u9634\u8c0b\uff01\u4ed6\u4eec\u60f3\u901a\u8fc7 AI \u706d\u6389\u5de5\u7a0b\u5e08\uff01\u6bc1\u6389\u9879\u76ee\uff01\u8ba9\u4e2d\u5c0f\u4f01\u4e1a\u5b95\u673a\uff01\u6211\u4e0d\u5141\u8bb8\uff01", 
      "date_published": "2026-03-31T10:23:25+00:00", 
      "title": "\u6211\u8bf4\u5b9e\u8bdd\uff0c AI \u5199\u4ee3\u7801\uff0c\u8ba9\u4eba\u4e0a\u763e\u3002", 
      "id": "https://www.v2ex.com/t/1202589"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/nonozone", 
        "name": "nonozone", 
        "avatar": "https://cdn.v2ex.com/avatar/d81f/9c1b/345_large.png?m=1775997596"
      }, 
      "url": "https://www.v2ex.com/t/1202480", 
      "title": "\u7528 AI \u8f85\u52a9\u5f00\u53d1\u4e86\u4e00\u4e2a\u8ba9 AI Agent \u80fd\u8bfb\u5199\u90ae\u4ef6\u7684 CLI \u5de5\u5177\uff0c v0.1.0", 
      "id": "https://www.v2ex.com/t/1202480", 
      "date_published": "2026-03-31T04:37:38+00:00", 
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    {
      "author": {
        "url": "https://www.v2ex.com/member/LightHiding777", 
        "name": "LightHiding777", 
        "avatar": "https://cdn.v2ex.com/gravatar/f1c25c4006780d66235609b8bc9fc07b?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1202425", 
      "date_modified": "2026-03-31T02:40:56+00:00", 
      "content_html": "claude code \u8fd8\u5728\u6478\u7d22\u4e2d\uff0c\u65e5\u5e38\u4e3b\u529b\u662f cursor \uff0c\u6240\u4ee5\u63cf\u8ff0\u548c\u95ee\u9898\u7684\u89c6\u89d2\u66f4\u591a\u662f\u4ece AI \u7f16\u7a0b\u5de5\u5177\u51fa\u53d1\u3002<br /><br />\u56e0\u4e3a AI \u4e0d\u53ef\u63a7\u548c\u672a\u77e5\u6027\uff0c\u5de5\u4f5c\u73af\u5883\u4e2d\u4e00\u76f4\u6ca1\u6709\u628a\u751f\u4ea7\u9879\u76ee\u76f4\u63a5\u4ea4\u7ed9 Ai \uff0c\u800c\u662f\u91c7\u7528\u9879\u76ee\u6574\u4f53\u62f7\u8d1d\uff1a<br />cursor \u751f\u6210\uff0cidea \u7f16\u8bd1\u5f00\u53d1\u3002<br /><br />\u4e0d\u8fc7\u8fd9\u4e2a\u65b9\u6cd5\u5c40\u9650\u5f88\u5927\uff0c\u5f53\u6e90\u9879\u76ee\u548c cursor \u4e2d\u9879\u76ee\u53d1\u751f\u6539\u52a8\uff0c\u6162\u6162\u7684\u4e24\u8fb9\u7248\u672c\u5c31\u4f1a\u51fa\u73b0\u5dee\u8ddd\u3002<br /><br />\u76ee\u524d\u8003\u8651 cursor \u81ea\u5df1\u4e00\u4e2a\u5206\u652f\uff0c\u5ba1\u6838\u4e4b\u540e\u5408\u5e76\u5230\u5f00\u53d1\u5206\u652f\u4e0a\u3002\u6709\u5728\u7528\u8fd9\u4e2a\u65b9\u6cd5\u7684\u670b\u53cb\u53ef\u4ee5\u8bf4\u8fd9\u4e2a\u65b9\u6848\u6709\u4ec0\u4e48\u95ee\u9898\u5417\uff1f<br /><br />----------------<br /><br />\u60f3\u54a8\u8be2\u5927\u5bb6\u6709\u4ec0\u4e48\u597d\u7528\u7684 AI \u7f16\u7a0b\u65b9\u6848\uff1f", 
      "date_published": "2026-03-31T02:10:23+00:00", 
      "title": "\u5927\u5bb6\u5de5\u4f5c\u4e2d\u662f\u5982\u4f55\u4f7f\u7528 AI \u7f16\u7a0b\u7684\uff1f\u53e4\u6cd5\u7a0b\u5e8f\u5458\u8fd8\u662f\u6ca1\u6cd5\u5b8c\u5168\u8131\u79bb idea", 
      "id": "https://www.v2ex.com/t/1202425"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/andyJado", 
        "name": "andyJado", 
        "avatar": "https://cdn.v2ex.com/avatar/d088/e3a2/582836_large.png?m=1678329191"
      }, 
      "url": "https://www.v2ex.com/t/1202261", 
      "date_modified": "2026-03-31T00:31:15+00:00", 
      "content_html": "<p>\u7b97\u662f\u4e00\u79cd\u4e0a\u4e0b\u6587\u7ba1\u7406\u5427,</p>\n", 
      "date_published": "2026-03-30T08:17:38+00:00", 
      "title": "\u5927\u5bb6\u6709\u54a9\u8ba9 Agent \u53bb\u505a for loop \u548c\u9012\u5f52\u7684\u597d\u59ff\u52bf?", 
      "id": "https://www.v2ex.com/t/1202261"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/MisakiMeiXj", 
        "name": "MisakiMeiXj", 
        "avatar": "https://cdn.v2ex.com/avatar/a5c4/cedb/764031_large.png?m=1773103759"
      }, 
      "url": "https://www.v2ex.com/t/1202208", 
      "date_modified": "2026-03-31T00:31:36+00:00", 
      "content_html": "\u4f60\u4eec\u89c9\u5f97\u54ea\u4e2a\u597d\u7528\uff1f<br />1. \u901a\u4e49\u7075\u7801<br />2. Qoder<br />3. CC-GUI", 
      "date_published": "2026-03-30T06:19:54+00:00", 
      "title": "IDEA \u4e2d\u7684 AI Coding Assistant \u9009\u62e9\uff1f", 
      "id": "https://www.v2ex.com/t/1202208"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/linfx7", 
        "name": "linfx7", 
        "avatar": "https://cdn.v2ex.com/avatar/8138/4516/83405_large.png?m=1774837809"
      }, 
      "url": "https://www.v2ex.com/t/1202132", 
      "date_modified": "2026-03-31T00:31:54+00:00", 
      "content_html": "<p>\u6700\u8fd1\u7528 Claude Code \u53d1\u73b0\u4e00\u4e2a\u5f88\u5fae\u5999\u7684\u75db\u70b9\uff1a</p>\n<p>\u5f53 CC \u6b63\u5728\u75af\u72c2 Thinking \u65f6\uff0c\u8111\u5b50\u91cc\u7ecf\u5e38\u4f1a\u8e66\u51fa\u4e00\u4e9b\u60f3\u6cd5\u2014\u2014\u2014\u2014\u6bd4\u5982\u67d0\u4e2a\u65e7\u529f\u80fd\u7684\u4f18\u5316\u65b9\u6848\uff0c\u6216\u8005\u4e00\u4e2a\u65b0\u529f\u80fd\u7684\u8bbe\u8ba1\uff0c\u6216\u8005\u4e00\u4e2a\u53ef\u80fd\u7684 bug \u3002</p>\n<p>\u5982\u679c\u505c\u4e0b\u6765\u53bb\u5199\u6587\u6863\uff0c\u5c31\u5fd8\u4e86\u5f53\u524d\u4efb\u52a1\uff1b\u5982\u679c\u4e0d\u8bb0\u4e0b\u6765\uff0cCC \u8dd1\u5b8c\u8fd9\u4e00\u8f6e\u6211\u53ef\u80fd\u5c31\u5fd8\u4e86\u3002</p>\n<p>\u60f3\u95ee\u4e00\u4e0b\u5927\u5bb6\u5728\u7528 AI \u7f16\u7a0b\u65f6\uff0c\u662f\u5982\u4f55\u5e73\u8861\u201c\u5f53\u524d\u4efb\u52a1\u201d\u4e0e\u201c\u968f\u624b\u7075\u611f\u201d\u7684\uff1f\n\u6709\u6ca1\u6709\u4ec0\u4e48\u5de5\u5177\u3001MCP \u3001Skill \u63a8\u8350\u3002</p>\n", 
      "date_published": "2026-03-30T02:31:08+00:00", 
      "title": "\u4f7f\u7528 Claude Code \u65f6\uff0c\u7a81\u7136\u8e66\u51fa\u65b0 Idea \u600e\u4e48\u7ba1\u7406\u6700\u4f18\u96c5", 
      "id": "https://www.v2ex.com/t/1202132"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/Tink", 
        "name": "Tink", 
        "avatar": "https://cdn.v2ex.com/avatar/64d6/6ac2/51170_large.png?m=1773245421"
      }, 
      "url": "https://www.v2ex.com/t/1201847", 
      "title": "\u5730\u72f1\u7b11\u8bdd", 
      "id": "https://www.v2ex.com/t/1201847", 
      "date_published": "2026-03-28T08:34:39+00:00", 
      "content_html": "<p><img alt=\"pic\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://p.110x.de/8GxJ/e0189d37566c32822ae263cd96361ee7.png\"/></p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/rxc420902911", 
        "name": "rxc420902911", 
        "avatar": "https://cdn.v2ex.com/avatar/b7d7/04d3/792594_large.png?m=1775048704"
      }, 
      "url": "https://www.v2ex.com/t/1201725", 
      "date_modified": "2026-03-27T14:56:54+00:00", 
      "content_html": "<h2>\u4e00\u3001IDE \u5185\u7f6e\u514d\u8d39\u989d\u5ea6</h2>\n<h3>1. GitHub Copilot \u2014 \u514d\u8d39\u7248\u591f\u65e5\u5e38\u7528</h3>\n<table>\n<thead>\n<tr>\n<th>\u7ef4\u5ea6</th>\n<th>\u8be6\u60c5</th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td><b>\u5185\u7f6e\u6a21\u578b</b></td>\n<td>GPT-4o \uff08\u804a\u5929\uff09\u3001Codex \u7cfb\u5217\uff08\u8865\u5168\uff09</td>\n</tr>\n<tr>\n<td><b>\u514d\u8d39\u989d\u5ea6</b></td>\n<td>\u6bcf\u6708 <b>2,000 \u6b21\u4ee3\u7801\u8865\u5168</b> + <b>50 \u6b21\u804a\u5929</b>\uff08 Premium \u8bf7\u6c42\uff09</td>\n</tr>\n<tr>\n<td><b>\u652f\u6301 IDE</b></td>\n<td>VS Code \u3001JetBrains \u3001Neovim \u3001Xcode</td>\n</tr>\n<tr>\n<td><b>\u8d28\u91cf</b></td>\n<td>\u2b50\u2b50\u2b50\u2b50 \u4ee3\u7801\u8865\u5168\u4e1a\u754c\u6807\u6746</td>\n</tr>\n</tbody>\n</table>\n<p><strong>\u600e\u4e48\u7528\uff1a</strong></p>\n<ol>\n<li>VS Code \u5b89\u88c5 GitHub Copilot \u6269\u5c55</li>\n<li>\u767b\u5f55 GitHub \u8d26\u53f7</li>\n<li>\u514d\u8d39\u7248\u81ea\u52a8\u6fc0\u6d3b\uff0c\u4e0d\u9700\u8981\u4ed8\u8d39</li>\n</ol>\n<blockquote>\n<p>2000 \u6b21\u8865\u5168 + 50 \u6b21\u804a\u5929\uff0c\u8f7b\u5ea6\u4f7f\u7528\u5b8c\u5168\u591f\u3002</p>\n</blockquote>\n<hr/>\n<h3>2. Cursor \u2014 50 \u6b21 Premium \u8bf7\u6c42</h3>\n<table>\n<thead>\n<tr>\n<th>\u7ef4\u5ea6</th>\n<th>\u8be6\u60c5</th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td><b>\u5185\u7f6e\u6a21\u578b</b></td>\n<td>GPT-4o \u3001Claude Sonnet 4.6 \u3001Cursor \u81ea\u7814\u6a21\u578b</td>\n</tr>\n<tr>\n<td><b>\u514d\u8d39\u989d\u5ea6</b></td>\n<td>\u6bcf\u6708 <b>2,000 \u6b21\u8865\u5168</b> + <b>50 \u6b21 Premium \u8bf7\u6c42</b>\uff1b\u65b0\u7528\u6237 7 \u5929 Pro \u8bd5\u7528</td>\n</tr>\n<tr>\n<td><b>\u652f\u6301 IDE</b></td>\n<td>Cursor \uff08 VS Code \u5206\u652f\uff09</td>\n</tr>\n<tr>\n<td><b>\u8d28\u91cf</b></td>\n<td>\u2b50\u2b50\u2b50\u2b50\u2b50 Agent \u6a21\u5f0f\u5f88\u5f3a</td>\n</tr>\n</tbody>\n</table>\n<p><strong>\u600e\u4e48\u7528\uff1a</strong></p>\n<ol>\n<li>\u4e0b\u8f7d <a href=\"https://cursor.com\" rel=\"nofollow\">cursor.com</a></li>\n<li>\u6ce8\u518c\u8d26\u53f7\uff0c\u514d\u8d39\u7248\u81ea\u52a8\u53ef\u7528</li>\n<li>Pro \u8bd5\u7528 7 \u5929\u5185\u53ef\u4ee5\u65e0\u9650\u7528</li>\n</ol>\n<blockquote>\n<p>50 \u6b21 Premium \u7528\u5b8c\u5c31\u53ea\u5269\u8865\u5168\u4e86\u3002\u4f46\u914d\u5408\u5916\u90e8 API \uff0cCursor \u53ef\u4ee5\u63a5\u5165\u4efb\u610f\u6a21\u578b\uff08 Settings \u2192 Models \u2192 Custom \uff09\u3002</p>\n</blockquote>\n<hr/>\n<h3>3. Kiro \uff08 AWS \uff09\u2014 \u514d\u8d39 Claude Sonnet 4.6</h3>\n<table>\n<thead>\n<tr>\n<th>\u7ef4\u5ea6</th>\n<th>\u8be6\u60c5</th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td><b>\u5185\u7f6e\u6a21\u578b</b></td>\n<td><b>Claude Sonnet 4.6</b>\u3001Claude Haiku 4.5 \u3001DeepSeek 3.2 \u3001MiniMax M2.1 \u3001Qwen3 Coder Next</td>\n</tr>\n<tr>\n<td><b>\u514d\u8d39\u989d\u5ea6</b></td>\n<td>\u6bcf\u6708 50 credits + \u65b0\u7528\u6237\u9001 <b>500 credits</b>\uff08 30 \u5929\u5185\uff09</td>\n</tr>\n<tr>\n<td><b>\u652f\u6301 IDE</b></td>\n<td>Kiro IDE \uff08 VS Code \u5206\u652f\uff09</td>\n</tr>\n<tr>\n<td><b>\u8d28\u91cf</b></td>\n<td>\u2b50\u2b50\u2b50\u2b50\u2b50 Claude Sonnet 4.6 \u63a5\u8fd1 Opus \u6c34\u5e73</td>\n</tr>\n</tbody>\n</table>\n<p><strong>\u600e\u4e48\u7528\uff1a</strong></p>\n<ol>\n<li>\u4e0b\u8f7d <a href=\"https://kiro.dev\" rel=\"nofollow\">kiro.dev</a></li>\n<li>\u6ce8\u518c AWS Builder ID \uff08\u514d\u8d39\uff09</li>\n<li>500 credits \u81ea\u52a8\u5230\u8d26</li>\n</ol>\n<blockquote>\n<p><strong>\u8fd9\u662f\u552f\u4e00\u4e00\u4e2a\u514d\u8d39\u7ed9\u4f60\u7528 Claude Sonnet 4.6 \u7684\u5730\u65b9\u3002</strong> \u5149\u8fd9\u4e2a\u5c31\u503c\u5f97\u88c5\u3002</p>\n</blockquote>\n<hr/>\n<h3>4. Windsurf \uff08 Codeium \uff09\u2014 \u65e0\u9650\u514d\u8d39\u8865\u5168</h3>\n<table>\n<thead>\n<tr>\n<th>\u7ef4\u5ea6</th>\n<th>\u8be6\u60c5</th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td><b>\u5185\u7f6e\u6a21\u578b</b></td>\n<td>Windsurf-Fast \u3001Windsurf-Wave \uff08\u81ea\u7814\u6a21\u578b\uff09</td>\n</tr>\n<tr>\n<td><b>\u514d\u8d39\u989d\u5ea6</b></td>\n<td>\u6bcf\u6708 25 credits + <b>\u65e0\u9650\u57fa\u7840\u4ee3\u7801\u8865\u5168</b> + \u6bcf\u5929 5 \u6b21 Cascade \u4f1a\u8bdd</td>\n</tr>\n<tr>\n<td><b>\u652f\u6301 IDE</b></td>\n<td>Windsurf IDE \uff08 VS Code \u5206\u652f\uff09</td>\n</tr>\n<tr>\n<td><b>\u8d28\u91cf</b></td>\n<td>\u2b50\u2b50\u2b50\u2b50 \u8865\u5168\u901f\u5ea6\u5feb</td>\n</tr>\n</tbody>\n</table>\n<p><strong>\u600e\u4e48\u7528\uff1a</strong></p>\n<ol>\n<li>\u4e0b\u8f7d <a href=\"https://windsurf.com\" rel=\"nofollow\">windsurf.com</a></li>\n<li>\u6ce8\u518c\u5373\u53ef\uff0c\u65b0\u7528\u6237 2 \u5468 Pro \u8bd5\u7528</li>\n</ol>\n<hr/>\n<h3>5. Gemini Code Assist \u2014 \u6bcf\u5929 6000 \u6b21\uff0c\u6700\u5927\u65b9</h3>\n<table>\n<thead>\n<tr>\n<th>\u7ef4\u5ea6</th>\n<th>\u8be6\u60c5</th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td><b>\u5185\u7f6e\u6a21\u578b</b></td>\n<td><b>Gemini 2.5</b></td>\n</tr>\n<tr>\n<td><b>\u514d\u8d39\u989d\u5ea6</b></td>\n<td>\u6bcf\u5929 <b>6,000 \u6b21\u8bf7\u6c42</b>\uff08\u7ea6 18 \u4e07\u6b21/\u6708\uff09\uff0c\u8865\u5168+\u804a\u5929+Agent \u5168\u5305</td>\n</tr>\n<tr>\n<td><b>\u652f\u6301 IDE</b></td>\n<td>VS Code \u3001JetBrains</td>\n</tr>\n<tr>\n<td><b>\u8d28\u91cf</b></td>\n<td>\u2b50\u2b50\u2b50\u2b50</td>\n</tr>\n</tbody>\n</table>\n<p><strong>\u600e\u4e48\u7528\uff1a</strong></p>\n<ol>\n<li>VS Code \u5b89\u88c5 Gemini Code Assist \u6269\u5c55</li>\n<li>\u767b\u5f55\u4e2a\u4eba Gmail \u8d26\u53f7\uff0c\u65e0\u9700\u4fe1\u7528\u5361</li>\n</ol>\n<blockquote>\n<p><strong>\u6240\u6709\u514d\u8d39 IDE \u91cc\u989d\u5ea6\u6700\u79bb\u8c31\u7684\u3002</strong> 18 \u4e07\u6b21/\u6708\uff0c\u57fa\u672c\u7b49\u4e8e\u65e0\u9650\u7528\u3002</p>\n</blockquote>\n<hr/>\n<h3>6. Amazon Q Developer \u2014 50 \u6b21 Agent/\u6708</h3>\n<table>\n<thead>\n<tr>\n<th>\u7ef4\u5ea6</th>\n<th>\u8be6\u60c5</th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td><b>\u5185\u7f6e\u6a21\u578b</b></td>\n<td>Amazon \u81ea\u7814 + Claude \u7cfb\u5217</td>\n</tr>\n<tr>\n<td><b>\u514d\u8d39\u989d\u5ea6</b></td>\n<td>\u6bcf\u6708 <b>50 \u6b21 Agent \u8bf7\u6c42</b> + \u4ee3\u7801\u8865\u5168 + \u804a\u5929</td>\n</tr>\n<tr>\n<td><b>\u652f\u6301 IDE</b></td>\n<td>VS Code \u3001JetBrains</td>\n</tr>\n</tbody>\n</table>\n<hr/>\n<h3>7. Antigravity \uff08 Google \uff09</h3>\n<table>\n<thead>\n<tr>\n<th>\u7ef4\u5ea6</th>\n<th>\u8be6\u60c5</th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td><b>\u5185\u7f6e\u6a21\u578b</b></td>\n<td>Gemini + \u7b2c\u4e09\u65b9\u6a21\u578b</td>\n</tr>\n<tr>\n<td><b>\u514d\u8d39\u989d\u5ea6</b></td>\n<td>\u968f IDE \u5b89\u88c5\u53ef\u7528</td>\n</tr>\n<tr>\n<td><b>\u652f\u6301 IDE</b></td>\n<td>Antigravity IDE</td>\n</tr>\n</tbody>\n</table>\n<hr/>\n<h3>8. OpenAI Codex CLI \u2014 \u9650\u65f6\u514d\u8d39 GPT-5.4</h3>\n<table>\n<thead>\n<tr>\n<th>\u7ef4\u5ea6</th>\n<th>\u8be6\u60c5</th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td><b>\u5185\u7f6e\u6a21\u578b</b></td>\n<td><b>GPT-5.4</b>\u3001GPT-5.4-mini \u3001GPT-5.3-Codex</td>\n</tr>\n<tr>\n<td><b>\u514d\u8d39\u989d\u5ea6</b></td>\n<td>ChatGPT Free/Go \u7528\u6237<b>\u9650\u65f6\u514d\u8d39</b>\uff08\u968f\u65f6\u53ef\u80fd\u6536\u56de\uff09</td>\n</tr>\n<tr>\n<td><b>\u7c7b\u578b</b></td>\n<td>CLI \u7ec8\u7aef\u5de5\u5177</td>\n</tr>\n<tr>\n<td><b>\u8d28\u91cf</b></td>\n<td>\u2b50\u2b50\u2b50\u2b50\u2b50 GPT-5.4 \u6700\u5f3a\u7f16\u7a0b\u6a21\u578b\u4e4b\u4e00</td>\n</tr>\n</tbody>\n</table>\n<p><strong>\u600e\u4e48\u7528\uff1a</strong></p>\n<pre><code class=\"language-bash\">npm install -g @openai/codex\ncodex  # \u7528 ChatGPT \u8d26\u53f7\u767b\u5f55\u5373\u53ef\n</code></pre>\n<blockquote>\n<p><strong>\u8d81\u8fd8\u514d\u8d39\u8d76\u7d27\u7528\u3002</strong> OpenAI \u660e\u786e\u8bf4\u662f\"\u9650\u65f6\"\uff0cPlus \u7528\u6237 5 \u5c0f\u65f6 33-168 \u6761\u6d88\u606f\uff0cFree \u7528\u6237\u989d\u5ea6\u672a\u516c\u5e03\u4f46\u53ef\u7528\u3002</p>\n</blockquote>\n<hr/>\n<h3>9. Trae \uff08\u5b57\u8282\u8df3\u52a8\uff09\u2014 \u514d\u8d39\u7528 Claude + GPT-4o</h3>\n<table>\n<thead>\n<tr>\n<th>\u7ef4\u5ea6</th>\n<th>\u8be6\u60c5</th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td><b>\u5185\u7f6e\u6a21\u578b</b></td>\n<td><b>Claude 3.7 Sonnet</b>\u3001GPT-4o \u3001DeepSeek R1</td>\n</tr>\n<tr>\n<td><b>\u514d\u8d39\u989d\u5ea6</b></td>\n<td>\u6bcf\u6708\u7ea6 <b>1,000 \u6b21\u9ad8\u7ea7\u6a21\u578b\u8bf7\u6c42</b> + \u65e0\u9650\u8865\u5168</td>\n</tr>\n<tr>\n<td><b>\u652f\u6301 IDE</b></td>\n<td>Trae IDE \uff08 VS Code \u5206\u652f\uff09</td>\n</tr>\n<tr>\n<td><b>\u8d28\u91cf</b></td>\n<td>\u2b50\u2b50\u2b50\u2b50 \u514d\u8d39\u989d\u5ea6\u7ed9\u7684\u6a21\u578b\u591f\u597d</td>\n</tr>\n</tbody>\n</table>\n<p><strong>\u600e\u4e48\u7528\uff1a</strong></p>\n<ol>\n<li>\u4e0b\u8f7d <a href=\"https://www.trae.ai\" rel=\"nofollow\">trae.ai</a></li>\n<li>\u6ce8\u518c\u5373\u53ef\uff0c\u514d\u8d39\u7248\u81ea\u52a8\u53ef\u7528</li>\n</ol>\n<blockquote>\n<p><strong>\u56fd\u5185\u7528\u6237\u53cb\u597d\u3002</strong> \u5b57\u8282\u51fa\u54c1\uff0c1000 \u6b21/\u6708\u591f\u8f7b\u5ea6\u4f7f\u7528\u3002</p>\n</blockquote>\n<hr/>\n<h2>\u4e8c\u3001\u5f00\u6e90\u514d\u8d39\u5de5\u5177\uff08\u5b8c\u5168\u514d\u8d39\uff0c\u9700\u81ea\u5e26 API \uff09</h2>\n<p>\u8fd9\u4e9b\u5de5\u5177\u672c\u8eab\u5b8c\u5168\u514d\u8d39\u5f00\u6e90\uff0c\u4f46\u9700\u8981\u4f60\u81ea\u5df1\u63d0\u4f9b API Key \u3002\u914d\u5408\u4e0a\u4e00\u7bc7\u7684\u514d\u8d39 API \u989d\u5ea6\uff0c\u7b49\u4e8e\u96f6\u6210\u672c\u4f7f\u7528\u3002</p>\n<h3>10. Claude Code \u2014 Anthropic \u5b98\u65b9\u7ec8\u7aef AI</h3>\n<table>\n<thead>\n<tr>\n<th>\u7ef4\u5ea6</th>\n<th>\u8be6\u60c5</th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td><b>\u7c7b\u578b</b></td>\n<td>CLI \u7ec8\u7aef\u5de5\u5177</td>\n</tr>\n<tr>\n<td><b>\u5185\u7f6e\u6a21\u578b</b></td>\n<td>Claude \u7cfb\u5217\uff08\u9700\u8981 Anthropic API Key \u6216\u8ba2\u9605\uff09</td>\n</tr>\n<tr>\n<td><b>\u514d\u8d39\u65b9\u5f0f</b></td>\n<td>\u914d\u5408 Kiro \u514d\u8d39 Sonnet 4.6 \u989d\u5ea6\uff0c\u6216\u901a\u8fc7\u805a\u5408\u5de5\u5177\u63a5\u5165\u514d\u8d39\u6a21\u578b</td>\n</tr>\n</tbody>\n</table>\n<pre><code class=\"language-bash\">export ANTHROPIC_BASE_URL=http://localhost:18765  # \u6307\u5411\u514d\u8d39\u6a21\u578b\nexport ANTHROPIC_API_KEY=unused\nclaude  # \u542f\u52a8\n</code></pre>\n<hr/>\n<h3>11. OpenClaw \u2014 2026 \u6700\u706b AI Agent</h3>\n<table>\n<thead>\n<tr>\n<th>\u7ef4\u5ea6</th>\n<th>\u8be6\u60c5</th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td><b>\u7c7b\u578b</b></td>\n<td>\u5168\u80fd AI Agent \uff08\u7ec8\u7aef + IDE \uff09</td>\n</tr>\n<tr>\n<td><b>GitHub Stars</b></td>\n<td>250K+\uff0c2026 \u5e74\u6700\u70ed\u9879\u76ee</td>\n</tr>\n<tr>\n<td><b>\u5185\u7f6e\u6a21\u578b</b></td>\n<td>\u9700\u8981\u5916\u63a5 API \uff08\u9ed8\u8ba4 Anthropic \uff09</td>\n</tr>\n<tr>\n<td><b>\u514d\u8d39\u65b9\u5f0f</b></td>\n<td>\u63a5\u5165\u514d\u8d39 API Provider</td>\n</tr>\n</tbody>\n</table>\n<pre><code class=\"language-bash\">export ANTHROPIC_BASE_URL=http://localhost:18765\n</code></pre>\n<hr/>\n<h3>12. Aider \u2014 \u7ec8\u7aef\u7ed3\u5bf9\u7f16\u7a0b</h3>\n<table>\n<thead>\n<tr>\n<th>\u7ef4\u5ea6</th>\n<th>\u8be6\u60c5</th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td><b>\u7c7b\u578b</b></td>\n<td>CLI \u7ec8\u7aef\u5de5\u5177</td>\n</tr>\n<tr>\n<td><b>\u652f\u6301\u6a21\u578b</b></td>\n<td>OpenAI \u3001Anthropic \u3001\u4efb\u610f OpenAI \u517c\u5bb9 API</td>\n</tr>\n<tr>\n<td><b>\u514d\u8d39\u65b9\u5f0f</b></td>\n<td>\u63a5\u5165 Groq/Cerebras \u7b49\u514d\u8d39 API</td>\n</tr>\n</tbody>\n</table>\n<pre><code class=\"language-bash\">aider --model groq/llama-3.3-70b-versatile\n</code></pre>\n<hr/>\n<h3>13. OpenCode \u2014 \u5b8c\u5168\u514d\u8d39\u5185\u7f6e\u6a21\u578b</h3>\n<table>\n<thead>\n<tr>\n<th>\u7ef4\u5ea6</th>\n<th>\u8be6\u60c5</th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td><b>\u7c7b\u578b</b></td>\n<td>CLI \u7ec8\u7aef\u5de5\u5177</td>\n</tr>\n<tr>\n<td><b>GitHub Stars</b></td>\n<td>120K+</td>\n</tr>\n<tr>\n<td><b>\u5185\u7f6e\u6a21\u578b</b></td>\n<td>GLM-4 \uff08\u5185\u7f6e\u514d\u8d39\uff09</td>\n</tr>\n<tr>\n<td><b>\u514d\u8d39\u65b9\u5f0f</b></td>\n<td>\u5f00\u7bb1\u5373\u7528\uff0c\u65e0\u9700 API Key</td>\n</tr>\n</tbody>\n</table>\n<hr/>\n<h3>14-16. \u5176\u4ed6\u5f00\u6e90\u5de5\u5177</h3>\n<table>\n<thead>\n<tr>\n<th>\u5de5\u5177</th>\n<th>\u7c7b\u578b</th>\n<th>\u652f\u6301 IDE</th>\n<th>\u7279\u70b9</th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td><b>Continue</b></td>\n<td>\u63d2\u4ef6</td>\n<td>VS Code / JetBrains</td>\n<td>\u81ea\u7531\u914d\u7f6e\u4efb\u610f\u6a21\u578b</td>\n</tr>\n<tr>\n<td><b>Cline</b></td>\n<td>\u63d2\u4ef6</td>\n<td>VS Code</td>\n<td>\u5168\u529f\u80fd Agent \u6a21\u5f0f</td>\n</tr>\n<tr>\n<td><b>Roo Code</b></td>\n<td>\u63d2\u4ef6</td>\n<td>VS Code</td>\n<td>\u7c7b Cursor Agent</td>\n</tr>\n</tbody>\n</table>\n<hr/>\n<h2>\u4e09\u3001\u603b\u7ed3\uff1a\u600e\u4e48\u7ec4\u5408\u6700\u5212\u7b97</h2>\n<h3>\u65b9\u6848\u4e00\uff1a\u7eaf\u514d\u8d39\uff08\u4e0d\u82b1\u4e00\u5206\u94b1\uff09</h3>\n<pre><code>Kiro IDE \uff08 Claude Sonnet 4.6 \u514d\u8d39\uff09\n  + OpenCode \uff08\u5185\u7f6e GLM \u514d\u8d39\uff09\n  + Groq API \uff08 Llama 4 \u514d\u8d39\uff09\u63a5\u5165 Aider\n</code></pre>\n<h3>\u65b9\u6848\u4e8c\uff1a\u96f6\u6210\u672c\u4f46\u4f53\u9a8c\u63a5\u8fd1\u4ed8\u8d39</h3>\n<pre><code>Cursor \u514d\u8d39\u7248\uff08 50 \u6b21 Premium \uff09\n  + \u5916\u63a5 Cerebras API \uff08 100 \u4e07 token/\u5929\uff09\n  + \u5916\u63a5 Kiro Sonnet 4.6\n  \u2192 \u989d\u5ea6\u7528\u5b8c\u81ea\u52a8\u5207\u5230\u514d\u8d39\u6a21\u578b\uff0c\u4f53\u9a8c\u4e0d\u4e2d\u65ad\n</code></pre>\n<h3>\u65b9\u6848\u4e09\uff1a\u56fd\u5185\u7528\u6237\u53cb\u597d</h3>\n<pre><code>OpenCode \uff08\u514d\u8d39\uff0c\u5185\u7f6e GLM \uff09\n  + \u706b\u5c71\u5f15\u64ce API \uff08 200 \u4e07 token/\u5929\uff09\n  + \u7845\u57fa\u6d41\u52a8 API \uff08 2000 \u4e07 token \u8d60\u9001\uff09\n  \u2192 \u63a5\u5165 Continue/Cline VS Code \u63d2\u4ef6\n</code></pre>\n<h3>\u6700\u7ec8\u65b9\u6848\uff1a\u5168\u90fd\u8981</h3>\n<p>\u628a\u4e0a\u9762\u7684 API \u989d\u5ea6\u5168\u6ce8\u518c\u4e00\u904d\uff0c\u7528 <a href=\"https://github.com/romgX/openrelay\" rel=\"nofollow\">OpenRelay</a> \u805a\u5408 29 \u4e2a Provider \u6210\u4e00\u4e2a\u7aef\u70b9\u3002\u7136\u540e\uff1a</p>\n<ul>\n<li>Claude Code \u2192 \u8d70 Kiro \u514d\u8d39 Sonnet 4.6</li>\n<li>Cursor \u2192 \u8d70 Groq/Cerebras \u514d\u8d39\u6a21\u578b</li>\n<li>Aider \u2192 \u8d70 SambaNova 405B</li>\n<li>OpenClaw \u2192 \u81ea\u52a8\u8f6e\u8f6c\u6240\u6709\u514d\u8d39\u989d\u5ea6</li>\n</ul>\n<p>\u6bcf\u4e2a\u5de5\u5177\u90fd\u914d\u597d\u4e86\uff0c\u989d\u5ea6\u81ea\u52a8\u53e0\u52a0\uff0cAI \u6c38\u4e0d\u505c\u673a\u3002</p>\n", 
      "date_published": "2026-03-27T13:32:43+00:00", 
      "title": "2026 \u5168\u7403 AI \u514d\u8d39 IDE \u989d\u5ea6\u653b\u7565", 
      "id": "https://www.v2ex.com/t/1201725"
    }, 
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        "url": "https://www.v2ex.com/member/kenshinhu", 
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      "url": "https://www.v2ex.com/t/1201635", 
      "date_modified": "2026-03-28T10:23:23+00:00", 
      "content_html": "<p>\u6700\u8fd1\u8c03 UI \u903b\u8f91\u65f6\u611f\u53d7\u5f88\u660e\u663e\u3002\u73b0\u5728\u5f88\u591a\u8425\u9500\u8bb2\u51fa\u6765\u7684 Vibe coding \uff0c\u505a\u51fa\u6765\u7684\u5927\u591a\u8fd8\u662f\u7b80\u5355\u5e94\u7528\u5de5\u79cd\uff0c\u5c31\u662f\u9875\u9762\u3001\u8868\u5355\u3001\u5c55\u793a\u8fd9\u4e9b\uff0c\u5148\u628a\u8f6e\u5ed3\u5f88\u5feb\u94fa\u51fa\u6765\uff0c\u770b\u4e0a\u53bb\u50cf\u662f\u5b8c\u6210\u5f97\u5f88\u5feb\u3002</p>\n<p>\u4f46\u4e00\u4f46\u771f\u7684\u8fdb\u5230\u5de5\u4e1a\u5316\u7ec6\u8282\uff0c\u95ee\u9898\u5c31\u4f1a\u5f00\u59cb\u9690\u50fb\u51fa\u6765\u3002\u6bd4\u5982\u4ea4\u4e92\u72b6\u6001\u600e\u4e48\u6d41\u8f6c\u3001\u5f02\u5e38\u600e\u4e48\u5904\u7406\u3001\u76f8\u8fd1\u903b\u8f91\u600e\u4e48\u590d\u7528\u3001\u6a21\u5757\u4e4b\u95f4\u4f1a\u4e0d\u4f1a\u8d8a\u6765\u8d8a\u6563\uff0c\u8fd9\u4e9b\u90fd\u4e0d\u662f\u628a\u9875\u9762\u753b\u51fa\u6765\u5c31\u7b97\u5b8c\u3002</p>\n<p>\u5982\u679c\u662f\u4e00\u4e9b\u6ca1\u90a3\u4e48\u91cd\u8981\u7684\u5e94\u7528\uff0c\u7528 90% \u4ee5\u4e0b\u7684 vibe coding \uff0c\u6211\u89c9\u5f97\u7684\u786e\u6ca1\u4ec0\u4e48\u95ee\u9898\uff0c\u591f\u5feb\uff0c\u591f\u7701\u4e8b\uff0c\u4e5f\u591f\u4ea4\u5dee\u3002\u4f46\u5982\u679c\u60f3\u628a vibe coding \u62c9\u5230 90% \u4ee5\u4e0a\uff0c\u90a3\u5c31\u4e0d\u662f\u4e00\u53e5\u201c\u80fd\u4e0d\u80fd\u751f\u6210\u201d\u8fd9\u4e48\u7b80\u5355\u4e86\u3002</p>\n<pre><code>\u5047\u8bbe\u4e00\u4e2a\u529f\u80fd\u8981\u62c6\u6210 10 \u4e2a\u5173\u952e\u8282\u70b9\uff0c\u60f3\u8ba9\u6574\u4f53\u6210\u529f\u7387\u8fbe\u5230 90%\uff0c\u90a3\u6bcf\u4e2a\u8282\u70b9\u7684\u5e73\u5747\u51c6\u786e\u7387\u5176\u5b9e\u8981\u53bb\u5230 98.95% \u5de6\u53f3\uff0c\u4e0d\u662f 90%\uff0c\u4e5f\u4e0d\u662f 95%\u3002\u56e0\u4e3a 0.9895 \u7684 10 \u6b21\u65b9\uff0c\u624d\u52c9\u5f3a\u63a5\u8fd1 0.9 \u3002\n</code></pre>\n<p>\u95ee\u9898\u5c31\u5728\u8fd9\u91cc\u3002LLM \u751f\u6210\u51fa\u6765\u7684\u4ee3\u7801\uff0c\u5f88\u591a\u95ee\u9898\u662f\u85cf\u7740\u7684\uff0c\u4e0d\u662f\u9a6c\u4e0a\u80fd\u770b\u5230\u3002\u4f60\u60f3\u628a\u6bcf\u4e2a\u8282\u70b9\u4ece\u201c\u770b\u8d77\u6765\u5dee\u4e0d\u591a\u80fd\u7528\u201d\uff0c\u4e00\u8def\u62c9\u5230\u63a5\u8fd1 99% \u7684\u7a33\u5b9a\u5ea6\uff0c\u540e\u9762\u5c31\u8981\u82b1\u5f88\u5927\u7684\u529b\u6c14\u53bb\u8865\u6d4b\u3001\u53bb\u6536\u53e3\u3001\u53bb\u53cd\u590d\u6821\u6b63\u3002\u7701\u4e0b\u6765\u7684\u5f00\u53d1\u91cf\uff0c\u5f88\u591a\u65f6\u5019\u6700\u540e\u53c8\u4f1a\u4ece\u9a8c\u8bc1\u548c\u4fee\u8865\u4e0a\u5168\u90e8\u8fd8\u56de\u53bb\u3002</p>\n<p>\u8fd8\u6709\u4e00\u4e2a\u5f88\u660e\u663e\u7684\u70b9\uff0cLLM \u6bd4\u8f83\u5bb9\u6613\u505a\u5c40\u90e8\u8865\u5168\uff0c\u4e0d\u592a\u4f1a\u4e3b\u52a8\u5e2e\u4f60\u505a\u5168\u5c40\u6536\u655b\u3002A \u3001B \u4e24\u4e2a\u6a21\u5757\u6709\u63a5\u8fd1\u7684\u65b9\u6cd5\uff0c\u5b83\u5f88\u591a\u65f6\u5019\u5c31\u662f\u5404\u5199\u4e00\u4efd\uff0c\u5148\u8ba9\u4f60\u8dd1\u8d77\u6765\uff0c\u540e\u9762\u518d\u628a\u5197\u4f59\u548c\u6df7\u4e71\u7559\u7ed9\u4eba\u5904\u7406\u3002</p>\n<p>\u4e0d\u8fc7\u53cd\u8fc7\u6765\u770b\uff0c\u5982\u679c\u5de5\u4f5c\u672c\u8eab\u5c31\u53ea\u662f\u4e3a\u4e86\u62ff\u4e00\u4efd\u85aa\u6c34\uff0c\u8001\u677f\u4e5f\u53ea\u662f\u4ee5\u7ed3\u679c\u5bfc\u5411\uff0c\u53ea\u770b\u4f60\u6709\u6ca1\u6709\u6309\u65f6\u628a\u4e1c\u897f\u4ea4\u51fa\u6765\uff0c\u90a3\u4e0a\u9762\u8fd9\u4e9b\u6279\u5224\u5f88\u591a\u65f6\u5019\u5176\u5b9e\u4e5f\u6ca1\u4ec0\u4e48\u610f\u4e49\u3002\u56e0\u4e3a\u5728\u8fd9\u79cd\u8bed\u5883\u4e0b\uff0c\u4ee3\u7801\u662f\u4e0d\u662f\u5197\u4f59\uff0c\u7ed3\u6784\u662f\u4e0d\u662f\u53d1\u6563\uff0c\u540e\u9762\u662f\u4e0d\u662f\u96be\u7ef4\u62a4\uff0c\u90fd\u4e0d\u662f\u7b2c\u4e00\u4f18\u5148\u3002\u5148\u4ea4\u4ed8\uff0c\u5148\u80fd\u8dd1\uff0c\u5148\u628a\u7ed3\u679c\u6446\u51fa\u6765\uff0c\u53cd\u800c\u624d\u662f\u6700\u5b9e\u9645\u7684\u3002</p>\n<p>\u5c31\u73b0\u6709\u7684\u73af\u5883\u6765\u770b\uff0c\u5927\u6982\u5c31\u662f\uff0c\u5de5\u4f5c\u561b\uff5e</p>\n<p>\u80fd\u8dd1\u5c31\u5148\u7b97\u8d62\u4e86\uff0c\u81f3\u4e8e\u540e\u9762\u662f\u4e0d\u662f\u4e00\u5730\u9e21\u6bdb\uff0c\u90a3\u662f\u4e0b\u4e2a\u7248\u672c\u7684 \u798f\u62a5 \uff01\uff01</p>\n<p>\u8868\u9762\u4e0a\u6548\u7387\u5f88\u9ad8\uff0c\u5b9e\u9645\u4e0a\u53ea\u662f\u628a\u590d\u6742\u5ea6\u6253\u5305\u5bc4\u7ed9\u672a\u6765\u3002</p>\n", 
      "date_published": "2026-03-27T07:50:01+00:00", 
      "title": "\u5173\u4e8e Vibe coding \u7684\u4e00\u70b9\u60f3\u6cd5", 
      "id": "https://www.v2ex.com/t/1201635"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/herozhang", 
        "name": "herozhang", 
        "avatar": "https://cdn.v2ex.com/gravatar/b8c74c9f551d68163f833a6568bb59cb?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1201593", 
      "date_modified": "2026-03-28T00:52:59+00:00", 
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      "date_published": "2026-03-27T06:15:22+00:00", 
      "title": "\u8bf4 AI \u751f\u6210\u7684\u4ee3\u7801\u5404\u79cd\u6280\u672f\u503a/\u95ee\u9898\u7684\u4eba\uff0c\u6709\u6ca1\u6709\u8bd5\u8fc7\u628a\u8f6f\u4ef6\u5de5\u7a0b\u6700\u4f73\u5b9e\u8df5\u5199\u5165\u9700\u6c42\uff0c\u5e76\u4e14\u7528\u53e6\u5916\u4e00\u4e2a AI \u53bb\u968f\u65f6 review\u3002", 
      "id": "https://www.v2ex.com/t/1201593"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/x97bgt", 
        "name": "x97bgt", 
        "avatar": "https://cdn.v2ex.com/avatar/5771/2673/358047_large.png?m=1715435226"
      }, 
      "url": "https://www.v2ex.com/t/1201230", 
      "date_modified": "2026-03-27T00:29:10+00:00", 
      "content_html": "<p>\u5e73\u65f6\u7528 claude code \u548c opencode \u6bd4\u8f83\u591a\uff0c\u800c\u4e14\u662f\u8ba2\u9605+\u4e2d\u8f6c\u6df7\u7740\u7528\uff0c\u5b8c\u5168\u4e0d\u77e5\u9053\u81ea\u5df1\u7528\u4e86\u591a\u5c11\u91cf\u3001\u591a\u5c11\u94b1\u3002\u6709\u6ca1\u6709\u4ec0\u4e48\u5de5\u5177\u80fd\u672c\u5730\u7edf\u8ba1\u8fd9\u4e9b AI \u7684\u4f7f\u7528\u91cf\uff1f</p>\n", 
      "date_published": "2026-03-26T02:30:23+00:00", 
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      "id": "https://www.v2ex.com/t/1201230"
    }, 
    {
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        "name": "sn0wdr1am", 
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      "url": "https://www.v2ex.com/t/1201114", 
      "title": "\ud83d\ude80 \u8017\u65f6\u6570\u6708\u6253\u78e8\uff1a\u4e00\u4e2a\u4e13\u4e3a\u201c\u591a AI IDE \u534f\u4f5c\u201d\u8bbe\u8ba1\u7684\u5f00\u7bb1\u5373\u7528\u5de5\u7a0b\u57fa\u77f3\u6a21\u677f\uff01", 
      "id": "https://www.v2ex.com/t/1201114", 
      "date_published": "2026-03-25T12:56:19+00:00", 
      "content_html": "<h1>\ud83d\ude80 \u8017\u65f6\u6570\u6708\u6253\u78e8\uff1a\u4e00\u4e2a\u4e13\u4e3a\u201c\u591a AI IDE \u534f\u4f5c\u201d\u8bbe\u8ba1\u7684\u5f00\u7bb1\u5373\u7528\u5de5\u7a0b\u57fa\u77f3\u6a21\u677f\uff01</h1>\n<p>\u5927\u5bb6\u597d\uff01\u4eca\u5929\u548c\u5927\u5bb6\u5206\u4eab\u4e00\u4e2a\u6211\u81ea\u5df1\u6253\u78e8\u4e86\u5f88\u4e45\u7684\u73b0\u4ee3\u5de5\u7a0b\u5316 Boilerplate \u2014\u2014 <a href=\"https://github.com/snowdreamtech/template\" rel=\"nofollow\"><strong>snowdreamtech/template</strong></a>\u3002</p>\n<p>\u8d77\u521d\u505a\u8fd9\u4e2a\u9879\u76ee\u7684\u52a8\u673a\u5f88\u7b80\u5355\uff1a\u6700\u8fd1\u5927\u5bb6\u90fd\u5728\u7528 Cursor \u3001Windsurf \u3001Cline \u6216\u8005 Copilot \u5199\u4ee3\u7801\u3002\u53ef\u662f\u75db\u70b9\u4e5f\u968f\u4e4b\u800c\u6765\uff1a</p>\n<ol>\n<li><strong>\u89c4\u5219\u788e\u7247\u5316</strong>\uff1aCursor \u6709 <code>.cursorrules</code>\uff0cWindsurf \u6709 <code>.windsurfrules</code>\uff0c\u5404\u79cd\u5de5\u5177\u89c4\u5219\u5b64\u5c9b\u5316\uff0c\u6362\u4e2a\u9879\u76ee\u53c8\u8981\u91cd\u65b0\u914d\u7f6e\u4e00\u5957\u3002</li>\n<li><strong>AI \u65e0\u8111\u4e71\u6539\u9879\u76ee</strong>\uff1a\u7f3a\u4e4f\u7edf\u4e00\u7684\u95e8\u7981\u548c\u73af\u5883\u7ea6\u675f\uff0cAI \u7ecf\u5e38\u5199\u51fa\u672c\u5730\u80fd\u8dd1\uff0c\u4f46\u5230\u4e86 Linux \u5bb9\u5668\u6216\u8005 CI/CD \u91cc\u5c31\u75af\u72c2\u62a5\u9519\u7684\u5e7b\u89c9\u903b\u8f91\u3002</li>\n<li><strong>\u5de5\u7a0b\u5316\u57fa\u5efa\u914d\u7f6e\u7e41\u6742</strong>\uff1a\u60f3\u7ed9\u65b0\u9879\u76ee\u914d\u7f6e\u597d\u6781\u5ea6\u5b89\u5168\u7684 CI/CD \uff0c\u5f80\u5f80\u8d39\u65f6\u8d39\u529b\uff0c\u8fd8\u5bb9\u6613\u88ab API Rate Limit \u963b\u65ad\u6d41\u6c34\u7ebf\u3002</li>\n</ol>\n<p>\u4e3a\u4e86\u5f7b\u5e95\u89e3\u51b3\u201c\u591a\u91cd AI IDE \u534f\u4f5c\u4ea7\u751f\u7684\u914d\u7f6e\u788e\u7247\u5316\u201d\u95ee\u9898\uff0c\u6211\u6253\u9020\u4e86 <a href=\"https://github.com/snowdreamtech/template\" rel=\"nofollow\"><strong>snowdreamtech/template</strong></a>\u3002\u8fd9\u4e0d\u4ec5\u4ec5\u662f\u4e00\u4e2a\u666e\u901a\u811a\u624b\u67b6\uff0c\u5b83\u5145\u5f53\u4e86\u60a8\u9879\u76ee\u7684 <strong>AI Agent \u6743\u5a01\u5927\u8111 (Single Source of Truth)</strong> \u548c\u4ee3\u7801\u7eaf\u51c0\u5ea6\u9632\u8150\u5c42\u3002</p>\n<hr/>\n<h2>\u2728 \u6838\u5fc3\u7279\u6027\u5927\u653e\u9001</h2>\n<h3>\ud83e\udde0 \u7edf\u4e00\u7684 AI \u89c4\u5219\u5f15\u64ce (SSoT)</h3>\n<ul>\n<li><strong>\u8de8 50+ IDE \u517c\u5bb9</strong>\uff1a\u5f00\u7bb1\u5373\u7528\u652f\u6301 Cursor \u3001Windsurf \u3001GitHub Copilot \u3001Cline \u3001Roo Code \u3001Trae \u3001Gemini \u7b49\u8d85 50 \u79cd AI \u7f16\u7a0b\u751f\u6001\u3002</li>\n<li><strong>\u5355\u4e00\u4e8b\u5b9e\u6765\u6e90</strong>\uff1a\u6240\u6709\u7684\u884c\u4e3a\u89c4\u8303\u96c6\u4e2d\u5728 <code>.agent/rules/</code> \u4e0b\u7ef4\u62a4\uff0c\u901a\u8fc7\u5de7\u5999\u7684\u5b89\u5168\u8f6f\u94fe\u63a5/\u91cd\u5b9a\u5411\u6a21\u5f0f\uff0c\u4fee\u6539\u4e00\u6b21\uff0c\u5168\u5bb6\u6876\u81ea\u52a8\u751f\u6548\uff01</li>\n<li><strong>\u5185\u7f6e 80+ \u7ea7\u4e13\u4e1a\u89c4\u5219\u5957\u4ef6</strong>\uff1a\u9884\u7f6e\u4e86\u4ece Rust \u3001Go \u3001Python \u3001TypeScript \u5230 Ansible / Kubernetes \u7b49\u5927\u91cf\u524d\u6cbf\u5de5\u7a0b\u5708\u7684\u6700\u4f73\u5b9e\u8df5\u89c4\u5219\uff0c\u76f8\u5f53\u4e8e\u7ed9 AI \u88c5\u4e0a\u4e86\u201c\u4e13\u5bb6\u601d\u7ef4\u6a21\u5757\u201d\u3002</li>\n<li><strong>\u667a\u80fd\u5de5\u4f5c\u6d41 (SpecKit)</strong> \uff1a\u5185\u5efa\u6807\u51c6\u5316 <code>.agent/workflows/</code> \u659c\u6760\u4ea4\u4e92\u547d\u4ee4\uff08\u5982 <code>/speckit.plan</code>\uff09\u3002</li>\n</ul>\n<h3>\ud83d\udee1\ufe0f \u201c\u4e09\u91cd\u4fdd\u8bc1\u201d\u4ee3\u7801\u7eaf\u51c0\u5ea6\u9632\u7ebf</h3>\n<p>AI \u751f\u6210\u7684\u4ee3\u7801\u4e0d\u9760\u8c31\uff1f\u6ca1\u5173\u7cfb\uff0c\u6211\u4eec\u8bbe\u4e86\u4e09\u9053\u94dc\u5899\u94c1\u58c1\uff1a</p>\n<ol>\n<li><strong>IDE \u5c42</strong>\uff1a\u63d0\u4f9b\u7cbe\u8c03\u7684 VS Code \u89c4\u8303\u548c\u89c4\u5219\u5e93\u5b9e\u65f6\u81ea\u52a8\u5f15\u5bfc\u3002</li>\n<li><strong>CLI \u5c42 (Pre-commit)</strong> \uff1a\u672c\u5730\u6d41\u6c34\u7ebf\u524d\u7f6e\u62e6\u622a\uff0c\u4e0d\u5408\u89c4\u4ee3\u7801\u76f4\u63a5\u5f3a\u5236\u79d2\u7ea7\u963b\u65ad\u56de\u9000\u3002</li>\n<li><strong>CI/CD \u5c42 (GitHub Actions)</strong> \uff1a\u77e9\u9635\u5e76\u53d1\u6d4b\u8bd5\u6ee1\u7ea7\u62a4\u822a\uff1b\u539f\u751f\u96c6\u6210 Zizmor / OSSF Scorecard \u6743\u5a01\u5ba1\u8ba1\u4e0e Gitleaks \uff0c\u4e25\u9632\u5bc6\u94a5\u5916\u6cc4\u4e0e\u4f9b\u5e94\u94fe\u6295\u6bd2\u95ee\u9898\u3002</li>\n</ol>\n<h3>\u26a1 \u514d\u75ab API \u9650\u5236\u7684\u9ad8\u53ef\u7528\u81ea\u52a8\u5316 (\u5b89\u5168\u4e0e\u6027\u80fd\u517c\u5907)</h3>\n<p>\u5982\u679c\u4f60\u88ab GitHub Actions \u7684 Rate Limit \u5751\u8fc7\uff0c\u90a3\u4f60\u4e00\u5b9a\u4f1a\u559c\u6b22\u6211\u4eec\u7684\u6d41\u6c34\u7ebf\u7eb5\u6df1\u8bbe\u8ba1\uff1a</p>\n<ul>\n<li>\ud83d\udd0c <strong>\u201c\u79bb\u7ebf\u964d\u7ea7\u201d\u6a21\u5f0f</strong>\uff1a\u72ec\u5bb6\u8c03\u4f18\uff01\u6267\u884c <code>MISE_OFFLINE=true</code> \u5927\u5e45\u5207\u65ad\u5bf9\u5916\u90e8\u670d\u52a1\u5668\u7684\u4e0d\u5fc5\u8981\u7f51\u7edc\u8c03\u7528\uff0c\u914d\u5408\u7cbe\u51c6\u6ce8\u5165\u7684\u5c40\u90e8 <code>GITHUB_TOKEN</code>\uff0c\u675c\u7edd\u5197\u4f59\u62e6\u622a\uff0c\u518d\u9ad8\u9891\u7684 Commit \u8f70\u70b8\u4e5f\u80fd\u7a33\u5982\u8001\u72d7\u3002</li>\n<li>\ud83d\udea6 <strong>\u9632\u62e5\u5835\u4e0e Fail-Fast</strong>\uff1a\u5168\u6d41\u6c34\u7ebf\u5f3a\u5236\u914d\u7f6e <code>timeout-minutes</code> \u548c <code>concurrency</code> \u5e76\u53d1\u7ec4\u3002\u4e00\u65e6\u65b0\u4ee3\u7801\u63a8\u4e0a\u6765\uff0c\u65e7\u7684\u5197\u4f59 PR Job \u81ea\u52a8\u629b\u5f03\uff0c\u62d2\u7edd\u65e0\u6548\u6392\u961f\u3002\u540c\u65f6\u6240\u6709 actions \u5265\u79bb\u5f31\u7ed1\u5b9a\u6807\u7b7e\uff0c\u5168\u91cf\u9501\u5b9a\u4e3a <strong>40 \u4f4d\u5f3a SHA-1 \u54c8\u5e0c</strong>\uff0c\u4ece\u6e90\u5934\u5c01\u5835\u5b89\u5168\u9690\u60a3\u3002</li>\n</ul>\n<h3>\ud83d\udee0\ufe0f \u8de8\u5e73\u53f0\u201c\u96f6\u4fb5\u5165\u201d\u6781\u5ba2\u4f53\u9a8c</h3>\n<ul>\n<li>\u2328\ufe0f <strong>\u6452\u5f03\u9ad8\u8026\u5408\u80f6\u6c34\u8bed\u8a00</strong>\uff1a\u653e\u5f03\u4e86\u81c3\u80bf\u7684 Python \u4f9d\u8d56\uff0c\u4f7f\u7528\u7eaf\u6b63\u5f3a\u9a8c\u8bc1\u7684 <strong>POSIX-compliant sh</strong> \u7f16\u5199\u5e95\u5c42\u81ea\u52a8\u5316\u903b\u8f91\uff01 MacOS \u3001Linux \u4e43\u81f3\u88ab\u5927\u5bb6\u201c\u5acc\u5f03\u201d\u7684 Windows (Git Bash) \u914d\u7f6e\u6beb\u65e0\u65ad\u5c42\u3002</li>\n<li>\ud83e\ude84 <strong>\u4e0b\u4e00\u4ee3\u5168\u5c40\u5de5\u5177\u94fe\u65b9\u6848</strong>\uff1a\u91c7\u7528 <strong>mise \uff08\u539f asdf \u7ec8\u6781\u5f62\u6001\uff09</strong> \u53d6\u4ee3\u590d\u6742\u7684\u5168\u5c40\u6c61\u67d3\u3002\u4e0d\u4ec5\u5168\u81ea\u52a8\u9002\u914d Node \u3001Go \u7b49\u6309\u9879\u76ee\u9694\u79bb\uff0c\u53ea\u9700\u6572\u4e00\u884c <code>make setup</code>\uff0c\u5f00\u53d1\u73af\u5883\u77ac\u95f4\u5168\u91cf\u5c31\u4f4d\u3002</li>\n</ul>\n<hr/>\n<h2>\ud83d\udca1 \u8c01\u9002\u5408\u7528\uff1f</h2>\n<ul>\n<li>\u6b63\u5728\u91cd\u5ea6\u4f9d\u8d56 Agent/AI IDE \u8fdb\u884c\u8f85\u52a9\u5f00\u53d1\uff0c\u4e14\u5728\u5404\u7c7b\u751f\u6001\u95f4\u53cd\u590d\u6a2a\u8df3\u7684\u5f00\u53d1\u8005\u3002</li>\n<li>\u60f3\u8981\u4e00\u5957\u201c\u7a33\u5065\u3001\u7edf\u4e00\u3001\u5b89\u5168\u7ea7\u522b\u62c9\u6ee1\u7684 DevOps CI/CD \u5c42\u201d\u76f4\u63a5\u6284\u4f5c\u4e1a\u7684 Infra \u56e2\u961f/\u72ec\u7acb\u9ed1\u5ba2\u3002</li>\n<li>\u82e6\u4e8e\u68b3\u7406\u4e0d\u540c\u73af\u5883\u811a\u672c\u5751\u70b9\uff0c\u6216\u8005\u60f3\u8981\u4e00\u4e2a\u7edd\u4f73\u7684\u5f00\u6e90\u5de5\u7a0b\u6253\u5e95\u5b66\u4e60\u7684\u4eba\u3002</li>\n</ul>\n<h2>\ud83d\udce5 \u4f20\u9001\u95e8</h2>\n<ul>\n<li><strong>\ud83d\udd17 GitHub \u4ed3\u5e93</strong>: <a href=\"https://github.com/snowdreamtech/template\" rel=\"nofollow\">https://github.com/snowdreamtech/template</a></li>\n<li><strong>\ud83d\udd17 \u6587\u6863\u6307\u5f15</strong>: <a href=\"https://github.com/snowdreamtech/template/blob/main/README_zh-CN.md\" rel=\"nofollow\">\u6b22\u8fce\u9605\u8bfb\u4e2d\u6587 Readme</a></li>\n<li><strong>\ud83d\udd17 \u7f51\u7ad9\u6307\u5357</strong>: <a href=\"https://snowdreamtech.github.io/template/\" rel=\"nofollow\">\u6b22\u8fce\u6d4f\u89c8\u82f1\u6587\u7f51\u7ad9</a></li>\n</ul>\n<p>\u65e0\u8bba\u662f\u7528\u6765\u5f53\u505a AI Prompt \u7684\u77e5\u8bc6\u5e93\uff0c\u8fd8\u662f\u7528\u6765\u5feb\u901f\u8d77\u76d8\u65b0\u57fa\u5efa\u9879\u76ee\uff0c\u90fd\u6b22\u8fce\u5927\u5bb6\u4f7f\u7528\u548c\u6307\u6b63\uff0c\u66f4\u671f\u5f85\u5404\u4f4d\u80fd\u7ed9\u4e2a \u2b50\ufe0f Star \u6216\u63d0 ISSUE \u4ea4\u6d41\u4ea4\u6d41\uff01\u5982\u679c\u4f60\u4e5f\u88ab\u7e41\u6742\u7684\u914d\u7f6e\u4e0e\u5e7b\u89c9\u6298\u78e8\uff0c\u4e0d\u59a8\u8bd5\u8bd5\u770b\uff01</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/weixiaoyun", 
        "name": "weixiaoyun", 
        "avatar": "https://cdn.v2ex.com/gravatar/3fea7c744ebc3baa356fac0169980f27?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1201080", 
      "date_modified": "2026-03-25T10:27:54+00:00", 
      "content_html": "\u76ee\u524d\u81ea\u5df1\u5199\u4e86\u4e00\u4e2a,\u611f\u89c9\u8fd8\u662f\u8ddf\u6a21\u578b\u6709\u5173\uff0cgpt5.4 \u8ddf claude opus4.6 \u6bd4\u5dee\u8ddd\u8fd8\u662f\u86ee\u5927\u7684\u3002\u5404\u4f4d\u5f66\u7956\u6709\u6ca1\u597d\u7528\u7684\u4ee3\u7801\u68b3\u7406\u7684 skill \uff08\u8d8a\u8be6\u7ec6\u8d8a\u597d\uff09\u3002", 
      "date_published": "2026-03-25T09:35:26+00:00", 
      "title": "\u5bf9\u4e8e\u4ee3\u7801\u5e9e\u5927\u7684\u9879\u76ee\uff0c\u6709\u6ca1\u6709\u5f88\u597d\u7684\u68b3\u7406\u4ee3\u7801 skill \u63a8\u8350", 
      "id": "https://www.v2ex.com/t/1201080"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/yarkyaonj", 
        "name": "yarkyaonj", 
        "avatar": "https://cdn.v2ex.com/gravatar/5e3cfcf26967a9dcba3e8ddae455b765?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1200990", 
      "date_modified": "2026-03-25T10:23:29+00:00", 
      "content_html": "<p>\u524d\u51e0\u5929 claude code \u8d26\u53f7\u88ab\u5c01\u4e86\uff0c\u4e0d\u5f97\u4e0d\u7528\u4e86\u4e00\u6bb5\u65f6\u95f4 gpt5.4</p>\n<p>\u6709\u51e0\u4e2a\u611f\u53d7\uff1a\n1 \u3001gpt5.4 \u4e00\u5b9a\u8981\u5f00 full access \uff0c\u4e0d\u7136\u4e00\u76f4\u95ee\u4f60\u8981\u4e0d\u8981\u7ee7\u7eed\uff0c\u592a\u70e6\u4eba\u4e86\u3002</p>\n<p>2 \u3001gpt5.4 \u6bd4\u8f83\u8c28\u614e\uff0copus 4.6 \u6bd4\u8f83\u653e\u5f97\u5f00\u3002</p>\n<p>3 \u3001\u6709\u4e2a\u95ee\u9898 gpt 5.4 \u95ee\u4e86\u597d\u51e0\u8f6e\u6ca1\u641e\u5b9a\uff0c\u53ef\u80fd\u662f\u5c40\u9650\u4e8e\u6211\u7684\u63d0\u95ee\u4e4b\u4e2d\uff1b\u4e4b\u524d\u7528 opus 4.6 \u611f\u89c9\u80fd\u8df3\u51fa\u6211\u7684\u63d0\u95ee\u6293\u4f4f\u95ee\u9898\u7684\u6839\u56e0</p>\n<p>\u5927\u5bb6\u89c9\u5f97\u54ea\u4e2a\u6a21\u578b\u66f4\u597d\u7528\u70b9\uff0c\u6211\u5728\u8003\u8651\u4e0b\u4e00\u6b65\u5145\u503c\u54ea\u4e2a\u6a21\u578b</p>\n", 
      "date_published": "2026-03-25T05:28:53+00:00", 
      "title": "gpt 5.4 vs opus 4.6 \u4e2a\u4eba\u7684\u4e00\u70b9\u611f\u53d7", 
      "id": "https://www.v2ex.com/t/1200990"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/Valid", 
        "name": "Valid", 
        "avatar": "https://cdn.v2ex.com/avatar/eedf/63d4/372826_large.png?m=1575942257"
      }, 
      "url": "https://www.v2ex.com/t/1200870", 
      "date_modified": "2026-03-25T10:38:38+00:00", 
      "content_html": "", 
      "date_published": "2026-03-24T22:35:59+00:00", 
      "title": "\u4f60\u4eec vibe \u73b0\u5728\u662f\u5168\u81ea\u52a8\u8fd8\u662f\u534a\u81ea\u52a8", 
      "id": "https://www.v2ex.com/t/1200870"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/alva0", 
        "name": "alva0", 
        "avatar": "https://cdn.v2ex.com/avatar/6703/aba6/568727_large.png?m=1760321847"
      }, 
      "url": "https://www.v2ex.com/t/1200669", 
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