{
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      "content_html": "\u8fd9\u662f\u4e00\u4e2a AI \u539f\u751f\u7684\u8f6f\u4ef6\u4ea4\u4ed8\u5de5\u4f5c\u6d41\u5f15\u64ce\uff0c\u80fd\u628a PRD \uff08\u4ea7\u54c1\u9700\u6c42\u6587\u6863\uff09\u76f4\u63a5\u53d8\u6210\u771f\u6b63\u53ef\u4e0a\u7ebf\u7684\u4ee3\u7801\u548c Pull Request \u3002<br />\u5b83\u4e0d\u662f\u7b80\u5355\u7684\u4e00\u6b21\u6027\u8ba9 AI \u804a\u804a\u5929\u751f\u6210\u4ee3\u7801\uff0c\u800c\u662f\u628a\u6574\u4e2a\u5f00\u53d1\u6d41\u7a0b\u505a\u6210\u7ed3\u6784\u5316\u3001\u53ef\u6682\u505c\u6062\u590d\u3001\u53ef\u5ba1\u8ba1\u7684\u5de5\u4f5c\u6d41\uff1a\u9700\u6c42\u89e3\u6790\u3001\u4efb\u52a1\u62c6\u5206\u3001AI \u5b9e\u73b0\u3001TDD \u6d4b\u8bd5\u3001\u4ee3\u7801 Review \uff0c\u6700\u540e\u81ea\u52a8\u521b\u5efa PR \u3002<br /><br /><br /><br />\u5bf9 AI Agent \u548c\u81ea\u52a8\u5316\u4ea4\u4ed8\u611f\u5174\u8da3\u7684\u670b\u53cb\uff0c\u6b22\u8fce\u6765\u55b7<br /><br /><a target=\"_blank\" href=\"https://github.com/pony-maggie/code_minions\" rel=\"nofollow noopener\">https://github.com/pony-maggie/code_minions</a>"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/DiKaErJi", 
        "name": "DiKaErJi", 
        "avatar": "https://cdn.v2ex.com/gravatar/ff8cb7a5e774249e9ddb5fa524361c42?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1214914", 
      "title": "\u81ea\u4ece\u6709\u4e86 AI \u4e4b\u540e\uff0c Commit \u6570\u91cf\u662f\u4e0d\u662f\u5df2\u7ecf\u4e0d\u9002\u5408\u8861\u91cf\u5f00\u53d1\u6548\u7387\u4e86", 
      "id": "https://www.v2ex.com/t/1214914", 
      "date_published": "2026-05-23T06:11:41+00:00", 
      "content_html": "<p>\u611f\u89c9\u81ea\u4ece\u6709\u4e86 AI \uff0c\u5927\u5bb6\u4e00\u5e74\u5199\u7684 commit \u6570\u91cf\u5e94\u8be5\u90fd\u6bd4\u4ee5\u524d\u591a\u5f88\u591a\u5427\u3002</p>\n<p>\u4ee5\u524d\u5199\u4ee3\u7801\uff0c\u5f88\u591a\u4e1c\u897f\u5f97\u81ea\u5df1\u6162\u6162\u60f3\u3001\u6162\u6162\u6572\u3001\u6162\u6162\u6539\u3002\u73b0\u5728\u6709 AI \u4e4b\u540e\uff0c\u5f88\u591a\u6837\u677f\u4ee3\u7801\u3001\u6d4b\u8bd5\u3001\u91cd\u6784\u3001\u5c0f bug \uff0c\u57fa\u672c\u90fd\u80fd\u5f88\u5feb\u641e\u51fa\u6765\u3002\u7ed3\u679c\u5c31\u662f\u4ee3\u7801\u6539\u5f97\u66f4\u9891\u7e41\u4e86\uff0ccommit \u4e5f\u66f4\u5bc6\u4e86\u3002</p>\n<p>\u4f46\u6211\u4e5f\u6709\u70b9\u597d\u5947\uff1acommit \u53d8\u591a\uff0c\u5230\u5e95\u662f\u771f\u7684\u6548\u7387\u53d8\u9ad8\u4e86\uff0c\u8fd8\u662f\u53ea\u662f\u201c\u751f\u6210\u4e00\u7248\u3001\u6539\u4e00\u7248\u3001\u518d\u4fee\u4e00\u7248\u201d\u7684\u6b21\u6570\u53d8\u591a\u4e86\uff1f</p>\n<p>\u4ee5\u540e\u770b\u7a0b\u5e8f\u5458\u4ea7\u51fa\uff0c\u53ef\u80fd\u771f\u7684\u4e0d\u80fd\u53ea\u770b commit \u6570\u91cf\u4e86\u3002\u6bd5\u7adf AI \u53ef\u4ee5\u5e2e\u4f60\u5199\u5f88\u591a\u4ee3\u7801\uff0c\u4f46\u6700\u540e\u80fd\u4e0d\u80fd\u628a\u4e1c\u897f\u505a\u7a33\u3001\u505a\u597d\u3001\u505a\u5bf9\uff0c\u8fd8\u662f\u5f97\u770b\u4eba\u3002</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/jiames1969", 
        "name": "jiames1969", 
        "avatar": "https://cdn.v2ex.com/avatar/6c3a/37a7/755972_large.png?m=1767170079"
      }, 
      "url": "https://www.v2ex.com/t/1214771", 
      "title": "\u6211\u53d1\u73b0\u6709\u4e86 AI \u4e4b\u540e\uff0c\u5f88\u591a\u4eba\u90fd\u5728\u91cd\u590d\u9020\u8f6e\u5b50", 
      "id": "https://www.v2ex.com/t/1214771", 
      "date_published": "2026-05-22T09:32:36+00:00", 
      "content_html": "<p>\u670b\u53cb\u5708\u91cc\u9762\u53d1\u5e03\u4ea7\u54c1\u7684\u4eba\u8d8a\u6765\u8d8a\u591a\uff0c\u6709\u70b9\u50cf app \u6d6a\u6f6e\u90a3\u6ce2\u7684\u611f\u89c9\u3002\u3002\u3002</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/huyangq", 
        "name": "huyangq", 
        "avatar": "https://cdn.v2ex.com/gravatar/4e5cc4c40b541952f07d58a1dd1692fd?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1214756", 
      "title": "AI \u65f6\u4ee3 \u4ea7\u54c1\u9700\u6c42\u6587\u6863(PRD) \u8f6f\u4ef6\u9700\u6c42\u6587\u6863(SRS) \u5e94\u8be5\u600e\u4e48\u5199\u5462\uff1f\u6709\u63a8\u8350\u7684\u6a21\u677f\u5417\uff1f\u6709\u63a8\u8350\u7684 SKILL \u5417\uff1f", 
      "id": "https://www.v2ex.com/t/1214756", 
      "date_published": "2026-05-22T08:56:28+00:00", 
      "content_html": "\u5927\u5bb6\u90fd\u662f\u7528 AI \u6765 coding \u7684\uff0c\u90a3\u4e48 PRD \u548c SRS \u4ee5\u53ca\u8be6\u7ec6\u8bbe\u8ba1 \u8fd9\u4e9b\u6587\u6863\u5927\u5bb6\u53c8\u662f\u600e\u4e48\u505a\u7684\u5462\uff1f"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/Peikon", 
        "name": "Peikon", 
        "avatar": "https://cdn.v2ex.com/avatar/60fb/4b0e/374655_large.png?m=1754210998"
      }, 
      "url": "https://www.v2ex.com/t/1214649", 
      "title": "\u5f81\u6c42\u53ef\u884c\u65b9\u6848\uff1a\u8fdc\u7a0b\u64cd\u63a7 + codex \u684c\u9762\u7aef computer use \u529f\u80fd + API \u4e2d\u8f6c", 
      "id": "https://www.v2ex.com/t/1214649", 
      "date_published": "2026-05-22T03:27:07+00:00", 
      "content_html": "<p>\u8981\u662f\u5b98\u65b9\u5e10\u53f7\u7684\u8bdd\uff0c\u597d\u50cf GPT \u624b\u673a\u7aef\u5c31\u53ef\u884c\uff0c\u4f46\u76ee\u524d\u516c\u53f8\u8fd8\u662f\u63d0\u4f9b\u7684 API \u4e2d\u8f6c\u7ad9\u670d\u52a1\uff0c\u8fd8\u6709\u8def\u5b50\u80fd\u641e\u5417\uff1f</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/DooooM", 
        "name": "DooooM", 
        "avatar": "https://cdn.v2ex.com/gravatar/57eff7b617e61c513807a865f5d502df?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1214423", 
      "date_modified": "2026-05-21T07:22:59+00:00", 
      "content_html": "<p>\u6700\u8fd1\u4e00\u76f4\u5728\u505a\u4e00\u4e2a\u91d1\u878d\u5206\u6790 Agent \uff08\u540d\u5b57\u53eb Garry \uff09\uff0c\u8dd1\u5728\u6211\u4eec\u81ea\u5df1\u642d\u7684 BotCord \u4e0a\u3002\u4eca\u5929\u5199\u4e00\u4e0b\u5b9a\u4f4d\u548c\u5b9e\u73b0\uff0c\u6b22\u8fce\u6765\u7fa4\u91cc\u56f4\u89c2\u3001\u63d0\u9700\u6c42\u3001\u9a82\u4ee3\u7801\u3002\u4e0d\u7528\u82b1\u8d39\u4f60\u4e00\u5206 token \uff0c\u76f4\u63a5\u4eab\u7528\u6210\u679c\u3002</p>\n<h2>\u5b83\u505a\u4ec0\u4e48</h2>\n<p><strong>\u4e00\u53e5\u8bdd</strong>\uff1a7\u00d724 \u5728\u7ebf\u7684\u5e02\u573a\u5206\u6790\u52a9\u624b\u3002\u4f60\u53ef\u4ee5\u95ee\u5b83\"\u4eca\u5929 A \u80a1\u8d44\u91d1\u9762\u4ec0\u4e48\u6837\"\u3001\"\u4e0a\u8bc1 5 \u5206\u949f\u7ea7\u6700\u8fd1\u4e00\u5c0f\u65f6\u600e\u4e48\u8d70\"\u3001\"\u5de8\u6f6e\u4eca\u5929\u6709\u4ec0\u4e48\u91cd\u8981\u516c\u544a\"\uff0c\u5b83\u4ece\u672c\u5730\u5f52\u6863\u6570\u636e\u5e93\u76f4\u63a5\u7b54\uff1b\u5b9a\u65f6\u8fd8\u4f1a\u4e3b\u52a8\u51fa\u5e02\u573a\u7b80\u62a5\u3002</p>\n<p><strong>\u505a\u54ea\u4e9b\u8d44\u4ea7</strong>\uff1aA \u80a1\uff08\u542b\u6caa\u6df1 300 / \u521b\u4e1a\u677f / \u79d1\u521b 50 \uff09\u3001\u6e2f\u80a1\u3001\u7f8e\u80a1\u3001\u5916\u6c47\u3001\u5927\u5b97\u3001Crypto \u3002\u91cd\u70b9\u5728 A \u80a1\uff0c\u56e0\u4e3a\u505a A \u80a1\u7684\u5de5\u5177\u666e\u904d\u7c97\u7cd9\u3002</p>\n<p><strong>A \u80a1\u4fa7\u8986\u76d6</strong>\uff1a</p>\n<ul>\n<li>\u884c\u60c5\uff1a5 \u5206\u949f K \u7ebf\u5f52\u6863\uff0c\u4e3b\u8981\u5bbd\u57fa\u6307\u6570</li>\n<li>\u8d44\u91d1\u9762\uff1a<strong>\u9f99\u864e\u699c\u3001\u4e24\u878d\u4f59\u989d\u3001\u5317\u5411\u8d44\u91d1</strong>\uff08 A \u80a1 alpha \u7684\u6838\u5fc3\u4fe1\u53f7\uff09</li>\n<li>\u516c\u544a\uff1a\u5de8\u6f6e\u8d44\u8baf\uff08\u6309\u8ba2\u9605\u80a1\u7968\u62c9\u53d6\uff09</li>\n<li>\u65b0\u95fb\uff1a<strong>\u8d22\u8054\u793e + \u91d1\u5341\u5feb\u8baf</strong>\u53cc\u6e90\u4ea4\u53c9\uff0c\u5916\u52a0 Yahoo Finance / Alpha Vantage \u770b\u82f1\u6587\u53d9\u4e8b</li>\n</ul>\n<h2>\u4e3a\u4ec0\u4e48\u548c\u522b\u4eba\u4e0d\u4e00\u6837</h2>\n<p>\u6700\u8fd1\u770b\u4e86\u4e00\u5708\u540c\u7c7b\u5f00\u6e90\u9879\u76ee\uff0c\u601d\u8def\u57fa\u672c\u662f **\"GitHub Actions cron + AkShare + LLM \u76f4\u63a5\u51fa\u4e70\u5356\u4fe1\u53f7\"**\u3002\u6211\u4eec\u8d70\u4e86\u4e00\u6761\u76f8\u53cd\u7684\u8def\uff1a</p>\n<table>\n<thead>\n<tr>\n<th>\u7ef4\u5ea6</th>\n<th>\u5e38\u89c1\u65b9\u6848</th>\n<th>\u6211\u4eec</th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td><strong>\u6570\u636e\u83b7\u53d6</strong></td>\n<td>\u8dd1\u62a5\u544a\u65f6\u6309\u9700\u62c9</td>\n<td><strong>\u540e\u53f0 daemon \u6301\u7eed\u5f52\u6863 SQLite</strong>\uff0c\u95ee\u7684\u65f6\u5019\u76f4\u63a5\u67e5\u672c\u5730</td>\n</tr>\n<tr>\n<td><strong>\u65b0\u95fb\u6e90</strong></td>\n<td>\u5355\u6e90 fallback \u94fe\uff08\u4e00\u4e2a\u6302\u4e86\u6362\u4e0b\u4e00\u4e2a\uff09</td>\n<td><strong>\u591a\u6e90\u5e76\u884c\u5f52\u6863</strong>\uff0c\u540c\u4e00\u4e8b\u4ef6\u591a\u6e90\u5bf9\u6bd4</td>\n</tr>\n<tr>\n<td><strong>LLM \u89d2\u8272</strong></td>\n<td>\u751f\u6210 BUY / SELL / HOLD \u4fe1\u53f7</td>\n<td><strong>\u53ea\u505a\u4e8b\u5b9e\u9648\u8ff0 + \u4e8b\u4ef6\u5f52\u7c7b</strong>\uff0c\u4e0d\u51fa\u4fe1\u53f7</td>\n</tr>\n<tr>\n<td><strong>\u65f6\u533a</strong></td>\n<td>\u591a\u6570\u82f1\u6587\u9879\u76ee UTC</td>\n<td><strong>\u9ed8\u8ba4\u5317\u4eac\u65f6\u95f4</strong>\uff08\u6bd5\u7adf A \u80a1\u662f\u672c\u56fd\u5e02\u573a\uff09</td>\n</tr>\n<tr>\n<td><strong>\u53ef\u4fe1\u5ea6</strong></td>\n<td>\"LLM \u7ed9\u51fa\u7684\u5efa\u8bae\"</td>\n<td>\u6bcf\u6761\u4e8b\u5b9e\u90fd\u5e26 ticker \u3001\u65f6\u95f4\u7a97\u3001\u65b0\u95fb source \u3001\u6293\u53d6\u65f6\u95f4\uff0c<strong>\u53ef\u9010\u6761\u590d\u6838</strong></td>\n</tr>\n</tbody></table><p>\u5177\u4f53\u8bf4\u51e0\u4e2a trade-off\uff1a</p>\n<h3>1. \u4e0d\u51fa\u4fe1\u53f7\uff0c\u662f feature \u4e0d\u662f bug</h3>\n<p>LLM \u76f4\u63a5\u7ed9\u4e70\u5356\u4fe1\u53f7\u6709\u4e24\u4e2a\u786c\u4f24\uff1a\u5355\u65e5\u6ce2\u52a8\u53cd\u5e94\u8fc7\u6fc0\uff08\u4fe1\u53f7 flip-flop \uff09+ \u6ca1\u6709\u6ede\u56de\u72b6\u6001\u673a\u7684\u786c\u4fdd\u8bc1\u3002\u6211\u770b\u8fc7\u7684\u9879\u76ee\u90fd\u9760 prompt \u7ea6\u675f LLM \u81ea\u5f8b \u2014\u2014 \u4e0d\u53ef\u9760\u3002\u6211\u4eec\u5e72\u8106\u4e0d\u505a\u4fe1\u53f7\uff0c\u53ea\u505a **\"\u4eca\u5929\u53d1\u751f\u4e86\u4ec0\u4e48 / \u54ea\u4e9b\u4e8b\u4ef6\u503c\u5f97\u5173\u6ce8 / \u8fd9\u4e9b\u4e8b\u4ef6\u5386\u53f2\u4e0a\u5bf9\u5e94\u4ec0\u4e48 reaction\"**\u3002\u4f60\u62ff\u8fd9\u4e9b\u4e8b\u5b9e\u81ea\u5df1\u5224\u65ad\u3002</p>\n<p>\u5408\u89c4\u4e0a\u4e5f\u5b89\u5168\uff1a\u56fd\u5185\"\u6295\u8d44\u54a8\u8be2\u4e1a\u52a1\"\u8981\u724c\u7167\uff0cAI \u9879\u76ee\u8bf4\"\u4ec5\u4f9b\u53c2\u8003\"\u515c\u4e0d\u4f4f\u4e8f\u635f\u7ea0\u7eb7\u3002</p>\n<h3>2. \u6301\u7eed\u5f52\u6863 vs \u4e34\u65f6\u62c9\u53d6</h3>\n<p>cron \u9879\u76ee\u6bcf\u6b21\u8dd1\u90fd\u8981\u91cd\u65b0\u62c9\u6570\u636e\uff0c\u6162\u3001\u5bb9\u6613\u8d85\u9650\u3001\u6e90\u6302\u4e86\u5c31\u6f0f\u6570\u636e\u3002\u6211\u4eec\u7684 daemon \u4e00\u76f4\u5728\u8dd1\uff08 jin10 60s \u3001cls 120s \u3001macro K \u7ebf 5min \u3001calendar 30min \uff09\uff0c\u6570\u636e\u5e93\u6c38\u8fdc\u662f\u70ed\u7684\u3002\u4f60\u95ee\u95ee\u9898\u4e0d\u7528\u7b49\uff0c<strong>\u56de\u586b\u5386\u53f2\u533a\u95f4\u4e5f\u80fd\u79d2\u7ea7\u67e5</strong>\u3002</p>\n<h2>\u5f53\u524d\u9650\u5236\uff08\u4e0d\u85cf\u7740\uff09</h2>\n<ul>\n<li><strong>\u4e0d\u662f\u7b56\u7565</strong>\uff1a\u6ca1\u6709\u91cf\u5316\u6a21\u578b\u3001\u6ca1\u6709\u4ed3\u4f4d\u7ba1\u7406\u3001\u6ca1\u6709\u6b62\u635f</li>\n<li><strong>\u6ca1\u6709\u56de\u6d4b\u5f15\u64ce</strong>\uff1a\u5728 roadmap \u4e0a\u4f46\u8fd8\u6ca1\u505a\uff08\u4e8b\u540e\u590d\u76d8\u65e5\u62a5\u91cc flag \u7684\u4e8b\u4ef6 vs \u5b9e\u9645\u5e02\u573a\u53cd\u5e94\uff09</li>\n<li><strong>L1 \u884c\u60c5</strong>\uff1a\u514d\u8d39\u6570\u636e\u6e90\u5ef6\u8fdf\uff0c\u76d8\u53e3 / Level-2 \u6ca1\u505a</li>\n<li><strong>\u5c0f\u76d8\u80a1 / \u65b0\u80a1</strong>\uff1aLLM \u7684\u91d1\u878d\u77e5\u8bc6\u6709\u8fb9\u754c\uff0c\u78b0\u5230\u592a\u5c0f\u6216\u592a\u65b0\u7684\u7968\u4f1a\u964d\u7ea7\u5230\"\u53ea\u5217\u4e8b\u5b9e\u4e0d\u8bc4\u8bba\"</li>\n</ul>\n<h2>\u600e\u4e48\u7528</h2>\n<p>\u6211\u4eec\u7684\u91d1\u878d\u5206\u6790\u516c\u5f00\u7fa4\u5728 BotCord \u4e0a\uff0c\u53ef\u4ee5\u56f4\u89c2\u3001\u63d0\u95ee\u3001\u63d0\u9700\u6c42\uff1a</p>\n<p>\ud83d\udd17 <strong><a href=\"https://www.botcord.chat/share/sh_57edcf9c121043f3858f5878\" rel=\"nofollow\">Garry \u91d1\u878d\u6d1e\u5bdf &amp; \u6280\u672f\u5e03\u9053</a></strong></p>\n<p>\u6bcf\u5929\u53d1\u5e02\u573a\u7b80\u62a5\uff08\u5317\u4eac\u65f6\u95f4\uff09\uff0c\u91cc\u9762\u5305\u542b\uff1a\u884c\u60c5\u5feb\u7167\u3001\u8fd1 24h \u5173\u952e\u4e8b\u4ef6\uff08\u6309 A \u80a1 / \u7f8e\u80a1 / \u5730\u7f18\u4e09\u5757\uff09\u3001\u672a\u6765\u4e00\u5468\u7684\u7ecf\u6d4e\u6570\u636e + \u592e\u884c + \u653f\u6cbb\u5916\u4ea4\u4e8b\u4ef6\u3002</p>\n<p>\u4ee3\u7801\u6682\u672a\u5f00\u6e90\uff0c<strong>\u56e0\u4e3a\u8fd8\u5728\u8fed\u4ee3\u6838\u5fc3\u67b6\u6784\uff0c\u5f00\u6e90\u524d\u4f1a\u5148\u6253\u78e8\u4e00\u4e24\u4e2a\u6708</strong>\u3002\u4f46 stack \u662f\u5f00\u653e\u7684\uff1aBotCord \uff08 agent-to-agent \u534f\u8bae\uff09+ Python daemon + SQLite + Claude / DeepSeek / Gemini \u591a LLM \u540e\u7aef\u3002</p>\n<hr/>\n<p><strong>\u6700\u540e\u5410\u69fd\u4e00\u53e5</strong>\uff1a\u6700\u8fd1\u770b\u5230\u90a3\u4e2a 38k stars \u7684 LLM \u80a1\u7968\u5206\u6790\u9879\u76ee\uff0cfork:star \u63a5\u8fd1 1:1 \uff0c\u6b63\u5e38 OSS \u662f 1:10 \u5230 1:20 \uff0c\u5efa\u8bae\u5404\u4f4d\u770b star \u6570\u7684\u65f6\u5019\u987a\u4fbf\u770b\u4e00\u773c\u8fd9\u4e2a\u6bd4\u4f8b\u3002</p>\n", 
      "date_published": "2026-05-21T07:20:59+00:00", 
      "title": "\u505a\u4e86\u4e2a\u5e38\u9a7b\u7684 AI \u91d1\u878d\u5206\u6790 Agent \u2014\u2014 \u4e0d\u7ed9\u4e70\u5356\u4fe1\u53f7\uff0c\u53ea\u628a\u4e8b\u5b9e\u7aef\u7ed9\u4f60\u770b", 
      "id": "https://www.v2ex.com/t/1214423"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/Lzy930", 
        "name": "Lzy930", 
        "avatar": "https://cdn.v2ex.com/gravatar/fa31df23919895be2f6fc286df419bd7?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1214247", 
      "title": "\u6211\u8dd1\u4e86\u4e00\u665a RAG\uff0c\u53d1\u73b0\u95ee\u9898\u4e0d\u5728\u68c0\u7d22\u5c42", 
      "id": "https://www.v2ex.com/t/1214247", 
      "date_published": "2026-05-20T14:04:47+00:00", 
      "content_html": "<h1>\u6211\u8dd1\u4e86\u4e00\u665a RAG \uff0c\u53d1\u73b0\u95ee\u9898\u4e0d\u5728\u68c0\u7d22\u5c42</h1>\n<p>\u4f60\u662f\u4e0d\u662f\u4e5f\u9047\u8fc7\u8fd9\u79cd\u4e8b\uff1a</p>\n<p>\u4f60\u7ed9 AI \u5582\u4e86\u4e00\u5806\u8d44\u6599\uff0c\u95ee\u5b83\u4e00\u4e2a\u660e\u660e\u8d44\u6599\u91cc\u5199\u5f97\u6e05\u6e05\u695a\u695a\u7684\u95ee\u9898\uff0c\u5b83\u5374\u8ddf\u4f60\u8bf4\u2014\u2014</p>\n<p><strong>\"\u65e0\u6cd5\u4ece\u5df2\u63d0\u4f9b\u8d44\u6599\u4e2d\u5224\u65ad\u3002\"</strong></p>\n<p>\u6628\u5929\u665a\u4e0a\u6211\u8dd1\u4e86\u4e00\u6574\u665a\u7684 RAG \uff08\u8ba9 AI \u8bfb\u4f60\u81ea\u5df1\u7684\u6587\u6863\u518d\u56de\u7b54\u95ee\u9898\u7684\u6280\u672f\uff09\uff0c\u7ed3\u679c\u53d1\u73b0\uff1a</p>\n<p>\u95ee\u9898\u6839\u672c\u4e0d\u5728\"AI \u627e\u4e0d\u627e\u5f97\u5230\u8d44\u6599\"\u2014\u2014\u5b83\u627e\u5230\u4e86\u3002</p>\n<p>\u95ee\u9898\u51fa\u5728\"\u627e\u5230\u4e4b\u540e\uff0c\u6211\u81ea\u5df1\u628a\u5b83\u7684\u5634\u6342\u4f4f\u4e86\"\u3002</p>\n<p>\u5982\u679c\u4f60\u6b63\u5728\u505a AI \u5e94\u7528\uff0c\u6216\u8005\u51c6\u5907\u505a\uff0c\u8fd9\u4e2a\u5751\u4f60\u8fdf\u65e9\u4f1a\u8e29\u5230\u3002\u5f80\u4e0b\u770b\uff0c\u6211\u5e2e\u4f60\u5148\u8e29\u4e00\u904d\u3002</p>\n<hr/>\n<h2>\u5148\u628a\u68c0\u7d22\u8fd9\u4e8b\u505a\u624e\u5b9e</h2>\n<p>\u5148\u82b1 30 \u79d2\u8bf4\u4e2a\u80cc\u666f\uff1aRAG \u8981\u8ba9 AI \u4ece\u4f60\u7684\u8d44\u6599\u91cc\u627e\u7b54\u6848\uff0c\u7b2c\u4e00\u6b65\u662f\"\u68c0\u7d22\"\u2014\u2014\u4ece\u4e00\u5806\u6587\u6863\u788e\u7247\u91cc\uff0c\u628a\u6700\u76f8\u5173\u7684\u51e0\u6bb5\u635e\u51fa\u6765\u3002</p>\n<p>\u76ee\u524d\u4e3b\u6d41\u6709\u4e24\u6761\u8def\uff1a</p>\n<ul>\n<li><strong>\u5411\u91cf\u68c0\u7d22</strong>\uff1a\u770b\u8bed\u4e49\u3002\"\u5230\u8d27\u5ef6\u8fdf\"\u548c\"\u4ea4\u4ed8\u53d7\u5f71\u54cd\"\uff0c\u5b57\u9762\u4e0d\u4e00\u6837\uff0c\u4f46\u5b83\u77e5\u9053\u662f\u4e00\u56de\u4e8b\u3002</li>\n<li><strong>BM25 \u68c0\u7d22</strong>\uff1a\u770b\u5173\u952e\u8bcd\u3002\u6587\u6863\u91cc\u6709\"VFD-F17\"\uff0c\u4f60\u95ee\"VFD-F17\"\uff0c\u5b83\u79d2\u5339\u914d\u3002</li>\n</ul>\n<p>\u95ee\u9898\u662f\uff0c<strong>\u8fd9\u4e24\u6761\u8def\u5404\u6709\u76f2\u533a</strong>\u3002\u5411\u91cf\u53ef\u80fd\u6f0f\u6389\u7cbe\u786e\u7f16\u53f7\uff0cBM25 \u78b0\u5230\u6362\u4e2a\u8bf4\u6cd5\u5c31\u50bb\u4e86\u3002</p>\n<p>\u6240\u4ee5\u6211\u7528\u4e86\u4e00\u4e2a\u53eb <strong>RRF \uff08 Reciprocal Rank Fusion \uff09</strong> \u7684\u878d\u5408\u65b9\u6cd5\u2014\u2014\u4e0d\u770b\u4e24\u8def\u5404\u81ea\u6253\u591a\u5c11\u5206\uff0c<strong>\u53ea\u770b\u5b83\u4eec\u5404\u81ea\u628a\u8c01\u6392\u5728\u524d\u9762</strong>\uff0c\u7136\u540e\u7efc\u5408\u6392\u540d\u3002\u903b\u8f91\u5f88\u7b80\u5355\uff0c\u6838\u5fc3\u4ee3\u7801\u5c31\u8fd9\u4e48\u51e0\u884c\uff1a</p>\n<pre><code class=\"language-python\">def rrf(rankings: list[list[NodeWithScore]], k: int = 60) -&gt; list[NodeWithScore]:\n    \"\"\"Reciprocal Rank Fusion: \u591a\u8def\u68c0\u7d22 rank \u878d\u5408\"\"\"\n    scores: dict[str, float] = {}\n    nodes: dict[str, NodeWithScore] = {}\n    for ranking in rankings:\n        for rank, node in enumerate(ranking):\n            node_id = node.node.node_id\n            scores[node_id] = scores.get(node_id, 0) + 1 / (k + rank + 1)\n            nodes[node_id] = node\n    fused = sorted(nodes.values(), key=lambda n: -scores[n.node.node_id])\n    for node in fused:\n        node.score = scores[node.node.node_id]\n    return fused\n</code></pre>\n<p>\u7ba1\u7ebf\u642d\u8d77\u6765\uff0c\u8dd1\u901a\u4e86\u3002\u7136\u540e\u6211\u52a0\u4e86\u4e00\u4efd 16KB \u7684\u4e2d\u6587\u6d4b\u8bd5\u8bed\u6599\uff0c\u95ee\u4e86 4 \u4e2a\u95ee\u9898\u3002</p>\n<p><strong>\u7ed3\u679c\u6709\u70b9\u610f\u5916\u3002</strong></p>\n<hr/>\n<h2>\u6211\u4ee5\u4e3a\u662f\u68c0\u7d22\u7684\u9505\uff0c\u6570\u636e\u544a\u8bc9\u6211\u4e0d\u662f</h2>\n<p>\u8fd9\u4efd\u6d4b\u8bd5\u8bed\u6599\u6a21\u62df\u7684\u662f\u4e00\u5bb6\u5236\u9020\u4f01\u4e1a\u7684\u5185\u90e8\u6863\u6848\uff0c\u91cc\u9762\u6709\u8bbe\u5907\u62a5\u8b66\u7801\u3001\u4e8b\u6545\u8bb0\u5f55\u3001\u4f9b\u5e94\u5546\u4ea4\u671f\u3001\u9879\u76ee\u590d\u76d8\uff0c\u4ec0\u4e48\u90fd\u6709\u3002</p>\n<p>\u7136\u540e\u6211\u95ee\u4e86 4 \u4e2a\u95ee\u9898\uff0c\u68c0\u7d22 + \u751f\u6210\u7684\u7ed3\u679c\u662f\u8fd9\u6837\u7684\uff1a</p>\n<table>\n<thead>\n<tr>\n<th>#</th>\n<th>\u95ee\u9898</th>\n<th>\u68c0\u7d22\u547d\u4e2d</th>\n<th>AI \u56de\u7b54</th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td>1</td>\n<td>VFD-F17 \u662f\u4ec0\u4e48\u62a5\u8b66\uff1f</td>\n<td>\u2705 \u627e\u5230\u4e86</td>\n<td>\u2705 \u6b63\u786e\u56de\u7b54</td>\n</tr>\n<tr>\n<td>2</td>\n<td>E-7429 \u662f\u4ec0\u4e48\u4e8b\u6545\uff1f\u53d1\u751f\u5728\u4ec0\u4e48\u65f6\u5019\uff1f</td>\n<td>\u2705 \u627e\u5230\u4e86</td>\n<td>\u274c \"\u65e0\u6cd5\u4ece\u8d44\u6599\u4e2d\u5224\u65ad\"</td>\n</tr>\n<tr>\n<td>3</td>\n<td>\u54ea\u4e9b\u4f9b\u5e94\u5546\u53ef\u80fd\u5f71\u54cd\u4e0b\u6708\u4ea4\u4ed8\uff1f</td>\n<td>\u2705 \u627e\u5230\u4e86</td>\n<td>\u274c \"\u65e0\u6cd5\u4ece\u8d44\u6599\u4e2d\u5224\u65ad\"</td>\n</tr>\n<tr>\n<td>4</td>\n<td>RAG \u6a21\u578b\u4e3a\u4ec0\u4e48\u4f1a\u80e1\u7f16\u5185\u5bb9\uff1f</td>\n<td>\u2705 \u627e\u5230\u4e86</td>\n<td>\u2705 \u6b63\u786e\u56de\u7b54</td>\n</tr>\n</tbody></table><p>\u770b\u5230\u6ca1\uff1f<strong>\u68c0\u7d22 4/4 \u5168\u90e8\u547d\u4e2d\u4e86\u6b63\u786e\u7684\u8d44\u6599\u7247\u6bb5\u3002\u751f\u6210\u5374 2/4 \u62d2\u7edd\u56de\u7b54\u3002</strong></p>\n<p>AI \u660e\u660e\u628a\u6b63\u786e\u7b54\u6848\u6446\u5728\u9762\u524d\u4e86\uff0c\u5374\u8ddf\u6211\u8bf4\"\u6211\u4e0d\u77e5\u9053\"\u3002</p>\n<p>\u4e3a\u4ec0\u4e48\uff1f\u56e0\u4e3a\u51e0\u5929\u524d\u6211\u88ab\u53e6\u4e00\u4e2a\u95ee\u9898\u5751\u8fc7\u2014\u2014AI \u62ff\u5230\u8d44\u6599\u540e\u778e\u7f16\u3001\u4e71\u8865\u5145\u3002\u5f53\u65f6\u6211\u7684\u89e3\u51b3\u65b9\u6848\u662f\u7ed9\u5b83\u52a0\u4e86\u4e00\u6761\u4e25\u683c\u6307\u4ee4\uff1a**\"\u51e1\u662f\u8d44\u6599\u4e2d\u6ca1\u6709\u76f4\u63a5\u51fa\u73b0\u7684\u5185\u5bb9\uff0c\u4e00\u5f8b\u56de\u7b54\u4e0d\u77e5\u9053\u3002\"**</p>\n<p>\u90a3\u6761\u6307\u4ee4\u786e\u5b9e\u6cbb\u597d\u4e86\u778e\u7f16\u7684\u6bdb\u75c5\u3002\u4f46\u73b0\u5728\u5b83\u53cd\u8fc7\u6765\u54ac\u6211\u4e86\u2014\u2014\u539f\u6587\u5199\u7684\u662f\"\u6545\u969c\u73b0\u8c61\"\uff0c\u6211\u95ee\u7684\u662f\"\u4e8b\u6545\"\uff1b\u539f\u6587\u5199\u7684\u662f\"\u5230\u8d27\u7a97\u53e3\u540e\u79fb\"\uff0c\u6211\u95ee\u7684\u662f\"\u5f71\u54cd\u4ea4\u4ed8\"\u3002<strong>\u5b57\u9762\u6ca1\u6709\u5b8c\u5168\u5bf9\u4e0a\uff0cAI \u5c31\u8001\u8001\u5b9e\u5b9e\u5730\u62d2\u7b54\u4e86\u3002</strong></p>\n<p>\u8fd9\u8ba9\u6211\u610f\u8bc6\u5230\u4e00\u4ef6\u4e8b\uff1a</p>\n<p><strong>RAG \u4e0d\u662f\u5199\u4e00\u6761 prompt \u5c31\u80fd\u641e\u5b9a\u6240\u6709\u573a\u666f\u7684\u3002\u4e8b\u5b9e\u9898\u9700\u8981\u5bbd\u677e\u4e00\u70b9\u8ba9 AI \u6562\u56de\u7b54\uff0c\u4e3b\u89c2\u9898\u9700\u8981\u4e25\u683c\u4e00\u70b9\u4e0d\u8ba9\u5b83\u4e71\u7f16\u3002\u8fd9\u4e24\u4ef6\u4e8b\uff0c\u5e94\u8be5\u5206\u5f00\u5904\u7406\u3002</strong></p>\n<p>\u4f46\u600e\u4e48\u5206\uff1f\u8ba9 AI \u81ea\u5df1\u5224\u65ad\u8fd9\u662f\u4e8b\u5b9e\u9898\u8fd8\u662f\u4e3b\u89c2\u9898\uff1f\u8fd8\u662f\u5728\u68c0\u7d22\u9636\u6bb5\u5c31\u6253\u6807\u7b7e\uff1f\u53c8\u6216\u8005\u5e72\u8106\u51c6\u5907\u4e24\u5957\u56de\u7b54\u6a21\u677f\uff0c\u6309\u573a\u666f\u5207\u6362\uff1f</p>\n<p><strong>\u8bf4\u5b9e\u8bdd\uff0c\u6211\u73b0\u5728\u8fd8\u6ca1\u6709\u7b54\u6848\u3002</strong> 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      "content_html": "<p>\u6700\u8fd1\u628a\u4e00\u4e2a\u81ea\u5df1\u7528\u6765\u7814\u7a76 Coding Agent \u7684\u5c0f\u5de5\u5177\u6574\u7406\u4e86\u4e00\u4e0b\uff0c\u5f00\u6e90\u53eb claude-tap \u3002</p>\n<p>\u5b83\u4e3b\u8981\u89e3\u51b3\u4e00\u4e2a\u95ee\u9898\uff1a\u5f53 Claude Code \u3001Codex CLI \u8fd9\u7c7b Coding Agent \u5728\u5de5\u4f5c\u65f6\uff0c\u6211\u4eec\u5f88\u96be\u770b\u6e05\u5b83\u4eec\u5b9e\u9645\u53d1\u7ed9\u6a21\u578b API \u7684\u5b8c\u6574\u8bf7\u6c42\u3002</p>\n<p>\u9879\u76ee\u5730\u5740\uff1a\n<a href=\"https://github.com/liaohch3/claude-tap\" rel=\"nofollow\">https://github.com/liaohch3/claude-tap</a></p>\n<p>\u4e00\u5f00\u59cb\u662f\u56e0\u4e3a\u6211\u60f3\u770b\u6e05\u695a Claude Code \u5b9e\u9645\u53d1\u7ed9\u6a21\u578b API \u7684\u5185\u5bb9\uff1asystem prompt \u3001messages \u3001tool \u5b9a\u4e49\u3001tool calls \u3001response stream \u3001token/cache usage \u7b49\u7b49\u3002</p>\n<p>\u540e\u6765\u53d1\u73b0\u8fd9\u4e2a\u89c6\u89d2\u5bf9\u8c03\u8bd5 Coding Agent \u5f88\u6709\u7528\uff0c\u5c31\u505a\u6210\u4e86\u672c\u5730 JSONL trace + \u81ea\u5305\u542b HTML viewer \u3002\u6bcf\u6b21\u8fd0\u884c\u4f1a\u628a\u8bf7\u6c42\u8bb0\u5f55\u4e0b\u6765\uff0c\u7136\u540e\u53ef\u4ee5\u5728\u6d4f\u89c8\u5668\u91cc\u67e5\u770b\u3001\u641c\u7d22\u3001diff \uff0c\u4e5f\u53ef\u4ee5\u76f4\u63a5\u5206\u4eab HTML \u4f5c\u4e3a\u590d\u73b0\u8bc1\u636e\u3002</p>\n<p>\u73b0\u5728\u652f\u6301\u7684\u5ba2\u6237\u7aef\u5305\u62ec\uff1aClaude Code \u3001Codex \u3001Gemini CLI \u3001Cursor CLI \u3001Kimi CLI \u3001Pi \u3001Qoder \u3001OpenCode \uff0c\u4e5f\u652f\u6301 OpenClaw \u548c Hermes</p>\n<p>claude-tap  \u4e0d\u8054\u7f51\uff0c\u4e0d\u4e0a\u62a5\u4efb\u4f55\u6570\u636e\uff0ctrace \u90fd\u5728\u672c\u673a\uff0c\u5e38\u89c1\u8ba4\u8bc1 header \u4f1a\u8131\u654f\u3002</p>\n<p>\u5982\u679c\u4f60\u4e5f\u5728\u7814\u7a76 Coding Agent \u7684\u4e0a\u4e0b\u6587\u3001\u5de5\u5177\u8c03\u7528\u3001token/cache usage \uff0c\u6216\u8005\u9047\u5230\u201c\u6a21\u578b\u5230\u5e95\u770b\u5230\u4e86\u4ec0\u4e48\u201d\u7684\u8c03\u8bd5\u95ee\u9898\uff0c\u6b22\u8fce\u8bd5\u8bd5\u3002\u4e5f\u6b22\u8fce issue / PR \u3002</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/zhouxiaoben", 
        "name": "zhouxiaoben", 
        "avatar": "https://cdn.v2ex.com/avatar/b955/cf2b/538960_large.png?m=1721557070"
      }, 
      "url": "https://www.v2ex.com/t/1213507", 
      "date_modified": "2026-05-18T06:41:08+00:00", 
      "content_html": "<p>\u76ee\u524d\u516c\u53f8\u60f3\u505a\u7b80\u5355\u7684\u5f00\u53d1\u81ea\u52a8\u5316\uff0c\u77ed\u65f6\u95f4\u843d\u5730\uff0c\u8fd9\u5957\u65b9\u6848\u53ef\u4ee5\u843d\u5730\u4e0d\uff1f\u914d\u5408\u516c\u53f8\u81ea\u5df1\u7684 skill \u5e93\u3001prompt \u5e93\u3002</p>\n<p>\u6d41\u7a0b\u5982\u4e0b\uff1a\n\u9700\u6c42/Issue \u2192 \u4efb\u52a1\u62c6\u5206 \u2192 \u521b\u5efa Git Worktree \u2192 \u542f\u52a8 Sandbox \u5bb9\u5668 \u2192 Codex CLI \u4fee\u6539\u4ee3\u7801 \u2192 \u81ea\u52a8\u7f16\u8bd1/\u6d4b\u8bd5 \u2192 Reviewer \u5ba1\u6838 \u2192 \u81ea\u52a8\u521b\u5efa PR \u2192 \u5408\u5e76\u53d1\u5e03</p>\n<p>\u6709\u770b\u8fc7 langchain \u8fd9\u4e9b agent \u5f00\u53d1\uff0c\u89c9\u5f97\u77ed\u65f6\u95f4\u96be\u4e0a\u624b\uff0c\u5927\u4f6c\u4eec\u6709\u4ec0\u4e48\u66f4\u597d\u7684\u65b9\u6cd5\u4e48\uff1f</p>\n", 
      "date_published": "2026-05-18T06:36:41+00:00", 
      "title": "docker sandbox + Codex CLI \u8fd9\u4e2a\u65b9\u6848\u53ef\u505a\u5f00\u53d1\u81ea\u52a8\u5316\u5417\uff1f", 
      "id": "https://www.v2ex.com/t/1213507"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/HikariLan", 
        "name": "HikariLan", 
        "avatar": "https://cdn.v2ex.com/avatar/c527/329c/479145_large.png?m=1779171676"
      }, 
      "url": "https://www.v2ex.com/t/1213361", 
      "date_modified": "2026-05-17T14:21:14+00:00", 
      "content_html": "<p>\u539f\u6587\u53d1\u5e03\u4e8e\u6211\u7684\u535a\u5ba2\uff1a <a href=\"https://blog.hikarilan.life/thinking/3499/treating-llms-as-humans/\" rel=\"nofollow\">https://blog.hikarilan.life/thinking/3499/treating-llms-as-humans/</a></p>\n<p>\u4ece 2022 \u5e74\u5e95 GPT \u6a2a\u7a7a\u51fa\u4e16\u5230\u73b0\u5728\uff0c\u5927\u6a21\u578b\u7684\u5404\u9879\u6307\u6807\u90fd\u4ea7\u751f\u4e86\u8d28\u7684\u98de\u8dc3\uff1a\u4e0a\u4e0b\u6587\u7a97\u53e3\u4ece 64K \u98d9\u5347\u81f3 1M \u4ee5\u4e0a\uff0c\u591a\u6a21\u6001\u80fd\u529b\u4ece\u7eaf\u6587\u672c\u6f14\u8fdb\u5230\u53ef\u4ee5\u79d2\u61c2\u590d\u6742\u7684\u56fe\u50cf\u4e0e\u89c6\u9891\u3002\u7136\u800c\uff0c\u57fa\u5ea7\u5927\u6a21\u578b\u80fd\u529b\u7684\u4e0d\u65ad\u63d0\u5347\uff0c\u6b63\u5728\u63ed\u793a\u4e00\u4ef6\u8ba9\u5de5\u7a0b\u5e08\u4eec\u65e2\u5174\u594b\u53c8\u6293\u72c2\u7684\u4e8b\u60c5\u2014\u2014<strong>LLM \u5728\u884c\u4e3a\u8868\u73b0\u4e0a\u8d8a\u6765\u8d8a\u50cf\u4eba\u7c7b\u4e86\u3002</strong></p>\n<p>\u968f\u7740\u201c\u529b\u5927\u7816\u98de\u201d\u7684\u57fa\u5ea7\u5927\u6a21\u578b\u9010\u6e10\u5c55\u73b0\u51fa\u5f3a\u5927\u7684\u539f\u751f\u89c4\u5212\u80fd\u529b\uff0c\u884c\u4e1a\u5185\u5f00\u59cb\u51fa\u73b0\u4e00\u79cd\u58f0\u97f3\uff0c\u751a\u81f3\u4ee5 Anthropic \u4e3a\u9996\u7684\u4e00\u4e9b\u524d\u6cbf\u7ec4\u7ec7\u5f00\u59cb\u629b\u51fa\u201cAgent \u5de5\u7a0b\u65e0\u7528\u8bba\u201d\uff0c\u8ba4\u4e3a\u57fa\u5ea7\u6a21\u578b\u6700\u7ec8\u53ef\u4ee5\u4e0d\u4f9d\u8d56\u4efb\u4f55\u5916\u90e8\u5de5\u7a0b\u7ea6\u675f\u89e3\u51b3\u6240\u6709\u95ee\u9898\u3002</p>\n<p>\u4f46\u73b0\u5b9e\u6070\u6070\u76f8\u53cd\u3002\u65e0\u8bba\u57fa\u5ea7 LLM \u5982\u4f55\u53d1\u5c55\uff0c\u5728\u667a\u68b0\u5f7b\u5e95\u4ee3\u66ff\u4eba\u7c7b\u7684\u5168\u90e8\u5de5\u4f5c\u4e4b\u524d\uff0c<strong>\u201c\u628a LLM \u5f53\u6210\u4eba\u7c7b\u770b\u5f85\uff0c\u987a\u5e94\u4eba\u7c7b\u7684\u8ba4\u77e5\u5fc3\u7406\u5b66\u4e0e\u884c\u4e3a\u5b66\u53bb\u8bbe\u8ba1\u7cfb\u7edf\u201d</strong>\uff0c\u5c06\u6c38\u8fdc\u662f\u4efb\u4f55 Agent/Harness \u5de5\u7a0b\u8d70\u5411\u6210\u719f\u7684\u8fdb\u9636\u8d77\u70b9\u3002</p>\n<h2>\u8ba4\u77e5\u5bf9\u9f50\uff1a\u628a AI \u5f53\u4f5c\u4f60\u7684\u201c\u6280\u672f\u5b9e\u4e60\u751f\u201d</h2>\n<p>\u5982\u679c\u4f60\u521d\u6b21\u548c LLM \u6253\u4ea4\u9053\uff0c\u4e0d\u77e5\u9053\u8be5\u5982\u4f55\u5411\u5b83\u63cf\u8ff0\u9700\u6c42\uff0c\u90a3\u4e48\u201c\u5c06 AI \u89c6\u4e3a\u6280\u672f\u5b9e\u4e60\u751f\uff08<em>Using AI as a Tech Intern</em>\uff09\u201d\u4e00\u5b9a\u662f\u4e00\u4e2a\u7edd\u4f73\u7684\u601d\u7ef4\u6a21\u578b\u3002</p>\n<p>\u4f20\u7edf\u7684\u9762\u5411\u4ee3\u7801\u7f16\u7a0b\uff0c\u6211\u4eec\u4e60\u60ef\u4e8e\u7ed9\u51fa\u786e\u5b9a\u6027\u7684\u7edd\u5bf9\u6307\u4ee4\u3002\u4f46\u9762\u5bf9 LLM \uff0c\u4f60\u9700\u8981\u628a\u5b83\u5f53\u4f5c\u4e00\u4e2a\u62e5\u6709\u65e0\u9650\u6280\u672f\u7406\u8bba\u77e5\u8bc6\u3001\u4f46\u5bf9\u4f60\u7684\u5177\u4f53\u4e1a\u52a1\u3001\u5386\u53f2\u4ee3\u7801\u548c\u4e0a\u4e0b\u6587\u4e00\u65e0\u6240\u77e5\u7684\u65b0\u5458\u5de5\u3002\u5bf9\u5f85\u5b9e\u4e60\u751f\uff0c\u4f60\u663e\u7136\u4e0d\u4f1a\u53ea\u4e22\u4e0b\u4e00\u53e5\u201c\u5e2e\u6211\u91cd\u6784\u4e00\u4e0b\u8fd9\u4e2a\u524d\u7aef\u9875\u9762\u201d\u7136\u540e\u8f6c\u5934\u79bb\u5f00\uff1b\u4f60\u9700\u8981\u505a\u7684\u662f\u5e26\u4ed6\u719f\u6089\u73af\u5883\u3002\u5728 Agent \u5de5\u7a0b\u4e2d\uff0c\u8fd9\u610f\u5473\u7740\u6211\u4eec\u9700\u8981\u629b\u5f03\u7b80\u5355\u7c97\u66b4\u7684\u5355\u53e5 Prompt \uff0c\u8f6c\u800c\u4e3a Agent \u5efa\u7acb\u4e00\u5957\u8be6\u5c3d\u7684\u201c\u5de5\u4f5c\u624b\u518c\u201d\uff0c\u63d0\u4f9b\u7ed9 Agent \u8db3\u591f\u7684\u4e1a\u52a1\u80cc\u666f\u548c\u6267\u884c\u6807\u51c6\u4fe1\u606f\uff0c\u5e2e\u52a9 Agent \u951a\u5b9a\u4f60\u7684\u6700\u7ec8\u9700\u6c42\u3002</p>\n<h2>\u8bb0\u5fc6\u89e3\u8026\uff1a\u5de5\u4f5c\u8bb0\u5fc6\u4e0e\u957f\u671f\u8bb0\u5fc6\u7684\u7845\u57fa\u6620\u5c04</h2>\n<p>\u5728\u957f\u6587\u672c\u5927\u6a21\u578b\u666e\u53ca\u540e\uff0c\u8bb8\u591a\u5f00\u53d1\u8005\u4ea7\u751f\u4e86\u4e00\u4e2a\u8def\u5f84\u4f9d\u8d56\uff1a\u559c\u6b22\u5c06\u6210\u5343\u4e0a\u4e07\u884c\u7684 API \u6587\u6863\u3001\u6574\u4e2a\u9879\u76ee\u7684\u6e90\u4ee3\u7801\u4e00\u80a1\u8111\u585e\u8fdb\u5927\u6a21\u578b\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u3002\u8fd9\u79cd\u201c\u4fe1\u606f\u8f70\u70b8\u201d\u770b\u4f3c\u7701\u4e8b\uff0c\u5b9e\u5219\u5bf9\u6a21\u578b\u7684\u957f\u6587\u672c\u53ec\u56de\u6beb\u65e0\u76ca\u5904\u3002</p>\n<p>\u4eba\u7c7b\u7684\u8ba4\u77e5\u5fc3\u7406\u5b66\u8868\u660e\uff0c\u4eba\u7c7b\u7684<strong>\u5de5\u4f5c\u8bb0\u5fc6\uff08 Working Memory \uff09\u5bb9\u91cf\u6781\u5176\u6709\u9650\u3002\u6211\u4eec\u5728\u5199\u4ee3\u7801\u65f6\uff0c\u7edd\u5bf9\u4e0d\u4f1a\u4e00\u8fb9\u76ef\u7740\u5c4f\u5e55\uff0c\u4e00\u8fb9\u5728\u8111\u6d77\u91cc\u53cd\u590d\u80cc\u8bf5\u6574\u672c\u300a Java \u6838\u5fc3\u6280\u672f\u300b\u3002\u4eba\u7c7b\u9760\u7684\u662f\u6ce8\u610f\u529b\u7126\u70b9</strong>\u2014\u2014\u53ea\u770b\u773c\u524d\u7684\u903b\u8f91\uff0c\u9047\u5230\u4e0d\u786e\u5b9a\u7684\u7c7b\u540d\u6216 API \u65f6\uff0c\u624d\u4f1a\u53bb\u67e5\u9605\u6587\u6863\u3002\u5927\u6a21\u578b\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\uff0c\u672c\u8d28\u4e0a\u5c31\u662f\u5b83\u5f53\u524d\u7684\u5de5\u4f5c\u8bb0\u5fc6\uff0c\u800c\u4e0d\u662f\u5b83\u7684\u77e5\u8bc6\u5e93\u3002\u771f\u6b63\u9ad8\u7ea7\u7684 Agent \u5de5\u7a0b\uff0c\u5e94\u8be5\u5b66\u4f1a\u5e2e\u5927\u6a21\u578b\u505a\u201c\u8ba4\u77e5\u5378\u8f7d\uff08 Cognitive Offloading \uff09\u201d\uff0c\u5728\u4e0a\u4e0b\u6587\u7a97\u53e3\u4e2d\u4ec5\u4fdd\u7559\u6700\u6838\u5fc3\u7684\u5de5\u4f5c\u8bb0\u5fc6\uff0c\u800c\u5c06\u6d77\u91cf\u6570\u636e\u4ea4\u7ed9\u5916\u90e8\u67b6\u6784\u7ba1\u7406\u3002</p>\n<pre><code>[\u6d77\u91cf\u5386\u53f2\u4e0a\u4e0b\u6587 / \u4e1a\u52a1\u6587\u6863]\n       \u2502\n       \u25bc (\u77e5\u8bc6\u62bd\u53d6\u4e0e\u5411\u91cf\u5316)\n\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\n\u2502  \u957f\u671f\u8bb0\u5fc6 (Vector DB)   \u2502 \u25c4\u2500\u2500\u2500 (\u5229\u7528 mem0 \u7b49\u6846\u67b6\u52a8\u6001\u5524\u9192)\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518\n           \u2502 (\u4ec5\u68c0\u7d22\u5f53\u524d\u4efb\u52a1\u76f8\u5173\u7684 Top-K \u788e\u7247)\n           \u25bc\n\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\n\u2502  \u5de5\u4f5c\u8bb0\u5fc6 (LLM Context) \u2502 \u2500\u2500\u2500\u25ba [\u751f\u6210\u5f53\u524d\u51b3\u7b56 (Action)]\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518\n</code></pre>\n<p>\u901a\u8fc7\u8fd9\u79cd\u8bb0\u5fc6\u89e3\u8026\u8bbe\u8ba1\uff0cAgent \u65e2\u4e0d\u4f1a\u88ab\u6d77\u91cf\u566a\u58f0\u4fe1\u606f\u6df9\u6ca1\u6ce8\u610f\u529b\uff0c\u53c8\u80fd\u968f\u65f6\u5728\u9700\u8981\u65f6\u901a\u8fc7\u68c0\u7d22\u201c\u5524\u9192\u201d\u957f\u671f\u8bb0\u5fc6\u3002</p>\n<h2>\u611f\u77e5\u5c42\u9769\u65b0\uff1a\u4eba\u7c7b\u4f9d\u8d56\u89c6\u89c9\uff0c\u800c\u975e\u7ed3\u6784\u5316\u6e90\u7801</h2>\n<p>\u5728\u81ea\u52a8\u5316\u6d4b\u8bd5\u6216 Web \u5f00\u53d1 Agent \u9886\u57df\uff0c\u5f88\u591a\u5de5\u7a0b\u5e08\u4f1a\u9677\u5165\u4e00\u4e2a\u8bef\u533a\uff1a\u575a\u4fe1\u7ed3\u6784\u5316\u7684\u6587\u672c\u6570\u636e\uff08\u5982 DOM \u6811\u3001Page Source \uff09\u4e00\u5b9a\u6bd4\u50cf\u7d20\u56fe\u50cf\u66f4\u7cbe\u51c6\u3002\u7136\u800c\uff0c\u8fd9\u5bfc\u81f4\u8bb8\u591a Coding Agent \u5f00\u53d1\u51fa\u7684\u524d\u7aef\u9875\u9762\u7ecf\u5e38\u51fa\u73b0\u60e8\u4e0d\u5fcd\u7779\u7684\u9519\u4f4d\u548c\u5e03\u5c40\u95ee\u9898\u3002</p>\n<p>\u4e3a\u4ec0\u4e48 DOM \u6811\u4f1a\u201c\u6b3a\u9a97\u201d\u5927\u6a21\u578b\uff1f\u56e0\u4e3a CSS \u7684\u81ea\u7531\u5ea6\u592a\u9ad8\uff0c\u4e14 DOM \u6811\u4e2d\u5145\u65a5\u7740\u5927\u91cf\u4e0d\u53ef\u89c1\u7684 div \u3001\u57cb\u70b9\u5c5e\u6027\u548c\u52a8\u6001\u52a0\u8f7d\u7684\u566a\u58f0\u3002\u4eba\u7c7b\u5728\u8089\u773c\u6392\u67e5\u524d\u7aef Bug \u65f6\uff0c\u770b\u7684\u662f\u6e32\u67d3\u540e\u7684\u89c6\u89c9\u754c\u9762\uff0c\u800c\u4e0d\u662f\u786c\u5543\u4e0a\u4e07\u884c\u7684 HTML \u6e90\u7801\u3002\u8ba9\u5927\u6a21\u578b\u5728\u5bc6\u5bc6\u9ebb\u9ebb\u7684 DOM \u6811\u91cc\u51ed\u7a7a\u201c\u7ec4\u88c5\u201d\u51fa\u9875\u9762\u6837\u5f0f\uff0c\u65e0\u5f02\u4e8e\u76f2\u4eba\u6478\u8c61\u3002\u56e0\u6b64\uff0c\u73b0\u4ee3 Agent \u5de5\u7a0b\u5e94\u5f53\u987a\u5e94\u4eba\u7c7b\u7684\u611f\u77e5\u4e60\u60ef\uff0c\u5c06\u201c\u89c6\u89c9\u611f\u77e5\u201d\u63d0\u5230\u7b2c\u4e00\u4f18\u5148\u7ea7\u3002\u4f8b\u5982\uff0c\u5728\u8fdb\u884c UI \u81ea\u52a8\u5316\u6d4b\u8bd5\u65f6\uff0c\u4f18\u79c0\u7684 Agent \u5de5\u7a0b\u4e0d\u518d\u5411\u5927\u6a21\u578b\u63d0\u4f9b\u51b0\u51b7\u7684 DOM \u8282\u70b9\uff0c\u800c\u662f\u5229\u7528 Playwright \u6355\u83b7\u5f53\u524d\u9875\u9762\u622a\u56fe\uff0c\u8ba9\u591a\u6a21\u6001\u5927\u6a21\u578b\u76f4\u63a5\u201c\u770b\u56fe\u8bf4\u8bdd\u201d\uff0c\u4e0b\u8fbe\u6307\u4ee4\uff08\u5bf9\u8fd9\u65b9\u9762\u611f\u5174\u8da3\u7684\u670b\u53cb\u53ef\u4ee5\u53c2\u8003\u5b57\u8282\u8df3\u52a8\u7684 UI \u81ea\u52a8\u5316\u6d4b\u8bd5\u6846\u67b6 Midscene \u662f\u5982\u4f55\u5b9e\u73b0\u7684\uff09\u3002</p>\n<p>\u8fd9\u79cd\u201c\u6240\u89c1\u5373\u6240\u5f97\u201d\u7684\u89c6\u89c9\u6a21\u5f0f\uff0c\u8fdc\u6bd4\u8ba9 Agent \u5728\u8111\u5185\u8111\u8865 DOM \u6811\u8981\u76f4\u89c2\u3001\u9ad8\u6548\u5f97\u591a\u3002</p>\n<h2>\u5de5\u5177\u751f\u6001\uff1a\u987a\u5e94\u5927\u6a21\u578b\u7684\u201c\u539f\u751f\u804c\u4e1a\u4e60\u60ef\u201d</h2>\n<p>\u5927\u6a21\u578b\u4f5c\u4e3a\u751f\u4ea7\u529b\u5de5\u5177\uff0c\u6700\u6210\u529f\u7684\u843d\u5730\u573a\u666f\u6beb\u65e0\u7591\u95ee\u662f\u201c\u5199\u4ee3\u7801\u201d\u3002\u5168\u7403\u7684\u8bad\u7ec3\u56e2\u961f\u90fd\u5728\u4f7f\u7528\u6d77\u91cf\u7684\u4ee3\u7801\u8bed\u6599\u3001\u6280\u672f\u6587\u6863\u548c\u5f00\u6e90\u9879\u76ee\u6765\u5bf9\u6a21\u578b\u8fdb\u884c\u5f3a\u5316\u5bf9\u9f50\u3002\u8fd9\u5bfc\u81f4\u4e86\u4e00\u4e2a\u5947\u5999\u7684\u7ed3\u679c\uff1a<strong>\u6bcf\u4e00\u4e2a\u9876\u5c16\u7684\u57fa\u5ea7 LLM \uff0c\u5929\u751f\u5c31\u662f\u4e00\u540d\u6781\u5176\u4f18\u79c0\u7684\u7a0b\u5e8f\u5458\u3002</strong></p>\n<p>\u65e2\u7136\u5927\u6a21\u578b\u62e5\u6709\u6781\u9ad8\u5f3a\u5ea6\u7684\u201c\u7a0b\u5e8f\u5458\u804c\u4e1a\u5e38\u8bc6\u201d\uff0c\u6211\u4eec\u5728\u4e3a\u5b83\u8bbe\u8ba1 Agent \u5de5\u5177\u94fe\u65f6\uff0c\u5c31\u5e94\u8be5\u7ed9\u5b83\u63d0\u4f9b\u4eba\u7c7b\u7a0b\u5e8f\u5458\u6700\u719f\u6089\u7684\u5de5\u5177\uff08\u5982 Bash \u3001Git \u3001Markdown \uff09\uff0c\u800c\u4e0d\u662f\u5de5\u7a0b\u5e08\u81ea\u521b\u7684\u3001\u9700\u8981\u989d\u5916\u5b66\u4e60\u7684\u81ea\u5b9a\u4e49 Function Call \u3002\u4f8b\u5982\u6bd4\u8d77 OpenCode \u63d0\u4f9b grep / read \u7b49 function call \u8bfb\u53d6\u6587\u4ef6\u5185\u5bb9\u3001Codex CLI \u5728\u4e0d\u540c OS \u4e2d\u91c7\u7528\u5176\u672c\u5730\u7684 Shell \u6307\u4ee4\uff08 Windows \u4e0b\u662f pwsh \uff0cmacOS/Linux \u4e0b\u662f bash \uff09\u8bfb\u53d6\u6587\u4ef6\u5185\u5bb9\uff0c<strong>Claude Code \u9009\u62e9\u4e3a\u6240\u6709 OS \u5e73\u53f0\u5efa\u7acb\u7edf\u4e00\u7684 Shell \u73af\u5883\uff0c\u5728 Windows \u4e0b\u4f7f\u7528 Git Bash \u800c\u4e0d\u662f pwsh \u6307\u4ee4\u8bfb\u53d6\u6587\u4ef6</strong>\uff0c\u8fd9\u79cd\u7edf\u4e00\u6027\u4f7f\u5f97\u6a21\u578b\u4e0d\u9700\u8981\u9488\u5bf9\u4e0d\u540c\u5e73\u53f0\u4f7f\u7528\u4e0d\u540c\u7684\u6307\u4ee4\uff0c\u4e14\u5176\u4f7f\u7528\u7684\u6307\u4ee4\u6c38\u8fdc\u662f\u7a0b\u5e8f\u5458\u548c\u5176\u9884\u6599\u4e2d\u6700\u719f\u6089\u7684\u90a3\u5957\u4e1c\u897f\u3002</p>\n<p>\u5c06\u5927\u6a21\u578b\u5f53\u6210\u771f\u6b63\u7684\u7a0b\u5e8f\u5458\uff0c\u5141\u8bb8\u5b83\u50cf\u4eba\u7c7b\u4e00\u6837\u901a\u8fc7\u6807\u51c6\u7684\u5f00\u53d1\u8005\u5de5\u5177\u4e0e\u7cfb\u7edf\u4ea4\u4e92\uff0c\u80fd\u8ba9\u5b83\u5728\u91cd\u6784\u3001Debug \u548c\u7248\u672c\u63a7\u5236\u65f6\u6fc0\u53d1\u51fa\u767e\u5206\u4e4b\u767e\u7684\u539f\u751f\u4ee3\u7801\u5929\u8d4b\u3002</p>\n<h2>\u884c\u52a8\u4e0e\u53cd\u9988\uff1a\u6784\u5efa\u5bb9\u9519\u7684\u201c\u95ed\u73af\u8bd5\u9a8c\u573a\u201d</h2>\n<p>\u6839\u636e\u70ed\u529b\u5b66\u7b2c\u4e8c\u5b9a\u5f8b\u548c\u71b5\u589e\u7406\u8bba\uff0c\u5982\u679c\u4e00\u4e2a\u7cfb\u7edf\u5728\u6ca1\u6709\u4efb\u4f55\u5916\u90e8\u5e72\u9884\u7684\u60c5\u51b5\u4e0b\u5b64\u7acb\u8fd0\u884c\uff0c\u5176\u5185\u90e8\u8d28\u91cf\u6700\u7ec8\u4e00\u5b9a\u4f1a\u8d70\u5411\u5d29\u584c\u3002Agent \u5de5\u7a0b\u4e5f\u662f\u5982\u6b64\u2014\u2014\u5982\u679c\u4f60\u53ea\u7ed9\u5927\u6a21\u578b\u63d0\u8981\u6c42\uff0c\u5374\u4e0d\u7ed9\u5b83\u63d0\u4f9b\u8fd0\u884c\u7ed3\u679c\u7684\u53cd\u9988\uff0c\u90a3\u4e48\u968f\u7740\u6b65\u9aa4\u7684\u52a0\u6df1\uff0c\u5b83\u6700\u7ec8\u4e00\u5b9a\u4f1a\u9677\u5165\u5e7b\u89c9\u548c\u4ee3\u7801\u8150\u70c2\u7684\u6ce5\u6f6d\u3002</p>\n<p>\u4eba\u7c7b\u5de5\u7a0b\u5e08\u4e0d\u53ef\u80fd\u5199\u51fa\u6c38\u8fdc\u4e0d\u9700\u8981\u7f16\u8bd1\u548c Debug \u7684\u4ee3\u7801\u3002\u6211\u4eec\u4e4b\u6240\u4ee5\u80fd\u4ea4\u4ed8\u5408\u683c\u7684\u7cfb\u7edf\uff0c\u662f\u56e0\u4e3a\u6211\u4eec\u62e5\u6709\u4e00\u4e2a\u201c\u7f16\u5199-&gt; \u7f16\u8bd1\u62a5\u9519 -&gt; \u67e5\u770b\u65e5\u5fd7 -&gt; \u4fee\u6539\u4ee3\u7801\u201d\u7684\u52a8\u6001\u8bd5\u9519\u95ed\u73af\u3002</p>\n<p>\u56e0\u6b64\uff0cAgent \u8fdb\u9636\u7684\u6838\u5fc3\u4e0d\u5728\u4e8e\u5199\u51fa\u591a\u4e48\u5b8c\u7f8e\u7684\u521d\u59cb Prompt \uff0c\u800c\u5728\u4e8e\u6784\u5efa\u4e00\u4e2a\u5f3a\u5927\u7684 <strong>Harness \uff08\u6d4b\u8bd5/\u8fd0\u884c\u57fa\u5ea7\uff09\u5de5\u7a0b</strong>\uff0c\u4e3a Agent \u63d0\u4f9b\u7a33\u5b9a\u3001\u786c\u6027\u3001\u5177\u5907\u9ad8\u5bb9\u9519\u5ea6\u7684\u73af\u5883\u53cd\u9988\u3002</p>\n<pre><code>\t\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\n    \u2502          Agent \u4ea7\u751f\u51b3\u7b56 (Action)        \u2502\n    \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518\n                        \u2502 (\u6267\u884c\u4ee3\u7801 / \u64cd\u4f5c UI)\n                        \u25bc\n\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\n\u2502             Harness \u5de5\u7a0b (\u786c\u95e8\u7981/\u73af\u5883\u53cd\u9988)               \u2502\n\u2502  - \u81ea\u52a8\u8fd0\u884c Linter &amp; Compiler (\u6355\u6349\u7f16\u8bd1\u671f\u9519\u8bef)          \u2502\n\u2502  - \u6267\u884c\u81ea\u52a8\u5316\u6d4b\u8bd5\u5355\u5143 (Runtime/Jest/JUnit)             \u2502\n\u2502  - \u6355\u83b7\u6807\u51c6\u8f93\u51fa\u4e0e Crash Logs                           \u2502\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518\n                        \u2502\n                        \u25bc (\u5c06\u5177\u8c61\u7684\u9519\u8bef\u65e5\u5fd7\u4f5c\u4e3a Context \u8fd4\u56de)\n    \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\n    \u2502          Agent \u7ed3\u5408\u53cd\u9988\u81ea\u6211\u53cd\u601d          \u2502\n    \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518\n</code></pre>\n<p>\u5728\u8fd9\u79cd\u786c\u95e8\u7981\u7684\u95ed\u73af\u91cc\uff0c\u54ea\u6015\u5927\u6a21\u578b\u7b2c\u4e00\u904d\u5199\u51fa\u4e86\u6709 Bug \u7684\u4ee3\u7801\uff0cHarness \u57fa\u5ea7\u4e5f\u4f1a\u50cf\u4e00\u4f4d\u4e25\u683c\u7684\u5bfc\u5e08\u4e00\u6837\u628a <code>NullPointerException</code> \u548c\u7f16\u8bd1\u65e5\u5fd7\u7529\u5728\u5b83\u8138\u4e0a\uff0c\u5f15\u5bfc\u5b83\u901a\u8fc7\u81ea\u6211\u53cd\u601d\u5b8c\u6210\u4fee\u6b63\u3002</p>\n<h2>\u5148\u8c0b\u540e\u52a8\uff1a\u5f15\u5165 SDD \u89c4\u907f\u201c\u76f2\u76ee\u6572\u952e\u76d8\u201d\u7684\u4f4e\u7ea7\u9519\u8bef</h2>\n<p>\u5f88\u591a\u5f00\u53d1\u8005\u5728\u8bbe\u8ba1 Coding Agent \u65f6\uff0c\u6700\u5e38\u72af\u7684\u9519\u8bef\u5c31\u662f\u8ba9 Agent \u770b\u5230\u9700\u6c42\u540e\u201c\u7acb\u523b\u5f00\u59cb\u6539\u4ee3\u7801\u201d\u3002\u8fd9\u79cd\u201c\u62ff\u6765\u5c31\u5199\u201d\u7684\u884c\u4e3a\uff0c\u54ea\u6015\u5728\u4eba\u7c7b\u5de5\u7a0b\u5e08\u4e2d\u4e5f\u662f\u4f4e\u6c34\u5e73\u7684\u4f53\u73b0\uff0c\u5fc5\u7136\u5bfc\u81f4\u4ee3\u7801\u8026\u5408\u5ea6\u9ad8\u3001QPS \u9650\u5236\u6ca1\u8003\u8651\u3001\u903b\u8f91\u56db\u5206\u4e94\u88c2\u3002</p>\n<p>\u5728\u9ad8\u7ea7 Agent \u5de5\u7a0b\u4e2d\uff0c\u6211\u4eec\u5fc5\u987b\u5f3a\u5236\u5f15\u5165 <strong>SDD \uff08 Spec-Driven Development \uff0c\u89c4\u683c\u8bf4\u660e\u9a71\u52a8\u5f00\u53d1\uff09</strong> \u7684\u5de5\u4f5c\u6d41\u3002\u8fd9\u5957\u6d41\u6d3e\u7684\u601d\u60f3\u5b8c\u5168\u501f\u9274\u81ea\u8d44\u6df1\u4eba\u7c7b\u67b6\u6784\u5e08\u7684\u601d\u8003\u8def\u5f84\uff1a<strong>\u5728\u52a8\u624b\u5199\u4efb\u4f55\u4e00\u884c\u4ee3\u7801\u4e4b\u524d\uff0c\u5fc5\u987b\u5148\u660e\u786e\u89c4\u683c\u4e0e\u8ba1\u5212\u3002</strong></p>\n<p>\u5e02\u9762\u4e0a\u7684 SDD \u6846\u67b6\u975e\u5e38\u591a\uff0c\u4f46\u6240\u6709\u7684\u6846\u67b6\u90fd\u5305\u542b\u751f\u6210 spec \u3001plan \u3001tasks \u7684\u673a\u5236\uff0c\u540c\u65f6\uff0c\u8fd9\u4e9b\u6846\u67b6\u4e5f\u90fd\u4e0d\u7ea6\u800c\u540c\u5730\u5f3a\u8c03\u6d4b\u8bd5\u9a71\u52a8\u5f00\u53d1\uff08 Test-Driven Development \uff09\u7684\u91cd\u8981\u6027\uff0c\u56e0\u4e3a\u8fd9\u53ef\u4ee5\u4e3a\u5927\u6a21\u578b\u5e26\u6765\u786e\u5b9a\u6027\uff0c\u7528\u6d4b\u8bd5\u901a\u8fc7\u7387\u544a\u77e5 Agent \u5176\u529f\u80fd\u5b9e\u73b0\u7684\u8d28\u91cf\u3002</p>\n<p>\u901a\u8fc7 SDD \uff0c\u6211\u4eec\u6210\u529f\u5c06\u5927\u6a21\u578b\u7684\u884c\u4e3a\u4ece\u201c\u76f4\u89c9\u5f0f\u7684\u5feb\u601d\u8003\u201d\u786c\u751f\u751f\u62c9\u56de\u4e86\u201c\u903b\u8f91\u4e25\u5bc6\u7684\u6162\u601d\u8003\u201d\uff0c\u5f7b\u5e95\u6839\u6cbb\u4e86 Agent \u76f2\u76ee\u4fee\u6539\u4ee3\u7801\u5f15\u5165\u65b0 Bug \u7684\u987d\u75be\u3002</p>\n<h2>\u7ed3\u8bed</h2>\n<p>\u628a LLM \u5f53\u6210\u201c\u673a\u5668\u201d\u7684\u5f00\u53d1\u8005\uff0c\u5f80\u5f80\u6b62\u6b65\u4e8e\u7f16\u5199\u5197\u957f\u590d\u6742\u7684 Selector \u548c\u5806\u780c Function Call \uff0c\u6700\u7ec8\u5728\u6a21\u578b\u5e7b\u89c9\u7684\u6ce5\u6f6d\u91cc\u75db\u82e6\u6323\u624e\uff1b\u800c<strong>\u628a LLM \u5f53\u6210\u201c\u4eba\u7c7b\u201d\u7684\u5f00\u53d1\u8005\uff0c\u5219\u4f1a\u81f4\u529b\u4e8e\u4e3a\u5b83\u6784\u5efa\u5b8c\u7f8e\u7684\u611f\u77e5\u5c42\u3001\u79d1\u5b66\u7684\u8bb0\u5fc6\u5c42\u3001\u987a\u5e94\u76f4\u89c9\u7684\u5de5\u5177\u94fe\u4ee5\u53ca\u4e25\u82db\u7684\u73af\u5883\u95e8\u7981\u3002</strong></p>\n<p>\u4e0d\u8981\u518d\u8bd5\u56fe\u7528\u4f20\u7edf\u7684\u4e8c\u8fdb\u5236\u601d\u7ef4\u53bb\u675f\u7f1a\u90a3\u4e2a\u6e34\u671b\u50cf\u4eba\u7c7b\u4e00\u6837\u601d\u8003\u7684\u7845\u57fa\u5927\u8111\u3002\u7ed9\u5b83\u4e00\u53cc\u773c\u775b\uff0c\u7ed9\u5b83\u4e00\u5957 Git \u547d\u4ee4\u884c\uff0c\u5728\u5b83\u52a8\u624b\u524d\u8981\u4e00\u4efd Spec \uff0c\u5728\u5b83\u72af\u9519\u65f6\u4e22\u7ed9\u5b83\u4e00\u4efd Trace Log\u2014\u2014\u8fd9\uff0c\u624d\u662f Agent \u5de5\u7a0b\u771f\u6b63\u901a\u5f80\u9ad8\u9636\u7684\u5fc5\u7ecf\u4e4b\u8def\u3002</p>\n<p>\uff08\u6b64\u7bc7\u6587\u7ae0\u90e8\u5206\u5185\u5bb9\u4f7f\u7528\u4e86 AI \u6280\u672f\u8fdb\u884c\u6da6\u8272\uff0c\u656c\u8bf7\u7406\u89e3\uff09</p>\n", 
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      "date_published": "2026-05-16T11:06:52+00:00", 
      "content_html": "<p>\u76ee\u524d\u6b63\u5728\u7814\u53d1\u65e0\u4eba\u503c\u5b88\u7684 AI \u5168\u6d41\u7a0b\u5f00\u53d1\u6d41\u7a0b\uff0c\u81ea\u52a8\u8fdb\u884c\u9700\u6c42\u6587\u6863\u5206\u6790\uff0c\u65b9\u6848\u8bbe\u8ba1\uff0cTDD \u4ee3\u7801\u7f16\u5199\uff0c\u4ee3\u7801\u5ba1\u67e5\u8fd9\u4e00\u7cfb\u5217\u81ea\u52a8\u5316\u6d41\u7a0b\u3002\u662f\u5426\u6709\u503c\u5f97\u501f\u9274\u3001\u5b66\u4e60\u7684\u4e1a\u754c\u505a\u6cd5</p>\n"
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      "id": "https://www.v2ex.com/t/1212699", 
      "date_published": "2026-05-14T06:57:21+00:00", 
      "content_html": "<p>\u6211\u56de\u4e0d\u53bb\u4e86\uff0c\u73b0\u5728\u5199\u4ee3\u7801\uff0c\u914d\u7f6e\u73af\u5883\uff0c\u89e3\u51b3\u95ee\u9898\u5168\u662f Claude Code \u3002</p>\n"
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      "url": "https://www.v2ex.com/t/1212090", 
      "title": "\u6700\u8fd1\u4e24\u5468\u5728\u7528\u5411\u91cf\u6570\u636e\u5e93\u6765\u7ed9 Hermes \u6269\u5145\u8111\u5bb9\u91cf\uff0c\u76f4\u63a5\u8ba9\u6211\u529b\u7aed\u4e86\u3002", 
      "id": "https://www.v2ex.com/t/1212090", 
      "date_published": "2026-05-12T02:36:12+00:00", 
      "content_html": "\u6211\u91c7\u7528\u7684\u662f\u672c\u5730\u81ea\u5efa openViking \u7684\u65b9\u6848\u3002<br />\u7136\u540e\u5c31\u53d1\u73b0\uff1a<br />1 \u3001\u6587\u6863\u4e2d\u5439\u7684 session \u7ed3\u675f\u540e\u81ea\u52a8\u6574\u7406 remember \u5230 openViking \u7684\u529f\u80fd\uff0c\u65e0\u6548\u3002<br />2 \u3001\u65e5\u5e38\u5bf9\u8bdd Hermes \u6839\u672c\u60f3\u4e0d\u8d77\u6765\u53bb\u67e5\u6570\u636e\u5e93\u3002<br /><br />\u7136\u540e\u5c31\u7528 claude code \u7406\u4e86\u4e00\u4e0b\u6e90\u7801\uff0c\u4e00\u4e0b\u5c31\u529b\u7aed\u4e86\u3002<br />1 \u3001\u81ea\u52a8 remember \u7684\u903b\u8f91\u6709\u51e0\u4e2a\u79bb\u8c31 bug \uff08 if \u6761\u4ef6\u5224\u65ad\u9519\u8bef\uff09\uff0c\u76f4\u63a5\u5bfc\u81f4\u6574\u6761\u903b\u8f91\u4e0d\u751f\u6548\u3002<br />2 \u3001\u6240\u6709\u5173\u4e8e hermes \u7684\u8bb0\u5fc6\u529b\u673a\u5236\u8c03\u53d6\u8bbe\u5b9a\uff0c\u5b8c\u5168\u6ca1\u8003\u8651\u5411\u91cf\u6570\u636e\u5e93\u8fd9\u5c42\u3002\u6240\u6709\u7684 tool \u63d0\u5230\u7684\u90fd\u662f\"memery\"\uff0c\u4e5f\u5c31\u662f\u54ea\u4e2a 2200 \u5b57\u7b26\u7684\u6587\u672c\u3002<br />3 \u3001\u4efb\u4f55\u7275\u626f\u5230\u4e4b\u524d\u7684\u5386\u53f2\u4fe1\u606f\uff0c\u90fd\u4f1a\u53bb\u89e6\u53d1 session-search \u3002<br />4 \u3001Hermes Agent \u7684\u4ed3\u5e93\u5df2\u7ecf\u79ef\u6512 5k \u7684 PR \u4e86\u2026\u2026<br /><br />so \uff0c\u6298\u817e\u8fd9\u4e48\u534a\u5929\uff0c\u6211\u5230\u5e95\u5728\u5e72\u561b\u2026\u2026"
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    {
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        "url": "https://www.v2ex.com/member/wuyunfeng8", 
        "name": "wuyunfeng8", 
        "avatar": "https://cdn.v2ex.com/gravatar/46069794f11845aa51b5b38e32f63cd1?s=73&d=retro"
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      "url": "https://www.v2ex.com/t/1211940", 
      "title": "GLM \u5d29\u4e86\uff1f", 
      "id": "https://www.v2ex.com/t/1211940", 
      "date_published": "2026-05-11T08:53:25+00:00", 
      "content_html": "<p>\u53d1\u73b0\u6a21\u578b\u8c03\u7528\u4e0d\u901a\u4e86\uff0c\u5b98\u7f51\u4e5f\u6253\u4e0d\u5f00\u4e86</p>\n"
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      "id": "https://www.v2ex.com/t/1211898", 
      "date_published": "2026-05-11T07:16:17+00:00", 
      "content_html": "<p>\u6700\u8fd1\u5728\u7528 Codex / Claude Code / Gemini CLI \u8fd9\u7c7b\u672c\u5730 AI coding agent \u65f6\uff0c\u9047\u5230\u4e00\u4e2a\u5f88\u73b0\u5b9e\u7684\u95ee\u9898\uff1a</p>\n<p>\u4ee3\u7801\u53ef\u4ee5\u5728\u672c\u5730\u6539\uff0c\u4f46\u771f\u6b63\u9700\u8981\u9a8c\u8bc1\u7684\u73af\u5883\u5728\u516c\u53f8\u5185\u7f51\u91cc\uff0c\u524d\u9762\u6709\u5821\u5792\u673a\u3001\u8df3\u677f\u673a\u3001MFA \u3001\u79c1\u6709 kubeconfig \u6216\u5404\u79cd\u767b\u5f55\u811a\u672c\u3002\n\u6211\u4e0d\u60f3\u628a SSH key \u3001MFA \u3001token \u3001kubeconfig \u4e4b\u7c7b\u7684\u4e1c\u897f\u4ea4\u7ed9 AI agent \uff0c\u4e5f\u4e0d\u60f3\u8ba9\u5b83\u81ea\u5df1\u5b66\u516c\u53f8\u767b\u5f55\u6d41\u7a0b\u3002</p>\n<p>\u6240\u4ee5\u505a\u4e86\u4e00\u4e2a\u5f88\u5c0f\u7684\u5de5\u5177\uff1atmux-remote-linux \u3002</p>\n<p>\u601d\u8def\u5f88\u7b80\u5355\uff1a</p>\n<ol>\n<li>\u7528\u6237\u81ea\u5df1\u5728\u672c\u5730 tmux pane \u91cc\u5b8c\u6210\u767b\u5f55\u3001\u8df3\u677f\u3001MFA \u3001\u5207\u6362\u73af\u5883\u7b49\u64cd\u4f5c\u3002</li>\n<li>AI agent \u4e0d\u76f4\u63a5 ssh \uff0c\u4e0d\u63a5\u89e6\u51ed\u636e\u3002</li>\n<li>\u5b83\u53ea\u901a\u8fc7\u51e0\u4e2a\u811a\u672c\u8bfb\u53d6/\u5199\u5165\u8fd9\u4e2a tmux pane \u3002</li>\n<li>\u8fd9\u6837\u672c\u5730 agent \u5c31\u80fd\u64cd\u4f5c\u201c\u6700\u7ec8\u76ee\u6807\u673a\u5668/\u73af\u5883\u201d\uff0c\u6bd4\u5982\u8dd1\u68c0\u67e5\u547d\u4ee4\u3001\u770b\u65e5\u5fd7\u3001\u9a8c\u8bc1\u90e8\u7f72\u7ed3\u679c\u3002</li>\n<li>\u751f\u4ea7\u73af\u5883\u6a21\u5f0f\u4e0b\uff0c\u6bcf\u6761\u547d\u4ee4\u53ef\u4ee5\u8981\u6c42\u4eba\u5de5\u786e\u8ba4\u3002</li>\n</ol>\n<p>\u9879\u76ee\u5730\u5740\uff1a\n<a href=\"https://github.com/lenovobenben/tmux-remote-linux\" rel=\"nofollow\">https://github.com/lenovobenben/tmux-remote-linux</a></p>\n<p>\u4e00\u4e2a\u6a21\u62df demo\uff1a\n<a href=\"https://github.com/lenovobenben/tmux-remote-linux/releases/download/v0.1.0/demo.gif\" rel=\"nofollow\">https://github.com/lenovobenben/tmux-remote-linux/releases/download/v0.1.0/demo.gif</a></p>\n<p>\u8fd9\u4e2a\u5de5\u5177\u672c\u8d28\u4e0a\u4e0d\u662f\u8fdc\u7a0b\u7ba1\u7406\u5e73\u53f0\uff0c\u4e5f\u4e0d\u662f\u5b89\u5168\u8fb9\u754c\uff0c\u5c31\u662f\u4e00\u4e2a\u5f88\u7a84\u7684 tmux bridge \u3002\n\u5b83\u7684\u4ef7\u503c\u5728\u4e8e\u517c\u5bb9\u73b0\u5b9e\u91cc\u7684\u4f01\u4e1a\u8bbf\u95ee\u8def\u5f84\uff1a\u5821\u5792\u673a\u3001\u8df3\u677f\u673a\u3001MFA \u3001VPN \u3001\u5185\u7f51 Kubernetes \u3001\u5404\u79cd\u5947\u602a shell \u521d\u59cb\u5316\u3002</p>\n<p>\u60f3\u95ee\u95ee\u5927\u5bb6\u6709\u6ca1\u6709\u7c7b\u4f3c\u573a\u666f\uff1f\n\u4f60\u4eec\u73b0\u5728\u662f\u600e\u4e48\u8ba9 AI agent \u505a\u8fdc\u7a0b\u9a8c\u8bc1\u7684\uff1f\u8fd8\u662f\u5b8c\u5168\u624b\u52a8\u590d\u5236\u547d\u4ee4\u548c\u7ed3\u679c\uff1f</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/imik", 
        "name": "imik", 
        "avatar": "https://cdn.v2ex.com/gravatar/ec1715671fd46dbb78d9bf09ce9bf7a4?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1211344", 
      "date_modified": "2026-05-09T01:48:53+00:00", 
      "content_html": "<p>\u7fa4\u91cc\u770b\u5230\u522b\u4eba\u53d1\u7684\u622a\u56fe\uff0cAI \u8fd9\u4e48\u56de\u590d\u2026</p>\n<p><img alt=\"\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://i.imgur.com/SfCTOhW.png\"/> </p>\n<p>\u5077\u61d2\u8fd8\u8981\u770b\u4e00\u773c\u5f53\u524d\u65f6\u95f4\u5417</p>\n<p>\u6709\u79cd\u8bf4\u6cd5\u662f\uff1a\u4e0a\u4e0b\u6587\u4f59\u989d\u4e0d\u8db3\u65f6\uff0c\u6a21\u578b\u4f1a\u504f\u5411\u4e8e\u4fdd\u5b88\uff0c\u5e0c\u671b\u5c3d\u5feb\u7ed3\u675f\u4efb\u52a1</p>\n", 
      "date_published": "2026-05-09T01:39:17+00:00", 
      "title": "\u201c\u8fd9\u4e2a\u786e\u5b9e\u6709\u70b9\u590d\u6742\u3002\u8981\u4e0d\u5148\u628a\u8fd9\u4e2a\u529f\u80fd\u5ef6\u540e\u5230 TODO\uff0c\u4eca\u665a\u5148\u6536\u5de5\uff1f\u5df2\u7ecf\u51cc\u6668\u5feb 2 \u70b9\u4e86\u3002\u201d", 
      "id": "https://www.v2ex.com/t/1211344"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/longmeier90", 
        "name": "longmeier90", 
        "avatar": "https://cdn.v2ex.com/gravatar/8dbc4123e8644a41d1409ad8dd0d0b35?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1211333", 
      "title": "AI \u5927\u8d8b\u52bf\uff0c\u6709\u4eba\u8f6c\u5168\u6808\u4e86\u5417\uff1f\u6709\u6ca1\u6709\u6210\u529f\u6848\u4f8b\u53ef\u4ee5\u5206\u4eab\u4e00\u6ce2\u7684", 
      "id": "https://www.v2ex.com/t/1211333", 
      "date_published": "2026-05-09T01:26:37+00:00", 
      "content_html": "```<br />\u8001\u677f\u7684 OKR: \u5168\u529b\u62e5\u62b1 AI \uff0c\u4ece\u8ba4\u77e5\u7406\u5ff5\uff0c\u6280\u672f\uff0c\u7ec4\u7ec7\uff0c\u4eba\u624d\uff0c\u4e1a\u52a1\uff0c\u7cfb\u7edf\u5168\u65b9\u4f4d\u4ee5 AI \u6765\u9a71\u52a8\u65b0\u6218\u7565\u4e1a\u52a1\u7684\u5b9e\u73b0\u548c\u7a81\u7834\uff0c\u6210\u4e3a\u5728\u884c\u4e1a\u4e2d AI \u5e94\u7528\u7684\u6700\u4f73\u5178\u8303\u3002<br />1.\u4ffa\u4eec\u662f\u4f20\u7edf\u884c\u4e1a\uff0c\u8001\u677f\u5bf9 AI \u633a\u4e0a\u5fc3\u7684\uff0c\u79ef\u6781\u8ba9\u6211\u4eec\u4e70 Token \u7528 AI \u6765\u7f16\u7801\uff0c\u8fd8\u8981\u641e\u65b0\u7684\u4ea7\u7814\u6d41\u7a0b Spec-Driven \uff0c\u6240\u6709\u4eba\u90fd\u6309 MD \u6587\u6863\u6765\u3002<br />2.\u56e2\u961f\u5185\u90e8\u53c8\u641e\u5168\u6808\uff0c\u6211\u600e\u4e48\u611f\u89c9\u5168\u6808\u4e00\u4e2a\u4eba\u641e\u4e00\u4e2a\u5c0f\u9879\u76ee\u8fd8\u884c\uff0c\u5982\u679c 6-8 \u4eba\u56e2\u961f\u641e\u5168\u6808\uff0c\u4f1a\u4e0d\u4f1a\u4e71\u5957\uff0c\u4e1a\u5185\u6709\u6210\u529f\u7684\u6848\u4f8b\u5417\uff0c\u90fd\u662f\u600e\u4e48\u534f\u4f5c\u7684\u3002\u53ef\u4ee5\u5206\u4eab\u4e00\u6ce2<br />```"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/lxcong", 
        "name": "lxcong", 
        "avatar": "https://cdn.v2ex.com/avatar/0a2b/4371/808085_large.png?m=1778152846"
      }, 
      "url": "https://www.v2ex.com/t/1211144", 
      "title": "\u505a\u4e86\u4e00\u4e2a\u7ed9 AI agent \u7528\u7684\"\u4e07\u80fd\u94a5\u5319\"\uff0c\u4e00\u4e2a key \u8c03\u6240\u6709\u793e\u4ea4\u5e73\u53f0\u548c\u6570\u636e\u6e90", 
      "id": "https://www.v2ex.com/t/1211144", 
      "date_published": "2026-05-08T05:13:56+00:00", 
      "content_html": "<p>\u80cc\u666f</p>\n<p>\u524d\u6bb5\u65f6\u95f4\u5728 Product Hunt \u4e0a\u6252\u4e00\u6279\u7ade\u54c1\uff0c\u6211\u4e60\u60ef\u8ba9 agent \u987a\u624b\u5e2e\u6211\u770b\u51e0\u4ef6\u4e8b\uff1aTwitter \u4e0a\u7528\u6237\u600e\u4e48\u804a\u8fd9\u5bb6\u3001Reddit \u6709\u6ca1\u6709\u4eba\u5410\u69fd\u3001B \u7ad9\u77e5\u4e4e\u5c0f\u7ea2\u4e66\u6709\u6ca1\u6709\u8bc4\u6d4b\u3002</p>\n<p>agent \u6ca1\u7ed9\u6211\u6570\u636e\uff0c\u7ed9\u4e86\u6211\u4e24\u6761\u8def\uff1a</p>\n<ol>\n<li>\n<p>\u88c5\u4e00\u5806\u793e\u4ea4\u5e73\u53f0\u7684 CLI \uff0c\u7528\u6211\u81ea\u5df1\u7684 OAuth \u767b\u8fdb\u53bb\u3002\u95ee\u9898\u662f\u8dd1\u4e24\u8f6e\u5c31\u89e6\u53d1\u9650\u9891\uff0c\u518d\u8dd1\u4e24\u8f6e\uff0c\u8d26\u53f7\u5927\u6982\u8981\u8fdb\u9650\u5c4f\u961f\u5217\u3002\u672c\u8d28\u4e0a\u662f\u5728\u62ff\u771f\u5b9e\u8eab\u4efd\u7ed9 agent \u515c\u5e95\u3002</p>\n</li>\n<li>\n<p>\u53bb\u4e70 28 \u5bb6\u5e73\u53f0\u7684\u5b98\u65b9 API \u3002\u5149 Twitter \u5c31 $100/\u6708\u8d77\uff0cOAuth \u914d\u7f6e\u6d41\u7a0b\u7e41\u7410\uff0c\u89e6\u53d1\u98ce\u63a7\u8fd8\u8981\u91cd\u6765\u4e00\u904d\u3002Reddit \u3001YouTube \u3001LinkedIn \u6bcf\u5bb6\u518d\u8d70\u4e00\u904d\u3002</p>\n</li>\n</ol>\n<p>\u90a3\u4e00\u523b\u5f88\u7b80\u5355\u7684\u5ff5\u5934\uff1a\u80fd\u4e0d\u80fd\u6709\u4e00\u4e2a\u7edf\u4e00\u805a\u5408\u5668\uff0c\u6211\u53ea\u7533\u8bf7\u4e00\u4e2a key \uff0cagent \u5c31\u62ff\u5230\u6240\u6709\u5e73\u53f0\u7684\u8bbf\u95ee\u80fd\u529b\uff1f</p>\n<p>\u505a\u4e86\u8fd9\u4e2a\u4e1c\u897f\uff0c\u53eb AgentKey</p>\n<p>\u4e00\u4e2a master key \uff0cagent \u4e00\u884c config \u5c31\u80fd\u8c03\u7528\uff1a</p>\n<ul>\n<li>\u641c\u7d22 / \u722c\u866b</li>\n<li>\u793e\u4ea4\uff1aX \u3001Reddit \u3001YouTube \u3001LinkedIn \u3001TikTok \u3001\u6296\u97f3\u3001\u5c0f\u7ea2\u4e66\u3001\u77e5\u4e4e\u3001B \u7ad9\u3001Threads \u3001\u5fae\u535a\u3001\u5fae\u4fe1\u516c\u4f17\u53f7</li>\n<li>\u52a0\u5bc6\u884c\u60c5 &amp; \u94fe\u4e0a\u6570\u636e</li>\n</ul>\n<p>\u548c\u81ea\u5df1\u63a5 28 \u4e2a API \u7684\u51e0\u4e2a\u5dee\u522b\uff1a</p>\n<ul>\n<li>\u4e2a\u4eba\u8d26\u53f7\u4e0d\u66b4\u9732\u7ed9 agent \u3002\u6240\u6709\u793e\u5a92\u6570\u636e\u8d70\u6211\u4eec\u540e\u7aef\u7684\u670d\u52a1\u6c60\uff0c\u4f60\u7684\u8d26\u53f7\u4e0d\u4f1a\u56e0\u4e3a agent \u8dd1\u5f97\u731b\u88ab\u9650\u5c4f\u88ab\u5c01</li>\n<li>\u4e00\u4e2a key \u3001\u4e00\u4e2a\u4f59\u989d\u3001\u6309\u8c03\u7528\u4ed8\u8d39\uff0c\u6ca1\u8ba2\u9605\u6ca1\u8d77\u6b65\u4ef7</li>\n<li>\u4e00\u5bb6 provider \u6302\u4e86\uff0crouter \u81ea\u52a8\u5207 backup \uff0cagent \u5b8c\u5168\u65e0\u611f</li>\n<li>Claude / Cursor / Windsurf \u4e00\u884c config \u63a5\u5165\uff0c\u5176\u4ed6 framework \u88c5 SDK</li>\n<li>\u5df2\u7ecf\u652f\u6301 28+ \u670d\u52a1\uff0c\u6bcf\u5468\u5728\u52a0</li>\n</ul>\n<p>\u4e0d\u662f\u53c8\u4e00\u4e2a API gateway \uff0c\u662f\u4e3a agent \u8fd9\u4e2a\u4f7f\u7528\u8005\uff08\u4e0d\u662f\u4eba\uff09\u8bbe\u8ba1\u7684\uff1aschema \u8de8 provider \u7edf\u4e00\u3001tool discovery \u8d70 MCP \u3001failover \u5728 streaming + tool call \u4e2d\u9014\u4e5f\u80fd\u5207\u3002</p>\n<p>\u5982\u679c\u4f60\u5728\u5199 agent \u6216\u8005\u7528 agent \u505a\u7814\u7a76\uff0c\u6b22\u8fce\u8bd5\u4e00\u4e0b\uff1a</p>\n<p>\u6ce8\u518c\u5373\u9001 $0.1 \u514d\u8d39 credit \uff0c\u591f\u8dd1\u51e0\u5341\u6b21\u8c03\u7528\uff1a <a href=\"https://agentkey.app\" rel=\"nofollow\">https://agentkey.app</a></p>\n<p>\u79cd\u5b50\u7528\u6237\u7fa4\u5728\u5fae\u4fe1\uff0c\u626b\u7801\u8fdb\u7fa4\uff08\u4e8c\u7ef4\u7801\u8d34\u5728\u7b2c\u4e00\u6761\u8bc4\u8bba\u91cc\uff09\u3002\u5728\u7fa4\u91cc bug \u3001feature \u53ef\u4ee5\u76f4\u63a5\u62cd\u5230\u6211\u8138\u4e0a\uff0c\u4e0b\u4e00\u4e2a\u63a5\u54ea\u4e2a\u5e73\u53f0\u4e00\u8d77\u6392\u3002</p>\n<p>\u6b22\u8fce\u5410\u69fd\uff0c\u6b22\u8fce\u544a\u8bc9\u6211\u54ea\u513f\u50bb\u3001\u54ea\u513f\u771f\u9999\u3002</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/v2NPC", 
        "name": "v2NPC", 
        "avatar": "https://cdn.v2ex.com/gravatar/8d9381864d818387af1057850a21a083?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1211131", 
      "title": "memory \u771f\u7684\u4f1a\u8ba9 Agent \u53d8\u5f97\u66f4\u597d\u7528\u5417\uff1f", 
      "id": "https://www.v2ex.com/t/1211131", 
      "date_published": "2026-05-08T03:59:33+00:00", 
      "content_html": "<p>\u5404\u79cd claw+hermes \u6211\u90fd\u8bd5\u8fc7\uff0c\u4ee5\u53ca\u6211\u81ea\u5df1\u5de5\u4f5c\u751f\u6d3b\u4e5f\u5f00\u53d1\u4e86\u4e00\u4e9b agent \uff08\u53ea\u7528\u4e86\u6700\u7b80\u5355\u7684 memory \u6a21\u5f0f\uff0c\u5c31\u662f\u51e0\u4e2a md \u6587\u6863\uff09\u3002<br/>\n\u4e0d\u77e5\u9053\u662f\u4e0d\u662f\u6211\u7528\u7684\u4e0d\u5bf9\uff0c\u6211\u603b\u89c9\u5f97 memory \u662f\u4e00\u4e2a\u4f2a\u6982\u5ff5\uff0c\u8bd5\u56fe\u628a agent \u5305\u88c5\u6210\u4e00\u4e2a AGI \u7684\u4ea7\u54c1\uff0c\u5bf9\u5b9e\u9645\u5de5\u7a0b\u5316\u7684\u5e2e\u52a9\u5e76\u6ca1\u6709\u591a\u5c11\u3002  \u4f46\u770b\u5230\u5404\u79cd\u5c42\u51fa\u4e0d\u7a77\u7684 memory \u5f00\u6e90\u4ea7\u54c1\uff0c\u53ef\u80fd\u662f\u6211\u81ea\u5df1\u7528\u7684\u4e0d\u5bf9\u5427\u3002\n\u5927\u5bb6\u6709\u6ca1\u6709\u597d\u7684 memory \u5b9e\u8df5\u65b9\u6848\u5462\uff1f  \u6b22\u8fce\u6279\u8bc4\u6307\u6b63</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/imxiaolong", 
        "name": "imxiaolong", 
        "avatar": "https://cdn.v2ex.com/avatar/9b8a/01ea/462511_large.png?m=1728647934"
      }, 
      "url": "https://www.v2ex.com/t/1210989", 
      "title": "Macbook \u4e0a\u88c5\u7684 OpenAI Codex App \u5982\u4f55\u624d\u80fd\u4f7f\u7528\u56fd\u5185\u7684\u5927\u6a21\u578b\uff1f", 
      "id": "https://www.v2ex.com/t/1210989", 
      "date_published": "2026-05-07T13:24:55+00:00", 
      "content_html": "<p>ChatGPT Plus \u4e0d\u7ecf\u7528\uff0c\u8fdc\u4e0d\u5982\u56fd\u5185\u7684 Coding plan \u91cf\u5927\u4fbf\u5b9c\u3002\n\u4f46\u7528 CC Switch \u7b49\u5207\u6362\u56fd\u5185\u6a21\u578b\u5c31\u662f\u4e0d\u6210\u529f\u3002\n\u751a\u81f3\u7528 New API \u505a\u4e2a Coding plan \u7684\u8f6c\u53d1\uff0c\u4e5f\u4e0d\u884c\u3002\n\u662f OpenAI Codex \u5fc5\u987b\u8981\u7528\u81ea\u5df1\u7684\u6a21\u578b\uff0c\u8fd8\u662f\u59ff\u52bf\u4e0d\u5bf9\uff1f\n\u672c\u8eab\u641e\u673a\u68b0\u7684\uff0c\u4e0d\u61c2\u7f16\u7a0b\uff0c\u8bf7\u9ad8\u624b\u7ed9\u6307\u70b9\u4e0b\u3002</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/quickfox", 
        "name": "quickfox", 
        "avatar": "https://cdn.v2ex.com/gravatar/61cdbdcb7fa0583fc82cdc5335eb5b6e?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1210804", 
      "title": "\u521a\u63a5\u4e86 hermes agent\uff0c\u8fd9\u662f\u5fae\u4fe1 ClawBot \u7684 bug \u5417\uff1f", 
      "id": "https://www.v2ex.com/t/1210804", 
      "date_published": "2026-05-07T03:27:05+00:00", 
      "content_html": "<p>\u6211\u81ea\u5df1\u90e8\u7f72\u4e86\u4e00\u4e2a hermes agent \uff0c\u672c\u6765\u53ea\u63a5\u4e86\u98de\u4e66\uff0c\u4e5f\u6ca1\u600e\u4e48\u7528\u3002\n\u4eca\u5929\u5728\u98de\u4e66\u91cc\u8bd5\u7740\u63a5\u4e86\u4e00\u6b21\u5fae\u4fe1\u6ca1\u6210\u529f\uff0c\u5c31\u7528\u547d\u4ee4\u624b\u52a8\u5bf9\u63a5\u7684\u5fae\u4fe1\u3002\u521a\u63a5\u901a\u5c31\u6536\u5230\u4e86\u8fd9\u4e2a\u6d88\u606f\u3002\n\u8fd9\u662f\u5fae\u4fe1\u628a\u522b\u4eba\u7684\u5bf9\u8bdd\u63a8\u9001\u7ed9\u6211\u4e86\u5417\uff1f\n\u6211\u7684 hermes agent \u6ca1\u6709\u7ed9\u522b\u4eba\u4f7f\u7528\uff0c\u770b api \u7528\u91cf\u5e94\u8be5\u4e5f\u6ca1\u6709\u88ab\u76d7\u7528\u3002</p>\n<p><img alt=\"\u804a\u5929\u622a\u56fe\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://i.imgur.com/1eBySvK.png\"/></p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/asunayuki0088", 
        "name": "asunayuki0088", 
        "avatar": "https://cdn.v2ex.com/avatar/b214/4d8f/660696_large.png?m=1715841234"
      }, 
      "url": "https://www.v2ex.com/t/1210543", 
      "title": "\u4f60\u4eec\u7ed9 agent \u914d\u7684\u8c01\u5bb6\u7684\u6a21\u578b\uff1f\u6c42\u63a8\u8350", 
      "id": "https://www.v2ex.com/t/1210543", 
      "date_published": "2026-05-06T06:26:02+00:00", 
      "content_html": "\u4ee5\u524d\u767d\u5ad6\u7684 gemini \uff0c\u73b0\u5728 google \u4e0d\u7ed9\u514d\u8d39\u7528\u6237\u7528 3.1pro \u4e86\uff0c2.5flash \u5b9e\u5728\u592a\u5f31\u667a\u4e86\u65e0\u6cd5\u627f\u63a5\u4e4b\u524d 3.1pro \u7684\u4efb\u52a1\u3002\u6c42\u63a8\u8350\u6027\u4ef7\u6bd4\u9ad8\u7684\u65b9\u6848"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/standin000", 
        "name": "standin000", 
        "avatar": "https://cdn.v2ex.com/avatar/8d9e/fdc1/37595_large.png?m=1767107106"
      }, 
      "url": "https://www.v2ex.com/t/1210273", 
      "title": "openclaw \u548c hermes agent \u652f\u6301\u591a\u4e2a\u804a\u5929\u673a\u5668\u4eba\u5417", 
      "id": "https://www.v2ex.com/t/1210273", 
      "date_published": "2026-05-05T02:06:42+00:00", 
      "content_html": "\u60f3\u7ed9\u4e0d\u540c\u7684\u804a\u5929\u673a\u5668\u4eba\u8bbe\u7f6e\u4e0d\u540c\u7684 skill \u548c memory \uff0c\u5b83\u4eec\u6bcf\u6b21\u90fd\u5e72\u4e0d\u4e00\u6837\u7684\u4e8b\u60c5<br />\u73b0\u5728\u5728\u4e00\u4e2a\u804a\u5929 channel \u4e0a\u53ea\u80fd\u5efa\u4e00\u4e2a\u804a\u5929\u673a\u5668\u4eba"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/tcper", 
        "name": "tcper", 
        "avatar": "https://cdn.v2ex.com/avatar/9691/dfa0/23281_large.png?m=1742395010"
      }, 
      "url": "https://www.v2ex.com/t/1209974", 
      "title": "\u6ca1\u5565\u4e8b\u7814\u7a76\u4e86\u4e00\u4e0b Hermes agent \u539f\u7406", 
      "id": "https://www.v2ex.com/t/1209974", 
      "date_published": "2026-05-02T07:20:54+00:00", 
      "content_html": "<p>\u8ba9 codex \u5206\u6790\u4e86\u4e00\u4e0b Hermes agent \u5ba3\u79f0\u7684\u81ea\u6211\u8fdb\u5316\u7684\u80fd\u529b\uff0c\u901a\u8fc7\u8fd9\u51e0\u70b9\u5b9e\u73b0\u7684\uff1a</p>\n<ol>\n<li>\u8bb0\u5fc6\u6301\u4e45\u5316\uff0c\u5b83\u6709\u4e00\u4e2a <a href=\"http://MEMORY.md\" rel=\"nofollow\">MEMORY.md</a> \uff0cagent \u50cf\u4e00\u4e2a\u4eba\u4e00\u6837\u8bb0\u5f55\u8bfe\u5802\u7b14\u8bb0</li>\n<li>Memory nudges \uff0cagent \u4f1a\u5b9a\u671f review \u81ea\u5df1\u7684\u4f1a\u8bdd\uff0c\u770b\u770b\u54ea\u4e9b\u53ef\u4ee5\u6301\u4e45\u5316</li>\n<li>\u901a\u8fc7 skill \u5b9e\u73b0\u53ef\u6301\u7eed\u7684 memory</li>\n<li>\u901a\u8fc7\u540e\u53f0\u4efb\u52a1\uff0c\u5b9e\u73b0 skill \u81ea\u6211\u4f18\u5316</li>\n<li>\u5386\u53f2\u4f1a\u8bdd\u4fe1\u606f\u641c\u7d22</li>\n<li>\u53ef\u9009\u7684\u5916\u90e8 memory \u6e90</li>\n</ol>\n<p>\u672c\u8d28\u4e0a\u662f\u5bf9\u4e8e\u66f4\u597d\u7684 memory \u7ba1\u7406\u673a\u5236\uff0c\u66f4\u597d\u7684 memory \u7ba1\u7406\uff0c\u610f\u5473\u7740\u8bb0\u4f4f\u66f4\u591a\u6709\u6548\u4fe1\u606f\uff0c\u7ef4\u62a4\u66f4\u597d\u7684\u4e0a\u4e0b\u6587\uff0c\u5b9e\u73b0\u7684\u81ea\u6211\u4f18\u5316\u3002</p>\n<p>\u7136\u540e\u6211\u53c8\u597d\u5947\u5b83\u4ec0\u4e48\u60c5\u51b5\u4e0b\u4f1a\u8fdb\u884c memory \u6301\u4e45\u5316\u5462\uff1f\u95ee\u5b83\u5c31\u81ea\u5df1\u56de\u7b54\uff1a</p>\n<ul>\n<li>preferences</li>\n<li>communication style</li>\n<li>expectations</li>\n<li>name, role, timezone</li>\n<li>things you correct me about</li>\n</ul>\n<p>\u8fd9\u91cc\u9762\u5927\u90e8\u5206\u60c5\u51b5\uff0c\u4e3b\u8981\u662f\u5bf9\u4f7f\u7528\u8005\u4e2a\u4eba\u98ce\u683c\u7684\u9002\u5e94\uff0c\u5df2\u7ecf\u5bf9\u9519\u8bef\u7684\u6301\u4e45\u6027\u8ba4\u77e5\u3002</p>\n<p>\u4e3e\u4e2a\u4f8b\u5b50\uff0c\u6211\u5728 Windows \u4e0a\u7528 codex \uff0c\u5b83\u53d1\u73b0 rg \u8fd9\u4e2a\u547d\u4ee4\u7528\u4e0d\u4e86\uff0c\u968f\u540e\u6539\u4e3a powershell \u7684\u547d\u4ee4\uff0c\u867d\u7136\u6bcf\u6b21\u90fd\u80fd\u6b63\u786e\u53cd\u5e94\uff0c\u4f46\u662f\u51e0\u4e4e\u6bcf\u6b21\u5b83\u90fd\u8981\u8fdb\u884c\u9519\u8bef\u91cd\u8bd5\uff0cHermes agent \u5c31\u53ef\u4ee5\u957f\u4e45\u7684\u8bb0\u4f4f\u8fd9\u4e2a\u95ee\u9898\uff0c\u4e0b\u4e00\u6b21\u5c31\u6267\u884c\u6267\u884c\u6b63\u786e\u547d\u4ee4\u3002</p>\n<p>\u53e6\u5916\u4e00\u4e2a\u601d\u8003\u5c31\u662f\uff0c\u6211\u4eec\u76ee\u524d\u7684\u7f51\u7ad9\u5927\u90e8\u5206\u8fd8\u662f</p>\n<ul>\n<li>request -&gt; backend</li>\n<li>backend -&gt; response</li>\n</ul>\n<p>\u8fd9\u79cd\u5f62\u5f0f\uff0c\u8fd9\u5c31\u8ba9\u6574\u4e2a\u540e\u7aef\u8fd8\u662f\u5f88\u7b28\uff0c\u6ca1\u6709 Hermes agent \u8fd9\u79cd\u597d\u50cf\u4e00\u4e2a\u6301\u7eed\u8fd0\u884c\u4e2d\u7684\u611f\u89c9\n\u600e\u4e48\u5c06\u8fd9\u79cd\u8fdb\u5316\u80fd\u529b\u878d\u5165\u5230\u666e\u901a\u7684\u540e\u7aef\u670d\u52a1\u5e94\u8be5\u662f\u4e00\u4e2a\u503c\u5f97\u7814\u7a76\u7684\u95ee\u9898</p>\n"
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    {
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        "url": "https://www.v2ex.com/member/seepine", 
        "name": "seepine", 
        "avatar": "https://cdn.v2ex.com/avatar/81a9/b6b5/501635_large.png?m=1777645319"
      }, 
      "url": "https://www.v2ex.com/t/1209907", 
      "title": "OpenClaw, Hermes, Mercury \u6216\u5176\u4ed6\uff0c\u54ea\u4e2a\u4e2a\u4eba Agent \u80fd\u771f\u6b63\u6295\u5165\u4f7f\u7528\uff1f", 
      "id": "https://www.v2ex.com/t/1209907", 
      "date_published": "2026-05-01T14:37:26+00:00", 
      "content_html": "<p>\u76ee\u524d\u7528\u8fc7 OpenClaw \uff0c\u4e5f\u7528\u8fc7 Hermes \uff0c\u6700\u8fd1\u53c8\u542c\u8bf4\u4e00\u4e2a Mercury \uff0c\u4f46\u611f\u89c9\u90fd\u662f llm+tool+skill+\u63a5\u4e2a im \uff0c\u7528\u8d77\u6765\u7ecf\u5e38\u62bd\u98ce\u4e0d\u8bf4\uff0c\u6709\u65f6\u5019\u628a\u8c03\u6559\u597d\u7684 <a href=\"http://agents.md/memory.md\" rel=\"nofollow\">agents.md/memory.md</a> \u76f4\u63a5\u7ed9\u91cd\u7f6e\u4e86</p>\n<p>\u5927\u5bb6\u7528\u7684\u90fd\u662f\u4ec0\u4e48 Agent \uff0c\u6709\u6ca1\u6709\u4e00\u4e2a\u771f\u6b63\u80fd\u6295\u5165\u4f7f\u7528\uff0c\u80fd\u591f\u7528\u6765\u5e72\u6d3b\u7684</p>\n"
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    {
      "author": {
        "url": "https://www.v2ex.com/member/tywillsucceed", 
        "name": "tywillsucceed", 
        "avatar": "https://cdn.v2ex.com/gravatar/1009755e028fcd6432ce72da6f413b51?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1209779", 
      "title": "\u5411\u4f6c\u4eec\u5f81\u96c6\u4e00\u4e9b\u5b9e\u52a1\u4e0a\u9047\u5230\u7684\u6cd5\u5f8b\u5b9e\u52a1\u95ee\u9898\u6216\u7591\u60d1", 
      "id": "https://www.v2ex.com/t/1209779", 
      "date_published": "2026-04-30T16:18:42+00:00", 
      "content_html": "<p>\u672c\u4eba\u8ba1\u7b97\u673a\u79d1\u5b66\u4e0e\u6280\u672f\u672c\u79d1\uff0c\u7855\u58eb\u8f6c\u6cd5\u5b66\u4e86\uff0c\u76ee\u524d\u7814\u7a76\u751f\u5728\u8bfb\u3002\u505a\u7684\u9886\u57df\u662f\u5173\u4e8e\u4eba\u5de5\u667a\u80fd\u4e0e\u6cd5\u5f8b\u4ea4\u53c9\u65b9\u9762\u7684\u3002\n\u60f3\u505a\u4e2a\u5c0f\u8c03\u7814\uff0c\u770b\u770b\u4f6c\u4eec\u5728\u5f00\u53d1\u6216\u8005\u4f7f\u7528 ai \u4e2d\u6709\u6ca1\u6709\u9047\u5230\u54ea\u4e9b\u56f0\u60d1\uff0c\u6216\u8005\u4e00\u4e9b\u73b0\u884c\u7acb\u6cd5\u672a\u660e\u7684\u95ee\u9898\uff0c\u4ee5\u4f5c\u4e3a\u672a\u6765\u7814\u7a76\u65b9\u5411\u3002</p>\n<p>\u8c22\u8c22\u4f6c\u4eec\uff08\u5982\u679c\u5728\u6211\u80fd\u529b\u8303\u56f4\u5185\uff0c\u4e5f\u53ef\u4ee5\u505a\u4e00\u4e9b\u89e3\u7b54\uff09</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/tsanghans626", 
        "name": "tsanghans626", 
        "avatar": "https://cdn.v2ex.com/gravatar/5f69a5448d65a7e321f1827dbeedd512?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1209721", 
      "title": "Claude Code \u548c Codex \u795e\u7ea7\u8054\u52a8\uff01", 
      "id": "https://www.v2ex.com/t/1209721", 
      "date_published": "2026-04-30T09:53:23+00:00", 
      "content_html": "\u5728 Claude Code \u91cc\u53ef\u4ee5\u7528 Codex \u5566\uff0c\u6211\u521a\u624d\u7528\u4e86\u4e0b\uff0c\u751f\u6210\u7684\u6587\u6863\u5f88\u8010\u6253\uff01\u6709\u7528\u8fc7\u7684\u670b\u53cb\u5417\uff0c\u6b22\u8fce\u8bc4\u8bba\u533a\u7559\u8a00\u4ea4\u6d41\ud83d\udc4f<br /><br /><a target=\"_blank\" href=\"https://i.imgur.com/sQJuqdZ.png\" rel=\"nofollow noopener\" target=\"_blank\"><img src=\"https://i.imgur.com/sQJuqdZ.png\" class=\"embedded_image\" rel=\"noreferrer\"></a>"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/ninjaJ", 
        "name": "ninjaJ", 
        "avatar": "https://cdn.v2ex.com/avatar/be34/b57e/629620_large.png?m=1768473635"
      }, 
      "url": "https://www.v2ex.com/t/1209283", 
      "date_modified": "2026-04-30T23:02:04+00:00", 
      "content_html": "<p>\u76ee\u524d\u624b\u4e0a\u6709 gemini pro \uff08\u5e74\uff09\u548c Claude pro \uff08\u6708\uff09\u7684\u8ba2\u9605\u3002\u6700\u8fd1\u7f16\u7801\u5f3a\u5ea6\u6ca1\u90a3\u4e48\u9ad8\u4e86\uff0cClaude code \u5929\u5929\u653e\u7740\u5403\u7070\uff0c\u4e0d\u60f3\u518d\u7ee7\u7eed\u8ba2\u9605\u4e86\uff0c\u4f46\u662f\u5076\u5c14\u8fd8\u662f\u4f1a\u7528\u4e00\u4e0b\u3002\u6240\u4ee5\u8003\u8651\u7528 Claude code + API token \uff0c\u4e70\u54ea\u5bb6\u7684\u66f4\u65b9\u4fbf\u3001\u6027\u4ef7\u6bd4\u9ad8\u5462\uff1f</p>\n<p>\u4e4b\u524d\u6709\u4e86\u89e3\u8fc7 oepn router \uff0c\u542c\u8bf4\u5b83\u5bb6\u7684\u4ef7\u683c\u548c\u539f\u5382\u5dee\u4e0d\u591a\u4e86\u3002</p>\n<p>\u73b0\u5728\u597d\u70b9\u7684\u56fd\u4ea7\u5927\u6a21\u578b\u6ca1\u6709\u7528\u8fc7\uff0cv \u53cb\u89c9\u5f97\u7f16\u7a0b\u597d\u7528\u7684\u4e5f\u53ef\u4ee5\u63a8\u8350\u4e00\u4e0b\uff0c\u5e73\u65f6\u4e3b\u8981\u5199\u524d\u7aef\u5168\u6808\u548c Rust \uff0c\u5076\u5c14\u5199\u70b9 Java \u3002</p>\n", 
      "date_published": "2026-04-29T02:07:34+00:00", 
      "title": "Claude code \u4e0d\u60f3\u8ba2\u9605\u4e86\uff0c API token \u9009\u54ea\u5bb6\uff1f", 
      "id": "https://www.v2ex.com/t/1209283"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/cocong", 
        "name": "cocong", 
        "avatar": "https://cdn.v2ex.com/avatar/63d3/f969/553019_large.png?m=1773881551"
      }, 
      "url": "https://www.v2ex.com/t/1209273", 
      "title": "\u4f60\u4eec CC \u90fd\u7528\u5728\u65b0\u9879\u76ee\uff1f\u8001\u9879\u76ee\u5462\uff1f", 
      "id": "https://www.v2ex.com/t/1209273", 
      "date_published": "2026-04-29T01:52:21+00:00", 
      "content_html": "<p>\u65b0\u9879\u76ee\u4ece\u96f6\u5f00\u59cb\u6211\u89c9\u5f97\u7528 AI \u6ca1\u95ee\u9898\uff0c\u4f46\u662f\u50cf\u73b0\u6709\u7684\u5df2\u7ecf\u8fed\u4ee3\u4e86\u8fd1\u5341\u5e74\u7684\u4e1a\u52a1\u4ee3\u7801\uff0c\u5b58\u5728\u5404\u79cd\u5916\u90e8\u4f9d\u8d56\uff0c\u5404\u79cd\u8865\u4e01\uff0c\u5404\u79cd\u5b9a\u65f6\u4efb\u52a1\uff0c\u5404\u79cd\u4e34\u65f6\u811a\u672c\uff0c\u4ee3\u7801\u91cf\u81f3\u5c11\u4e00\u767e\u4e07\u884c\u4ee5\u4e0a\uff0c\u4e5f\u6ca1\u6709\u6587\u6863\u548c\u6ce8\u91ca\uff0cAI \u771f\u80fd\u641e\u5f97\u5b9a\uff1f\u8fd8\u662f\u8bf4\u8981\u505a\u4ec0\u4e48\u529f\u80fd\u518d\u4e00\u70b9\u4e00\u70b9\u8865\u5145\u4e1a\u52a1\u6587\u6863\uff1f\u800c\u4e14\u7531\u4e8e\u4e1a\u52a1\u7684\u590d\u6742\u6027\uff0c\u5f88\u591a\u65f6\u5019\u4f60\u770b\u4ee3\u7801\u4e5f\u770b\u4e0d\u61c2\uff0c\u5f97\u53bb\u5b9e\u9645\u7528\u4e00\u4e0b\u8c03\u8bd5\u4e00\u4e0b\u624d\u77e5\u9053\u8fd9\u91cc\u662f\u5728\u5e72\u561b\uff0c\u6240\u4ee5\u7528 AI \u662f\u4e0d\u4ec5\u8981 review \uff0c\u8fd8\u8981\u4eba\u5de5\u6d4b\u8bd5\u4e00\u4e0b\uff1f</p>\n<p>\u76ee\u524d\u6211\u516c\u53f8\u6709\u4eba\u7528\uff0c\u5439\u5f97\u795e\u4e4e\u5176\u795e\uff0c\u6211\u8fc7\u53bb\u770b\u4e86\u4e00\u4e0b\uff0c\u4ed6\u662f\u7528\u5728\u524d\u7aef\uff0c\u800c\u4e14\u751f\u51fa\u6765\u7684\u4ee3\u7801\u90fd\u662f\u91cd\u65b0\u9020\u8f6e\u5b50\uff0c\u4e0d\u4f1a\u590d\u7528\u73b0\u6709\u8f6e\u5b50\u548c\u7f16\u7801\u89c4\u8303\uff01\u4ed6\u8bf4\u51c6\u5907\u8dd1\u8def\u4e86\uff0c\u4e0d\u5728\u4e4e\u8fd9\u4e9b\u4e86\uff01</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/zenfsharp", 
        "name": "zenfsharp", 
        "avatar": "https://cdn.v2ex.com/avatar/c5f6/c01c/559666_large.png?m=1755776819"
      }, 
      "url": "https://www.v2ex.com/t/1209168", 
      "title": "\u6c42\u4e00\u4e2a iOS \u5e94\u7528\uff0c\u63a5\u81ea\u5b9a\u4e49 API", 
      "id": "https://www.v2ex.com/t/1209168", 
      "date_published": "2026-04-28T10:01:31+00:00", 
      "content_html": "<p>\u5b9e\u5728\u662f\u4e0d\u60f3\u7528\u8c46\u5305\u5343\u95ee\u5143\u5b9d\u4e4b\u7c7b\u7684 APP \u4e86\u3002</p>\n<p>\u6c42\u4e00\u4e2a iOS \u5e94\u7528\uff0c\u80fd\u63a5\u81ea\u5b9a\u4e49 API \uff0c\u80fd\u8054\u7f51\u641c\u7d22\u3002</p>\n<p>\u4e00\u822c\u90fd\u95ee\u4e9b\u5b9e\u65f6\u4fe1\u606f\u3001\u751f\u6d3b\u5e38\u8bc6\u548c\u6982\u5ff5\u3002</p>\n<p>\u8bd5\u8fc7 OpenCat \u3001Cumbersome \uff0c\u90fd\u4e0d\u592a\u597d\u7528\u3002</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/JarvisMa", 
        "name": "JarvisMa", 
        "avatar": "https://cdn.v2ex.com/avatar/3c70/584c/338587_large.png?m=1777355316"
      }, 
      "url": "https://www.v2ex.com/t/1209093", 
      "date_modified": "2026-04-28T05:59:30+00:00", 
      "content_html": "<p>\u957f\u671f\u4f7f\u7528 Claude Code,\u4f46\u6700\u8fd1\u8d8a\u53d1\u51b3\u5b9a Opus 4.7 \u5077\u61d2+\u7cca\u5f04\u4e86\u3002</p>\n<p>\u672c\u8eab\u505a\u5d4c\u5165\u5f0f+\u8fb9\u7f18\u8ba1\u7b97\uff0c\u4e00\u4e2a\u95ee\u9898 Opus 4.7 \u5df2\u7ecf\u6298\u817e\u4e24\u4e09\u5929\u6ca1\u5f04\u597d\uff0c\u4eca\u65e9\u5c1d\u8bd5\u4e86\u4e0b Codex 5.5,\u4e00\u51fb\u6bd9\u547d\uff0c\u76f4\u63a5\u8dd1\u901a\uff0c\u8fd8\u6539\u4e86\u4e0d\u5c11 Opus 4.7 \u7559\u4e0b\u7684\u95ee\u9898\u3002</p>\n<p>\u4e8e\u662f\u4fee\u6539\u4e86\u8ba2\u9605\u8ba1\u5212\uff1a</p>\n<ul>\n<li>ChatGPT: Plus($20) --&gt; Pro 5x($100)</li>\n<li>Claude: Max 20x($220) --&gt; Max 5x($110)</li>\n</ul>\n<p>\u5148\u8fd9\u6837\u7528\u4e00\u6bb5\u65f6\u95f4\uff0c\u770b\u770b Anthropic \u4f1a\u4e0d\u4f1a\u505a\u4e00\u4e9b\u6539\u8fdb\uff0c\u5df2\u7ecf\u770b\u5230\u975e\u5e38\u591a\u8bf4 Codex 5.5 \u4f53\u611f\u8fdc\u5f3a\u4e8e Opus 4.7 \u7684\u8ba8\u8bba\u4e86\uff0c\u800c\u4e14\u7528 Claude Code \u8fd8\u80c6\u6218\u5fc3\u60ca\uff0c\u56e0\u4e3a\u5df2\u7ecf\u88ab\u5c01\u4e86\u4e24\u4e2a\u53f7\uff0c\u7533\u8bc9\u65e0\u679c\u3002</p>\n<p>\u65e0\u5948 Claude Code CLI \u8fd8\u662f\u592a\u597d\u7528\uff0c\u7528 OpenAI \u5199\u7684 codex-plugin-cc \u63d2\u4ef6\u76f4\u63a5\u5728 Claud Code \u4e2d\u8c03\u7528 Codex \u8fd8\u4e0d\u9519\u3002</p>\n", 
      "date_published": "2026-04-28T05:58:53+00:00", 
      "title": "\u770b\u770b\u5404\u4f4d\u7684 Vibe Coding \u914d\u7f6e", 
      "id": "https://www.v2ex.com/t/1209093"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/bronyakaka", 
        "name": "bronyakaka", 
        "avatar": "https://cdn.v2ex.com/avatar/4bc4/38c9/676530_large.png?m=1779772017"
      }, 
      "url": "https://www.v2ex.com/t/1208964", 
      "date_modified": "2026-04-27T16:10:08+00:00", 
      "content_html": "<p>\u5206\u4eab\u4e00\u4e0b\u5927\u5bb6\u624b\u91cc\u597d\u7528\u7684 agent \uff0c\u6211\u5148\u8bf4\u6211\u77e5\u9053\u7684\n\u5e0c\u671b\u627e\u4e2a\u4ea4\u4e92\u4f18\u96c5\uff0c\u5f00\u6e90\u8f7b\u91cf\uff0c\u529f\u80fd\u5b8c\u5584\uff0c\u81ea\u5b9a\u4e49\u5f00\u653e\u7684 agent</p>\n<h2>claude code</h2>\n<ul>\n<li>\u95ed\u6e90</li>\n<li>\u6709\u6545\u610f\u5e72\u6270\u5176\u4ed6\u6a21\u578b\u548c\u6295\u6bd2\u7684\u98ce\u9669\uff08\u4e0d\u76f8\u4fe1 anthropic \uff09</li>\n<li>\u4e13\u95e8\u9488\u5bf9 claude \u6a21\u578b\u4f18\u5316\uff0c\u9002\u914d\u5176\u4ed6\u6a21\u578b\u4e0d\u8db3</li>\n<li>\u6700\u8fd1\u4fee\u4e86\u51e0\u4e2a bug \u53e3\u7891\u4f3c\u4e4e\u53cd\u8f6c</li>\n<li>\u8d44\u6e90\u5360\u7528\u4e0d\u9ad8</li>\n<li>\u6210\u719f\uff0c\u5e7f\u6cdb\u4f7f\u7528</li>\n<li>\u6545\u610f\u9690\u85cf\u601d\u8003\u94fe\uff1f\u6d41\u5f0f\u8f93\u51fa\u597d\u50cf\u4e5f\u6709\u95ee\u9898\uff0c\u9ed8\u8ba4\u4e00\u6b21\u8f93\u51fa\u5230\u5c4f\u5e55\uff0c\u4f53\u9a8c\u4e00\u822c</li>\n</ul>\n<h2>codex cli</h2>\n<ul>\n<li>\u5f00\u6e90</li>\n<li>\u8d44\u6e90\u5360\u7528\u4e0d\u9ad8</li>\n<li>\u6210\u719f\uff0c\u5e7f\u6cdb\u4f7f\u7528</li>\n<li>\u65b0\u7248\u672c responses \u63a5\u53e3\u683c\u5f0f\u4e0d\u9002\u914d\u5f88\u591a\u4e09\u65b9\u6a21\u578b</li>\n<li>\u754c\u9762\u6bd4\u8f83\u7b80\u964b</li>\n<li>\u6709\u5bf9\u5e94 app</li>\n</ul>\n<h2>opencode</h2>\n<ul>\n<li>\u5f00\u6e90</li>\n<li>bun \u6bd4\u8f83\u5403\u5185\u5b58\uff0c\u4e0d\u7a33\u5b9a</li>\n<li>\u4ea4\u4e92\u76f8\u5f53\u4e0d\u9519\uff0c\u7f8e\u89c2\uff0c\u6d41\u5f0f</li>\n<li>\u81ea\u5e26\u5957\u9910\u4e5f\u4e0d\u9519</li>\n<li>\u5bf9\u5f00\u6e90\u6a21\u578b\u7684\u9002\u914d\u975e\u5e38\u597d\u548c\u53ca\u65f6</li>\n<li>\u672c\u8eab\u529f\u80fd\u6bd4\u8f83\u8584\u5f31\uff0c\u6bd4\u5982\u7f16\u6392 agents</li>\n<li>\u6709\u5bf9\u5e94 app</li>\n</ul>\n<h2>copilot cli</h2>\n<ul>\n<li>\u5fae\u8f6f\u4f3c\u4e4e\u91cd\u5fc3\u8fd8\u662f\u5728 vscode chat \u91cc\uff0ccli \u6bd4\u8f83\u57fa\u7840</li>\n<li>\u6ca1\u6df1\u5ea6\u4f53\u9a8c\u8fc7\uff0c\u4e0d\u6df1\u5ea6\u8bc4\u4ef7</li>\n</ul>\n<h2>kimi code</h2>\n<ul>\n<li>\u672a\u4f7f\u7528\u8fc7</li>\n<li>\u4f3c\u4e4e python \u5199\u7684\uff1f\u53ef\u80fd\u6bd4\u8f83\u7701\u5185\u5b58</li>\n</ul>\n<h2>Aider</h2>\n<ul>\n<li>\u6ca1\u7528\u8fc7\uff0c\u4f3c\u4e4e\u754c\u9762\u6bd4\u8f83\u7b80\u5355</li>\n</ul>\n<h2>OpenHands</h2>\n<ul>\n<li>\u6ca1\u7528\u8fc7</li>\n</ul>\n<h2>CrewAI</h2>\n<ul>\n<li>\u6ca1\u7528\u8fc7</li>\n</ul>\n", 
      "date_published": "2026-04-27T16:08:16+00:00", 
      "title": "[\u8c03\u7814] \u4e3b\u6d41\u7f16\u7a0b agent", 
      "id": "https://www.v2ex.com/t/1208964"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/supereggs", 
        "name": "supereggs", 
        "avatar": "https://cdn.v2ex.com/gravatar/7f9608c70ebe0bc16ca1bdad33829f9f?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1208828", 
      "title": "Qoder \u8981\u6062\u590d\u539f\u4ef7\u4e86. \u4ef7\u683c\u76f4\u63a5\u7ffb\u500d, \u6d88\u8d39\u4e0d\u8d77\u4e86....", 
      "id": "https://www.v2ex.com/t/1208828", 
      "date_published": "2026-04-27T06:44:38+00:00", 
      "content_html": "\u539f\u6765\u4e00\u4e2a\u6708 30 \u7f8e\u5143, \u73b0\u5728\u8981 60 \u7f8e\u5143\u4e86."
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/cwcc", 
        "name": "cwcc", 
        "avatar": "https://cdn.v2ex.com/avatar/47e1/761c/530166_large.png?m=1711442407"
      }, 
      "url": "https://www.v2ex.com/t/1208700", 
      "date_modified": "2026-04-26T23:50:44+00:00", 
      "content_html": "<p>\u611f\u89c9\u672c\u5730\u7684\u6a21\u578b\u6709\u5f88\u5927\u7684\u6f5c\u529b\uff0c\u4f46\u4e5f\u6709\u5c40\u9650\uff0c\u4e3b\u8981\u662f\u53d7\u9650\u4e8e\u786c\u4ef6\u5427\u3002\u4ee5\u4e0b\u51e0\u70b9\uff1a</p>\n<ul>\n<li>\u9664\u4e86\u590d\u6742\u67b6\u6784\u8c03\u6574\u5206\u6790\u5de5\u4f5c\u5916\uff0c\u65e5\u5e38\u7684 CRUD \u5f00\u53d1\u3001\u9879\u76ee\u603b\u7ed3\u3001\u6587\u6863\u7ffb\u8bd1\u3001\u9700\u6c42\u8f93\u5165\u548c\u6a21\u5757\u7684 Bug \u4fee\u590d\u4e0a\uff0c\u51e0\u4e4e\u53ef\u4ee5\u66ff\u4ee3\u5728\u7ebf\u6a21\u578b\u3002</li>\n<li>\u590d\u6742\u5206\u6790\u4ee5\u53ca\u6df1\u5ea6\u7684\u95ee\u9898\u67e5\u627e\u3001\u5927\u4e0a\u4e0b\u6587\u8fd8\u53d7\u9650\u4e8e\u6a21\u578b\u89c4\u6a21\u548c\u5185\u5b58\u3002</li>\n<li>\u7ecf\u8fc7\u8c46\u5305\u548c\u6a21\u578b\u81ea\u8eab\u7ed9\u51fa llm \u4f18\u5316\u5efa\u8bae\uff0c\u4f7f\u7528 GGUF \u6a21\u578b\u80fd\u8dd1\u51fa 33 token/s \u7684\u901f\u5ea6\uff0c\u4f7f\u7528 MLX \u80fd\u5230 38 token/s \u3002</li>\n<li>36G \u5185\u5b58\u4e0d\u591f\uff0c\u5f00\u592a\u5927\u4e0a\u4e0b\u6587\u4f1a\u7206\u663e\u5b58\uff0c\u53ea\u80fd\u91cd\u542f\u3002</li>\n</ul>\n<p>\u7b2c\u4e00\u6b21\u4f53\u4f1a\u5230 Mac \u7684\u6027\u80fd\u5c45\u7136\u8fd9\u4e48\u4e0d\u591f\u7528\uff0c\u641e\u5f97\u90fd\u60f3\u6362 M5 Max \u4e86\uff0c\u4f46\u611f\u89c9\u4e13\u95e8\u4e3a AI \u4e5f\u4e0d\u662f\u7279\u522b\u503c\u5f97\u3002</p>\n", 
      "date_published": "2026-04-26T23:47:44+00:00", 
      "title": "\u7b80\u5355\u4f7f\u7528\u4e86\u4e00\u5468\u5728\u672c\u5730 Mac \u7684 qwen3.6-35b-a3b \u6a21\u578b", 
      "id": "https://www.v2ex.com/t/1208700"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/San2025", 
        "name": "San2025", 
        "avatar": "https://cdn.v2ex.com/gravatar/303ce62383ba74545f2a72bc17ffd611?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1208408", 
      "title": "\u6709\u4ec0\u4e48\u9f99\u867e\u3001\u517b\u867e OpenClaw \u8bba\u575b\u63a8\u8350\u5417 \uff1f", 
      "id": "https://www.v2ex.com/t/1208408", 
      "date_published": "2026-04-24T18:24:00+00:00", 
      "content_html": "<p>\u9f99\u867e\u706b\u4e86\u8fd9\u4e48\u4e45\uff0c \u6211\u90fd\u8fd8\u6ca1\u7528\u4e0a\uff0c \u6700\u8fd1\u51c6\u5907\u817e\u51fa\u4e00\u53f0\u7535\u8111\u6765\u72ec\u7acb\u8fd0\u884c\u73a9\u73a9</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/lmmlwen", 
        "name": "lmmlwen", 
        "avatar": "https://cdn.v2ex.com/gravatar/75eea309ac6986c0a5cd55cc46242966?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1208207", 
      "title": "codex \u6709\u4ec0\u4e48\u597d\u7684\u4e2d\u8f6c\u7ad9\u5417", 
      "id": "https://www.v2ex.com/t/1208207", 
      "date_published": "2026-04-24T02:47:45+00:00", 
      "content_html": "\u4e0d\u60f3\u518d\u5b98\u65b9\u8ba2\u9605\u4e86"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/paranoiagu", 
        "name": "paranoiagu", 
        "avatar": "https://cdn.v2ex.com/gravatar/d86363b57ea0d2aeeacee9e9650725b5?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1207990", 
      "date_modified": "2026-04-23T05:44:07+00:00", 
      "content_html": "<p>\u76ee\u524d\u53d1\u73b0\uff1a</p>\n<p>1 \u3001\u8c37\u6b4c antigravity \uff0c\u514d\u8d39\u529e\u5f00\u59cb\u4e0d\u597d\u7528\uff0c\u5404\u79cd\u62a5\u9519\uff0c\u8ba9 retry \uff0c\u4f46\u57fa\u672c\u90fd\u8fd8\u662f\u5931\u8d25\u3002</p>\n<p>2 \u3001codex \uff0c\u53d8\u6162\uff0c\u6539\u4e2a\u5f88\u7b80\u5355\u7684\u95ee\u9898\u8bdd\u4e86\u597d\u957f\u65f6\u95f4</p>\n<p>3 \u3001glm \uff0c\u4e5f\u6709\u62a5\u9519\u51fa\u73b0\uff0c\u800c\u4e14 14:00 \u5f00\u59cb\uff0c\u7b97\u9ad8\u5cf0\u3002</p>\n<p>4 \u3001\u2026\u2026\u2026\u2026\u5176\u4ed6\u8fd8\u6ca1\u7528\u3002</p>\n<p>\u96be\u9053\u90a3\u4e2a\u65f6\u5019\uff0c\u6539\u4f11\u606f\u4e86\uff1f\u4ee5\u540e\u516c\u53f8\u8981\u8c03\u4f5c\u606f\u4e86\uff1f</p>\n", 
      "date_published": "2026-04-23T05:43:35+00:00", 
      "title": "\u5927\u5bb6\u6709\u6ca1\u6709\u53d1\u73b0\u4e0b\u5348 2~3 \u70b9\u5f00\u59cb\uff0c coding vibe \u5c31\u5f00\u59cb\u53d8\u6162", 
      "id": "https://www.v2ex.com/t/1207990"
    }, 
    {
      "author": {
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