{
  "version": "https://jsonfeed.org/version/1", 
  "title": "\u2615Vibe Coding\ud83e\udd16", 
  "description": "Vibe Coding \uff08\u6c1b\u56f4\u7f16\u7a0b\uff09\u662f\u4e00\u79cd\u65b0\u5174\u7684\u8f6f\u4ef6\u5f00\u53d1\u5b9e\u8df5\uff0c\u5b83\u4f7f\u7528 AI \u6839\u636e\u81ea\u7136\u8bed\u8a00\u63d0\u793a\u751f\u6210\u4ee3\u7801\uff0c\u52a0\u5feb\u5f00\u53d1\u901f\u5ea6\uff0c\u5bf9\u4e8e\u7f16\u7a0b\u7ecf\u9a8c\u6709\u9650\u7684\u7528\u6237\u5c24\u5176\u5982\u6b64\u3002\r\n\r\n\u5728\u8fd9\u91cc\u53ef\u4ee5\u5206\u4eab\u6240\u6709\u6709\u5173 Vibe Coding \u7684\u5185\u5bb9\uff0c\u5305\u62ec\u7ecf\u9a8c\u3001\u8f6f\u4ef6\u3001\u5de5\u5177\u3001\u63d0\u793a\u8bcd\u3001Agent \u3001Skill \u7b49\u3002", 
  "home_page_url": "https://www.v2ex.com/go/vibecoding", 
  "feed_url": "https://www.v2ex.com/feed/vibecoding.json", 
  "icon": "https://cdn.v2ex.com/navatar/884d/7996/1160_large.png?m=1771515639", 
  "favicon": "https://cdn.v2ex.com/navatar/884d/7996/1160_normal.png?m=1771515639", 
  "items": [
    {
      "author": {
        "url": "https://www.v2ex.com/member/9527kf", 
        "name": "9527kf", 
        "avatar": "https://cdn.v2ex.com/gravatar/968b1c0586f01ad2f58e87a08bc87c15?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1212220", 
      "title": "\u54a8\u8be2\u4e2a\u95ee\u9898\uff0c\u5173\u4e8e\u5927\u5bb6\u7684\u516c\u53f8\u662f\u5982\u4f55\u4f7f\u7528 claude \u6a21\u578b\u7684\uff1f", 
      "id": "https://www.v2ex.com/t/1212220", 
      "date_published": "2026-05-12T09:21:00+00:00", 
      "content_html": "\u662f\u8d2d\u4e70\u591a\u4e2a coding plan \u7136\u540e\u518d\u4f7f\u7528\u7c7b\u4f3c sub2api \u5de5\u5177\u7ed9\u5927\u5bb6\u7528\u5417\uff0c\u8fd9\u6837\u5f88\u4e0d\u7a33\u5b9a\u5427\u3002<br /><br />\u8fd8\u662f\u76f4\u63a5 API \u4ed8\u8d39\uff0c\u4f46\u76f4\u63a5 API \u4ed8\u8d39\u662f\u4e0d\u662f\u592a\u8d35\u4e86\uff0c\u4e00\u822c\u516c\u53f8\u5e94\u8be5\u7528\u4e0d\u8d77\u5427\u3002<br /><br />\u5927\u5bb6\u7684\u516c\u53f8\u4f7f\u7528\u7684\u4ec0\u4e48\u65b9\u6848\uff1f\u80fd\u89e3\u7b54\u4e00\u4e0b\u6211\u7684\u7591\u60d1\u5417\u3002"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/mangmaimu", 
        "name": "mangmaimu", 
        "avatar": "https://cdn.v2ex.com/gravatar/5cdbe7086c74dff5d9c4b65d2de13ae4?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1212052", 
      "title": "Vibe Coding \u4e0d\u4ec5\u8017 token, \u4e5f\u633a\u8017\u6d41\u91cf\u7684", 
      "id": "https://www.v2ex.com/t/1212052", 
      "date_published": "2026-05-12T01:27:01+00:00", 
      "content_html": "\u968f\u4fbf\u4e00\u4e2a\u8fde\u63a5\u5c31\u662f\u51e0\u767e\u5146\u4e0a\u4f20,\u7f51\u7edc\u5dee\u70b9\u4e0d\u77e5\u9053\u8f93\u51fa\u4f1a\u591a\u6162<br /><br /><a target=\"_blank\" href=\"https://i.imgur.com/E8RBpZ6.png\" rel=\"nofollow noopener\" target=\"_blank\"><img src=\"https://i.imgur.com/E8RBpZ6.png\" class=\"embedded_image\" rel=\"noreferrer\"></a>"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/YanSeven", 
        "name": "YanSeven", 
        "avatar": "https://cdn.v2ex.com/avatar/3f22/feff/383743_large.png?m=1775465214"
      }, 
      "url": "https://www.v2ex.com/t/1211873", 
      "date_modified": "2026-05-11T06:26:28+00:00", 
      "content_html": "<p>\u697c\u4e3b\u81ea\u5b9a\u7684 claude 5x \u7684\u5957\u9910\uff0c\u8fd9\u4e00\u4e2a\u6708\u5185\u5916\u7f51\u90fd\u662f\u8bf4 claude \u964d\u667a\uff0cgpt5.5 \u5c01\u795e\u3002</p>\n<p>\u6709\u5fc5\u8981\u6362\u9635\u5730\u5417\u3002\u9876\u4e24\u4e2a\u662f\u5b9a\u4e0d\u8d77\u7684\uff0c\u4e4b\u524d\u8585\u7f8a\u6bdb\u7684\u65f6\u5019\uff0c10 \u5757\u5de6\u53f3\u5b9a\u4e2a gpt plus \u53ef\u4ee5\uff0c\u4f46\u662f\u5df2\u7ecf\u65e0\u4e86\u3002</p>\n", 
      "date_published": "2026-05-11T06:11:04+00:00", 
      "title": "\u9a6c\u4e0a claude \u7684\u8ba2\u9605\u8981\u5230\u671f\uff0c\u6709\u5fc5\u8981\u6362\u6210 gpt \u5417", 
      "id": "https://www.v2ex.com/t/1211873"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/DeepSIeep", 
        "name": "DeepSIeep", 
        "avatar": "https://cdn.v2ex.com/avatar/142d/6dc1/758918_large.png?m=1774259572"
      }, 
      "url": "https://www.v2ex.com/t/1211841", 
      "date_modified": "2026-05-11T06:44:46+00:00", 
      "content_html": "\u6211\u73b0\u5728\u7528\u7684\u662f codex \u9884\u7ea6 20 \u5200\uff0c\u81ea\u4ece\u51fa\u4e86 5.5 \u989d\u5ea6\u76f4\u63a5\u4e0d\u591f\u7528\u4e86\u3002<br /><br />\u6709\u5565\u5907\u9009\u65b9\u6848\u4e48\uff0c\u76f4\u63a5\u4e0a pro 100 \u5200\u4e00\u6708\u6709\u70b9\u8d35", 
      "date_published": "2026-05-11T04:04:06+00:00", 
      "title": "AI plan \u6c42\u63a8\u8350", 
      "id": "https://www.v2ex.com/t/1211841"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/zhangsimon", 
        "name": "zhangsimon", 
        "avatar": "https://cdn.v2ex.com/avatar/a701/01b2/10655_large.png?m=1777009212"
      }, 
      "url": "https://www.v2ex.com/t/1211826", 
      "date_modified": "2026-05-11T04:28:16+00:00", 
      "content_html": "\u7528 antigravity vibe coding \u7f51\u9875\u5565\u5f88\u723d<br />\u5927\u6a21\u578b\u505a\u5b8c\uff0c\u8fd8\u80fd\u6253\u5f00\u6d4f\u89c8\u5668\u81ea\u5df1\u68c0\u67e5\u4e0b<br /><br />\u4f46\u662f\u505a\u7684\u624b\u673a app \u600e\u4e48\u8ba9\u5927\u6a21\u578b\u81ea\u52a8\u9a8c\u6536<br />\u7ecf\u5e38\u505a\u5b8c\u4e86\uff0c\u6253\u5f00 app \u53d1\u73b0\u4e0d\u662f\u8fd9\u91cc\u9519\uff0c\u5c31\u662f\u90a3\u91cc\u9519\u4e86<br />\u6765\u6765\u56de\u56de\u5bf9\u8bdd\u597d\u591a\u8f6e\u624d\u6392\u67e5\u5230\u95ee\u9898\ud83d\ude2d<br /><br />\u6709\u4ec0\u4e48\u53ef\u4ee5\u7528\u5927\u6a21\u578b\u8054\u52a8\u7684\u9a8c\u6536\u6d4b\u8bd5\u6d41\u7a0b\u5417\uff1f", 
      "date_published": "2026-05-11T03:27:26+00:00", 
      "title": "vibe coding \u624b\u673a app \u65f6\u600e\u4e48\u81ea\u52a8\u5316\u6d4b\u8bd5\uff1f", 
      "id": "https://www.v2ex.com/t/1211826"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/zsj1029", 
        "name": "zsj1029", 
        "avatar": "https://cdn.v2ex.com/avatar/38a0/9f4d/189266_large.png?m=1777977403"
      }, 
      "url": "https://www.v2ex.com/t/1211677", 
      "date_modified": "2026-05-11T06:29:43+00:00", 
      "content_html": "flash \u5c31\u5f88\u597d\u4e86\uff0cpro \u9664\u4e86\u6162\uff0c\u6682\u65f6\u6ca1\u770b\u51fa\u4f18\u70b9\u3002<br />\u5982\u9898 trojan rust  grpc \uff0c\u53c8\u5feb\u53c8\u7a33\uff0c\u4e4b\u524d\u4e00\u76f4\u7528\u7684\u5927\u4f6c\u5199\u7684 go \u7248 ws \u534f\u8bae\uff0c5 \u5e74\u4e86\uff0c\u7a0d\u5fae\u6162\u70b9\u4e5f\u5f88\u7a33\uff0c\u60f3\u60f3\u4e0d\u5982\u81ea\u5df1\u624b\u6413\u4e00\u4e2a\u3002<br />rust 0 \u57fa\u7840\uff0c8 \u5c0f\u65f6\uff0c\u82b1\u4e86 5 \u5757\u4e0d\u5230\uff0c\u53c8\u5feb\u53c8\u7a33\u3002<br />\u914d\u4e0a\u5e74\u521d\u62a2\u7684\uff0c\u5f88\u591a\u4eba\u770b\u4e0d\u4e0a 19.9 \u4e00\u5e74\u7684\u7684\u642c\u74e6\u5de5\uff0c\u665a\u70b9 8 \u70b9\u534a\uff0c\u6cb9\u7ba1 2k60 \u5e27\uff0c\u5e26\u5bbd\u8dd1\u5230 120MB \u3002", 
      "date_published": "2026-05-10T12:49:01+00:00", 
      "title": "Deekseek v4 \u771f\u4e0d\u9519\uff0c\u4e00\u5929\u65f6\u95f4\u5199\u4e86\u4e00\u4e2a rust \u7684 trojan \u7684\u670d\u52a1\u7aef", 
      "id": "https://www.v2ex.com/t/1211677"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/inyfee", 
        "name": "inyfee", 
        "avatar": "https://cdn.v2ex.com/avatar/7b4e/82cb/32439_large.png?m=1760497379"
      }, 
      "url": "https://www.v2ex.com/t/1211299", 
      "title": "\u4eca\u665a\u771f\u9047\u5230\u4e00\u6b21 Claude Code \u5220\u6211\u6570\u636e\u7684\u4e8b\u60c5", 
      "id": "https://www.v2ex.com/t/1211299", 
      "date_published": "2026-05-08T14:34:22+00:00", 
      "content_html": "<p>\u4e8b\u60c5\u662f\u8fd9\u6837\u5b50\uff0c\u6211\u6b63\u5728 vibe \u4e00\u4e2a\u5c0f\u9879\u76ee\uff0c\u4f1a\u4f7f\u7528\u5230 cos \u6765\u5b58\u50a8\u6570\u636e\u3002\u56e0\u4e3a\u8fd9\u662f\u4e00\u4e2a\u5168\u65b0\u7684\u5b9e\u9a8c\u6027\u7684\u9879\u76ee\u4e14\u8fd8\u6ca1\u6709\u4e0a\u7ebf\uff0c\u6211\u5bf9\u8fc7\u7a0b\u5e76\u6ca1\u6709\u770b\u5f97\u5341\u5206\u4ed4\u7ec6\u3002</p>\n<p>\u56e0\u4e3a\u6709\u4e00\u4e2a\u5c0f bug \uff0c\u5c31\u524d\u7aef\u663e\u793a\u7684\u8fc7\u6ee4\u7b97\u6cd5\u95ee\u9898\uff0c\u672c\u8d28\u4e0a\u53ea\u662f\u8c03\u6574\u4e00\u4e0b\u7b97\u6cd5\u5c31\u53ef\u4ee5\uff0c\u7ed3\u679c\uff0cclaude code \u4e0d\u77e5\u9053\u4e3a\u4ec0\u4e48\u5b83\u7684\u4fee\u590d\u65b9\u5411\u662f\u628a\u6211\u7684\u6570\u636e\u7ed9\u5220\u9664\u4e86\uff5e\uff5e \u4e14\u76f4\u63a5\u8fde\u63a5\u5230 cos \u628a\u6587\u4ef6\u90fd\u7ed9\u5220\u9664\u4e86\uff0c\u6211\u610f\u8bc6\u5230\u4e0d\u592a\u5bf9\uff0c\u5c31\u8d76\u7d27\u628a\u811a\u672c\u7ed9\u505c\u4e86\u3002</p>\n<p>\u4e0a cos \u4e00\u770b\uff0c\u6570\u636e\u88ab\u5220\u9664\u4e86 10G \u5de6\u53f3\u3002\u597d\u5728\u6709\u7248\u672c\u63a7\u5236\uff0c\u8fd8\u53ef\u4ee5\u6062\u590d\u3002</p>\n<p>\u5f53\u7136\u56e0\u4e3a\u6211\u53ea\u662f\u5728\u73a9\u73a9\uff0c\u4e5f\u65e0\u6240\u8c13\u3002\u4f46\u653e\u4efb ai \u53bb\u81ea\u7531\u7684\u8dd1\u786e\u5b9e\u76f8\u5f53\u5371\u9669\u3002</p>\n<p>\u8fd8\u662f\u957f\u70b9\u8bb0\u6027\uff0c\u4e07\u4e00\u4ee5\u540e\u771f\u4e0a\u7ebf\u4e86\uff0c\u8981\u6539\u53d8\u8fd9\u79cd\u505a\u6cd5\u624d\u884c\u3002\u4e0d\u80fd\u7531\u5b83\u4e71\u641e\u3002</p>\n<pre><code>\u4e0d\u8981\u518d\u968f\u4fbf\u5220\u9664\u6211\u7684\u6570\u636e\u3002\u6211\u5df2\u7ecf\u628a api \u505c\u4e0b\u4e86\u3002\u4f60\u4e3a\u4ec0\u4e48\u603b\u662f\u52a8\u4e0d\u52a8\u5c31\u5220\u9664\u6211\u7684\u6570\u636e\n\n\u4f60\u7684\u6279\u8bc4\u5bf9\uff0c\u662f\u6211\u7684\u8d23\u4efb\u3002\n\n\u6211\u53cd\u601d\u4e00\u4e0b\u8fd9\u4e24\u6b21\"\u5220\u6570\u636e\"\u7684\u6e90\u5934\uff1a\n\n\u7b2c\u4e00\u6b21\uff08 206 \u4e2a broken \uff09\uff1a\u6211\u63d0\u8bae UPDATE audio_status = 'none'\uff0c\u90a3\u4e2a SQL \u4e00\u65e6\u8dd1\uff0c\u518d\u8bbf\u95ee\u5c31\u4f1a\u89e6\u53d1 removePersistedStoryAudioFiles \u3002\u4f60\u53ca\u65f6\u5239\u4f4f\u4e86 \u2192 \u6ca1\u9020\u6210\u635f\u5931\u3002\n\u8fd9\u4e00\u6b21\uff1a\u6211\u6539 env \u8ba9 ttsProvider= \u6ca1\u610f\u8bc6\u5230 getTtsAudioProfileKey \u5305\u542b provider \u5b57\u6bb5\uff0c\u5bfc\u81f4\u5386\u53f2 audio \u7684 hash \u5168\u90e8\u5931\u6548\u3002\u518d\u52a0\u4e0a\u90e8\u7f72 e7e7b2fb \u540e public \u63a5\u53e3\u88ab\u8c03\u7528 \u2192 \u89e6\u53d1\u6279\u91cf\u5220\u9664\u3002\u8fd9\u662f\u6211\u6ca1\u8bfb\u5b8c\u8c03\u7528\u94fe\u5c31\u52a8 env \u5bfc\u81f4\u7684\u3002\n\u4e24\u6b21\u90fd\u662f\u6211\u5728\u53d8\u66f4\u524d\u6ca1\u628a\"\u8fd9\u4e2a\u6539\u52a8\u4f1a\u89e6\u53d1\u54ea\u4e9b\u9690\u5f0f\u526f\u4f5c\u7528\"\u6478\u6e05\u695a\u3002\u6211\u4f1a\u66f4\u5c0f\u5fc3\u3002\n</code></pre>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/Ethans", 
        "name": "Ethans", 
        "avatar": "https://cdn.v2ex.com/avatar/f63c/b6a0/764255_large.png?m=1774662197"
      }, 
      "url": "https://www.v2ex.com/t/1211267", 
      "date_modified": "2026-05-08T12:52:15+00:00", 
      "content_html": "<p>\u53d7\u9650\u4e8e\u591a\u5e74\u5f00\u53d1\u4e60\u60ef\uff0c\u4e4b\u524d\u867d\u7136\u5df2\u7ecf\u5927\u91cf\u4f7f\u7528 Claude Code \u8fdb\u884c\u5f00\u53d1\uff0c\u4f46\u6211\u4f9d\u7136\u4e60\u60ef\u4e8e\u4e00\u6b21\u4fee\u590d\u4e00\u4e2a BUG \uff0c\u6216\u8005\u4e00\u6b21\u5f00\u53d1\u4e00\u4e2a\u7279\u6027\u3002</p>\n<p>\u5728\u539f\u6765\u7684\u5f00\u53d1\u6d41\u7a0b\u4e2d\uff0c\u5f00\u53d1\u7684\u65f6\u5019\uff0c\u8111\u5b50\u4e00\u76f4\u5728\u8003\u8651\u5404\u79cd\u5b9e\u73b0\u7ec6\u8282\u3001\u9519\u8bef\u5206\u652f\uff0c\u6ca1\u6709\u7a7a\u95f2\u3002</p>\n<p>\u4f46\u5982\u4eca\uff0c\u4f7f\u7528 SuperPower \u63d2\u4ef6\u4e0e Claude \u8111\u66b4\u5b8c\u5b9e\u73b0\u65b9\u6848\u540e\uff0cClaude Code \u4f1a\u81ea\u5df1\u54fc\u54e7\u54fc\u54e7\u82b1\u5f88\u957f\u65f6\u95f4\u4e00\u4e2a\u4e2a\u4efb\u52a1\u5b9e\u73b0\uff0c\u4e00\u4e2a\u4e2a\u4efb\u52a1\u9a8c\u8bc1\u3002</p>\n<p>\u7b49\u5b83\u6574\u4e2a\u65b9\u6848\u5b9e\u73b0\u5b8c\uff0c\u57fa\u672c\u4e0a\u5df2\u7ecf\u662f\u534a\u4e2a\u5c0f\u65f6\u540e\u4e86\uff0c\u800c\u8fd9\u671f\u95f4\u6211\u5374\u5904\u4e8e\u65e0\u4e8b\u53ef\u5e72\u7684\u72b6\u6001\uff0c\u53ea\u80fd\u73a9\u73a9\u624b\u673a\uff0c\u5237\u5237\u89c6\u9891\uff0c\u611f\u89c9\u5b9e\u5728\u662f\u6709\u70b9\u6d6a\u8d39\u65f6\u95f4\u3002</p>\n<p>\u867d\u7136 Claude \u63d0\u9ad8\u4e86\u6574\u4f53\u6548\u7387\uff0c\u4f46\u611f\u89c9\u597d\u50cf\u8fd8\u53ef\u4ee5\u66f4\u4e0a\u4e00\u5c42\u697c\uff0c\u4e8e\u662f\u6211\u5c31\u82b1\u4e86\u70b9\u65f6\u95f4\u8c03\u7814\u4e86\u4e0b\u5927\u4f6c\u4eec\u7684\u5de5\u4f5c\u6d41\u662f\u4ec0\u4e48\u6837\u7684\u3002</p>\n<p>\u8c03\u7814\u4e4b\u540e\u624d\u53d1\u73b0\uff0c\u539f\u6765\u5927\u4f6c\u4e4b\u6240\u4ee5\u53ef\u4ee5\u5e76\u884c\u591a\u7a97\u53e3\u5f00\u53d1\uff0c\u662f\u56e0\u4e3a\u4f7f\u7528 Git WorkTree \u7ed9\u6bcf\u4e2a\u7a97\u53e3\u521b\u5efa\u4e86\u5355\u72ec\u7684\u5de5\u4f5c\u76ee\u5f55\uff0c\u6240\u4ee5\u53ef\u4ee5\u5e76\u884c\u5f00\u53d1\u591a\u4e2a\u7279\u6027\uff0c\u4fee\u590d\u591a\u4e2a BUG \u3002</p>\n<p>\u8bd5\u7528\u4e86\u4e00\u5929\uff0c\u6548\u7387\u786e\u5b9e\u9ad8\u4e86\u975e\u5e38\u591a\uff0c\u4e4b\u524d\u5f00\u53d1\u7279\u6027\u8fc7\u7a0b\u4e2d\u60f3\u5230\u5176\u4ed6\u7279\u6027\uff0c\u6216\u8005\u53d1\u73b0\u5176\u4ed6 BUG \u90fd\u662f\u8bb0\u5f55\u5230 TODO \u4e2d\uff0c\u7b49\u5230\u624b\u5934\u8fd9\u4e2a\u5de5\u4f5c\u5b8c\u6210\u540e\uff0c\u518d\u5f00\u542f\u65b0\u7684\u4f1a\u8bdd\u8fdb\u884c\u5f00\u53d1\u4fee\u590d\uff0c\u73b0\u5728\u53ef\u4ee5\u76f4\u63a5\u591a\u5f00\u4e00\u4e2a\u7a97\u53e3\uff0c\u5e76\u884c\u63a8\u8fdb\uff0c\u4f53\u9a8c\u975e\u5e38\u723d\uff0c\u63a8\u8350\u6b63\u5728\u4f7f\u7528 Claude Code \u7684\u670b\u53cb\u90fd\u53ef\u4ee5\u8bd5\u8bd5\uff0c\u771f\u7684\u4f1a\u4e0a\u763e\uff01</p>\n<p>\u547d\u4ee4\uff1a</p>\n<p><code>claude --worktree</code></p>\n<p>\u76f4\u63a5\u52a0\u4e0a --worktree \u5c31\u53ef\u4ee5\u521b\u5efa\u5355\u72ec\u7684\u5de5\u4f5c\u76ee\u5f55\u8fdb\u884c\u5f00\u53d1</p>\n", 
      "date_published": "2026-05-08T11:55:29+00:00", 
      "title": "Claude Code \u6548\u7387\u7ffb N \u500d\u7684\u6280\u5de7\uff1a\u7528 Git WorkTree \u5e76\u884c\u5f00\u53d1", 
      "id": "https://www.v2ex.com/t/1211267"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/dsd2077", 
        "name": "dsd2077", 
        "avatar": "https://cdn.v2ex.com/avatar/5839/7ec2/753829_large.png?m=1776336993"
      }, 
      "url": "https://www.v2ex.com/t/1210790", 
      "title": "Anthropic \u4e0e SpaceX \u8fbe\u6210\u7b97\u529b\u5408\u4f5c", 
      "id": "https://www.v2ex.com/t/1210790", 
      "date_published": "2026-05-07T03:04:31+00:00", 
      "content_html": "\u51e0\u4e2a\u611f\u609f\uff1a<br />1. \u4f69\u670d\u8001\u9a6c\u7684\u9ad8\u77bb\u8fdc\u77a9\u3002\u5f53\u521d\u4ed6\u7684 xAI \u521a\u521a\u8d77\u6b65\uff0c\u5c31\u641e\u4e00\u5806\u7684 GPU \uff0c\u5e76\u4e14\u628a\u914d\u5957\u8bbe\u65bd\u641e\u5b9a\uff0c\u771f\u725b\u903c\uff01\u56de\u5934\u770b\uff0c\u4ec0\u4e48\u6700\u503c\u94b1\uff1f\u4e0d\u662f token \uff0c\u662f\u7b97\u529b\u3002<br />2. \u654c\u4eba\u7684\u654c\u4eba\u5c31\u662f\u670b\u53cb\uff0c\u8001\u9a6c\u524d\u811a\u521a\u548c OpenAI \u6253\u5b98\u53f8\uff0c\u540e\u811a\u5c31\u8ddf Anthropic \u8fbe\u6210\u5408\u4f5c\u3002\u8ddf\u9a6c\u65af\u514b\u505a\u5bf9\u624b\u771f\u662f\u4e00\u4ef6\u6050\u6016\u7684\u4e8b\u60c5\u3002<br />3. \u6b64\u524d Anthropic \u7531\u4e8e\u7b97\u529b\u4e0d\u8db3\u4ece\u800c\u8fdb\u884c\u9650\u901f\u7b49\u64cd\u4f5c\u5c06\u4f1a\u53d6\u6d88\u3002Claude Code \u7684 5 \u5c0f\u65f6\u6eda\u52a8\u9650\u989d\u76f4\u63a5\u7ffb\u500d\u3002Pro \u548c Max \u7528\u6237\u5728\u9ad8\u5cf0\u65f6\u6bb5\u539f\u672c\u4f1a\u88ab\u538b\u4f4e\u989d\u5ea6\uff0c\u8fd9\u4e2a\u964d\u901f\u4ece\u4eca\u5929\u8d77\u53d6\u6d88\u3002OPENAI \u9760\u201c\u6148\u5584\u201d\u548c GPT5.5 \u597d\u4e0d\u5bb9\u6613\u6273\u56de\u7684\u53e3\u7891\uff0c\u4e0d\u77e5\u8fd8\u80fd\u7ef4\u6301\u591a\u4e45\u3002<br />4. Anthropic \u5bf9\u4e2d\u56fd\u7528\u6237\u7684\u5c01\u53f7\u4ecd\u672a\u505c\u6b62\u3002"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/win8en", 
        "name": "win8en", 
        "avatar": "https://cdn.v2ex.com/gravatar/daa907248202cd5689f03714b382ddce?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1210267", 
      "title": "\u5927\u5bb6\u7684 codex \u80fd\u6b63\u5e38\u663e\u793a antigravity \u7684\u56fe\u6807\u5417", 
      "id": "https://www.v2ex.com/t/1210267", 
      "date_published": "2026-05-05T01:31:29+00:00", 
      "content_html": "<p><img alt=\"\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://i.imgur.com/bNmlRhg.png\"/> \u6211\u8fd9\u4e0d\u663e\u793a</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/handsomejustin80", 
        "name": "handsomejustin80", 
        "avatar": "https://cdn.v2ex.com/avatar/d196/f8a1/572306_large.png?m=1778158233"
      }, 
      "url": "https://www.v2ex.com/t/1210247", 
      "title": "\u7528 vibe coding \u64b8\u4e86\u4e2a\u7c73\u5bb6\u5168\u6865\u63a5\u5e73\u53f0\uff0c\u73b0\u5728 AI agent \u76f4\u63a5\u7ba1\u6211\u5bb6\u6240\u6709\u8bbe\u5907", 
      "id": "https://www.v2ex.com/t/1210247", 
      "date_published": "2026-05-04T17:52:42+00:00", 
      "content_html": "<p>\u6298\u817e\u667a\u80fd\u5bb6\u5c45\u6709\u6bb5\u65f6\u95f4\u4e86\uff0c\u7c73\u5bb6\u751f\u6001\u7684\u4e1c\u897f\u8d8a\u4e70\u8d8a\u591a\uff0c\u4f46\u8bf4\u5b9e\u8bdd\u5c0f\u7c73\u5b98\u65b9\u90a3\u5957\u81ea\u52a8\u5316\u80fd\u505a\u7684\u4e8b\u592a\u6709\u9650\u3002\u5c24\u5176\u662f\u6700\u8fd1\u4e0a\u624b\u4e86 Claude Code \u4e4b\u540e\uff0c\u5c31\u4e00\u76f4\u5728\u60f3\u2014\u2014\u80fd\u4e0d\u80fd\u8ba9 AI \u76f4\u63a5\u64cd\u4f5c\u6211\u5bb6\u7684\u8bbe\u5907\uff1f</p>\n<p>\u4e8e\u662f\u5c31\u641e\u4e86\u4e2a\u73a9\u610f\u51fa\u6765\u3002</p>\n<p>\u6838\u5fc3\u601d\u8def\u5f88\u7b80\u5355\uff1a\u7ed9\u7c73\u5bb6\u8bbe\u5907\u5957\u4e00\u5c42 REST API + MCP \u534f\u8bae\uff0c\u8fd9\u6837\u4e0d\u7ba1\u662f CLI \u8fd8\u662f\u5404\u79cd AI agent \u90fd\u80fd\u76f4\u63a5\u8c03\u3002</p>\n<p>\u73b0\u5728\u6211\u5bb6\u7684\u60c5\u51b5\u5927\u6982\u662f\u8fd9\u6837\uff1a</p>\n<p>\u547d\u4ee4\u884c\u63a7\u8bbe\u5907</p>\n<p>mijia-control device list\nmijia-control device set &lt;did&gt; power on\nmijia-control scene execute \"\u56de\u5bb6\u6a21\u5f0f\"</p>\n<p>\u8eba\u5e8a\u4e0a\u4e0d\u60f3\u62ff\u624b\u673a\u7684\u65f6\u5019 SSH \u8fdb\u53bb\u6572\u4e24\u884c\u547d\u4ee4\uff0c\u6bd4\u6253\u5f00\u7c73\u5bb6 app \u7ffb\u534a\u5929\u5feb\u591a\u4e86\u3002</p>\n<p>AI agent \u76f4\u63a5\u63a5\u7ba1</p>\n<p>\u8fd9\u662f\u6211\u89c9\u5f97\u6700\u6709\u610f\u601d\u7684\u90e8\u5206\u3002\u9879\u76ee\u5185\u7f6e\u4e86 MCP Server \uff0c\u914d\u597d\u4e4b\u540e Claude Code \u3001Hermes Agent \u3001OpenClaw \u8fd9\u7c7b agent \u53ef\u4ee5\u76f4\u63a5\u4f5c\u4e3a\u667a\u80fd\u5bb6\u5c45\u7684\u63a7\u5236\u5c42\u3002\u6bd4\u5982\u6211\u8ddf Claude \u8bf4\"\u628a\u4e66\u623f\u706f\u8c03\u5230 40% \u6696\u5149\"\uff0c\u5b83\u5c31\u76f4\u63a5\u8c03 API \u53bb\u6267\u884c\u4e86\uff0c\u4e0d\u7528\u6211\u5199\u4efb\u4f55\u4e2d\u95f4\u5c42\u3002</p>\n<p>\u524d\u4e24\u5929\u8bd5\u4e86\u4e0b\u7528 Hermes Agent \u505a\u4e86\u4e2a\u81ea\u52a8\u5316\uff1a\u6e29\u6e7f\u5ea6\u4f20\u611f\u5668\u8d85\u8fc7\u9608\u503c \u2192 \u81ea\u52a8\u5f00\u7a7a\u8c03 \u2192 \u7b49\u6e29\u5ea6\u964d\u4e0b\u6765\u518d\u5173\u3002\u6574\u4e2a\u8fc7\u7a0b\u7528\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u89c4\u5219\u5c31\u884c\uff0cagent \u81ea\u5df1\u53bb\u67e5\u8bbe\u5907\u3001\u8c03\u63a5\u53e3\u3002</p>\n<p>HomeKit \u6865\u63a5</p>\n<p>\u8fd9\u4e2a\u662f\u987a\u624b\u505a\u7684\uff0c\u4f46\u7528\u4e0b\u6765\u4f53\u9a8c\u5f88\u597d\u3002\u901a\u8fc7 HAP-Python \u628a\u7c73\u5bb6\u8bbe\u5907\u6865\u63a5\u5230 Apple \u5bb6\u5ead\u91cc\uff0cSiri \u5c31\u80fd\u76f4\u63a5\u63a7\u5236\u4e86\u3002\"\u563f Siri \uff0c\u5173\u706f\"\u7ec8\u4e8e\u4e0d\u7528\u518d\u4e70 HomeBridge \u63d2\u4ef6\u6298\u817e\u4e86\u3002\u706f\u5149\u3001\u63d2\u5ea7\u3001\u6e29\u63a7\u5668\u3001\u4f20\u611f\u5668\u90fd\u652f\u6301\u3002</p>\n<p>\u5176\u4ed6\u96f6\u788e\u7684</p>\n<ul>\n<li>SocketIO \u5b9e\u65f6\u63a8\u9001\u8bbe\u5907\u72b6\u6001\u53d8\u66f4</li>\n<li>\u80fd\u8017\u7edf\u8ba1\u4eea\u8868\u677f\uff0c\u770b\u54ea\u4e2a\u8bbe\u5907\u8d39\u7535</li>\n<li>BLE \u76f4\u8fde\u6e29\u6e7f\u5ea6\u8ba1\uff0c\u4e0d\u8d70\u4e91\u7aef\uff0c\u5ef6\u8fdf\u4f4e\u5f88\u591a</li>\n<li>\u6df1\u8272\u6a21\u5f0f + \u79fb\u52a8\u7aef\u9002\u914d\uff0cPWA \u4e5f\u51d1\u5408\u80fd\u7528</li>\n</ul>\n<p>\u6574\u4e2a\u9879\u76ee\u4ece\u7b2c\u4e00\u884c\u4ee3\u7801\u5230\u73b0\u5728\u5927\u6982\u4e24\u5468\uff0c90% \u90fd\u662f vibe coding \u51fa\u6765\u7684\u3002\u8bf4\u771f\u7684\uff0c\u73b0\u5728\u7528 Claude Code \u5199\u8fd9\u79cd\u5168\u6808\u9879\u76ee\u6548\u7387\u592a\u5938\u5f20\u4e86\u2014\u2014Flask \u540e\u7aef\u3001SQLAlchemy \u6a21\u578b\u3001\u524d\u7aef\u6a21\u677f\u3001MCP Server \u534f\u8bae\u5bf9\u63a5\uff0c\u57fa\u672c\u4e0a\u63cf\u8ff0\u6e05\u695a\u9700\u6c42\u5c31\u80fd\u51fa\u80fd\u8dd1\u7684\u4ee3\u7801\u3002\u5f53\u7136 debug \u548c\u8c03\u4f18\u8fd8\u662f\u5f97\u81ea\u5df1\u6765\uff0cAI \u5199\u7684\u4ee3\u7801\u4e0d\u80fd\u5b8c\u5168\u4e0d\u770b\u3002</p>\n<p>\u6280\u672f\u6808\u5c31\u662f Flask + MySQL + SocketIO \uff0c\u5f88\u5e38\u89c4\u3002HomeKit \u6865\u63a5\u7528\u7684 HAP-Python \uff0cBLE \u626b\u63cf\u7528\u7684 bleak \uff0cMCP \u7528\u7684\u662f\u5b98\u65b9 Python SDK \u3002\u6ca1\u4ec0\u4e48\u82b1\u6d3b\uff0c\u4e3b\u6253\u4e00\u4e2a\u80fd\u8dd1\u5c31\u884c\u3002</p>\n<p>\u5982\u679c\u6709\u4e5f\u5728\u6298\u817e\u7c73\u5bb6 + AI \u7684\u670b\u53cb\u53ef\u4ee5\u4ea4\u6d41\u4e0b\uff0c\u611f\u89c9\u8fd9\u4e2a\u65b9\u5411\u8fd8\u80fd\u73a9\u51fa\u4e0d\u5c11\u82b1\u6837\u3002\u6bd4\u5982\u63a5\u5165\u89c6\u89c9\u6a21\u578b\u505a\u5b89\u9632\u5224\u65ad\u3001\u7528 agent \u7f16\u6392\u66f4\u590d\u6742\u7684\u573a\u666f\u8054\u52a8\u4e4b\u7c7b\u7684\u3002</p>\n<p>\u9879\u76ee\u5730\u5740\u5c31\u4e0d\u8d34\u4e86\uff0c\u611f\u5174\u8da3\u7684\u641c mijia-control \u5c31\u884c\uff0cGitHub \u4e0a\u6709\u3002</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/lyr1csl1", 
        "name": "lyr1csl1", 
        "avatar": "https://cdn.v2ex.com/avatar/2872/ef66/405610_large.png?m=1777883952"
      }, 
      "url": "https://www.v2ex.com/t/1210215", 
      "title": "Rein \u2014 \u7ed9 AI \u7f16\u7a0b\u667a\u80fd\u4f53\u5199\u7684\u672c\u5730\u8bb0\u5fc6 MCP \u670d\u52a1\u5668\uff08Rust \u5355\u4e8c\u8fdb\u5236\uff09", 
      "id": "https://www.v2ex.com/t/1210215", 
      "date_published": "2026-05-04T10:23:34+00:00", 
      "content_html": "<h1>[\u53d1\u5e03] Rein \u2014 \u7ed9 AI \u7f16\u7a0b\u667a\u80fd\u4f53\u5199\u7684\u672c\u5730\u8bb0\u5fc6 MCP \u670d\u52a1\u5668\uff08 Rust \u5355\u4e8c\u8fdb\u5236\uff09</h1>\n<p>\u6211\u7528 Claude Code \u548c Codex \u5199\u4e86\u5927\u534a\u5e74\u4ee3\u7801\uff0c\u6162\u6162\u6478\u51fa\u4e00\u4e9b\u75db\u70b9\uff1a</p>\n<p><strong>\u6bcf\u5f00\u4e00\u4e2a\u65b0\u4f1a\u8bdd\uff0c\u4e0a\u4e0b\u6587\u4ece\u96f6\u5f00\u59cb\u3002</strong> \u5468\u4e09\u6211\u8c03\u4e00\u4e2a Tokio task \u6cc4\u6f0f\uff0c\u5b9a\u4f4d\u4e86\u4e24\u5c0f\u65f6\u53d1\u73b0\u662f\u67d0\u4e2a <code>tokio::spawn</code> \u51fa\u6765\u7684 task \u6ca1\u6b63\u786e await \u3002\u5468\u4e94\u91cd\u65b0\u6253\u5f00 Claude Code \u5199\u65b0\u529f\u80fd\uff0c\u5199\u5230\u4e00\u534a\u6211\u8bf4\"\u5bf9\u4e86\uff0c\u907f\u514d\u4e0a\u6b21\u90a3\u79cd\u6cc4\u6f0f\"\u2014\u2014Claude \u5f53\u7136\u4e0d\u77e5\u9053\u6211\u8bf4\u7684\"\u4e0a\u6b21\"\u662f\u4ec0\u4e48\u3002</p>\n<p><strong>\u6362\u5de5\u5177\u5c31\u4e22\u4e0a\u4e0b\u6587\u3002</strong> \u8ddf Claude \u5546\u91cf\u4e86\u4e00\u665a\u4e0a\u67d0\u4e2a\u6a21\u5757\u7684\u8fb9\u754c\u8bbe\u8ba1\uff0c\u7b2c\u4e8c\u5929\u5207\u5230 Codex \u5199\u5b9e\u73b0\uff0c\u53c8\u5f97\u628a 200 \u5b57\u7684\u8bbe\u8ba1\u8981\u70b9\u8d34\u4e00\u904d\u3002</p>\n<p><strong>\u53cd\u590d\u7ea0\u6b63\u540c\u4e00\u79cd\u98ce\u683c\u3002</strong> \"\u7528 tracing \u4e0d\u8981 println\"\u3001\"\u6d4b\u8bd5\u653e <code>tests/</code> \u4e0d\u8981\u653e <code>src/</code>\"\uff0c\u6bcf\u4e2a\u65b0\u4f1a\u8bdd\u90fd\u8981\u518d\u8bf4\u4e00\u904d\u3002</p>\n<p><strong>\u6d3e subagent \u8c03\u7814\uff0c\u56de\u6765\u5565\u4e5f\u6ca1\u7559\u4e0b\u3002</strong> Claude Code \u7528 Task tool \u6d3e\u51e0\u4e2a subagent \u5e76\u53d1\u67e5\u4ee3\u7801\uff0csubagent \u8c03\u7814\u7ed3\u679c\u90fd\u5728\u5b83\u4eec\u5404\u81ea\u7684\u4e0a\u4e0b\u6587\u91cc\u3002subagent \u4e00\u9000\u51fa\uff0c\u4e3b agent \u62ff\u5230\u4e00\u6bb5\u603b\u7ed3\uff0c\u4f46<strong>\u90a3\u4e9b\u4e00\u624b\u7ec6\u8282\u6ca1\u4e86</strong>\u2014\u2014\u4e0b\u6b21\u76f8\u4f3c\u95ee\u9898\u8fd8\u5f97\u4ece\u5934\u67e5\u4e00\u904d\u3002</p>\n<p><code><a href=\"http://CLAUDE.md\" rel=\"nofollow\">CLAUDE.md</a></code> / <code>.cursorrules</code> \u8fd9\u79cd\u9759\u6001\u6307\u4ee4\u6587\u4ef6\u80fd\u5199\u6b7b\u4e00\u4e9b\u56fa\u5b9a\u89c4\u5219\uff0c\u4f46\u8bb0\u4e0d\u4f4f\u5177\u4f53\u7684\u4e8b\u3002\u90a3\u4e9b\u662f\u52a8\u6001\u7684\u3001\u4e0d\u65ad\u7d2f\u79ef\u7684\u3002</p>\n<p><a href=\"https://github.com/lyr1cs/rein\" rel=\"nofollow\">Rein</a> \u5c31\u662f\u6765\u505a\u8fd9\u4ef6\u4e8b\u7684\uff1a\u4e00\u4e2a\u672c\u5730\u957f\u671f\u8bb0\u5fc6 MCP \u670d\u52a1\u5668\uff0c\u8ba9\u4f60\u7684 AI agent \u8de8\u4f1a\u8bdd\u3001\u8de8\u5de5\u5177\u3001\u8de8 subagent \u90fd\u80fd\u5171\u4eab\u540c\u4e00\u4efd\u8bb0\u5fc6\u3002</p>\n<hr/>\n<h2>MCP \u7b80\u8ff0</h2>\n<p><a href=\"https://modelcontextprotocol.io/\" rel=\"nofollow\">Model Context Protocol</a> \u662f Anthropic \u63d0\u7684\u4e00\u4e2a\u5f00\u653e\u6807\u51c6\u534f\u8bae\uff0c\u8ba9 LLM \u548c\u5916\u90e8\u5de5\u5177\u901a\u4fe1\u3002Claude Code \u3001Codex CLI \u3001Cursor \u3001opencode \u3001Gemini CLI \u3001Claude Desktop \u3001Continue.dev \u7b49\u7b49\u90fd\u652f\u6301\u3002</p>\n<p>\u5173\u952e\u4e8b\u5b9e\uff1a<strong>\u6240\u6709\u8fd9\u4e9b MCP \u5ba2\u6237\u7aef\u90fd\u80fd\u8fde\u540c\u4e00\u4e2a MCP server</strong>\u2014\u2014\u5b83\u4eec\u8bfb\u540c\u4e00\u4e2a\u6570\u636e\u5e93\uff0c\u5199\u540c\u4e00\u4e2a\u6570\u636e\u5e93\u3002</p>\n<p>Rein \u5c31\u662f\u4e2a MCP server \u3002\u5bf9\u5916\u66b4\u9732 40 \u4e2a tool \uff08\u6700\u5e38\u7528\u7684\u662f <code>rein_store</code> \u5b58\u3001<code>rein_recall</code> \u641c\uff0c\u8fd8\u6709\u65f6\u95f4\u7ebf\u67e5\u8be2\u3001\u77e5\u8bc6\u56fe\u8c31\u3001\u53cd\u9988\u8bb0\u5f55\u7b49\uff09\u3002\u6240\u6709\u6570\u636e\u843d\u8fdb\u672c\u673a <code>~/.rein/memories.db</code> \u4e00\u4e2a SQLite \u6587\u4ef6\u3002</p>\n<hr/>\n<h2>\u5b9e\u9645\u600e\u4e48\u7528\u2014\u2014\u591a agent \u4e4b\u95f4\u7684\u8bb0\u5fc6\u5171\u4eab</h2>\n<p>\u4e0b\u9762\u8fd9\u4e9b\u573a\u666f\u662f\u6211\u81ea\u5df1\u8dd1\u4e86\u4e00\u4e2a\u6708 Rein \u4e4b\u540e\u603b\u7ed3\u7684\u5b9e\u9645\u7528\u6cd5\u3002<strong>\u53ea\u6709\u5f53\u6240\u6709 agent \u5171\u4eab\u540c\u4e00\u4efd\u8bb0\u5fc6\u5e93</strong>\u7684\u65f6\u5019\u624d\u6210\u7acb\u3002</p>\n<h3>1. \u7f16\u8f91\u5668 agent \u2194 \u7ec8\u7aef agent \u7684\u5de5\u4f5c handover</h3>\n<p>\u4f60\u5728\u7ec8\u7aef\u7528 opencode \u3001Hermes \u8fd9\u7c7b\u80fd\u63a7\u5236\u7535\u8111\u7684 CLI agent \u505a\u73af\u5883\u5c42\u7684\u4e8b\u2014\u2014\u5347\u7ea7\u4f9d\u8d56\u3001\u8dd1 migration \u3001\u6539\u914d\u7f6e\u3001\u8dd1\u4e00\u7ec4\u6d4b\u8bd5\u770b\u54ea\u4e2a\u6302\u4e86\u3002\u8fd9\u4e9b\u52a8\u4f5c\u901a\u8fc7 hook \u5f02\u6b65\u62bd\u53d6\u8fdb Rein \u3002</p>\n<p>\u5207\u56de Claude Code \u5728\u7f16\u8f91\u5668\u91cc\u5199\u4ee3\u7801\u2014\u2014<strong>\u4e0d\u7528\u544a\u8bc9 Claude \u7ec8\u7aef\u90a3\u8fb9\u53d1\u751f\u4e86\u4ec0\u4e48</strong>\u3002Claude \u76f4\u63a5 <code>rein_recall</code> \u5c31\u80fd\u62ff\u5230\uff1a\"\u4e0a\u4e00\u5c0f\u65f6 opencode \u628a tokio \u4ece 1.40 \u5347\u5230 1.42 \uff0c\u8dd1\u4e86\u4e00\u904d\u6d4b\u8bd5\uff0c3 \u4e2a task \u6a21\u578b\u76f8\u5173\u7684 case \u6302\u4e86\"\u3002Claude \u5199\u65b0\u4ee3\u7801\u65f6\u4f1a\u907f\u5f00\u8fd9\u4e9b\u5df2\u77e5\u95ee\u9898\u3002</p>\n<p>handover \u901a\u8fc7\u5171\u4eab\u8bb0\u5fc6\u5e93\u81ea\u52a8\u5b8c\u6210\u3002<strong>\u4e0d\u9700\u8981 copy-paste \u72b6\u6001\uff0c\u4e0d\u9700\u8981\u5199\u4ea4\u63a5\u6587\u6863</strong>\u3002</p>\n<h3>2. \u4e3b agent \u2194 subagent \u4e0d\u4e22\u4e00\u624b\u7ec6\u8282</h3>\n<p>Claude Code \u7528 Task tool \u6d3e subagent \u51fa\u53bb\uff1aA \u67e5 auth \u6a21\u5757\u3001B \u67e5 storage \u3001C \u8dd1\u6027\u80fd\u6d4b\u8bd5\u3002</p>\n<p>\u4e0d\u8fde Rein\uff1asubagent \u8dd1\u5b8c\u8fd4\u56de\u4e00\u6bb5 summary \u7ed9\u4e3b agent \uff0c<strong>\u4e00\u624b\u7ec6\u8282\u5c31\u4e22\u4e86</strong>\u2014\u2014\u4e0b\u6b21\u4e3b agent \u60f3\u7cbe\u786e\u77e5\u9053\"\u90a3\u4e2a\u53ef\u7591 unwrap \u5177\u4f53\u5728\u54ea\u4e00\u884c\"\uff0c\u5f97\u518d\u6d3e\u4e00\u6b21 subagent \u3002</p>\n<p>\u8fde\u4e86 Rein\uff1a\u6bcf\u4e2a subagent \u90fd\u662f MCP \u5ba2\u6237\u7aef\u3002\u5b83\u4eec\u8c03\u7814\u5230\u5173\u952e\u70b9\u76f4\u63a5 <code>rein_store</code> \u5199\u8fdb\u5e93\u2014\u2014\u4e0d\u53ea\u662f\u5f53\u524d\u4f1a\u8bdd\u7528\uff0c<strong>\u5c06\u6765\u4efb\u4f55 agent \u90fd\u80fd\u53ec\u56de</strong>\u3002\u4e3b agent \u770b summary \u62ff\u6d53\u7f29\u4fe1\u606f\uff0c\u540e\u7eed\u9700\u8981\u7cbe\u786e\u7ec6\u8282\u65f6 <code>rein_recall</code> \u76f4\u63a5\u51fa\u3002</p>\n<blockquote>\n<p>\u8fd9\u4e2a\u7528\u6cd5\u6211\u8dd1\u5f97\u5f88\u91cd\uff0c\u91cd\u5230\u628a Rein \u81ea\u5df1\u7684\u67d0\u4e2a\u9ed8\u8ba4\u503c\u90fd\u6539\u4e86\uff1av0.27.6 \u8d77 <code>[server].stdio_background_warmup</code> \u9ed8\u8ba4 <code>false</code>\uff0c\u539f\u56e0\u662f\u591a subagent \u540c\u65f6\u542f\u52a8\u65f6\u5982\u679c\u90fd\u89e6\u53d1\u540e\u53f0 warmup \uff0c\u4f1a\u56e0\u4e3a side-index \u5199\u9501\u7ade\u4e89\u4e92\u76f8\u963b\u585e\u3002</p>\n</blockquote>\n<h3>3. \u4e0d\u540c\u5f3a\u5ea6\u6a21\u578b\u6309\u5de5\u4f5c\u5206\u914d\uff0c\u5171\u4eab\u540c\u4e00\u4efd\u4e0a\u4e0b\u6587</h3>\n<p>\u6211\u81ea\u5df1\u7684\u5206\u5de5\uff1a<strong>Claude Opus</strong>\uff08\u6df1\u601d\u8003\u3001\u957f\u4e0a\u4e0b\u6587\uff09\u505a\u67b6\u6784\u548c\u590d\u6742\u8c03\u8bd5\uff1b<strong>Codex / Sonnet</strong>\uff08\u5feb\u3001\u4fbf\u5b9c\uff09\u505a\u5b9e\u73b0\u548c\u6837\u677f\u4ee3\u7801\u3002</p>\n<p>\u4e0d\u8fde Rein\uff1a\u6bcf\u6b21\u5207\u6362\u90fd\u8981\u91cd\u65b0\u8bb2\"\u6211\u4eec\u521a\u624d\u5728\u8ba8\u8bba\u4ec0\u4e48\"\u3002</p>\n<p>\u8fde\u4e86 Rein\uff1aOpus \u8fd9\u8fb9\u505a\u5b8c\u51b3\u7b56\uff0chook \u81ea\u52a8\u843d\u5e93\uff1b\u5207\u5230 Codex CLI \u5199\u4ee3\u7801\uff0cCodex \u7684 MCP \u914d\u7f6e\u4e5f\u6307\u5411\u540c\u4e00\u4e2a Rein\u2014\u2014\u76f4\u63a5\u53ec\u56de\u8bbe\u8ba1\u5171\u8bc6\u3002<strong>Opus \u8d1f\u8d23\u60f3\uff0cCodex \u8d1f\u8d23\u505a\uff0c\u8bb0\u5fc6\u662f\u5b83\u4eec\u5171\u4eab\u7684\u5de5\u4f5c\u53f0\u3002</strong></p>\n<h3>4. \u957f\u4efb\u52a1\u65ad\u4e86\uff0c\u65b0\u4f1a\u8bdd\u76f4\u63a5\u63a5\u624b</h3>\n<p>\u8dd1\u957f\u4efb\u52a1\u65f6 context window \u6ee1\u4e86\u88ab truncate \uff0c\u6216\u8005 CLI \u8fdb\u7a0b\u4e0d\u5c0f\u5fc3\u88ab kill \u3002</p>\n<p>\u4e0d\u8fde Rein\uff1a\u91cd\u542f\u5c31\u662f\u65b0\u7684\u4f1a\u8bdd\uff0c\u524d\u9762 30 \u5206\u949f\u7684\u8fdb\u5c55\u3001\u4e34\u65f6\u51b3\u5b9a\u3001\u8bd5\u8fc7\u7684\u51e0\u4e2a\u65b9\u6848\u5168\u6ca1\u3002</p>\n<p>\u8fde\u4e86 Rein\uff1a\u91cd\u542f\u7684\u4f1a\u8bdd <code>rein_recall \"\u521a\u624d\u5728\u505a\u4ec0\u4e48\"</code> \u62ff\u5230\u4e8b\u4ef6\u65f6\u95f4\u7ebf + \u5df2\u505a\u51b3\u5b9a + \u5df2\u5426\u65b9\u6848\u3002<strong>\u63a5\u7740\u5e72\uff0c\u4e0d\u7528\u590d\u76d8</strong>\u3002</p>\n<h3>5. \u8de8\u673a\u5668\u534f\u4f5c\u7684\u8bb0\u5fc6\u4e2d\u67a2</h3>\n<p>\u6211\u81ea\u5df1\u7684 setup\uff1a\u672c\u673a\u8dd1 Rein + Claude Code \uff0c\u53e6\u4e00\u53f0 Mac mini \u4e0a\u8dd1\u4e00\u4e2a Hermes \u957f\u671f agent \uff08\u5904\u7406\u540e\u53f0\u4efb\u52a1\u3001\u5b9a\u671f\u5de1\u68c0\uff09\u3002\u4e24\u8fb9\u7684 MCP \u90fd\u6307\u5411\u540c\u4e00\u4efd Rein \u6570\u636e\u3002</p>\n<p>\u6700\u8fd1\u4fee\u8fc7\u4e00\u4e2a MCP Python SDK \u7684 stdio subprocess \u6cc4\u6f0f\u95ee\u9898\u2014\u2014\u5ba2\u6237\u7aef\u5728\u5f02\u5e38\u8def\u5f84\u4e0a\u6ca1\u5173 stdin pipe \uff0c\u5b50\u8fdb\u7a0b\u53d8\u6210\u5b64\u513f\u3002\u8fd9\u4e2a bug \u8de8\u4e86\u5927\u6982\u4e24\u5468\u624d\u7a33\u5b9a\u4e0b\u6765\uff1b Hermes \u90a3\u8fb9\u53d1\u73b0\u73b0\u8c61\u3001\u672c\u673a Claude \u8fd9\u8fb9 reproduce + fix \u3001\u518d deploy \u56de Mac mini \uff0c\u6574\u6761\u94fe\u8def\u7684\u8c03\u8bd5\u8bb0\u5f55\u5168\u5728 Rein \u91cc\u2014\u2014\u4efb\u4f55\u4e00\u8fb9\u7684 agent \u90fd\u80fd recall \u6574\u4e2a\u6545\u4e8b\u3002</p>\n<h3>6. \u88ab\u52a8\u7d2f\u79ef\uff0c\u4e0d\u7528\u4e13\u95e8\"\u505a\u7b14\u8bb0\"</h3>\n<p>\u6700\u5173\u952e\u7684\u4e00\u70b9\uff1a\u4f60\u4e0d\u9700\u8981\u523b\u610f <code>rein_store</code>\u3002<code>rein init</code> \u88c5\u597d hook \u4e4b\u540e\uff1a</p>\n<ul>\n<li>Claude Code \u6bcf\u8dd1\u5b8c\u4e00\u4e2a tool \uff08\u8bfb\u6587\u4ef6\u3001\u6539\u4ee3\u7801\u3001\u8dd1\u6d4b\u8bd5\uff09\uff0chook \u5f02\u6b65\u8c03 LLM \u62bd\u53d6\u5173\u952e\u4fe1\u606f\u5b58\u8fdb Rein</li>\n<li>Codex \u540c\u7406</li>\n<li>\u8fd8\u53ef\u4ee5\u6302 record-only \u4ee3\u7406 <code>rein serve --proxy</code>\uff1a\u4f60\u7528 Claude Pro / ChatGPT Pro \u8ba2\u9605\u6a21\u5f0f\u8dd1\u7684\u6240\u6709\u5bf9\u8bdd\u90fd\u88ab\u9759\u6084\u6084\u8bb0\u4e0b\u6765\uff0c\u4f46<strong>\u4e0d\u4fee\u6539 prompt \u3001\u4e0d\u6ce8\u5165\u4e0a\u4e0b\u6587</strong>\uff0cagent \u884c\u4e3a\u5b8c\u5168\u4e0d\u53d8</li>\n</ul>\n<p>\u4f60\u6b63\u5e38\u5199\u4ee3\u7801\uff0c\u8bb0\u5fc6\u81ea\u5df1\u957f\u8d77\u6765\u3002\u6211\u81ea\u5df1\u672c\u673a\u7684 Rein \u5e93\u73b0\u5728\u7d2f\u79ef\u4e86\u5927\u7ea6 4000 \u6761\u8bb0\u5fc6\u2014\u2014\u5176\u4e2d user-preference \u7c7b\u76ee\u6700\u591a\uff08 300+\uff09\uff0c\u5176\u6b21\u662f architecture \uff08 180+\uff09\u3001debug \u3001workflow \u3001config \u8fd9\u4e9b\u3002topic \u8de8\u5ea6\u4ece rein \u81ea\u8eab\u5f00\u53d1\uff0c\u5230 HPC GPU \u8c03\u8bd5\uff0c\u5230\u7ed9\u5b66\u751f\u5199\u81ea\u52a8\u5316\u811a\u672c\u2014\u2014\u540c\u4e00\u4e2a\u5de5\u5177\u6a2a\u8de8\u5b8c\u5168\u4e0d\u540c\u7684\u9879\u76ee\u3002</p>\n<hr/>\n<h2>\u4e3a\u4ec0\u4e48\u672c\u5730</h2>\n<p>\u6211\u7528\u8fc7\u51e0\u4e2a\u4e91\u7aef\u8bb0\u5fc6\u65b9\u6848\uff0c\u6700\u4e0d\u653e\u5fc3\u7684\u4e0d\u662f\u88ab\u9ed1\u7684\u98ce\u9669\uff0c\u800c\u662f\uff1a<strong>\u6211\u4ee3\u7801\u91cc\u7684\u8bbe\u8ba1\u601d\u8def\u3001\u5bf9\u7cfb\u7edf\u7684\u5410\u69fd\u3001\u7ea0\u7ed3\u8fc7\u7684\u8fb9\u754c\u5224\u65ad\uff0c\u6ca1\u5fc5\u8981\u4ea4\u7ed9\u7b2c\u4e09\u65b9</strong>\u3002</p>\n<p>Rein \u9ed8\u8ba4\u5c31\u662f\u5355 Rust \u4e8c\u8fdb\u5236 + \u672c\u5730 SQLite \u3002\u88c5\u597d\u5c31\u8dd1\uff0c\u6240\u6709\u6570\u636e\u5728 <code>~/.rein/memories.db</code> \u4e00\u4e2a\u6587\u4ef6\u91cc\uff0c\u65ad\u7f51\u7167\u6837\u5de5\u4f5c\u3002LLM \u8c03\u7528\uff08\u62bd\u53d6\u3001\u67e5\u8be2\u6269\u5c55\u3001\u91cd\u6392\uff09\u662f opt-in \u7684\u2014\u2014\u4e0d\u914d API key \u4e5f\u80fd\u8dd1\uff1arule-based \u62bd\u53d6\u515c\u5e95\uff0c\u672c\u5730 BM25 + \u672c\u5730\u5411\u91cf\u7f13\u5b58\u505a\u68c0\u7d22\u3002Mac \u7528\u6237\u53ef\u4ee5\u6302 <a href=\"https://github.com/ml-explore/mlx\" rel=\"nofollow\">OMLX</a>\uff0c\u672c\u5730\u5d4c\u5165\u6a21\u578b\uff0c\u5b8c\u5168\u79bb\u7ebf\u3002</p>\n<hr/>\n<h2>\u4e2d\u6587\u652f\u6301</h2>\n<p>\u4e2d\u6587\u7528\u6237\u7528\u5927\u591a\u6570\u56fd\u5916\"AI \u77e5\u8bc6\u5e93 / \u8bb0\u5fc6\"\u5de5\u5177\u4f1a\u5361\u5728\u540c\u4e00\u4e2a\u5730\u65b9\uff1a<strong>\u5168\u6587\u641c\u7d22\uff08 BM25 \uff09\u8d28\u91cf\u5dee</strong>\u3002\u539f\u56e0\u662f\u5206\u8bcd\u3002</p>\n<p>\u82f1\u6587\u6309\u7a7a\u683c\u5207\u5c31\u884c\u3002\u4e2d\u6587\u4e0d\u884c\uff1a\u6309 unicode \u5b57\u7b26\u5207\uff0c\"\u673a\u5668\u5b66\u4e60\"\u4f1a\u88ab\u62c6\u6210\"\u673a/\u5668/\u5b66/\u4e60\"\u56db\u4e2a\u72ec\u7acb token \uff0c\u641c\"\u673a\u5668\u5b66\u4e60\"\u53ec\u56de\u4e0d\u5230\u8bb2\"\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\"\u7684\u7b14\u8bb0\u3002\u6574\u6bb5\u4e0d\u5207\uff0cBM25 \u53c8\u5b8c\u5168\u5931\u6548\u3002</p>\n<p>Rein \u96c6\u6210\u4e86 <a href=\"https://github.com/messense/jieba-rs\" rel=\"nofollow\">jieba-rs</a>\uff08\u7ed3\u5df4\u5206\u8bcd\u7684 Rust \u5b9e\u73b0\uff09\u3002\u6587\u672c\u5165\u5e93\u548c\u67e5\u8be2\u65f6\u6309\u5b57\u7b26\u6bb5\u8def\u7531\uff1a\u4e2d\u6587\u6bb5\u8d70 jieba \uff0c\u82f1\u6587\u6bb5\u6309\u7a7a\u683c\u5207\uff0c\u4e2d\u82f1\u6df7\u6392\uff08\"\u7528 LLM \u505a RAG \u7684\u75db\u70b9\"\uff09\u6309\u6bb5\u5207\u3002</p>\n<pre><code class=\"language-rust\">// \u7b80\u5316\u4f2a\u4ee3\u7801\uff08\u5b9e\u9645\u5728 store/jieba_tokenizer.rs \uff09\nfn tokenize(text: &amp;str) -&gt; Vec&lt;Token&gt; {\n    if contains_cjk(text) {\n        jieba.cut(text, /* hmm */ true)\n    } else {\n        text.split_whitespace()\n    }\n}\n</code></pre>\n<p>\u7ed3\u679c\u662f\u4e2d\u6587\u641c\u7d22\u53ec\u56de\u8d28\u91cf\u548c\u82f1\u6587\u4e00\u4e2a\u6c34\u5e73\u3002</p>\n<hr/>\n<h2>\u4e00\u4e9b\u4e3b\u8981\u529f\u80fd</h2>\n<h3>\u4e09\u901a\u9053\u68c0\u7d22 + \u5b66\u4e60\u578b\u878d\u5408</h3>\n<p>\u6bcf\u6b21\u53ec\u56de\u5e76\u884c\u8dd1\u4e09\u6761\u7ba1\u7ebf\uff1a</p>\n<ul>\n<li><strong>BM25 \u5168\u6587</strong>\uff1a<a href=\"https://github.com/quickwit-oss/tantivy\" rel=\"nofollow\">Tantivy</a>\uff0c\u6beb\u79d2\u7ea7\uff0cCJK \u8d70 jieba</li>\n<li><strong>\u5411\u91cf\u8fd1\u90bb</strong>\uff1a<a href=\"https://github.com/unum-cloud/usearch\" rel=\"nofollow\">usearch</a> HNSW \uff0c3072 \u7ef4 cosine</li>\n<li><strong>\u77e5\u8bc6\u56fe\u8c31</strong>\uff1a\u6982\u5ff5 \u2192 \u8bb0\u5fc6\u7684 BFS \u904d\u5386</li>\n</ul>\n<p>\u4e09\u8def\u7ed3\u679c\u901a\u8fc7 <a href=\"https://arxiv.org/abs/2210.11934\" rel=\"nofollow\">Bruch 2023 Convex Combination</a> \u516c\u5f0f\u878d\u5408\u3002\u878d\u5408\u7cfb\u6570\u4e0d\u662f\u5e38\u91cf\uff0c\u4f1a\u6839\u636e\u4f60\u7684\u5386\u53f2\u53ec\u56de\u6570\u636e\u53cd\u63a8\uff08\u4f60\u70b9\u4e86\u54ea\u4e9b\u3001\u8df3\u8fc7\u54ea\u4e9b\uff09\u6301\u7eed\u5b66\u4e60\u66f4\u65b0\uff0c\u6309 query \u7c7b\u578b\u548c\u8bed\u4e49\u7c07\u5206\u522b\u5b66\u3002</p>\n<h3>Neural Wiki GUI</h3>\n<p>\u5e26 <code>--features gui</code> \u7684\u4e8c\u8fdb\u5236\u5185\u5d4c React + Tailwind \u524d\u7aef\u3002\u542f\u52a8\u540e\u6d4f\u89c8\u5668\u6253\u5f00 <code>http://localhost:8680</code>\uff1a</p>\n<ul>\n<li><strong>Brain View</strong>\uff1a\u8bb0\u5fc6\u8282\u70b9\u7684 force-directed \u56fe</li>\n<li><strong>Knowledge Graph</strong>\uff1a\u4f60\u7684 memoir / concept / link \u5168\u56fe</li>\n<li><strong>Adaptive Engine</strong>\uff1a\u81ea\u9002\u5e94\u53c2\u6570\u5b9e\u65f6\u9762\u677f\uff08 fusion alpha \u3001\u7c07 dedup \u9608\u503c\u3001tier \u5206\u5e03\uff09</li>\n<li><strong>Synthesis Lab</strong>\uff1a\u8bc4\u4f30 LLM-summary \u8d28\u91cf</li>\n<li>\u8fd8\u6709 Timeline / Memories / System Health / Settings</li>\n</ul>\n<h3>\u81ea\u9002\u5e94\u53c2\u6570\uff08 M1-M6 \uff09</h3>\n<p>\u5199 Rein \u7684\u65f6\u5019\u6709\u4e2a\u539f\u5219\uff1a\u5c3d\u91cf\u4e0d\u5728\u4ee3\u7801\u91cc\u5199\u6b7b\u5e38\u91cf\uff0c\u8ba9\u6570\u636e\u9a71\u52a8\u3002</p>\n<ul>\n<li><strong>M1</strong> \u4e8b\u4ef6\u6eaf\u6e90\uff1a\u53ec\u56de\u3001\u5b58\u50a8\u3001\u70b9\u51fb\u90fd\u843d\u5e93\uff0c\u6162\u901a\u9053\u91cd\u653e</li>\n<li><strong>M2</strong> \u53cd\u4e8b\u5b9e alpha\uff1a\u7528\u5386\u53f2\u53ec\u56de\u53cd\u63a8\u6700\u4f18\u878d\u5408\u7cfb\u6570</li>\n<li><strong>M3</strong> Kaplan-Meier \u751f\u5b58\u66f2\u7ebf\uff1a\u66ff\u4ee3\u56fa\u5b9a\u534a\u8870\u671f\uff0c\u6bcf\u4e2a\u8bed\u4e49\u7c07\u6709\u81ea\u5df1\u7684\u8870\u51cf</li>\n<li><strong>M4</strong> HDBSCAN \u805a\u7c7b\uff1a\u7eaf Rust \u5b9e\u73b0\u7684\u5c42\u6b21\u5bc6\u5ea6\u805a\u7c7b</li>\n<li><strong>M5</strong> \u4e09\u5c42\u51b7\u70ed\u5206\u5c42\uff1at-digest streaming quantile \u4f30\u8ba1 hot/warm/cold \u8fb9\u754c</li>\n<li><strong>M6 + A1</strong> \u81ea\u9002\u5e94\u53bb\u91cd\u9608\u503c\uff1a\u6bcf\u7c07 P90 \u76f8\u4f3c\u5ea6\u9608\u503c</li>\n</ul>\n<p>\u51b7\u542f\u52a8\u6709 bootstrap \u5e38\u6570\u515c\u5e95\uff0c\u6570\u636e\u79ef\u7d2f\u5230\u9608\u503c\u540e\u5207\u5230\u5b66\u4e60\u503c\u3002\u6240\u6709\u5b66\u4e60\u72b6\u6001\u5728 GUI \u7684 Adaptive Engine \u9875\u80fd\u5b9e\u65f6\u770b\u5230\u3002</p>\n<hr/>\n<h2>\u96c6\u6210</h2>\n<h3>Claude Code</h3>\n<pre><code class=\"language-bash\">cargo install --git https://github.com/lyr1cs/rein --tag v0.28.8 --features gui\nrein init    # \u81ea\u52a8\u914d\u7f6e ~/.claude/settings.json hooks\n</code></pre>\n<p><code>rein init</code> \u88c5 7 \u4e2a hook \uff08 SessionStart / PreToolUse / PostToolUse / UserPromptSubmit / PreCompact / Stop / PermissionRequest \uff09\u3002</p>\n<h3>Codex CLI</h3>\n<pre><code class=\"language-bash\">rein init    # \u81ea\u52a8\u914d\u7f6e ~/.codex/hooks.json 6 \u4e2a\u4e8b\u4ef6\n</code></pre>\n<h3>opencode / Cursor / Claude Desktop / Gemini CLI / Continue</h3>\n<p>\u4efb\u610f MCP \u5ba2\u6237\u7aef\u90fd\u901a\u8fc7 stdio \u63a5\u5165\uff1a</p>\n<pre><code class=\"language-json\">{\n  \"mcpServers\": {\n    \"rein\": { \"command\": \"rein\", \"args\": [\"serve\", \"--mcp\"] }\n  }\n}\n</code></pre>\n<h3>\u900f\u660e\u8bb0\u5f55\u4ee3\u7406\uff08\u8ba2\u9605\u6a21\u5f0f\uff09</h3>\n<p>\u5982\u679c\u4f60\u7528 Claude Pro / ChatGPT Pro \u8ba2\u9605\u800c\u4e0d\u662f API key \uff0c\u53ef\u4ee5\u542f <code>rein serve --proxy</code>\u3002\u5b83\u505a record-only \u8f6c\u53d1\uff1a\u8f6c\u53d1\u8bf7\u6c42\u548c\u54cd\u5e94\u3001\u5f02\u6b65\u62bd\u53d6\u8bb0\u5fc6\uff0c<strong>\u4e0d\u6ce8\u5165 prompt \u4e0a\u4e0b\u6587</strong>\uff0c\u6240\u4ee5 agent \u884c\u4e3a\u5b8c\u5168\u4e0d\u53d8\u3002</p>\n<hr/>\n<h2>\u5b89\u88c5</h2>\n<p>\u9700\u8981 Rust \u5de5\u5177\u94fe + Node.js \uff08 GUI \u6784\u5efa\u7528\uff09\uff1a</p>\n<pre><code class=\"language-bash\">cargo install --git https://github.com/lyr1cs/rein --tag v0.28.8 --features gui\n\n# \u53ef\u9009\uff1a\u914d LLM key\nexport GEMINI_API_KEY=AIza...\n\n# \u521d\u59cb\u5316\nrein init\n\n# \u542f GUI\nrein serve --gui\n\n# \u6216\u8005\u53ea\u542f stdio MCP server\nrein serve --mcp\n\n# \u5065\u5eb7\u68c0\u67e5\nrein doctor\n</code></pre>\n<p>GUI \u542f\u52a8\u540e\u6d4f\u89c8\u5668\u6253\u5f00 <a href=\"http://localhost:8680\" rel=\"nofollow\">http://localhost:8680</a>\u3002</p>\n<p>\u9884\u7f16\u8bd1\u4e8c\u8fdb\u5236\uff08 macOS arm64 \uff09\uff1a</p>\n<pre><code class=\"language-bash\">curl -L -o rein https://github.com/lyr1cs/rein/releases/download/v0.28.8/rein\nchmod +x rein\n./rein --version\n</code></pre>\n<hr/>\n<h2>\u5de5\u7a0b\u4fe1\u606f</h2>\n<ul>\n<li>\u5355 Rust \u4e8c\u8fdb\u5236\u7ea6 18 MB \uff08\u542b React GUI \uff09</li>\n<li>2-crate Cargo workspace</li>\n<li>\u5355\u6587\u4ef6 SQLite + FTS5 + sqlite-vec</li>\n<li>\u5f53\u524d\u7248\u672c v0.28.8</li>\n<li>License: AGPL-3.0-or-later</li>\n</ul>\n<hr/>\n<h2>\u94fe\u63a5</h2>\n<ul>\n<li>\u4ed3\u5e93\uff1a<a href=\"https://github.com/lyr1cs/rein\" rel=\"nofollow\">https://github.com/lyr1cs/rein</a></li>\n<li>v0.28.8 Release\uff1a<a href=\"https://github.com/lyr1cs/rein/releases/tag/v0.28.8\" rel=\"nofollow\">https://github.com/lyr1cs/rein/releases/tag/v0.28.8</a></li>\n<li>Manual\uff1a<a href=\"https://github.com/lyr1cs/rein/blob/master/docs/manual/README.md\" rel=\"nofollow\">https://github.com/lyr1cs/rein/blob/master/docs/manual/README.md</a></li>\n<li>\u914d\u7f6e\u53c2\u8003\uff1a<a href=\"https://github.com/lyr1cs/rein/blob/master/docs/reference/config.md\" rel=\"nofollow\">https://github.com/lyr1cs/rein/blob/master/docs/reference/config.md</a></li>\n<li>MCP \u5de5\u5177\u5217\u8868\uff1a<a href=\"https://github.com/lyr1cs/rein/blob/master/docs/reference/mcp-tools.md\" rel=\"nofollow\">https://github.com/lyr1cs/rein/blob/master/docs/reference/mcp-tools.md</a></li>\n</ul>\n<p>\u6b22\u8fce Issue / Discussion / PR \u3002\u5982\u679c\u4f60\u613f\u610f\u8d21\u732e\u4e2d\u6587\u573a\u666f\u7684\u53ec\u56de corpus \uff08 query + \u76f8\u5173 memory \u7684\u6210\u5bf9\u6570\u636e\uff09\uff0c\u53ef\u4ee5\u76f4\u63a5\u8fdb eval fixture\u2014\u2014\u76ee\u524d\u6211\u624b\u5934\u4e2d\u6587\u6d4b\u8bd5\u6570\u636e\u5f88\u5c11\u3002</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/glouhao", 
        "name": "glouhao", 
        "avatar": "https://cdn.v2ex.com/avatar/14d3/fd79/226414_large.png?m=1762853549"
      }, 
      "url": "https://www.v2ex.com/t/1210202", 
      "title": "\u7ec8\u4e8e\u8f6e\u5230\u6211\u7684 antigravity \u88ab\u98ce\u63a7\u4e86", 
      "id": "https://www.v2ex.com/t/1210202", 
      "date_published": "2026-05-04T09:18:33+00:00", 
      "content_html": "<p>\u672c\u4eba\u4e0d\u662f\u7a0b\u5e8f\u5458\uff0c\u5076\u5c14\u641e\u70b9\u7f51\u7ad9\uff0c\u672c\u6765\u60f3\u7740\u867d\u7136\u53cd\u91cd\u529b\u989d\u5ea6\u4f4e\u4e86\uff0c\u4f46\u662f flash \u4e5f\u80fd\u51d1\u5408\uff0c\u518d\u8bf4\u5176\u4ed6\u7684\u4e1c\u897f\u4e5f\u5728\u6536\u7d27\u3002web \u7684 ai pro \u8fd8\u6709 note \u4ec0\u4e48\u73a9\u610f\u7684\u90fd\u80fd\u7528\uff0c\u8fd8\u6709 5T \u5927\u786c\u76d8\uff0c\u5bf9\u4e8e\u6211\u8fd9\u4e2a\u6253\u6742\u7684\u4e71\u4e03\u516b\u7cdf\u7684\u6d3b\u591a\u4eba\uff0c\u8fd8\u662f\u5b9e\u7528\u7684\uff0c\u5c31\u7ee7\u7eed\u7528\u4e86\u3002\u8c01\u77e5\u9053\uff0c\u6628\u5929\u5c31\u7528\u4e86 flash \u6a21\u578b\u5904\u7406\u4e86\u4e00\u70b9\u7b80\u5355\u95ee\u9898\uff0c\u7136\u540e\u4eca\u5929\u7a81\u7136 429 \u4e86\uff0c\u4e00\u67e5\u8bf4\u662f\u98ce\u63a7\u3002\u6211\u53ef\u662f\u4e00\u4e2a\u7528\u4e86\u8c37\u6b4c 20 \u5e74\u5de6\u53f3\u7684\u8001\u5bb6\u4f19\u4e86\uff0c\u4ece\u6765\u4e0d\u4f5c\u5f0a\uff0c\u90fd\u6ca1\u7528\u8fc7\u54b8\u9c7c\u7248\uff0c\u5c31\u7ed9\u6211\u63a7\u4e86\u554a\uff0c\u903c\u8001\u5b9e\u4eba\u7528\u4e0d\u6b63\u5e38\u6e20\u9053\u4e48\uff1f</p>\n<pre><code>Trajectory ID: 35199318-9060-48a6-b964-762c7cc7a96c\n\nError: HTTP 429 Too Many Requests\n\nSherlog: \n\nTraceID: 0x224a6d3df4ccb0f0\n\nHeaders: {\"Alt-Svc\":[\"h3=\\\":443\\\"; ma=2592000,h3-29=\\\":443\\\"; ma=2592000\"],\"Content-Length\":[\"139\"],\"Content-Type\":[\"text/event-stream\"],\"Date\":[\"Mon, 04 May 2026 08:58:26 GMT\"],\"Server\":[\"ESF\"],\"Server-Timing\":[\"gfet4t7; dur=238\"],\"Vary\":[\"Origin\",\"X-Origin\",\"Referer\"],\"X-Cloudaicompanion-Trace-Id\":[\"224a6d3df4ccb0f0\"],\"X-Content-Type-Options\":[\"nosniff\"],\"X-Frame-Options\":[\"SAMEORIGIN\"],\"X-Xss-Protection\":[\"0\"]}\n\n\n\n{\n\n  \"error\": {\n\n    \"code\": 429,\n\n    \"message\": \"Resource has been exhausted (e.g. check quota).\",\n\n    \"status\": \"RESOURCE_EXHAUSTED\"\n\n  }\n\n}\n\n\n</code></pre>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/gr112", 
        "name": "gr112", 
        "avatar": "https://cdn.v2ex.com/gravatar/694c7612abfd68d90636efdcc7edaced?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1209714", 
      "date_modified": "2026-04-30T11:40:12+00:00", 
      "content_html": "", 
      "date_published": "2026-04-30T09:24:29+00:00", 
      "title": "AI Code\uff1a\u9519\u8bef\u592a\u591a\uff0c\u54b1\u4f1a\u56de\u6eda...\r\n\u6539\u4e86\u597d\u591a\u4e1c\u897f\uff0c\u6211\u8fd8\u6ca1\u63d0\u4ea4\u5462....\uff08\u8fd9\u79cd\u91cd\u5927\u51b3\u7b56\u53ef\u4ee5\u8ba9\u6211\u6765\u5417\uff1f\uff09", 
      "id": "https://www.v2ex.com/t/1209714"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/yuan321", 
        "name": "yuan321", 
        "avatar": "https://cdn.v2ex.com/avatar/b56a/010a/575413_large.png?m=1762327479"
      }, 
      "url": "https://www.v2ex.com/t/1209466", 
      "date_modified": "2026-04-30T00:12:17+00:00", 
      "content_html": "\u770b\u5230\u597d\u591a\u4eba\u90fd\u8bf4 gpt5.5 xhigh \u8ffd\u4e0a\u6765\u4e86\uff0c\u4f46\u662f\u6628\u5929\u4e00\u4e2a\u524d\u7aef bug \u7528\u5b83\u4fee\u4e86 2 \u6b21\u90fd\u6ca1\u6709\u4fee\u590d\uff0copus4.7 xhigh \u4e00\u6b21\u5c31\u627e\u5230\u95ee\u9898\u5e76\u4e14\u7cbe\u51c6\u4fee\u590d\u4e86", 
      "date_published": "2026-04-29T11:05:33+00:00", 
      "title": "\u73b0\u5728\u7684 gpt5.5 xhigh \u548c opus4.7 xhigh \u5728\u7f16\u7a0b\u4e0a\u5dee\u8ddd\u8fd8\u5927\u5417\uff1f", 
      "id": "https://www.v2ex.com/t/1209466"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/Radeon", 
        "name": "Radeon", 
        "avatar": "https://cdn.v2ex.com/avatar/63f6/019c/26842_large.png?m=1730423863"
      }, 
      "url": "https://www.v2ex.com/t/1209344", 
      "title": "\u6211\u8fd8\u662f\u6ca1\u641e\u61c2\u4e3a\u4ec0\u4e48\u7eaf\u4e1a\u52a1\u4ee3\u7801\u9700\u8981\u7528 Vibe Coding \u6765\u5199\uff0c\u8c01\u6765\u6559\u6211\u4e00\u4e0b", 
      "id": "https://www.v2ex.com/t/1209344", 
      "date_published": "2026-04-29T04:43:43+00:00", 
      "content_html": "\u6211\u8bf4\u7684\u4e1a\u52a1\u4ee3\u7801\uff0c\u6307\u7684\u662f\u5265\u79bb\u4e86\u6846\u67b6\u548c\u5de5\u5177\u5e93\u7684\u7eaf\u5305\u542b\u4e1a\u52a1\u77e5\u8bc6\u7684\u4ee3\u7801\u3002\u6846\u67b6\u548c\u5de5\u5177\u5e93\u7684\u77e5\u8bc6\u662f\u5c40\u57df\u6027\u7684/\u901a\u7528\u7684\uff0c\u53ef\u4ee5\u7528\u4e00\u4e2a\u89c4\u683c\u6587\u6863\u6765\u7b80\u5355\u63cf\u8ff0\uff0c\u53ef\u4ee5\u7528 AI \u4ea4\u53c9\u68c0\u67e5\uff0c\u8fd9\u4e2a\u6211\u4e0d\u53cd\u5bf9 Vibe Coding \u3002\u4f46\u662f\u7eaf\u4e1a\u52a1\u4ee3\u7801\u5df2\u7ecf\u5265\u79bb\u4e86\u8fd9\u4e9b\u5e95\u5c42\u77e5\u8bc6\uff0c\u7528\u7f16\u7a0b\u8bed\u8a00\u5199\u548c\u7528\u81ea\u7136\u8bed\u8a00\u5199\u5df2\u7ecf\uff08\u63a5\u8fd1\uff09\u662f\u4e00\u56de\u4e8b\u4e86\uff0c\u4e3a\u4ec0\u4e48\u8fd8\u6709\u8fd9\u4e48\u591a\u4eba\u8fde\u4e1a\u52a1\u4ee3\u7801\u4e5f\u7528 Vibe Coding \u5199\uff1f"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/andyskaura", 
        "name": "andyskaura", 
        "avatar": "https://cdn.v2ex.com/avatar/b316/d75e/520804_large.png?m=1749177318"
      }, 
      "url": "https://www.v2ex.com/t/1209296", 
      "date_modified": "2026-04-29T03:12:23+00:00", 
      "content_html": "\u4e00\u76f4\u7528 codex \uff0c\u4f46\u9ed1\u8f66\u5750\u4e0d\u4e0a\u4e86\uff0cplus \u5957\u9910\u9a6c\u4e0a\u4e5f\u5230\u671f\u3002<br /><br />\u6628\u5929\u8bc4\u6d4b\u4e86\u4e0b mimo 2.5 pro \u548c deepseek v4 \uff0c\u57fa\u672c\u4e5f\u90fd\u6ee1\u8db3\u9700\u8981\u3002<br />\u4ed8\u8d39\u4e86 opencode go \u5957\u9910\uff0c\u91cf\u975e\u5e38\u5927\u3002<br />\u4f46\u95ee\u9898\u6765\u4e86\uff1a<br />1.opencode \u4e0d\u652f\u6301\u63a5\u5165\u73b0\u5728\u7684 codex \u5de5\u5177\uff0c\u534f\u8bae\u4e0d\u517c\u5bb9\u3002<br />2.trae \u867d\u7136\u80fd\u63a5\u5165\uff0c\u4f46\u552f\u72ec deepseek v4 \u7684\u601d\u8003\u6a21\u5f0f\u5728 tare \u4e0b\u7f3a\u5c11\u4e00\u4e2a\u56de\u4f20\u5b57\u6bb5\uff0c\u4e5f\u65e0\u6cd5\u6b63\u5e38\u4f7f\u7528\u3002<br />3.opencode cli \u5de5\u5177\u592a\u6162\u4e86\uff0c\u8bfb\u6587\u4ef6\u9700\u8981\u597d\u51e0\u5206\u949f\u904d\u5386\uff0c\u7528\u8d77\u6765\u4e5f\u4e0d\u65b9\u4fbf\u3002<br /><br />\u4f53\u9a8c\u6700\u597d\u7684\u4e14\u517c\u5bb9\u7684\u5de5\u5177\u662f\u4ec0\u4e48\u5462\uff1f", 
      "date_published": "2026-04-29T02:36:54+00:00", 
      "title": "opencode go \u5957\u9910\u91cf\u5927\u7ba1\u9971\uff0c\u90a3\u4e48\u8bf7\u95ee\u6700\u4f73\u7684\u8c03\u7528\u5de5\u5177\u662f\u4ec0\u4e48\uff1f", 
      "id": "https://www.v2ex.com/t/1209296"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/longxinglink", 
        "name": "longxinglink", 
        "avatar": "https://cdn.v2ex.com/gravatar/5f8b8438d13f53795ba4c6db08e1afeb?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1209169", 
      "date_modified": "2026-04-29T00:13:41+00:00", 
      "content_html": "<p>\u81ea\u5df1\u8d77\u4e86\u4e2a\u591a agent \u6279\u91cf\u5904\u7406 issue \uff0c\u8dd1\u8d77\u6765\u53d1\u73b0\u4e00\u4e2a\u5f88\u8be1\u5f02\u7684\u95ee\u9898\uff1a\u52a0\u4e86\u5e76\u884c\u4e4b\u540e\u901f\u5ea6\u51e0\u4e4e\u6ca1\u53d8\uff0c\u4f46 token \u6d88\u8017\u66b4\u6da8\uff0c\u51e0\u5206\u949f\u70e7\u5149 codex 5 \u5c0f\u65f6\u9650\u989d\u3002</p>\n<p>\u4ed4\u7ec6\u7814\u7a76\u624d\u53d1\u73b0\u539f\u56e0\uff1a\u6bcf\u5f00\u4e00\u4e2a\u65b0 agent \u5c31\u8981\u91cd\u65b0\u7406\u89e3\u4e00\u904d\u6574\u4e2a codebase \u548c\u9879\u76ee\u80cc\u666f\u3002\u5341\u4e2a agent \u5e76\u884c\uff0c\u7b49\u4e8e\u628a\u540c\u6837\u7684\u4e0a\u4e0b\u6587\u585e\u4e86\u5341\u904d\u3002</p>\n<p>\u6d4b\u4e86\u4e00\u4e0b\uff0c\u76f4\u63a5\u5728 claude code \u91cc\u7528 subagent \u5e76\u884c\uff0c\u548c codex \u8d77\u5341\u4e2a\u72ec\u7acb agent \u901f\u5ea6\u4e00\u6837\u5feb\uff0c\u4f46\u540e\u8005 token \u662f\u524d\u8005\u597d\u51e0\u500d\uff0cClaude code \u597d\u50cf\u6709\u5565\u72ec\u5bb6\u79d8\u65b9\uff1f</p>\n<p>\u6709\u6ca1\u6709\u529e\u6cd5\u8ba9\u591a\u4e2a\u72ec\u7acb agent \u5171\u4eab\u5bf9\u4ee3\u7801\u5e93\u7684\u7406\u89e3\uff0c\u800c\u4e0d\u662f\u6bcf\u6b21\u4ece\u5934\u6765\uff1f</p>\n", 
      "date_published": "2026-04-28T10:03:18+00:00", 
      "title": "\u591a agent \u5e76\u884c\u5904\u7406\u4efb\u52a1\uff0c\u600e\u4e48\u907f\u514d\u6bcf\u4e2a agent \u91cd\u590d\u7406\u89e3\u6574\u4e2a\u4ee3\u7801\u5e93\uff1f", 
      "id": "https://www.v2ex.com/t/1209169"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/caneman", 
        "name": "caneman", 
        "avatar": "https://cdn.v2ex.com/avatar/5107/22cc/101294_large.png?m=1700447729"
      }, 
      "url": "https://www.v2ex.com/t/1209057", 
      "date_modified": "2026-04-28T10:27:28+00:00", 
      "content_html": "2026 \u5e74\u4e86\uff0cVibe Coding \u548c \u5404\u79cd Code Cli \u5927\u884c\u5176\u9053\uff0c\u4f46\u662f\u8fd8\u662f\u6709\u5f88\u591a\u573a\u666f\u662f\u9700\u8981\u53e4\u6cd5\u7f16\u7a0b\u6765\u5b8c\u6210\u7684\u3002<br /><br />\u867d\u8bf4\u662f\u53e4\u6cd5\u7f16\u7a0b\uff0c\u4f46\u662f inline completion \u8fd9\u79cd\u80fd\u51cf\u8f7b\u5fc3\u667a\u8d1f\u62c5\u548c\u63d0\u9ad8\u952e\u9f20\u8010\u4e45\u5ea6\u7684\u5de5\u5177\u8fd8\u662f\u5fc5\u4e0d\u53ef\u5c11\u7684\u3002<br /><br />\u4e4b\u524d\u4e00\u76f4\u8ba2\u9605 GitHub Copilot Pro \uff0c\u65e0\u9650\u514d\u8d39\u7684 inline completion + \u9ad8\u7ea7\u6a21\u578b\u7684\u6709\u9650\u8bbf\u95ee\u505a\u63d0\u95ee/Review \u7528\u7684\u8fd8\u7b97\u987a\u624b\uff0c\u4f46\u662f\u6700\u8fd1\u770b\u5230 Copilot \u8981\u8fdb\u884c\u65b9\u6848\u5347\u7ea7\uff0c\u4f3c\u4e4e\u8fde\u514d\u8d39\u6a21\u578b\u90fd\u8981\u780d\u6389\u3002<br /><br />\u60f3\u77e5\u9053\u5404\u4e3a v \u53cb\u6709\u6ca1\u6709\u63a8\u8350\u7684\u9002\u5408 inline completion \u7684\u670d\u52a1/\u6a21\u578b/\u8ba2\u9605\u5957\u9910\uff0c\u5404\u79cd cli \u548c TokenPlan, \u611f\u89c9\u5bf9\u4e8e inline completion \u7684\u573a\u666f\u4f3c\u4e4e\u90fd\u4e0d\u592a\u9002\u5408\uff0c\u90fd\u6709\u8bf7\u6c42\u6b21\u6570/\u9891\u7387\u7684\u9650\u5236\uff0c\u6216\u8005\u4ef7\u683c\u4e0d\u5212\u7b97\u3002<br /><br />inline completion \u9700\u8981\u4e00\u4e2a\u9ad8\u9891\u7a33\u5b9a\uff0c\u4f46\u662f\u5bf9\u6a21\u578b\u667a\u80fd\u7a0b\u5ea6\u8981\u6c42\u53c8\u6ca1\u90a3\u4e48\u9ad8\u7684\u6a21\u578b/\u65b9\u6848\uff0c\u4e0d\u77e5\u9053\u5927\u4f19\u6709\u6ca1\u6709\u63a8\u8350\u7684\uff1f\uff08\u4e4b\u524d\u7684 copilot \u63d0\u4f9b\u7684 chatgpt 4.1 \u611f\u89c9\u633a\u597d\u7684\uff0c\u591f\u7528\uff0c\u65e0\u9650\uff09", 
      "date_published": "2026-04-28T03:43:07+00:00", 
      "title": "\u95ee\u4e00\u4e0b\uff0c 2026 \u5e74\u9002\u5408\u53e4\u6cd5\u7f16\u7a0b\u7684 AI \u5957\u9910", 
      "id": "https://www.v2ex.com/t/1209057"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/Hilong", 
        "name": "Hilong", 
        "avatar": "https://cdn.v2ex.com/avatar/d5b8/5ca8/229631_large.png?m=1739022262"
      }, 
      "url": "https://www.v2ex.com/t/1209045", 
      "date_modified": "2026-04-28T10:26:09+00:00", 
      "content_html": "\u6211\u8fd9\u51e0\u5bb6\u90fd\u5f00\u4e86 20$\u7684\u4f1a\u5458\uff0c\u60f3\u7ec4\u5408\u8d77\u6765\u4f7f\u7528\u4e00\u4e0b\uff0c\u4e4b\u524d\u5728 V \u7ad9\u770b\u5230\u4e00\u4e2a\u5e16\u5b50\u6709\u5206\u4eab\u8fc7\uff0c\u53ef\u4ee5\u7ec4\u5408\u4f7f\u7528\u4ed6\u4eec\uff0c\u5927\u5bb6\u90fd\u662f\u600e\u4e48\u4f7f\u7528\u7684\u5462\uff0c", 
      "date_published": "2026-04-28T03:23:59+00:00", 
      "title": "\u600e\u4e48\u540c\u65f6\u4f7f\u7528 claude code codex gemini", 
      "id": "https://www.v2ex.com/t/1209045"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/andforce", 
        "name": "andforce", 
        "avatar": "https://cdn.v2ex.com/avatar/5fd5/33c7/136189_large.png?m=1774924642"
      }, 
      "url": "https://www.v2ex.com/t/1208987", 
      "date_modified": "2026-04-28T03:25:45+00:00", 
      "content_html": "\u7ecf\u5e38\u5728\u522b\u7684\u5730\u65b9\u770b\u5230\uff0cAI \u8fde\u7eed\u53d8\u6210\u51e0\u5c0f\u65f6\u3002<br />\u62ff cc \u4e3e\u4f8b\u5b50\uff0c\u5177\u4f53\u548b\u505a\u5230\u7684\u5462", 
      "date_published": "2026-04-28T00:30:25+00:00", 
      "title": "\u51e0\u5c0f\u65f6\u7684\u7f16\u7a0b\u957f\u4efb\u52a1\u5230\u5e95\u662f\u600e\u4e48\u505a\u5230\u7684\uff1f", 
      "id": "https://www.v2ex.com/t/1208987"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/inyfee", 
        "name": "inyfee", 
        "avatar": "https://cdn.v2ex.com/avatar/7b4e/82cb/32439_large.png?m=1760497379"
      }, 
      "url": "https://www.v2ex.com/t/1208618", 
      "title": "\u5927\u4f6c\u4eec\u73b0\u5728\u4ec0\u4e48\u6e20\u9053\u8d2d\u4e70 gpt plus\uff1f", 
      "id": "https://www.v2ex.com/t/1208618", 
      "date_published": "2026-04-26T07:30:11+00:00", 
      "content_html": "<p>\u8fd9\u4e24\u5929\u89c9\u5f97 gpt 5.5 \u592a\u5f3a\u4e86\u90fd\uff0c\u89e3\u51b3\u4e86\u4e00\u4e2a\u6211\u591a\u5e74\u89e3\u51b3\u4e0d\u4e86\u7684\u95ee\u9898\u3002\u540c\u65f6\uff0c\u6211\u4e5f\u5c1d\u8bd5\u7528 opus 4.7 \uff0c\u6ca1\u80fd\u89e3\u51b3\u3002</p>\n<p>\u552f\u4e00\u7684\u7f3a\u70b9\u5c31\u662f\uff0c\u6d88\u8017\u5f97\u592a\u5feb\u4e86\u3002</p>\n<p>\u611f\u89c9\u81f3\u5c11\u9700\u8981\u51e0\u4e2a\u53f7\u6765\u8f6e\u6d41\u7528\u3002</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/inyfee", 
        "name": "inyfee", 
        "avatar": "https://cdn.v2ex.com/avatar/7b4e/82cb/32439_large.png?m=1760497379"
      }, 
      "url": "https://www.v2ex.com/t/1208495", 
      "date_modified": "2026-04-25T09:50:14+00:00", 
      "content_html": "<p>\u521a\u521a\u7528\u6211\u81ea\u5df1\u7684 plus \u8d26\u53f7\u8e6c\u4e86\u4e24\u4e2a\u5c0f\u65f6\uff0c\u9650\u989d\u5230\u4e86\u3002\u5207\u6362\u5230 team \u8d26\u53f7\uff5e\uff5e\uff5e \u7ed3\u679c\u8fd8\u6ca1\u6709\u534a\u5c0f\u65f6\uff0c\u5269\u4e0b 1%\u4e86\u3002\u4efb\u52a1\u8fd8\u6ca1\u6709\u5199\u5b8c\u3002</p>\n<p>team \u8d26\u53f7\u8fd8\u6ca1\u6709\u4e2a\u4eba plus \u591f\u8e6c\u554a</p>\n<p>\u8865\u5145\u4e00\u4e0b\uff0c\u662f gpt 5.5 \u592a\u731b\u4e86</p>\n", 
      "date_published": "2026-04-25T09:45:02+00:00", 
      "title": "Codex team \u8d26\u53f7\u6d88\u8017\u901f\u5ea6\u4e5f\u592a\u731b\u4e86", 
      "id": "https://www.v2ex.com/t/1208495"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/TonyMontana", 
        "name": "TonyMontana", 
        "avatar": "https://cdn.v2ex.com/avatar/55b9/7d51/757327_large.png?m=1752484837"
      }, 
      "url": "https://www.v2ex.com/t/1207753", 
      "title": "\u4e0a\u5468\u767b\u9876\u8fc7\u672c\u7ad9\u70ed\u641c\u7684 codex \u4e2d\u8f6c\u6279\u53d1\u6e20\u9053\u8d34\u4e2d\u63d0\u5230\u7684 86Gamstore \u662f\u4e0d\u662f\u8dd1\u8def\u4e86\uff1f", 
      "id": "https://www.v2ex.com/t/1207753", 
      "date_published": "2026-04-22T07:23:53+00:00", 
      "content_html": "<p>\u4e70\u7684 api key \u7528\u4e0d\u4e86\u4e86\uff0c\u7f51\u7ad9\u6240\u6709\u5546\u54c1\u4e5f\u4e0b\u67b6\u4e86</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/S0lution", 
        "name": "S0lution", 
        "avatar": "https://cdn.v2ex.com/avatar/d28a/f2c0/768373_large.png?m=1759069766"
      }, 
      "url": "https://www.v2ex.com/t/1207709", 
      "date_modified": "2026-04-22T06:28:16+00:00", 
      "content_html": "<p><img alt=\"\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://i.imgur.com/HYoLlvc.jpeg\"/> </p>\n<p><a href=\"https://docs.bigmodel.cn/cn/coding-plan/transition\" rel=\"nofollow\">https://docs.bigmodel.cn/cn/coding-plan/transition</a></p>\n<p>\u73b0\u6709\u8001\u5957\u9910\u5c06\u5728\u7ed3\u675f\u540e\u505c\u6b62\u7eed\u8ba2\uff0c\u8865\u507f\u4e24\u4e2a\u6708\u540c\u7b49\u7ea7\u65b0\u5957\u9910\uff0c\u8001\u5957\u9910\u7ed3\u675f\u540e\u4e0d\u7528\u62a2\u8d2d\u65b0\u5957\u9910\u53ef\u76f4\u63a5\u8f6c</p>\n<p>\u5404\u5bb6\u90fd\u5728\u7f29\u7d27\u5957\u9910\uff0c\u518d\u8fc7\u6bb5\u65f6\u95f4\u667a\u8c31\u4f1a\u6539\u6210 Token Plan \u5417\uff1f</p>\n", 
      "date_published": "2026-04-22T04:27:43+00:00", 
      "title": "\u667a\u8c31 GLM \u5ba3\u5e03\u505c\u6b62\u7eed\u8ba2\u65e0\u5468\u9650\u989d\u7684\u8001\u5957\u9910", 
      "id": "https://www.v2ex.com/t/1207709"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/websong188", 
        "name": "websong188", 
        "avatar": "https://cdn.v2ex.com/avatar/dc16/13f5/375116_large.png?m=1723299608"
      }, 
      "url": "https://www.v2ex.com/t/1207492", 
      "date_modified": "2026-04-23T00:25:08+00:00", 
      "content_html": "<p>\u6700\u8fd1\u5728\u7528 claude code \u51fa opus4.7</p>\n<p>\u60f3\u540c\u7684\u9879\u76ee\u4e0b 100 \u5200 \u7684 claude code 2 \u4e2a\u5c0f\u65f6\u4e0d\u5230\u8fbe\u5230 5h limit</p>\n<p>gpt5.4 \u7528\u4e86 3 \u4e2a\u5c0f\u65f6\u8fd8\u6ca1\u8d85 limit</p>\n<p>\u6211\u77e5\u9053\u8fd9\u662f\u4e0d\u6210\u719f\u7684\u7ed3\u8bba\uff0c\u6bd5\u7adf\u662f opus \u548c gpt5 \uff0c\u800c\u4e0d\u662f sonet \u548c gpt \u5bf9\u6bd4</p>\n<p>\u4f7f\u7528\u65b9\u5f0f\u548c\u8d28\u91cf\u4e0a\u4e5f\u6ca1\u7ecf\u8fc7\u79d1\u5b66\u7684\u6bd4\u8f83</p>\n<p>\u4f46\u4ece\u4f53\u611f\u4e0a\u6765\u8bf4\uff0c\u6700\u8fd1\u7684 claude code opus4.7 \u6d88\u8017\u592a\u5feb\u4e86\uff0c\u53d1\u4e2a\u5e16\u5410\u69fd\u4e0b\uff0c\u6709\u70b9\u5fc3\u75bc\u94b1\u4e86</p>\n", 
      "date_published": "2026-04-21T08:00:16+00:00", 
      "title": "opus 4.7 \u6d88\u8017\u592a\u5feb\u4e86 \u8bf4\u4e2a\u66b4\u8bba\uff1a gpt plus \u6bd4 5x claude code \u8fd8\u8010\u7528\u554a", 
      "id": "https://www.v2ex.com/t/1207492"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/ccai", 
        "name": "ccai", 
        "avatar": "https://cdn.v2ex.com/gravatar/e8b88983426399f8402bd93f2b96b836?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1207198", 
      "title": "\u53cd\u91cd\u529b\u7684\u6a21\u578b\u88ab\u964d\u667a\u4e86\u5417\uff1f", 
      "id": "https://www.v2ex.com/t/1207198", 
      "date_published": "2026-04-20T07:17:52+00:00", 
      "content_html": "\u53cd\u91cd\u529b\u7684 claude opus4.6 \u6700\u8fd1\u7528\u8d77\u6765\u6ca1\u6709\u4e4b\u524d\u667a\u80fd\uff0c\u5927\u5bb6\u6709\u540c\u611f\u5417\uff1f<br />\u662f\u4e0d\u662f opus4.7 \u65b0\u7248\u672c\u7684\u628a\u667a\u529b\u62ff\u8d70\u4e86\uff1f<br />\u53cd\u91cd\u529b\u73b0\u5728\u53ea\u6709 opus4.6 \u6ca1\u6709 opus4.7 \uff0c\u4e5f\u4e0d\u77e5\u9053\u4ec0\u4e48\u65f6\u5019\u66f4\u65b0\u3002"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/inyfee", 
        "name": "inyfee", 
        "avatar": "https://cdn.v2ex.com/avatar/7b4e/82cb/32439_large.png?m=1760497379"
      }, 
      "url": "https://www.v2ex.com/t/1206981", 
      "date_modified": "2026-04-19T09:37:20+00:00", 
      "content_html": "<p>\u6211\u521a\u53eb codex \u5e2e\u6211\u8dd1\u4e00\u4e2a\u4efb\u52a1\uff0c\u73b0\u5728\u8dd1\u4e00\u534a\u4e86\uff0c\u89e6\u53d1 5 \u5c0f\u65f6\u7684\u9650\u5236\u3002\u4e0b\u4e00\u6b21\u8981\u7b49 3 \u4e2a\u5c0f\u65f6\uff5e\uff5e\uff5e</p>\n<p>\u8fd9 3 \u4e2a\u5c0f\u65f6\uff0c\u6211\u53ea\u80fd\u786c\u751f\u751f\u7684\u7b49\u5f85\u4e0b\u53bb\u5427\uff1f</p>\n<p>\u8fd9\u8dd1\u4e00\u534a\u7684\u4efb\u52a1\uff0c\u4e2d\u95f4\u8ba9 claude code \u6765\u63a5\u624b\uff0c\u662f\u5426\u4f1a\u6709\u95ee\u9898\u3002</p>\n<p>\u4e0d\u77e5\u9053\u5927\u5bb6\u662f\u600e\u4e48\u505a\u7684\u3002</p>\n", 
      "date_published": "2026-04-19T07:31:34+00:00", 
      "title": "\u5f53\u4f60\u4e00\u4e2a\u4efb\u52a1\u8dd1\u4e00\u534a\u89e6\u53d1\u4e86 5 \u5c0f\u65f6\u9650\u5236\u7684\u65f6\u5019\uff0c\u4f60\u4f1a\u600e\u4e48\u529e\uff1f", 
      "id": "https://www.v2ex.com/t/1206981"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/win8en", 
        "name": "win8en", 
        "avatar": "https://cdn.v2ex.com/gravatar/daa907248202cd5689f03714b382ddce?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1206952", 
      "title": "Antigravity \u9891\u7e41 retry \u7684\u95ee\u9898\u4fee\u590d\u4e86\u5417\uff1f\u6574\u6574\u4e00\u4e0a\u5348\uff0c\u989d\u5ea6\u90fd\u5e72\u5b8c\u4e86\u4e5f\u6ca1\u6709\u78b0\u5230", 
      "id": "https://www.v2ex.com/t/1206952", 
      "date_published": "2026-04-19T03:41:37+00:00", 
      "content_html": "<p>\u662f\u77ed\u6682\u7684\u8fd8\u662f\u5927\u5bb6\u90fd\u8fd9\u6837\u4e86\uff1f\u7ec8\u4e8e\u4e0d\u7528\u4e00\u81f4\u76ef\u7740\u754c\u9762\u70b9 retry \u4e86\uff0c\u54c8\u54c8</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/SD10", 
        "name": "SD10", 
        "avatar": "https://cdn.v2ex.com/gravatar/14542d85008653367af4686fe65b8565?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1206853", 
      "title": "AI \u592a\u597d\u7528\uff0c\u8349\u7387\u7684\u4f7f\u7528\u8005", 
      "id": "https://www.v2ex.com/t/1206853", 
      "date_published": "2026-04-18T09:11:37+00:00", 
      "content_html": "\u8fd9\u4e24\u5929\u5728\u9879\u76ee\u91cc\uff0c\u89c2\u5bdf\u5230\u4e00\u4e2a\u5f88\u6709\u610f\u601d\u7684\u73b0\u8c61\uff0c\u5173\u4e8e\u67b6\u6784\u3001\u67d0\u9879\u529f\u80fd\u7684\u65b9\u6848\uff0c\u538b\u6839\u5c31\u4e0d\u7ecf\u8fc7\u6df1\u601d\u719f\u8651\uff0c\u603b\u662f\u60f3\u7740 AI \u5e72\u6d3b\u513f\u5f88\u7b80\u5355\uff0c\u51fa\u4e86\u4e00\u70b9\u513f\u5c0f bug,\u4e5f\u4e0d\u662f\u7814\u7a76\u600e\u4e48\u89e3\u51b3\uff0c\u800c\u662f\u518d\u628a\u5f88\u5927\u7684\u65b9\u6848\u5207\u56de\u53bb\uff0c\u770b\u7684\u6211\u5341\u5206\u65e0\u8bed\uff0c\u7136\u540e\uff0c\u51e0\u5929\u5c31\u5728\u90a3\u91cc\u8df3\u6765\u8df3\u53bb\uff0c\u4e00\u70b9\u513f\u8fdb\u5c55\u4e5f\u5f97\u4e0d\u5230\uff0c\u8349\u7387\u7a0b\u5ea6\u6269\u5927 100 \u500d\u3002"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/shendaowu", 
        "name": "shendaowu", 
        "avatar": "https://cdn.v2ex.com/avatar/6fa4/0f0c/233858_large.png?m=1771487434"
      }, 
      "url": "https://www.v2ex.com/t/1206026", 
      "title": "\u6c1b\u56f4\u7f16\u7a0b\u7684\u6559\u7a0b\u6311\u82b1\u773c\u4e86\uff0c\u6c42\u63a8\u8350", 
      "id": "https://www.v2ex.com/t/1206026", 
      "date_published": "2026-04-15T04:01:32+00:00", 
      "content_html": "<p>\u57fa\u672c\u90fd\u5927\u5dee\u4e0d\u5dee\u5417\uff1f\u6709\u6ca1\u6709\u9700\u8981\u907f\u5751\u7684\u6559\u7a0b\uff1f</p>\n<p>\u53d1\u5b8c\u5e16\u5b50\u6211\u5c31\u81ea\u5df1\u53bb\u7565\u8bfb\u51e0\u4e2a\uff0c\u6ca1\u4eba\u56de\u6211\u4f1a\u81ea\u5df1\u5199\u4e2a\u56de\u590d\u3002\u6700\u597d\u662f\u6709\u4eba\u80fd\u63a8\u8350\u4e00\u4e0b\uff0c\u6211\u4e5f\u80fd\u8282\u7701\u70b9\u65f6\u95f4\u3002</p>\n<p>\u6211\u627e\u5230\u7684\uff1a</p>\n<p>\u300a\u6c1b\u56f4\u7f16\u7a0b\uff1aAI \u7f16\u7a0b\u50cf\u804a\u5929\u4e00\u6837\u7b80\u5355\u300b\u53bb\u5e74\u516b\u6708\u7684\uff0c\u4e0d\u77e5\u9053\u662f\u5426\u8fc7\u65f6\u4e86\u3002\n<a href=\"https://github.com/datawhalechina/vibe-vibe\" rel=\"nofollow\">https://github.com/datawhalechina/vibe-vibe</a> \u8c37\u6b4c\u641c\u7d22\u6bd4\u8f83\u9760\u524d\u3002\n<a href=\"https://github.com/liyupi/ai-guide\" rel=\"nofollow\">https://github.com/liyupi/ai-guide</a> \u901a\u8fc7\u4e0a\u9762\u7684\u9879\u76ee\u7684 topic \u627e\u5230\u7684\uff0c\u6bd4\u8f83\u9760\u524d\u3002</p>\n<p>\u6211\u770b\u82f1\u6587\u5f88\u6162\u3002\u5982\u679c\u6709\u7279\u522b\u597d\u7684\u82f1\u6587\u6559\u7a0b\u7684\u8bdd\uff0c\u6211\u60f3\u5148\u7528\u4e2d\u6587\u4e86\u89e3\u5927\u6982\u7684\u6982\u5ff5\uff0c\u7136\u540e\u518d\u7528\u82f1\u6587\u7684\u8865\u6f0f\u3002</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/glouhao", 
        "name": "glouhao", 
        "avatar": "https://cdn.v2ex.com/avatar/14d3/fd79/226414_large.png?m=1762853549"
      }, 
      "url": "https://www.v2ex.com/t/1205939", 
      "date_modified": "2026-04-15T02:12:34+00:00", 
      "content_html": "<p>\u6211\u7684\u4f7f\u7528\u91cf\u5f88\u5c0f\u7684\uff0c\u6211\u4e0d\u662f\u7a0b\u5e8f\u5458\uff0c\u4e00\u5468\u80fd\u7528\u4e24\u4e09\u5929\uff0c\u6211\u770b claude \u5269\u4f59 20%-40%\u5c31\u6362 gemini3.1low \u6216\u8005 high \uff0c\u53d1\u73b0\u7b2c\u4e8c\u6761 claude \u53d8\u6210\u4e86 5 \u5929\u5237\u65b0\uff0c\u7136\u540e\u6211\u7528 gemini \uff0c\u8fd8\u5269\u4e0b 60%\uff0c\u4eca\u5929 gemini \u8fd8\u6709 60%\uff0c\u7136\u540e\u5c31\u89e6\u53d1 5 \u5929\u9650\u5236\u4e86\uff01\u8fd9\u5230\u5e95\u4ec0\u4e48\u9b3c\u554a\u3002\u6bcf\u5929\u90fd\u4e0d\u8d85\uff0c\u4e5f\u6709\u53ef\u80fd\u8d85\u603b\u7684\uff0c\u603b\u7684\u4e5f\u6ca1\u5730\u65b9\u770b\u65e0\u6cd5\u9884\u77e5\u5c31\u5c01\u4e48?</p>\n", 
      "date_published": "2026-04-15T00:07:27+00:00", 
      "title": "\u73b0\u5728\u53cd\u91cd\u529b\u4ed6\u5230\u5e95\u662f\u4ec0\u4e48\u673a\u5236\u554a", 
      "id": "https://www.v2ex.com/t/1205939"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/1zh3n", 
        "name": "1zh3n", 
        "avatar": "https://cdn.v2ex.com/avatar/c2f9/c3f5/689765_large.png?m=1776174976"
      }, 
      "url": "https://www.v2ex.com/t/1205903", 
      "title": "\u5982\u4f55\u5e94\u5bf9 Vibe Coding \u7684\u60ac\u6d6e\u611f\uff0c AI \u7ed9\u51fa\u7684\u56de\u7b54", 
      "id": "https://www.v2ex.com/t/1205903", 
      "date_published": "2026-04-14T14:00:56+00:00", 
      "content_html": "<p>Q\uff1a\u600e\u4e48\u5e94\u5bf9\u8fd9\u79cd AI \u4ea7\u51fa\u7684\u60ac\u6d6e\u611f\uff0c\u5f53\u7406\u89e3\u80fd\u529b\u65e0\u6cd5\u5e94\u5bf9 AI \u4ea7\u51fa\uff0c\u662f\u8981\u964d\u4f4e AI \u4ea7\u51fa\u5417\uff1f\u4f46\u662f\u8fd9\u65f6\u5019\u4eba\u6210\u4e3a\u74f6\u9888\u4e86\u3002</p>\n<p>A\uff1a\u4eba\u6210\u4e3a\u74f6\u9888\u4e0d\u662f\u574f\u4e8b\uff0c\u4eba\u672c\u6765\u5c31\u8be5\u662f\u201c\u8d28\u91cf\u95f8\u95e8\u201d</p>\n<ul>\n<li>\u4eba\u5e94\u8be5\u662f\u74f6\u9888 \uff0c\u56e0\u4e3a\u4f60\u662f\u4ea7\u54c1\u548c\u8d28\u91cf owner \u3002</li>\n<li>\n\u4f60\u8981\u4f18\u5316\u7684\u4e0d\u662f\u201c\u4eba\u4e0d\u5f53\u74f6\u9888\u201d\uff0c\u800c\u662f\u201c\u8ba9\u74f6\u9888\u66f4\u9ad8\u6548\u201d\uff1a<ul>\n<li>\u7528\u6a21\u677f\u5316\u5ba1\u67e5\u6e05\u5355</li>\n<li>\u7528\u5c0f\u6279\u91cf\u4ea4\u4ed8</li>\n<li>\u7528\u81ea\u52a8\u6d4b\u8bd5\u66ff\u4ee3\u91cd\u590d\u8111\u529b</li>\n</ul>\n</li>\n</ul>\n<p>AI \u8d1f\u8d23\u751f\u6210\u5019\u9009\u5b9e\u73b0\uff1b\u4f60\u8d1f\u8d23\u5b9a\u4e49\u8fb9\u754c\u3001\u505a\u51fa\u53d6\u820d\u3001\u7ed9\u51fa\u9a8c\u6536\u3002</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/Croow", 
        "name": "Croow", 
        "avatar": "https://cdn.v2ex.com/avatar/a614/ce9b/722552_large.png?m=1765874652"
      }, 
      "url": "https://www.v2ex.com/t/1205658", 
      "date_modified": "2026-04-14T02:59:14+00:00", 
      "content_html": "<p>\u73b0\u5728\u8c37\u6b4c\u538b\u7f29\u4e86\u989d\u5ea6\uff0c\u6628\u5929\u7528\u7684\u65f6\u5019\u4e00\u76f4\u8d85\u989d\uff0c\u5927\u4f6c\u4eec\u6709\u6ca1\u6709\u5565\u4fbf\u5b9c\u7684\u7684 vibe coding \u65b9\u6848\u554a\uff1f</p>\n", 
      "date_published": "2026-04-14T01:01:46+00:00", 
      "title": "\u5927\u4f6c\u4eec\u6709\u6ca1\u6709\u5565\u4fbf\u5b9c\u7684\u7684 vibe coding \u65b9\u6848\u554a\uff1f", 
      "id": "https://www.v2ex.com/t/1205658"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/lysShub", 
        "name": "lysShub", 
        "avatar": "https://cdn.v2ex.com/avatar/0171/ea51/664376_large.png?m=1744749478"
      }, 
      "url": "https://www.v2ex.com/t/1205387", 
      "date_modified": "2026-04-14T07:57:17+00:00", 
      "content_html": "\u6572\u952e\u76d8\u592a\u7d2f\u4e86", 
      "date_published": "2026-04-13T01:32:21+00:00", 
      "title": "\u4f60\u4eec ai code \u90fd\u662f\u7528\u624b\u6572\u5417\uff1f\u6709\u6ca1\u6709\u8bed\u97f3\u8f93\u51fa\u7684\u65b9\u6848\uff1f", 
      "id": "https://www.v2ex.com/t/1205387"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/abc0123xyz", 
        "name": "abc0123xyz", 
        "avatar": "https://cdn.v2ex.com/avatar/b2d3/f02a/506371_large.png?m=1760332680"
      }, 
      "url": "https://www.v2ex.com/t/1205181", 
      "date_modified": "2026-04-11T14:11:15+00:00", 
      "content_html": "<p><a href=\"https://www.aliyun.com/notice/118175\" rel=\"nofollow\">https://www.aliyun.com/notice/118175</a></p>\n<p><img alt=\"\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://i.imgur.com/zBnxcKV.png\"/></p>\n<hr/>\n<p>\u5317\u4eac\u65f6\u95f4 2026-04-13 18:00:00 </p>\n<p>\u6709\u9700\u8981\u7684\u5148\u7eed\u8d39\u62c9\u6ee1\u6216\u5347\u7ea7\u5427</p>\n", 
      "date_published": "2026-04-11T14:07:49+00:00", 
      "title": "\u963f\u91cc\u7684 Coding Plan Lite \u57fa\u7840\u5957\u9910\u5c06\u505c\u6b62\u7eed\u8d39\u548c\u5347\u7ea7\u3002", 
      "id": "https://www.v2ex.com/t/1205181"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/Flowing", 
        "name": "Flowing", 
        "avatar": "https://cdn.v2ex.com/gravatar/713b4872ca04373e73de3b63a53f6aa9?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1204481", 
      "date_modified": "2026-04-09T06:04:20+00:00", 
      "content_html": "\u4e3b\u8981\u662f\u5199\u4ee3\u7801\uff0cClaude or codex \uff1f<br /><br />\u6216\u8005\u5176\u4ed6\uff1f", 
      "date_published": "2026-04-09T00:42:40+00:00", 
      "title": "\u5927\u5bb6\u73b0\u5728\u8ba2\u9605\u54ea\u4e2a\u6a21\u578b\uff1f", 
      "id": "https://www.v2ex.com/t/1204481"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/EdenSu", 
        "name": "EdenSu", 
        "avatar": "https://cdn.v2ex.com/gravatar/3dfc2ba375d5677e3ac07e22b2efd7f6?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1204118", 
      "date_modified": "2026-04-07T12:17:32+00:00", 
      "content_html": "<p>\u591a\u5e74\u524d\u5c31\u611f\u89c9\u522b\u4eba\u73a9 Minecraft \u7279\u522b\u9ad8\u7ea7\uff0c\u5948\u4f55\u81ea\u5df1\u8111\u5b50\u4e0d\u591f\u7528\u59cb\u7ec8\u73a9\u4e0d\u660e\u767d\u3002\u8eab\u8fb9\u7684\u5f88\u591a\u4f4e\u5e7c\u5e74\u9f84\u6bb5\u7684\u5b69\u5b50\uff08\u4e5f\u5305\u62ec\u6211\u7684\u5b69\u5b50\uff09\u90fd\u8fd8\u5728\u73a9\u8fd9\u4e2a\u6e38\u620f\uff0c\u611f\u53f9\u8fd9\u4e2a\u6e38\u620f\u7684\u751f\u547d\u529b\u4e4b\u65fa\u76db\uff0c\u771f\u7684\u706b\u4e86\u597d\u591a\u5e74\u554a\uff01</p>\n<p>\u4e00\u76f4\u633a\u56f0\u60d1\uff0c\u5728\u76d6\u5927\u5efa\u7b51\u65f6\u90a3\u4e9b\u5706\u548c\u7403\u662f\u600e\u4e48\u5806\u51fa\u6765\u7684\uff1f Google \u641c\u4e86\u4e00\u5708\u5168\u662f\u90a3\u79cd 2D \u5e73\u9762\u793a\u610f\u56fe\uff0c\u770b\u7740\u592a\u8d39\u52b2\u4e86\u3002\u73b0\u5728 Vibe coding \u8fd9\u4e48\u706b\u7684\u60c5\u51b5\u4e0b\uff0c\u4e5f\u8dc3\u8dc3\u6b32\u8bd5\u7528 codex \u64b8\u4e86\u4e2a 3D \u9884\u89c8/\u751f\u56fe\u7684\u5c0f\u5de5\u5177\uff1a <a href=\"https://mcshapes.vip\" rel=\"nofollow\">https://mcshapes.vip</a></p>\n<p>\u867d\u7136\u6ca1\u5565\u6280\u672f\u542b\u91cf\uff0c\u4e5f\u70e7\u4e86\u4e0d\u5c11 token \uff0c\u76f8\u6bd4\u627e\u5230\u7684\u5176\u4ed6\u5de5\u5177\uff0c\u4e3b\u8981\u5b9e\u73b0\u4e86 3D \u5b9e\u65f6\u65cb\u8f6c\u9884\u89c8\u548c\u5206\u5c42\u67e5\u770b\uff0c\u8fd8\u80fd\u76f4\u89c2\u770b\u5230\u6bcf\u4e00\u5c42\u5efa\u9020\u9700\u8981\u7684\u6750\u6599\u3002\u611f\u5174\u8da3\u7684\u8001\u54e5\u53ef\u4ee5\u770b\u770b\u3002</p>\n", 
      "date_published": "2026-04-07T12:09:15+00:00", 
      "title": "Vibe coding \u4e86\u4e2a MC \u5728\u7ebf\u56fe\u5f62\u751f\u6210\u5de5\u5177", 
      "id": "https://www.v2ex.com/t/1204118"
    }, 
    {
      "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/1204102", 
      "title": "\u5173\u4e8e AICoding \u8fc7\u7a0b\u4e2d openspec \u548c plan \u6a21\u578b\u4f7f\u7528\u95ee\u9898", 
      "id": "https://www.v2ex.com/t/1204102", 
      "date_published": "2026-04-07T10:23:54+00:00", 
      "content_html": "\u4eca\u5929\u770b\u5230\u4e86 OpenSpec \u7684\u5f00\u53d1\u65b9\u5f0f\uff0c\u4f7f\u7528\u8fc7\u7a0b\u4e2d\u6709\u4e2a\u95ee\u9898\u60f3\u54a8\u8be2\u4e00\u4e0b\uff1f<br /><br />\u5728 propose \u6b65\u9aa4\u4e4b\u540e\uff0c\u53ef\u4ee5\u8fdb\u884c apply \u4e86\uff0c\u4e5f\u5c31\u4ee3\u8868\u53ef\u4ee5\u76f4\u63a5\u8fdb\u884c code \u4e86\u3002\u4e0d\u8fc7\u4e4b\u524d\u4e60\u60ef\u4e86 plan \u6a21\u5f0f\uff0c<br /><br />\u8fd9\u6837\u770b\u4f7f\u7528 OpenSpec \u548c plan \u6a21\u5f0f\u662f\u5426\u5c31\u662f\u4e00\u4e2a\u4e8c\u9009\u4e00\u7684\u95ee\u9898\u4e86\u5462\uff1f"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/onedge", 
        "name": "onedge", 
        "avatar": "https://cdn.v2ex.com/gravatar/9c30cce40394effbd49040dfe46400be?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/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", 
      "date_published": "2026-04-06T16:20:29+00:00", 
      "content_html": "<p>\u81ea\u5df1\u5e73\u65f6 vibe \u4f1a\u7528\u5230\u7684\u6a21\u5f0f/\u5de5\u5177\uff0c\u987a\u4fbf\u505a\u4e2a\u5f00\u6e90\uff0c\u6709\u5c0f\u4f19\u4f34\u4e0d\u662f\u5f88\u9ad8\u5f3a\u5ea6 vibe \u4f46\u53c8\u60f3\u5c3d\u53ef\u80fd\u51cf\u5c11\u5e7b\u89c9\u7684\u53ef\u4ee5\u8bd5\u4e00\u4e0b\uff1a</p>\n<p><a href=\"https://github.com/timwuhaotian/the-pair\" rel=\"nofollow\">https://github.com/timwuhaotian/the-pair</a></p>\n<p>\u8d70\u8fc7\u8def\u8fc7\uff0c\u5e2e\u5fd9 star \u5566</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/drealism", 
        "name": "drealism", 
        "avatar": "https://cdn.v2ex.com/avatar/2da6/22f5/538286_large.png?m=1774500973"
      }, 
      "url": "https://www.v2ex.com/t/1203722", 
      "title": "\u963f\u91cc\u7684 coding plan \u4e10\u7248\u4e5f\u5b8c\u5168\u4e0d\u53ef\u7528\u4e86", 
      "id": "https://www.v2ex.com/t/1203722", 
      "date_published": "2026-04-05T14:37:21+00:00", 
      "content_html": "<p>\u653e\u5047\u8fd9\u4e24\u5929, \u53d1\u73b0\u963f\u91cc condig plan \u6839\u672c\u6ca1\u6cd5\u7528, \u4e00\u4e2a\u7b80\u5355\u7684\u4efb\u52a1, \u5bf9\u8bdd, \u57fa\u672c\u4e00\u8dd1\u5c31\u662f 1 \u5c0f\u65f6\u5230 2 \u5c0f\u65f6, \u5207\u6362\u4e86 glm5, kimi-k2.5, qwen3.5max \u90fd\u4e00\u6837.\n\u770b\u6837\u5b50\u90fd\u662f\u8d85\u5356</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/blurEye", 
        "name": "blurEye", 
        "avatar": "https://cdn.v2ex.com/gravatar/8e66d02db4b5fbaa9d90e15cfb897524?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1203459", 
      "date_modified": "2026-04-03T20:58:42+00:00", 
      "content_html": "<p>\u7531\u4e8e\u53d7\u591f\u4e86\u4f20\u7edf\u7ffb\u8bd1\u8f6f\u4ef6\u5728\u590d\u6742\u8bed\u5883\u4e0b\u7684\u751f\u786c\uff0c\u4ee5\u53ca\u9891\u7e41\u8df3\u7a97\u7684\u5e72\u6270\uff0c\u5229\u7528\u5468\u672b\u65f6\u95f4\u505a\u4e86\u4e00\u4e2a macOS \u7684\u6587\u672c\u5904\u7406\u5c0f\u5de5\u5177\uff1a<strong>probeQ</strong>\u3002</p>\n<ul>\n<li>\n<p>\u9879\u76ee\u521d\u8877\uff1a\n\u6211\u662f Bob \u7684\u5fe0\u5b9e\u7528\u6237\uff0c\u4f46\u968f\u7740 LLM \u7684\u8fdb\u5316\uff0c\u6211\u66f4\u5e0c\u671b\u5728\u7ffb\u8bd1\u7684\u540c\u65f6\u80fd\u76f4\u63a5\u8fdb\u884c AI \u8ffd\u95ee\u548c\u4e0a\u4e0b\u6587\u6df1\u5ea6\u89e3\u91ca\u3002\u6240\u4ee5 probeQ \u5728\u81f4\u656c Bob \u4ea4\u4e92\u903b\u8f91\u7684\u57fa\u7840\u4e0a\uff0c\u91cd\u70b9\u5f3a\u5316\u4e86 AI \u5bf9\u8bdd\u7684\u80fd\u529b\u3002</p>\n</li>\n<li>\n<p>\u4e3b\u8981\u529f\u80fd\uff1a</p>\n<ul>\n<li>\n<p>\u4e00\u952e\u8bfb\u53d6\u526a\u8d34\u677f\uff1a \u5feb\u901f\u5524\u8d77\uff0c\u652f\u6301\u81ea\u5b9a\u4e49\u521d\u59cb Prompt \u3002</p>\n</li>\n<li>\n<p>\u7ffb\u8bd1 + \u6df1\u5ea6\u89e3\u91ca\uff1a \u9488\u5bf9\u957f\u96be\u53e5\u4e0d\u4ec5\u7ed9\u51fa\u7ffb\u8bd1\uff0c\u8fd8\u4f1a\u7ed3\u5408 AI \u8fdb\u884c\u8bed\u6cd5\u548c\u80cc\u666f\u89e3\u6790\u3002</p>\n</li>\n<li>\n<p>AI \u6301\u7eed\u8ffd\u95ee\uff1a \u7ffb\u8bd1\u5b8c\u540e\uff0c\u53ef\u4ee5\u76f4\u63a5\u5728\u754c\u9762\u5185\u8fdb\u884c\u4e8c\u6b21\u5bf9\u8bdd\uff0c\u65e0\u9700\u8df3\u8f6c\u3002</p>\n</li>\n<li>\n<p>\u539f\u751f\u4f53\u9a8c\uff1a \u4f7f\u7528 SwiftUI \u7f16\u5199\uff0c\u9002\u914d\u7cfb\u7edf\u5706\u89d2\u548c\u83dc\u5355\u680f\u98ce\u683c\u3002</p>\n</li>\n</ul>\n</li>\n<li>\n<p>\u6280\u672f\u5b9e\u73b0\uff1a</p>\n</li>\n</ul>\n<p>Stack: SwiftUI + Google Gemini SDK \u3002</p>\n<p>Vibe Coding: \u6574\u4e2a\u9879\u76ee 100% \u901a\u8fc7 AI \u8f85\u52a9\u751f\u6210\uff08 Antigravity \uff09\u3002\u6211\u9664\u4e86\u4e00\u4e9b\u57fa\u672c python \u5176\u4ed6\u5565\u4e5f\u4e0d\u61c2\uff0c\u4f46\u82b1\u4e86\u5dee\u4e0d\u591a 2 \u5929\u65f6\u95f4\u5c31\u641e\u51fa\u6765\uff08\u4e3b\u8981\u65f6\u95f4\u5176\u5b9e\u5728\u6298\u817e\u8fd9\u4e2a\u56fe\u6807...)</p>\n<p>Icon: \u4f7f\u7528 Inkscape \u7ed8\u5236\uff0c\u5c3d\u91cf\u8fd8\u539f\u7cfb\u7edf\u539f\u751f\u89c6\u89c9\u611f\u3002</p>\n<p>\u6b22\u8fce\u5927\u5bb6\u5c1d\u8bd5\u548c DIY \uff0c\u5f00\u6e90\u5730\u5740\uff1a\n<a href=\"https://github.com/shuqibi/probeQ\" rel=\"nofollow\">https://github.com/shuqibi/probeQ</a></p>\n", 
      "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", 
      "id": "https://www.v2ex.com/t/1203459"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/xiguaprince", 
        "name": "xiguaprince", 
        "avatar": "https://cdn.v2ex.com/gravatar/86df95680c263baa6aad817f7c77d048?s=73&d=retro"
      }, 
      "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"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/mannnner", 
        "name": "mannnner", 
        "avatar": "https://cdn.v2ex.com/avatar/1733/cdd4/684272_large.png?m=1775119708"
      }, 
      "url": "https://www.v2ex.com/t/1203145", 
      "title": "[\u6e90\u7801\u5f00\u6e90] \u88ab\u6284\u88ad\u540e\u6211\u9009\u62e9\u628a 3w \u7528\u6237\u65e5\u6d3b\u5343\u4eba\u7684\u5c0f\u6e38\u620f\u6e90\u7801\u76f4\u63a5\u516c\u5f00", 
      "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=1776652305"
      }, 
      "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", 
      "content_html": "<p>\u6211\u4e0d\u662f\u4e13\u4e1a\u7a0b\u5e8f\u5458\uff0c\u5e73\u65f6\u7528 AI \u8f85\u52a9\u5199\u4ee3\u7801\u3002\u6700\u8fd1\u6709\u4e2a\u9700\u6c42\uff1a\u60f3\u8ba9 AI Agent \u5e2e\u6211\u5904\u7406\u90ae\u4ef6\uff0c\u4f46\u53d1\u73b0\u90ae\u4ef6\u7cfb\u7edf\u5bf9 AI \u975e\u5e38\u4e0d\u53cb\u597d\u2014\u2014MIME \u7ed3\u6784\u590d\u6742\u3001HTML \u6a21\u677f\u81c3\u80bf\u3001\u5404\u5bb6 API \u4e0d\u4e00\u6837\u3002</p>\n<p>\u4e8e\u662f\u7528 AI \u8f85\u52a9\u505a\u4e86\u8fd9\u4e2a\u5de5\u5177\uff1amailcli</p>\n<p>\u5b83\u505a\u4ec0\u4e48\uff1a</p>\n<p>\u628a IMAP \u90ae\u4ef6\u89e3\u6790\u6210\u5e72\u51c0\u7684 JSON \uff08 StandardMessage \uff09\uff0c\u76f4\u63a5 pipe \u7ed9 Agent\nmailcli watch \u5b9e\u65f6\u76d1\u63a7\u6536\u4ef6\u7bb1\uff0c\u6d41\u5f0f\u8f93\u51fa JSONL \u4e8b\u4ef6\n\u672c\u5730 SQLite + FTS5 \u5168\u6587\u7d22\u5f15\uff0csync \u4e00\u6b21\u3001\u672c\u5730\u641c\u7d22\u591a\u6b21\n\u53d1\u4fe1\u3001\u56de\u590d\u3001\u5220\u9664\u3001\u79fb\u52a8\u3001\u6807\u8bb0\uff0c\u5b8c\u6574\u7684\u8bfb\u5199\u95ed\u73af\n\u63d0\u4f9b OpenAI / Anthropic \u7684 tool schema \uff0cLLM \u53ef\u4ee5\u76f4\u63a5\u8c03\u7528\n\u6280\u672f\u6808\uff1a \u7eaf Go \uff0c\u96f6 CGO \uff0cSQLite + FTS5 \uff0c548 \u4e2a\u6d4b\u8bd5</p>\n<p>\u4e0d\u662f\u4ec0\u4e48\uff1a \u4e0d\u662f mail client \uff0c\u4e0d\u6253\u7b97\u7ed9\u4eba\u7528\uff0c\u5c31\u662f\u7ed9 AI \u7528\u7684 CLI \u8fb9\u754c\u5c42</p>\n<p>GitHub\uff1a <a href=\"https://github.com/nonozone/MailCli\" rel=\"nofollow\">https://github.com/nonozone/MailCli</a></p>\n<p>\u6b22\u8fce\u6307\u6b63... \u603b\u4f53\u5e94\u8be5\u7b97\u6bd4\u8f83\u5b8c\u5584\u4e86</p>\n"
    }, 
    {
      "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"
    }
  ]
}