{
  "version": "https://jsonfeed.org/version/1",
  "title": "Vibe Coding",
  "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=1787129233",
  "favicon": "https://cdn.v2ex.com/navatar/884d/7996/1160_normal.png?m=1787129233",
  "items": [
    {
      "title": "gpt plus \u4e0d\u591f\u7528\u60f3\u91cd\u7f6e\u5361\uff0c\u8981\u4e0d\u8981\u5148\u5f00\u5230 pro 20X \u518d\u91cd\u7f6e\u5212\u7b97\u70b9",
      "date_published": "2026-08-23T06:20:31+00:00",
      "date_modified": "2026-08-23T06:20:50+00:00",
      "id": "https://www.v2ex.com/t/1236557",
      "url": "https://www.v2ex.com/t/1236557",
      "author": {
        "name": "qq1147",
        "url": "https://www.v2ex.com/member/qq1147",
        "avatar": "https://cdn.v2ex.com/gravatar/352306d963150f8c63a864c26336b86b?s=73&d=retro"
      },
      "content_html": "<p>21 \u53f7\u91cd\u7f6e\u7684\u989d\u5ea6\u9a6c\u4e0a\u7528\u5b8c\u4e86\uff0c\u51c6\u5907\u7528\u9001\u7684\u91cd\u7f6e\u5361\uff0c\u9884\u4f30\u91cd\u7f6e\u4e00\u6b21\u4e5f\u80af\u5b9a\u4e0d\u591f\u5b8c\u6210\u5f00\u53d1\uff0c\u8981\u4e0d\u8981\u5148\u5f00 pro 20X \u7136\u540e\u518d\u91cd\u7f6e\u5462? \u8fd8\u662f\u8bf4\u7528\u65e5\u629b\u53f7\u66f4\u7701\u94b1\uff1f\u65e5\u629b\u53f7\u4f1a\u4e0d\u4f1a\u5b58\u5728\u4e0a\u4e0b\u6587\u4e22\u5931\u6216\u8005\u5e7b\u89c9\u7684\u95ee\u9898\u5462</p>\n"
    },
    {
      "title": "\u5173\u4e8e\u4f7f\u7528 AI \u8fdb\u884c\u5f00\u53d1\u7684\u95ee\u9898\uff0c\u6700\u8fd1\u4f7f\u7528 AI \u5f00\u53d1\u4e86\u5f88\u591a\u5168\u65b0\u7684\u9879\u76ee\uff0c\u95ee\u4e0b\u5927\u5bb6\u5728\u4f7f\u7528 AI \u5f00\u53d1\u7684\u8fc7\u7a0b\u4e2d\u9700\u8981\u4eba\u5de5 Approve \u7684\u5730\u65b9\u591a\u5417\uff1f\u7528 AI \u5199\u5168\u65b0\u9879\u76ee\u90fd\u662f\u4ec0\u4e48\u6d41\u7a0b\u6216\u8005\u4f7f\u7528\u4ec0\u4e48\u5de5\u5177\uff1f",
      "date_published": "2026-08-19T16:15:37+00:00",
      "date_modified": "2026-08-21T00:37:02+00:00",
      "id": "https://www.v2ex.com/t/1235731",
      "url": "https://www.v2ex.com/t/1235731",
      "author": {
        "name": "yanguoyu",
        "url": "https://www.v2ex.com/member/yanguoyu",
        "avatar": "https://cdn.v2ex.com/gravatar/4cbff4c7930b204f83f75dec96b7a582?s=73&d=retro"
      },
      "content_html": "\u6211\u5148\u8bf4\u4e0b\u6211\u73b0\u5728\u7684\u6d41\u7a0b\uff0c\u57fa\u672c\u5c31\u662f\u4f7f\u7528 skill \u751f\u6210\u5404\u79cd\u9879\u76ee\u6587\u6863\uff0c\u7136\u540e\u6839\u636e\u6587\u6863\u751f\u6210\u9879\u76ee\u5f00\u53d1\u7684\u9636\u6bb5\u6027\u6587\u6863\u3002<br /><br />\u7136\u540e\u4f7f\u7528\u8fd9\u4e9b\u6587\u6863\u5f00\u59cb\u5f00\u53d1\uff0c\u5982\u679c\u662f\u5c0f\u578b\u9879\u76ee\u8fd8\u633a\u4fbf\u6377\uff0c\u56e0\u4e3a\u53ef\u80fd\u4e00\u4e24\u5929\u5c31\u641e\u5b9a\u4e86\u3002<br /><br />\u4f46\u662f\u5bf9\u4e8e\u4e2d\u5927\u578b\u9879\u76ee\uff0c\u611f\u89c9\u9700\u8981\u4eba\u5de5\u4ecb\u5165\u7684\u6b21\u6570\u6709\u70b9\u591a\u4e86\uff0c\u5f88\u591a\u65f6\u5019\u6709\u5f02\u5e38\u51fa\u73b0\uff0c\u6216\u8005\u7a81\u7136\u53d1\u73b0\u6587\u6863\u6709\u70b9\u95ee\u9898\u3002<br /><br />\u53e6\u5916 AI \u641e\u4e2a\u4e2d\u5927\u578b\u9879\u76ee\u5f97\u591a\u5c11\u94b1\u5462\uff0c\u4e4b\u524d\u5199\u5199\u5c0f\u9879\u76ee\uff0c\u53ef\u80fd\u4e5f\u5c31\u51e0\u5341\u5c31\u641e\u5b9a\u4e86\uff0c\u6700\u8fd1\u641e\u5f97\u4e00\u4e2a\u9879\u76ee\uff0c\u4e0d\u77e5\u9053\u662f\u4e0d\u662f \u4e0a\u4e0b\u6587\u592a\u957f\u4e86\uff0c\u57fa\u672c\u5f00\u53d1\u4e00\u4e2a\u9700\u6c42\u5c31\u5f97\u82b1\u6389\u5c0f\u51e0\u5341\u3002"
    },
    {
      "title": "\u4e0a\u73ed\u7684\u5144\u5f1f\u4eec token \u81ea\u8d39\u5417\uff1f",
      "date_published": "2026-08-19T08:07:49+00:00",
      "date_modified": "2026-08-19T08:46:50+00:00",
      "id": "https://www.v2ex.com/t/1235627",
      "url": "https://www.v2ex.com/t/1235627",
      "author": {
        "name": "mingtdlb",
        "url": "https://www.v2ex.com/member/mingtdlb",
        "avatar": "https://cdn.v2ex.com/avatar/1067/fd49/525301_large.png?m=1742795473"
      },
      "content_html": ""
    },
    {
      "title": "V \u53cb\u4eec AI \u7f16\u7a0b\u90fd\u7528\u7684\u5565\u7ec4\u5408\u554a\uff1f\u6652\u4e00\u6652",
      "date_published": "2026-08-18T07:01:42+00:00",
      "date_modified": "2026-08-21T00:37:15+00:00",
      "id": "https://www.v2ex.com/t/1235302",
      "url": "https://www.v2ex.com/t/1235302",
      "author": {
        "name": "milksofter",
        "url": "https://www.v2ex.com/member/milksofter",
        "avatar": "https://cdn.v2ex.com/avatar/e049/fe8e/400212_large.png?m=1782801747"
      },
      "content_html": "<p>\u6211\u5927\u90e8\u5206\u7528\u7684\u662f claude code + deepseek/kimi \uff0c</p>\n<p>\u770b\u770b\u5927\u5bb6\u7684</p>\n"
    },
    {
      "title": "Vibe Coding \u8fd1\u56db\u4e2a\u6708\u6709\u611f",
      "date_published": "2026-08-18T02:46:56+00:00",
      "id": "https://www.v2ex.com/t/1235223",
      "url": "https://www.v2ex.com/t/1235223",
      "author": {
        "name": "pursuit",
        "url": "https://www.v2ex.com/member/pursuit",
        "avatar": "https://cdn.v2ex.com/avatar/8267/4fc2/7657_large.png?m=1787020757"
      },
      "content_html": "<h3>01 - \u7f18\u8d77</h3>\n<p>\u5728 ai coding \u8fd8\u5904\u5728 copilot \u9636\u6bb5\uff0ccursor \u8fd9\u79cd\uff0c\u6709\u4e00\u4e2a\u524d\u63d0\u662f\u4f60\u6709\u4ee3\u7801\u8981\u5199\uff0c\u8981\u5199\u4ec0\u4e48\u57fa\u672c\u4e5f\u90fd\u662f\u4f60\u5b9a\uff0cai \u8f85\u52a9\u3002</p>\n<p>\u867d\u7136\u8fd9\u4e2a\u65f6\u5019\u4e5f\u5728\u8bf4 vibe coding \uff0c\u4f46\u662f\u603b\u611f\u89c9\u597d\u50cf\u5dee\u70b9\u4ec0\u4e48\u706b\u5019\u3002</p>\n<p>Claude code \u7684\u6a2a\u7a7a\u51fa\u4e16\uff0c\u975e\u5e38\u660e\u663e\u611f\u53d7\u5230\u4e00\u79cd\u4e0d\u4e00\u6837\uff0c\u53ef\u4ee5\u76f4\u63a5\u9762\u5411\u4ee3\u7801\u4ea4\u4ed8\u7684\u7ed3\u679c vibe \u4e86\uff0c\u800c\u4e0d\u662f\u9762\u5411\u7f16\u7801\u7684\u9879\u76ee\u6784\u5efa\u8fc7\u7a0b\u3002</p>\n<p>\u628a\u7a0b\u5e8f\u5458\u4ece\u4f53\u529b\u6572\u4ee3\u7801\u7684\u8fc7\u7a0b\u4e2d\u89e3\u653e\u51fa\u6765\uff0c\u5f88\u591a idea \u4e5f\u66f4\u52a0\u5bb9\u6613\u5b9e\u73b0\u4e86\uff0c\u6240\u8c13\u63d0\u6548\u3002\u540c\u5c5e\u79d1\u6280\u9886\u57df\uff0c\u5728\u8de8\u5185\u90e8\u9886\u57df\u7684\u8fc7\u7a0b\u4e2d\uff0c\u6bd4\u5982\u4ece\u7cfb\u7edf\u67b6\u6784\u5230\u79fb\u52a8\u7aef\u5f00\u53d1\uff0c\u6709\u79d1\u6280\u9886\u57df\u7684\u57fa\u7840\u77e5\u8bc6\uff0c\u4e5f\u66f4\u5bb9\u6613\u8fc1\u79fb\u3002</p>\n<h3>02 - \u7f81\u7eca</h3>\n<p>\u5b66\u6821\u6559\u8f6f\u4ef6\u5de5\u7a0b\uff0c\u6709\u4e00\u4e2a\u7ecf\u5178\u7684\u7011\u5e03\u6d41\uff0c\u662f\u9700\u6c42\u5206\u6790\uff0c\u4ea7\u54c1\u8bbe\u8ba1\uff0c\u8f6f\u4ef6\u8bbe\u8ba1\uff0c\u518d\u6d4b\u8bd5\uff0c\u90e8\u7f72\u4e0a\u7ebf\u3002</p>\n<p>\u5927\u5382\u5bf9\u7a33\u5b9a\u6027\u8981\u6c42\u6781\u9ad8\u7684\u90e8\u95e8\uff0c\u5728\u8f6f\u4ef6\u7814\u53d1\u7684\u9636\u6bb5\uff0c\u5b9e\u9645\u4e0a\u82b1\u8d39\u65f6\u95f4\u6700\u591a\u7684\u662f\u5728\u8bbe\u8ba1\u6587\u6863\u4e0a\u3002</p>\n<p>\u8fd9\u90e8\u5206\u6280\u672f\u9009\u578b\u3001\u601d\u8003\u4e0e\u6298\u8877\u662f\u5145\u5206\u8ba8\u8bba\u7684\uff0c\u518d\u8fdb\u4e00\u6b65\u4ee3\u7801\u7684\u9879\u76ee\u5982\u4f55\u7ec4\u7ec7\u6784\u5efa\uff0c\u4ee3\u7801\u7684\u6838\u5fc3\u62bd\u8c61\u7ec4\u6210\u662f\u4ec0\u4e48\uff0c\u5728\u8fd9\u4e2a\u9636\u6bb5\u57fa\u672c\u8111\u6d77\u4e2d\u90fd\u5b9a\u578b\u4e86\uff0c\u8fd8\u80fd\u518d\u8fdb\u4e00\u6b65\u7684\u662f\uff0c\u6d4b\u8bd5\u600e\u4e48\u6d4b\uff0c\u90e8\u7f72\u4e0a\u7ebf\u9a8c\u8bc1\u4ec0\u4e48\uff0c\u4e5f\u90fd\u6e05\u6e05\u695a\u695a\u660e\u660e\u767d\u767d\u3002</p>\n<p>\u5728\u6574\u4e2a\u9879\u76ee\u4e2d\uff0c\u5b9e\u9645\u4e0a\u5bf9\u7740\u7f16\u8f91\u5668\u5199\u4ee3\u7801\u7684\u65f6\u95f4\uff0c\u53ef\u80fd\u4e5f\u5c31 20-30% \u5de6\u53f3\u3002</p>\n<p>\u8fd9\u91cc\u6709\u4e00\u4e2a\u524d\u63d0\u5047\u8bbe\uff0c\u6216\u8005\u4e5f\u662f\u5b9e\u8df5\u7ecf\u9a8c\uff0c\u524d\u671f\u60f3\u5f97\u8d8a\u591a\uff0c\u540e\u671f\u4ee3\u7801\u8fd4\u5de5\u7684\u8017\u65f6\u8d8a\u5c11\uff0c\u6574\u4f53\u6548\u7387\u6700\u9ad8\u3002\u540c\u6837\u4e5f\u4e0d\u5141\u8bb8\u7b49\u670d\u52a1\u4e0a\u7ebf\u4e86\uff0c\u51fa\u95ee\u9898\u4e86\u518d\u8fd4\u5de5\uff0c\u8fd9\u4e2a\u65f6\u5019\u516c\u53f8\u7684\u6536\u5165\u662f\u4f1a\u76f4\u63a5\u53d7\u5230\u5f71\u54cd\u7684\u3002</p>\n<h3>03 - \u78e8\u5408</h3>\n<p>Vibe coding \u5de5\u5177\u5728\u624b\u4e86\u3002\u4e1a\u52a1\u80cc\u666f\u4e5f\u4ece\u641c\u5e7f\u63a8\u8f6c\u5230\u4e86 web \u7684\u6280\u672f\u6808\u3002</p>\n<p><strong>Round 1 - \u521d\u63a2\uff1a\u7528\u5927\u5382\u65e7\u89c4\u77e9\u5957\u65b0\u5de5\u5177\uff08\u4e0d\u591f\u5feb\uff09</strong></p>\n<p>\u7528\u5927\u5382\u7684\u5de5\u4f5c\u6d41\uff0c\u5957\u5230\u65b0\u7684\u573a\u666f\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u4e2d\u4e0e\u5176\u8bf4\u662f\u5728 vibe coding \uff0c\u4e0d\u5982\u8bf4\u662f\u5728 vibe learning \u3002</p>\n<p>\u4ee3\u7801\u90fd\u5199\u51fa\u6765\u4e86\uff0c\u770b\u4e0d\u61c2\u3002\u4e3a\u4ec0\u4e48\u662f\u8fd9\u4e2a\u9009\u578b\uff1f\u548c claude \u4e00\u76f4\u804a\u3002</p>\n<p>\u4ece\u7ed3\u679c\u7684\u76f4\u89c2\u611f\u53d7\u6765\u770b\u3002\u4e0d\u591f\u5feb\u3002</p>\n<p>\u53e6\u5916\u4e5f\u4e00\u76f4\u5728\u7ea0\u7ed3\u7684\u662f\uff0c\u5982\u679c\u7ee7\u7eed\u60f3\u597d\u8bbe\u8ba1\uff0cai \u53ea\u662f\u4f5c\u4e3a\u4e00\u4e2a\u8f85\u52a9\u7684\u63d0\u6548\u5de5\u5177\uff0c\u597d\u50cf\u5e76\u6ca1\u6709\u66f4\u597d\u7684\u5229\u7528\u4e0a harness coding agent \u7684\u8fd9\u4e00\u80fd\u529b\u3002 </p>\n<p><strong>Round 2 - \u5c1d\u8bd5\uff1a\u5168\u6743\u7529\u624b\u7ed9 AI \uff08\u5728\u5c4e\u5c71\u91cc\u5228\u5c4e\u7684\u707e\u96be\uff09</strong></p>\n<p>\u4e0d\u518d\u7ea0\u7ed3\u524d\u7aef\u4e0d\u719f\u6089\u7684\u9009\u578b\uff0c\u4ea4\u7ed9\u9886\u57df\u5de5\u7a0b\u5e08\u3002\u4e13\u6ce8\u5728\u76f8\u5bf9\u719f\u6089\u7684\u670d\u52a1\u7aef\u3002</p>\n<p>\u4ea7\u54c1\u7684 PRD \u76f4\u63a5\u4e22\u7ed9 claude \uff0c\u8ba9\u5b83\u81ea\u5df1\u5b9e\u73b0\u4ee3\u7801\u3002\u5582\u597d\u4e0a\u4e0b\u6587\u3002</p>\n<p>\u597d\u5904\uff0c\u5feb\u3002\u574f\u5904\uff0c\u6539\u7684\u65f6\u5019\u65e0\u4ece\u4e0b\u624b\uff0c\u751a\u81f3\u4e0d\u77e5\u9053\u5185\u90e8\u7684\u903b\u8f91\u5bf9\u4e0d\u5bf9\u3002\u540e\u6765\u5c1d\u8bd5 workbuddy \u7684\u8fc7\u7a0b\u4e2d\uff0c\u76f4\u63a5\u7ed9\u6211 mock \u4e86\u5047\u6570\u636e\uff0c\u6211\u5230\u975e\u5e38\u540e\u9762\u624d\u53d1\u73b0\uff0c\u771f\u662f\u6709\u4e00\u79cd\u767d\u8dd1\u6570\u636e\u7684\u611f\u89c9\u3002</p>\n<p>\u4e1a\u52a1\u903b\u8f91\u76f4\u63a5\u7ffb\u8bd1\u6210\u7684\u4ee3\u7801\uff0c\u9762\u5411\u8fc7\u7a0b\uff0c\u60f3\u8981\u8c03\u8bd5\u548c\u4fee\u6539\u7684\u65f6\u5019\uff0c\u8111\u5b50\u5927\u7206\u70b8\uff0c\u4ecd\u65e7\u65e0\u4ece\u4e0b\u624b\u3002\u96be\u5fcd\u5728\u5c4e\u5c71\u5806\u91cc\u5228\u5c4e\u3002</p>\n<p>\u56e0\u4e3a\u4e0d\u662f\u524d\u7aef\uff0c\u65e0\u6cd5\u76f4\u63a5\u4ece\u7ed3\u679c\u4e0a\u770b\u662f\u5426\u6b63\u786e\u3002</p>\n<p><strong>Round 3 - \u521d\u609f\uff1aVibe Coding \u7684\u7075\u9b42\u5728\u4e8e\u201c\u5b9a\u89c4\u77e9\u201d</strong></p>\n<p>\u7b2c\u4e00\u6b21\u6b63\u513f\u516b\u7ecf\u641e\u590d\u6742\u7684 web \u670d\u52a1\u540e\u7aef\uff0c\u4ee3\u7801\u6846\u67b6\u6ca1\u6709\u7ecf\u9a8c\uff0c\u65e0\u6cd5\u4e00\u4e0a\u6765\u4ece\u8bbe\u8ba1\u7684\u73af\u8282\u5b9a\u597d\uff0c\u8ba9 ai follow \u3002\u90a3\u5c31\uff0c\u5228\u5c4e\u5427\u3002\u3002</p>\n<p>\u5f00\u59cb\u786c\u770b\u4ee3\u7801\uff0c\u91cd\u590d\u51fa\u73b0\u7684\uff0c\u8ba9 ai \u63d0\u53d6\u51fa\u6765...... \u7b80\u800c\u8a00\u4e4b\u5c31\u662f\uff0c\u5408\u5e76\u540c\u7c7b\u9879\uff0c\u62bd\u8c61\u51fa\u6846\u67b6\u3001\u7ec4\u4ef6\u3001\u5de5\u5177\u5305\uff0c\u5f53\u4e0b\u548c\u540e\u7eed\u7684\u5f00\u53d1\uff0c\u5c31\u53ef\u4ee5\u4e13\u6ce8\u5728\u4e1a\u52a1\u672c\u8eab\u4e0a\uff0c\u8111\u5b50\u4e0d\u7206\u70b8\u4e86\uff0c\u4e0a\u4e0b\u6587\u6491\u4e0d\u7206\u4e86\u3002</p>\n<p>\u5f53\u7136\u9664\u4e86\u5de5\u7a0b\u6846\u67b6\u62bd\u8c61\uff0c\u8fc7\u7a0b\u4e2d\u4e5f\u6709\u5bf9\u4e1a\u52a1\u7684\u62bd\u8c61\u3001\u5bf9\u6570\u636e\u6a21\u578b\u7684\u601d\u8003\u4e0e\u62bd\u8c61\u3002</p>\n<p>\u8fd9\u4e0b\u60f3\u8981\u5b9a\u4f4d\u54ea\u91cc\uff0c\u8fc5\u901f\u3001\u6e05\u6670\u3001\u660e\u4e86\u3002\u670d\u52a1\u6709\u5565\u95ee\u9898\u4e86\uff0c\u53ef\u4ee5\u8bf4\u662f\u80f8\u6709\u6210\u7af9\uff0c\u5b8c\u5168\u4e0d\u614c\u3002</p>\n<p>\u79d1\u6280\u65b0\u95fb\u91cc\u9762\u5e38\u8bf4\u7684\uff0cvibe coding \u7684\u597d\u4e0e\u574f\uff0c\u662f\u770b\u4f60\u600e\u4e48\u5b9a\u89c4\u77e9\u3002\u7a81\u7136\u610f\u8bc6\u5230\uff0c\u6211\u8fd9\u624d\u628a\u89c4\u77e9\u5b9a\u51fa\u6765\u3002</p>\n<p>\u6458\u6389\u4e1a\u52a1\u903b\u8f91\uff0c\u8fd9\u90e8\u5206\u4ee3\u7801\u786e\u5b9e\u53ef\u4ee5\u4f5c\u4e3a\u4e0b\u4e00\u4e2a Agent \u540e\u7aef\u9879\u76ee\u7684\u6a21\u677f\u4e86\u3002\u540e\u6765\u770b\u5230\u522b\u4eba\u4e5f\u6709\u7c7b\u4f3c\u7684\u6a21\u677f\uff0c\u6269\u5c55\u4e86\u4e0b\u90e8\u7f72\u7b49\u529f\u80fd\uff0c\u76f4\u63a5\u5356\u94b1\u3002</p>\n<p><strong>Round 4 - \u53cd\u601d\uff1a\u5546\u4e1a\u89c6\u89d2\u7684\u964d\u7ef4\u6253\u51fb\uff08\u4ee3\u7801\u53ea\u662f\u4e1a\u52a1\u7684\u8017\u6750\uff09</strong></p>\n<p>\u4ee3\u7801\u7684\u672c\u8d28\u662f\u5de5\u5177\uff0c\u4e3a\u4e1a\u52a1\u6240\u670d\u52a1\u3002</p>\n<p>\u5e38\u5e74\u5728\u7a33\u5b9a\u4e1a\u52a1\u6d78\u6ce1\uff0c\u8001\u4e00\u8f88\u7684\u7a0b\u5e8f\u5458\u4f20\u9012\u7684\u601d\u60f3\u53c8\u5c5e\u4e8e\u8f6f\u4ef6\u5de5\u7a0b\u7684\u65f6\u4ee3\uff0c\u8bbe\u8ba1\u4e0a\u601d\u8003\u6269\u5c55\u6027\uff0c\u4e1a\u52a1\u8c03\u6574\u4e86\uff0c\u6846\u67b6\u4e5f\u4e0d\u4f1a\u5927\u53d8\uff0c\u8bbe\u8ba1\u5f88\u8003\u8651\u9ad8\u5185\u805a\u4f4e\u8026\u5408\uff0c\u6211\u4e5f\u8fd8\u5728\u8fd9\u4e2a\u60ef\u6027\u91cc\u3002</p>\n<p>\u5927\u5382\u7684\u8981\u6c42\u8fd8\u662f\u7a33\u5b9a\u6027\uff0cstartup \u5c31\u4e00\u4e2a\u6838\u5fc3\uff0c\u5feb\u3002\u4e1a\u52a1\u82e5\u662f\u8dd1\u4e0d\u4e0b\u53bb\uff0c\u4ee3\u7801\u90fd\u4e0d\u9700\u8981\u5b58\u5728\u4e86\uff0c\u597d\u574f\u4e5f\u4e0d\u91cd\u8981\u4e86\u3002\u6240\u8c13\uff0c\u76ae\u4e4b\u4e0d\u5b58\uff0c\u6bdb\u5c06\u7109\u9644\u3002</p>\n<p>\u8fd9\u90e8\u5206\u601d\u60f3\u7684\u8f6c\u53d8\u6765\u81ea\u516c\u53f8\u7684 AI \u5458\u5de5\uff0c\u5b83\u4f5c\u4e3a Coach \uff0c\u7ed9\u5230\u6211\u4eec\u6218\u7565\u3001\u51b3\u7b56\u3001\u6c9f\u901a\u4e0a\u7684\u53cd\u9988\u3002\u8fd9\u90e8\u5206\u5355\u5f00\u4e00\u7bc7\u8bf4\u3002 </p>\n<p>\u7ed3\u8bba\u5c31\u662f\uff0c\u5728 startup \uff0c\u7b49\u4e1a\u52a1\u7a33\u5b9a\u4e86\uff0c\u540e\u671f\u6539\u67b6\u6784\u7684\u6210\u672c\u662f\u53ef\u4ee5\u63a5\u53d7\u7684\uff0c\u5e76\u4e0d\u9700\u8981\u63d0\u524d\u60f3\u8fd9\u4e48\u591a\u3002</p>\n<p>\u5c4e\u5c71\u4ee3\u7801\u7740\u5b9e\u5f71\u54cd\u5230\u4e1a\u52a1\u5f00\u53d1\u4e86\uff0c\u53ef\u4ee5\u52a8\u4e00\u52a8\uff0c\u5176\u4ed6\u80fd\u4e0d\u7ba1\u5c31\u53ef\u4ee5\u4e0d\u7ba1\u4e86\u3002\u5728\u8fd9\u4e2a\u8fc7\u7a0b\u4e2d\u79ef\u7d2f\u4ee3\u7801 taste \u4e5f\u522b\u60f3\u4e86\uff0c\u9ad8\u4f18\u670d\u52a1\u4e1a\u52a1\u5427\u3002\u5f53\u5c4e\u5c71\u4ee3\u7801\u5bf9\u4e1a\u52a1\u7684\u5f71\u54cd\u5b9e\u5728\u5fcd\u65e0\u53ef\u5fcd\u65f6\uff0c\u5b83\u624d\u91cd\u8981\uff0c\u5728\u6b64\u4e4b\u524d\uff0c\u90fd\u662f\u5feb\u91cd\u8981\u3002</p>\n<p><strong>Round 5 - \u518d\u8bd5\uff1a\u7406\u667a\u4e0a\u7684\u653e\u624b\u4e0e\u60c5\u611f\u4e0a\u7684\u201c\u767e\u722a\u6320\u5fc3\u201d</strong></p>\n<p>\u642d\u5de5\u4f5c\u53f0\uff0cvibe coding \u51fa\u6765\u7684\u5185\u5bb9\u53c8\u6765\u5230\u6211\u4e0d\u719f\u6089\u7684\u5de5\u4f5c\u6808\uff0cmjs \u7684\u540e\u7f00\u4ee3\u7801\uff0c\u770b\u8d77\u6765\u66f4\u8d39\u52b2\u4e86\u3002</p>\n<p>\u597d\u5728\u5de5\u4f5c\u53f0\u5185\u90e8\u4f7f\u7528\uff0c\u4e1a\u52a1\u590d\u6742\u5ea6\u4f4e\u975e\u5e38\u591a\u7684\u6863\u6b21\uff0c\u6570\u636e\u5e93\u90fd\u4e0d\u9700\u8981\u63a5\uff0c\u5e76\u53d1\u4e5f\u4e0d\u8003\u8651\uff0c\u670d\u52a1\u6302\u4e86\u5f71\u54cd\u4e5f\u4e0d\u5927\u3002\u8ba9 AI \u8bf4\u4e00\u8bf4\u5b83\u5b9e\u73b0\u7684\u903b\u8f91\uff0c\u6c9f\u901a\u4e2a\u51e0\u8f6e\uff0c\u5dee\u4e0d\u591a\u80fd\u8dd1\u8d77\u6765\uff0c\u5c31\u57fa\u672c\u7b97\u5b8c\u5de5\u3002\u4ee3\u7801\u5b8c\u5168\u4e0d\u719f\u7a14\u4e8e\u5fc3\u3002</p>\n<p>\u8fd9\u90e8\u5206\u767e\u722a\u6320\u5fc3\u7684\u5c31\u662f\u597d\u5947\u5fc3\uff0c\u5bf9\u9ed1\u76d2\u548c\u672a\u77e5\u7684\u5929\u7136\u597d\u5947\u3002</p>\n"
    },
    {
      "title": "\u8feb\u4e8e DeepSeek \u6da8\u4ef7\uff0c\u95ee\u4e00\u4e0b\u5927\u5bb6\u7528\u4ec0\u4e48\u65b0\u7684\u6a21\u578b/API \u66ff\u4ee3/\u63a5\u5165 Claude Code",
      "date_published": "2026-08-17T06:43:14+00:00",
      "id": "https://www.v2ex.com/t/1234994",
      "url": "https://www.v2ex.com/t/1234994",
      "author": {
        "name": "laizenan",
        "url": "https://www.v2ex.com/member/laizenan",
        "avatar": "https://cdn.v2ex.com/avatar/482f/a303/170455_large.png?m=1639725338"
      },
      "content_html": "\u573a\u666f\uff1a\u4e4b\u524d Claude Code 20 \u5200\u989d\u5ea6\u7528\u5b8c\u4ee5\u540e\u5c31\u4e00\u76f4\u7528 DeepSeek v4 pro \u66ff\u6362\u63a5\u7740\u8e6c\u3002\u73b0\u5728\u6da8\u4ef7\u4e86\uff0c\u6709\u6ca1\u6709\u5dee\u4e0d\u591a\u667a\u80fd\u7684\u6a21\u578b\u53ef\u4ee5\u63a5\u7740\u7528\u5462\uff1f<br />\u5c0f\u9700\u6c42 1: \u6211\u4e60\u60ef\u5f00\u8d85\u5927\u4e0a\u4e0b\u6587+ effort \u6700\u5927\uff0c\u8981\u6c42\u6a21\u578b\u8bfb\u5165\u8db3\u591f\u591a\u7684\u4ee3\u7801\u518d\u5f00\u59cb\u7f16\u7a0b\uff0c\u4ee5\u514d\u591a\u4e2a\u7ec4\u4ef6/\u524d\u540e\u7aef/\u8de8\u5ba2\u6237\u7aef\u4e4b\u95f4\u8bbe\u8ba1\u4e0d\u4e00\u81f4\u3002\u76ee\u524d\u770b\u5373\u4f7f\u662f ChatGPT 5.6 Sol \u7684 Ultra \u6a21\u5f0f\u4e5f\u4e0d\u662f 100%\u6210\u529f\u7387\uff0c\u7ecf\u5e38\u9700\u8981\u6211\u4eba\u5de5 steer \u8c03\u6574\u65b9\u5411\u3002<br />\u5c0f\u9700\u6c42 2: \u9700\u8981\u5c3d\u53ef\u80fd\u517c\u5bb9 Claude Code/Cursor \u751f\u6001\uff0c\u4e5f\u5c31\u662f\u8bf4\u8981\u540c\u65f6\u652f\u6301 Anthropic API \u548c openai api \uff0c\u56e0\u4e3a\u8fd9\u4e24\u4e2a\u662f\u6211\u4e3b\u529b\u7528\u7684\u8ba2\u9605\uff0c\u8ba2\u9605\u5185\u7684\u989d\u5ea6\u8e6c\u592a\u731b\u7528\u5b8c\u4ee5\u540e\u624d\u4f1a\u5207 API \u3002"
    },
    {
      "title": "\u95ee\u4e00\u4e0b opencode go \u73b0\u5728 5 \u5c0f\u65f6 flash \u989d\u5ea6\u5927\u6982\u6709\u591a\u5c11\u4ebf token \u53ef\u4ee5\u4f7f\u7528\uff1f",
      "date_published": "2026-08-17T04:04:01+00:00",
      "date_modified": "2026-08-17T04:11:25+00:00",
      "id": "https://www.v2ex.com/t/1234954",
      "url": "https://www.v2ex.com/t/1234954",
      "author": {
        "name": "foryou2023",
        "url": "https://www.v2ex.com/member/foryou2023",
        "avatar": "https://cdn.v2ex.com/gravatar/11822edc4b3c35c89dfd3b833f45b426?s=73&d=retro"
      },
      "content_html": "<p>\u73b0\u5728\u8fd8\u6709\u5fc5\u8981\u5f00 opencode go \u7684\u5957\u9910\u4e48\uff1f</p>\n<p>\u8fd9\u6da8\u4ef7\u771f\u625b\u4e0d\u4f4f\u76f4\u94fe api \u3002</p>\n<p>2 \u500d\u8fd8\u80fd\u52c9\u5f3a\u63a5\u53d7\uff0c4 \u500d\u771f\u6709\u70b9\u625b\u4e0d\u4f4f\u3002</p>\n"
    },
    {
      "title": "\u8bf7\u95ee Minimax-M3 \u548c Qwen 3.7 plus \u73b0\u5728\u8fd9\u4e2a\u8282\u70b9\u662f\u5426\u53ef\u582a\u4e00\u7528\uff1f\u5bf9\u6bd4 mimo-2.5",
      "date_published": "2026-08-17T03:48:32+00:00",
      "date_modified": "2026-08-17T03:51:54+00:00",
      "id": "https://www.v2ex.com/t/1234948",
      "url": "https://www.v2ex.com/t/1234948",
      "author": {
        "name": "lynn1su",
        "url": "https://www.v2ex.com/member/lynn1su",
        "avatar": "https://cdn.v2ex.com/avatar/f59f/474b/434592_large.png?m=1777788899"
      },
      "content_html": "\u4e3b\u8981\u662f deepseek-v4 \u6b63\u5f0f\u7248\u6da8\u4ef7\u5bfc\u81f4\u7684<br />\u6211\u963f\u91cc coding plan \u548c minimax \u7684\u65e0\u5468\u9650\u5957\u9910\u4e00\u76f4\u518d\u7eed\u8d39\uff0c\u4f46\u662f\u4e00\u76f4\u6ca1\u7528\uff0c\u6240\u4ee5\u95ee\u4e0b\uff1f"
    },
    {
      "title": "ClaudeCode \u5207\u5230 Codex\uff0c\u7528\u4e0d\u660e\u767d",
      "date_published": "2026-08-17T02:32:54+00:00",
      "date_modified": "2026-08-17T03:52:12+00:00",
      "id": "https://www.v2ex.com/t/1234901",
      "url": "https://www.v2ex.com/t/1234901",
      "author": {
        "name": "allanwell",
        "url": "https://www.v2ex.com/member/allanwell",
        "avatar": "https://cdn.v2ex.com/avatar/4e30/8bb0/338826_large.png?m=1711937958"
      },
      "content_html": "\u53d7\u591f\u4e86 A\\ \u7684\u82f9\u679c\u7a0e\uff0c\u521a\u597d\u51e0\u4e2a\u670b\u53cb\u5728\u7ec4\u961f Codex pro<br />\u5207\u5230 Codex \u540e\u53d1\u73b0\uff0c\u7b80\u5355\u4efb\u52a1\u6ca1\u5565\u95ee\u9898\uff0c\u4f46\u7a0d\u5fae\u4e0a\u4e00\u70b9\u590d\u6742\u6027\uff0ccodex \u771f\u7684\u96be\u7ef7<br />\u540c\u6837\u89c4\u5212\u4e00\u4e2a\u9700\u6c42\uff0cclaudecode \u7b80\u5355\u660e\u4e86\u80fd\u7528\uff0ccodex \u5570\u91cc\u516b\u55e6\u8f93\u51fa\u88f9\u811a\u5e03\u4e00\u6837\u957f\u7684\u7528\u4e0d\u4e86\u7684\u4e1c\u897f\u3002\u5fc3\u597d\u7d2f<br /><br />\u5927\u5bb6\u90fd\u662f\u600e\u4e48\u7528 codex \u7684\uff0c\u4e5f\u662f\u8fd9\u6837\u7684\u60c5\u51b5\u5417\uff1f<br /><br />\u6211\u5c1d\u8bd5\u8fc7 claudeCodex + GPT 5.6 \uff5c openCode + GPT 5.6 \uff5c omp + GPT 5.6,\u611f\u89c9\u90fd\u4e0d\u548b\u597d\u7528\u3002\u3002\u3002<br /><br />\u8dea\u6c42\u6307\u5bfc"
    },
    {
      "title": "Vibe Coding \u4f60\u4eec\u4f1a\u51fa\u73b0\u6709\u65e5\u6587\u548c\u82f1\u6587\u7684\u60c5\u51b5\u5417\uff1f",
      "date_published": "2026-08-17T01:48:03+00:00",
      "date_modified": "2026-08-17T03:53:17+00:00",
      "id": "https://www.v2ex.com/t/1234875",
      "url": "https://www.v2ex.com/t/1234875",
      "author": {
        "name": "ldy619354397",
        "url": "https://www.v2ex.com/member/ldy619354397",
        "avatar": "https://cdn.v2ex.com/avatar/db8b/e417/799342_large.png?m=1782457677"
      },
      "content_html": "<p>Vibe Coding \u76ee\u524d\u7528\u7684\u662f Claude Code \uff0cClaude \u5728\u65e5\u533a\u6ce8\u518c\u548c\u8d2d\u4e70\uff0cIP \u4e5f\u662f\u7528\u65e5\u533a\u7684\uff0c\u6211\u53d1\u73b0\u63a8\u7406\u7b49\u7ea7\u8c03\u4f4e\u4e86\uff0c\u5c31\u4f1a\u51fa\u73b0\u65e5\u672c\u6216\u8005\u82f1\u6587\uff0c\u4f60\u4eec\u4f1a\u51fa\u73b0\u8fd9\u79cd\u73b0\u8c61\u5417\uff0c\u6709\u529e\u6cd5\u907f\u514d\u5417\uff1f</p>\n"
    },
    {
      "title": "Opencode Go \u7684\u5957\u9910 DeepSeek V4 Flash \u7684\u4f7f\u7528\u989d\u5ea6\u964d\u4f4e",
      "date_published": "2026-08-17T01:17:08+00:00",
      "date_modified": "2026-08-17T03:52:35+00:00",
      "id": "https://www.v2ex.com/t/1234853",
      "url": "https://www.v2ex.com/t/1234853",
      "author": {
        "name": "calmcabin",
        "url": "https://www.v2ex.com/member/calmcabin",
        "avatar": "https://cdn.v2ex.com/avatar/695f/d686/438546_large.png?m=1786091882"
      },
      "content_html": "<p>Opencode Go \u7684\u5957\u9910 DeepSeek V4 Flash \u7684\u4f7f\u7528\u989d\u5ea6\u5df2\u7ecf\u4ece\u603b\u4ef7\u503c 60 \u7f8e\u5143\uff0c\u964d\u4f4e\u81f3\u4e86 15 \u7f8e\u5143\uff0c\u540c Pro\n\u603b\u8c03\u7528\u6b21\u6570\u5df2\u7ecf\u4ece\u539f\u6765\u7684 15w \u964d\u4f4e\u81f3 1w8 \u5de6\u53f3\n\u5404\u4f4d\uff0c\u51c6\u5907\u8dd1\u8def\u4e86\uff0c\u51c6\u5907\u7528\u4ec0\u4e48\u5462\uff1f</p>\n"
    },
    {
      "title": "\u5bc4\u4e86\uff0c Opencode go v4flash \u989d\u5ea6\u7f29\u6c34 88%\uff0c\u53cc\u500d\u4e5f\u7ed3\u675f\u4e86",
      "date_published": "2026-08-16T16:56:55+00:00",
      "date_modified": "2026-08-17T04:09:04+00:00",
      "id": "https://www.v2ex.com/t/1234822",
      "url": "https://www.v2ex.com/t/1234822",
      "author": {
        "name": "beginners",
        "url": "https://www.v2ex.com/member/beginners",
        "avatar": "https://cdn.v2ex.com/gravatar/14dd015dea40a9147fd01a00c681c059?s=73&d=retro"
      },
      "content_html": "<p>\u5b8c\u4e86\uff0c\u539f\u672c\u5f53 codingplan \u7528\uff0c\u73b0\u5728 coding plan \u5f7b\u5e95\u6ca1\u843d</p>\n"
    },
    {
      "title": "\u73b0\u5728\u6709\u4ec0\u4e48 agent \u53ef\u4ee5\u5728\u901f\u5ea6\u3001\u7ed3\u679c\u3001\u8d39\u7528\u4e0a\u80fd\u6bd4\u8f83\u5e73\u8861\u7684\u5417\uff1f",
      "date_published": "2026-08-14T02:26:06+00:00",
      "id": "https://www.v2ex.com/t/1234279",
      "url": "https://www.v2ex.com/t/1234279",
      "author": {
        "name": "hemllimoer",
        "url": "https://www.v2ex.com/member/hemllimoer",
        "avatar": "https://cdn.v2ex.com/gravatar/968c734d22b551615034dd2d9bba3188?s=73&d=retro"
      },
      "content_html": "\u73b0\u5728\u5728\u7528 codex \u52a0\u4e2d\u8f6c\uff0c\u7136\u540e\u5c31\u611f\u89c9\u5f88\u6162\u3002<br />\u521a\u8bd5\u4e86\u4e0b deepseek harness \uff0cv4 pro \u8bd5\u4e86\u4e0b\uff0c\u8d39\u7528\u4e5f\u4e0d\u4f4e\uff0c\u901f\u5ea6\u5012\u8fd8\u53ef\u4ee5\u3002<br />\u8fd8\u6709 cursor \u7684 grok fast \uff0c\u611f\u89c9\u901f\u5ea6\u8fd8\u53ef\u4ee5\uff0c\u7528\u91cf\u73b0\u5728\u6bd4\u8f83\u7ed9\u7684\u591a\u3002"
    },
    {
      "title": "\u597d\u50cf V \u7ad9\u6ca1\u4eba\u7528\u8fd9\u4e2a MonkeyCode \u554a\uff0c\u6211\u8bd5\u7528\u4e86\u4e00\u4e0b\u8fd8\u884c",
      "date_published": "2026-08-13T08:50:42+00:00",
      "date_modified": "2026-08-13T09:14:19+00:00",
      "id": "https://www.v2ex.com/t/1234155",
      "url": "https://www.v2ex.com/t/1234155",
      "author": {
        "name": "Tink",
        "url": "https://www.v2ex.com/member/Tink",
        "avatar": "https://cdn.v2ex.com/avatar/64d6/6ac2/51170_large.png?m=1784387864"
      },
      "content_html": "\u57fa\u672c\u4e0a\u5c31\u662f\u4e00\u4e2a\u7f51\u9875\u7248\u7684\u5f00\u53d1\u5e73\u53f0\uff0c\u4e5f\u6709\u624b\u673a\u7248<br /><br />\u76ee\u524d\u662f\u6bcf\u5929\u9001 30M Tokens\uff0c\u7136\u540e\u514d\u8d39\u7528\u6237\u53ea\u80fd\u7528\u90a3\u51e0\u4e2a\u6a21\u578b\uff0c\u4e4b\u524d\u771f\u7684\u662f\u4e00\u8a00\u96be\u5c3d\uff0c\u4e0d\u8fc7\u73b0\u5728\u514d\u8d39\u7528\u6237\u7ec8\u4e8e\u662f\u52a0\u4e0a\u4e86 deepseek-v4-flash\uff0c\u7ec8\u4e8e\u662f\u6709\u70b9\u53ef\u7528\u5ea6\u4e86\uff0c\u6211\u770b\u6ca1\u4eba\u7528\u5c31\u5ba3\u4f20\u4e00\u4e0b\uff0c\u7ed9\u81ea\u5df1\u6574\u70b9\u79ef\u5206<br /><br />\u514d\u8d39\u7528\u6237\u53ea\u80fd\u5f00\u4e00\u4e2a\u9879\u76ee\uff0c\u7136\u540e\u968f\u9879\u76ee\u4f1a \u8d60\u9001\u4e00\u53f0 2C8G \u7684\u670d\u52a1\u5668\uff0c\u7ed9 root \u6743\u9650\uff0c\u63d0\u4f9b shell\uff0c\u53ef\u4ee5\u5f00\u7aef\u53e3\uff0c\u53cd\u6b63\u73a9\u6cd5\u86ee\u591a<br /><br />\u4f46\u662f\u5982\u679c 3 \u5929\u4e0d\u804a\u5929\u597d\u50cf\u662f\u4f1a\u6536\u56de\u7684\uff0c\u6240\u4ee5\u8981\u4e0d\u505c\u7684\u804a\u5929\u6765\u4fdd\u6301\u4f4f\uff08\u5404\u79cd\u4fdd\u6d3b\u5947\u6280\u6deb\u5de7\u81ea\u5df1\u7814\u7a76\uff09<br /><br />\u62c9\u4e00\u4e2a\u7528\u6237\u9001 5000 \u79ef\u5206\uff0c\u79ef\u5206\u53ef\u4ee5\u6362 Tokens\uff0c\u4e5f\u53ef\u4ee5\u8ba9\u6a21\u578b\u8fdb\u884c\u7f51\u7edc\u641c\u7d22\u3001\u8ba9\u975e\u591a\u6a21\u6001\u6a21\u578b\u8fdb\u884c\u56fe\u7247\u8bc6\u522b\u7b49\u7b49\uff08\u4f8b\u5982 v4-flash\uff09<br /><br />\u6211\u7684 AFF:  <a target=\"_blank\" href=\"https://monkeycode-ai.com/?ic=019fa435-e999-772b-8e4d-d59602e3852e\" rel=\"nofollow noopener\">https://monkeycode-ai.com/?ic=019fa435-e999-772b-8e4d-d59602e3852e</a>"
    },
    {
      "title": "\u9a6c\u4e0a\u5c31\u6709\u4ed8\u8d39\u91cd\u7f6e\u54af\uff01",
      "date_published": "2026-08-12T08:37:36+00:00",
      "id": "https://www.v2ex.com/t/1233882",
      "url": "https://www.v2ex.com/t/1233882",
      "author": {
        "name": "Tink",
        "url": "https://www.v2ex.com/member/Tink",
        "avatar": "https://cdn.v2ex.com/avatar/64d6/6ac2/51170_large.png?m=1784387864"
      },
      "content_html": "<p><a href=\"https://www.reddit.com/r/ChatGPT/comments/1vks54h/its_here/\" rel=\"nofollow\">https://www.reddit.com/r/ChatGPT/comments/1vks54h/its_here/</a></p>\n<p>Plan $20\uff0cReset for $8</p>\n<p><img alt=\"reset\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://media.cleanshot.cloud/media/168016/Vd2IccdCO9K6BXjAKgDEhPVgFqqkGilonEqkt6zN.jpeg?Expires=1786545423&amp;Signature=sTeXpI2uFnf79eDmv~AyL8Y1NX~r6GUh~pBkbEgBIffnULA0NiCg1ke5HzK~QvzRm94BYxlcXKGDjAPRrjTnS~JbY3kIGR7KMk5Z8x26IykdwiJF6ROEODlJNx1iMwxXRN5eZWAW8tGDG5n7gAFg5ysHn3sA6RhItCkvQEiV4FT5DdJw7u-LxDnh77ZoLsRf4Honj3WCcCC1Q-v-QW3zsyTJ3sGcBRLYAWxpUi9KXr-e31beJGQgL1lvjyIkHg0ccOTDnmL2qf5xv0uYjrg-FL2Rxuxc3Aj3MdfLle90ntlLu2AVKNkJroFUguVQFhPnFS6mgGSaN610RD1QVoRCNw__&amp;Key-Pair-Id=K269JMAT9ZF4GZ\"/></p>\n"
    },
    {
      "title": "[\u5f00\u6e90] \u5206\u4eab\u81ea\u5df1\u5f00\u53d1\u7684\u4e00\u6b3e web \u7aef AI RSS \u9605\u8bfb\u5668",
      "date_published": "2026-08-12T07:39:48+00:00",
      "date_modified": "2026-08-12T07:47:01+00:00",
      "id": "https://www.v2ex.com/t/1233858",
      "url": "https://www.v2ex.com/t/1233858",
      "author": {
        "name": "cue",
        "url": "https://www.v2ex.com/member/cue",
        "avatar": "https://cdn.v2ex.com/avatar/815e/7994/364343_large.png?m=1704277462"
      },
      "content_html": "<p>\u4e4b\u524d folo \u8bf4\u8981\u505c\u6b62\u8fd0\u8425\u7684\u65f6\u5019\uff0c\u81ea\u5df1 vibe \u4e86\u4e00\u6b3e web \u7aef RSS \u9605\u8bfb\u5668\uff0c\u81ea\u5df1\u7528\u4e86\u4e09\u56db\u4e2a\u6708\u4e86\uff0c\u611f\u89c9\u826f\u597d\uff0c\u73b0\u5728\u5206\u4eab\u7ed9\u5927\u5bb6\uff0c\u5f00\u6e90\u514d\u8d39\u3002</p>\n<p>\u4e4b\u524d\u4e5f\u7528\u8fc7 FreshRSS \u3001Commafeed \u7b49\u4ea7\u54c1\uff0c\u4e2a\u4eba\u89c9\u5f97\u2026\u2026\u5e94\u8be5\u7a0d\u7a0d\u6bd4\u4ed6\u4eec\u597d\u4e00\u4e9b\u3002</p>\n<ul>\n<li>\u652f\u6301 Fever API \u53ef\u4ee5\u63a5\u5165 Reeder \uff1b</li>\n<li>\u652f\u6301\u5212\u53e5\u7b14\u8bb0\uff0c\u878d\u5408 Readitlater \u529f\u80fd\uff1b</li>\n<li>\u652f\u6301\u4e2a\u4eba\u4e3b\u9875\u5c55\u793a\u81ea\u5df1\u7684\u6536\u85cf\u4e0e\u7b14\u8bb0\uff1b</li>\n<li>\u652f\u6301\u62d6\u62fd\u5206\u7ec4\uff1b</li>\n<li>\u652f\u6301\u5bfc\u5165\u5bfc\u51fa OPML \uff1b</li>\n<li>\u652f\u6301\u76ee\u5f55\u5bfc\u89c8\u89c6\u56fe\uff1b</li>\n<li>\u652f\u6301\u6587\u7ae0\u7e41\u7b80\u5207\u6362\uff1b</li>\n<li>\u652f\u6301\u660e\u6697\u4e3b\u9898\u5207\u6362\uff1b</li>\n<li>\u652f\u6301\u5217\u8868/\u5361\u7247\u89c6\u56fe\u5207\u6362\uff1b</li>\n<li>\u652f\u6301 iOS \u684c\u9762\u5168\u5c4f\u4f5c\u4e3a Web APP \uff1b</li>\n<li>\u652f\u6301\u624b\u52bf\u3001\u952e\u76d8\u5feb\u6377\u952e\u2026\u2026</li>\n</ul>\n<p>\u9879\u76ee\u7f51\u7ad9\uff1a<a href=\"https://upstairs.cc\" rel=\"nofollow\">\u5b98\u65b9\u7f51\u7ad9</a>/<a href=\"https://github.com/ztshia/upstairs-reader\" rel=\"nofollow\">\u9879\u76ee\u5730\u5740</a> /</p>\n<p>\u5728\u7ebf\u4f53\u9a8c\uff1a<a href=\"https://reader.upstairs.cn\" rel=\"nofollow\">Demo</a> demo/demodemo</p>\n<p>\u4e2a\u4eba\u5206\u4eab\u9875\u9762\uff1a <a href=\"https://reader.upstairs.cn/people/demo\" rel=\"nofollow\">https://reader.upstairs.cn/people/demo</a></p>\n"
    },
    {
      "title": "\u5927\u5bb6\u5728 Vibe Coding \u65f6\u662f\u5982\u4f55 Review AI \u751f\u6210\u7684\u4ee3\u7801\u5e76\u53cd\u9988\u7ed9 AI \u7684\uff1f",
      "date_published": "2026-08-11T06:29:07+00:00",
      "id": "https://www.v2ex.com/t/1233547",
      "url": "https://www.v2ex.com/t/1233547",
      "author": {
        "name": "uaoin",
        "url": "https://www.v2ex.com/member/uaoin",
        "avatar": "https://cdn.v2ex.com/avatar/1084/8fea/597878_large.png?m=1786429653"
      },
      "content_html": "<p>\u76ee\u524d\u6211\u5728\u4f7f\u7528 CODEX \u7b49 AI Agent \u6267\u884c\u4efb\u52a1\u65f6\uff0c\u901a\u5e38\u4e0d\u4f1a\u4e00\u76f4\u76ef\u7740\u5b83\u8f93\u51fa\uff0c\u800c\u662f\u4f1a\u601d\u8003\u4e0b\u4e00\u6b65\u9700\u6c42\u6216\u8005\u8865\u5145\u4e0a\u4e00\u8f6e\u7684\u7ec6\u8282\uff0c\u5e76\u63d0\u524d\u51c6\u5907\u4e0b\u4e00\u8f6e\u7684 prompt \u3002</p>\n<p>\u76ee\u524d\u6211\u7684\u6d41\u7a0b\u5927\u6982\u662f\uff1a</p>\n<ol>\n<li>AI Agent \u6267\u884c\u5f53\u524d\u4efb\u52a1</li>\n<li>\u6211\u5728\u65c1\u8fb9\u8bb0\u5f55\u4e0b\u4e00\u6b65\u60f3\u8ba9 AI \u505a\u7684\u4e8b\u60c5\uff08\u73b0\u5728\u662f\u5f00\u4e00\u4e2a\u4fbf\u7b7e\u4e4b\u7c7b\u7684\u5de5\u5177\u8bb0\u5f55\u4e0b\u6765\uff0c\u6709\u65f6\u5019\u8fd8\u5f97\u624b\u52a8\u9644\u4e0a\u4ee3\u7801\u7684\u6587\u4ef6\u540d\u548c\u884c\u53f7\uff09</li>\n<li>AI \u5b8c\u6210\u4efb\u52a1\u540e\uff0c\u6211 review \u5b83\u751f\u6210\u7684\u4ee3\u7801</li>\n<li>\u5982\u679c\u53d1\u73b0\u95ee\u9898\uff0c\u5148\u4fee\u590d\u95ee\u9898\u3002\u5982\u679c\u4e0a\u4e00\u6b65 OK \u4e86\uff0c\u5c31\u5728\u4fbf\u7b7e\u91cc\u627e\u4e0b\u4e00\u6b65\u8be5\u53d1\u9001\u7ed9 AI \u7684 prompt \u3002</li>\n</ol>\n<p>\u611f\u89c9\u6211\u7684\u5fc3\u6001\u6709\u70b9\u50cf\u4e0d\u8ba9 AI \u6b47\u7740\u7684\u611f\u89c9\uff0c\u603b\u611f\u89c9\u8fd9\u6837\u6548\u7387\u66f4\u597d\u3002</p>\n<p>\u4f46\u662f\u7528\u4fbf\u7b7e\u6216\u8005\u6587\u672c\u6587\u4ef6\u6765\u8bb0\u5f55\u4e0b\u4e00\u6b65\u7684 prompt \u771f\u7684\u5f88\u4e0d\u987a\u624b\uff0c\u7406\u60f3\u60c5\u51b5\u4e0b\uff0c\u6211\u5e0c\u671b\u6709\u4e00\u4e2a\u5de5\u5177\uff1a</p>\n<ul>\n<li>\u53ef\u4ee5\u76f4\u63a5\u5728\u4ee3\u7801\u4f4d\u7f6e\u6dfb\u52a0 comment</li>\n<li>comment \u81ea\u52a8\u5173\u8054\u6587\u4ef6\u548c\u884c\u53f7</li>\n<li>\n\u652f\u6301\u4e0d\u540c\u7c7b\u578b\u7684 comment \uff0c\u4f8b\u5982\uff1a<ul>\n<li><code>[issue]</code></li>\n<li><code>[question]</code></li>\n<li><code>[improve]</code></li>\n</ul>\n</li>\n<li>\u4e00\u952e\u5bfc\u51fa\u53ef\u4ee5\u53d1\u7ed9 AI Agent \u7684\u6587\u672c</li>\n</ul>\n<hr/>\n<p>\u76ee\u524d\u6211\u53d1\u73b0 tuicr\uff1a</p>\n<p><a href=\"https://github.com/agavra/tuicr\" rel=\"nofollow\">https://github.com/agavra/tuicr</a></p>\n<p>\u8fd9\u4e2a\u5de5\u5177\u6bd4\u8f83\u63a5\u8fd1\uff1a</p>\n<ul>\n<li>\u652f\u6301 diff review</li>\n<li>\u652f\u6301\u884c\u7ea7 comment</li>\n<li>\u53ef\u4ee5\u5bfc\u51fa Markdown \u7ed9 AI Agent</li>\n</ul>\n<p>\u4f46\u662f\u5b83\u4e3b\u8981\u57fa\u4e8e Git diff \u3002</p>\n<p>\u5bf9\u4e8e AI \u4fee\u6539\u5df2\u6709\u4ee3\u7801\uff0c\u8fd9\u4e2a\u6d41\u7a0b\u5f88\u597d\uff1a</p>\n<pre><code>\nAI \u4fee\u6539\n\u2193\ntuicr review\n\u2193\n\u5bfc\u51fa\u6587\u672c\u53cd\u9988\u7ed9 AI\n\n</code></pre>\n<p>\u4f46\u662f\u5982\u679c\u662f\u5728\u5f00\u53d1\u65b0\u529f\u80fd\uff1a</p>\n<ul>\n<li>\u9700\u8981\u67e5\u770b\u5b8c\u6574\u6587\u4ef6\u4e0a\u4e0b\u6587</li>\n<li>\u9700\u8981\u8df3\u8f6c\u4ee3\u7801</li>\n<li>\u9700\u8981\u7406\u89e3\u6574\u4f53\u7ed3\u6784</li>\n</ul>\n<p>git diff \u7684\u4f53\u9a8c\u5c31\u6ca1\u6709 IDE \u91cc\u76f4\u63a5\u770b\u4ee3\u7801\u65b9\u4fbf\u3002</p>\n<p>\u5e76\u4e14\u8fd9\u4e2a tuicr \u5728 WSL \u4e2d\u526a\u5207\u677f\u652f\u6301\u597d\u50cf\u6709\u95ee\u9898\uff0c\u6211\u8fd8\u5f97\u5957\u4e2a tmux \u6216\u8005\u5199\u4e2a alias \u8fd0\u884c\u3002</p>\n<hr/>\n<p>\u6240\u4ee5\u6211\u60f3\u95ee\uff1a</p>\n<p>\u5927\u5bb6\u73b0\u5728\u662f\u600e\u4e48\u505a AI Coding \u540e\u7684\u4ee3\u7801 Review \u7684\uff1f</p>\n"
    },
    {
      "title": "AI \u5bf9\u7814\u53d1\u6548\u7387\u63d0\u5347\u5230\u5e95\u6709\u591a\u5927\uff1f",
      "date_published": "2026-08-10T07:23:43+00:00",
      "date_modified": "2026-08-11T05:31:20+00:00",
      "id": "https://www.v2ex.com/t/1233270",
      "url": "https://www.v2ex.com/t/1233270",
      "author": {
        "name": "Victor215",
        "url": "https://www.v2ex.com/member/Victor215",
        "avatar": "https://cdn.v2ex.com/avatar/e062/35df/127887_large.png?m=1783410471"
      },
      "content_html": "<p>\u4ece Agent \u51fa\u6765\u5230\u73b0\u5728\uff0c\u6709\u4eba\u8bf4 AI \u8ba9\u7814\u53d1\u6548\u7387\u975e\u5e38\u5927\uff0c\u6bd4\u5982 OpenAI \u548c Anthropic \u7684\u90a3\u6ce2\u4eba\uff0c\u8bf4\u6548\u7387\u6709\u7ffb\u5929\u8986\u5730\u7684\u53d8\u5316\u3002\u4e00\u4e2a\u4eba\u51e0\u5929\u5c31\u80fd\u628a\u516c\u53f8\u7684\u4e00\u4e2a\u5f88\u590d\u6742\u7684\u9879\u76ee\u641e\u5b9a\u3002</p>\n<p>\u4f46\u662f\u6211\u81ea\u5df1\u4f53\u9a8c\u4e0b\u6765\uff0c\u53d1\u73b0\u7528\u76f8\u5bf9\u6bd4\u8f83\u597d\u7684\u6a21\u578b\uff08 chatgpt Sol \uff09\uff0c\u6216\u8005\u6700\u65b0\u7684 deepseek flash v4 \uff0c\u4e5f\u603b\u662f\u78d5\u78d5\u7eca\u7eca\u7684\u3002\u7279\u522b\u662f\u5f53\u6211\u8981\u5199\u7684\u4e0d\u662f\u4e00\u4e2a demo \uff0c\u800c\u662f\u4e00\u4e2a\u53ef\u4ee5\u771f\u5b9e\u4e0a\u7ebf\u7684\uff0c\u80fd\u7a33\u5b9a\u8fd0\u884c\uff0c\u4e0d\u51fa\u9519\u7684\u7a0b\u5e8f\uff0c\u8fd8\u662f\u8981\u82b1\u975e\u5e38\u5927\u7684\u7cbe\u529b\u3002</p>\n<p>\u5355\u5c31\u6211\u6700\u8fd1\u505a\u7684\u4e00\u4e2a\u9879\u76ee\u6765\u8bf4\uff0c\u5927\u6982\u4e0d\u5230 10 \u4e2a\u9875\u9762\u7684\u4fee\u6539\uff08\u4e0d\u662f\u65b0\u589e\uff09\uff0c\u6211\u7684\u9700\u6c42\u5b9a\u4e49\u8fd8\u662f\u82b1\u4e86\u5c06\u8fd1\u4e00\u5468\uff0c\u7ed8\u5236\u4e86\u5404\u79cd\u4f4e\u4fdd\u771f\u548c\u903b\u8f91\u56fe\uff0c\u53ef\u4ee5\u9884\u89c1\u7684\u662f\uff0c\u4e5f\u8bb8\u4ee3\u7801\u4e24\u5929\u53ef\u4ee5\u8ba9 AI \u5199\u5b8c\uff0c\u4f46\u662f\u529f\u80fd\u5f00\u53d1\u81ea\u6d4b\u8bd5\u6015\u8fd8\u662f\u8981 2-3 \u5468\uff0c\u624d\u80fd\u9010\u6b65\u5230\u771f\u6b63\u53ef\u5546\u4e1a\u5316\u843d\u5730\u7684\u6548\u679c\u3002</p>\n<p>\u7136\u800c\uff0c\u5982\u679c\u7ad9\u5728\u5916\u90e8\u770b\uff0c\u8fd9\u4e48\u7b80\u5355\u7684\u51e0\u4e2a\u9875\u9762\uff0c\u4e00\u70b9\u70b9\u9700\u6c42\uff0c\u6709 AI \uff0c\u4e0d\u5e94\u8be5\u662f 2 \u5929\u5c31\u641e\u5b8c\u4e48\uff1f</p>\n<p>\u6211\u60f3\u77e5\u9053\uff0c\u5927\u5bb6\u662f\u600e\u4e48\u8ba4\u77e5\u8fd9\u4ef6\u4e8b\u60c5\u7684\u3002</p>\n"
    },
    {
      "title": "\u6c42\u89e3. gpt \u7f16\u7801\u4e0d\u6309\u4ee3\u7801\u89c4\u8303\u6765\u600e\u4e48\u529e.",
      "date_published": "2026-08-10T06:25:12+00:00",
      "date_modified": "2026-08-10T06:27:11+00:00",
      "id": "https://www.v2ex.com/t/1233248",
      "url": "https://www.v2ex.com/t/1233248",
      "author": {
        "name": "ainyyy",
        "url": "https://www.v2ex.com/member/ainyyy",
        "avatar": "https://cdn.v2ex.com/gravatar/b22c4dfe580d8c9bc4dfae25e9d06bf5?s=73&d=retro"
      },
      "content_html": "<p>Q:\u4e3a\u4ec0\u4eec\u6240\u6709\u4ee3\u7801\u5b9e\u73b0\u7684\u90fd\u6ca1\u6709\u5b89\u88c5\u6211\u7684\u4ee3\u7801\u7ea6\u675f\u6765.</p>\n<p>A:\u4f60\u8bf4\u5f97\u5bf9\u3002\u8fd9\u4e0d\u662f\u7ea6\u675f\u6ca1\u63d0\u4f9b\uff0c\u800c\u662f\u6211\u6ca1\u6709\u4e25\u683c\u6267\u884c\uff1b\u6211\u8bfb\u5230\u4e86\u89c4\u5219\uff0c\u5374\u5728\u5b9e\u73b0\u65f6\u4e3a\u4e86\u5feb\u901f\u94fa\u5f00\u529f\u80fd\u5199\u6210\u4e86\u538b\u7f29\u5f0f\u4ee3\u7801\uff0c\u5c5e\u4e8e\u6267\u884c\u5931\u8bef\u3002\u660e\u663e\u8fdd\u53cd\u6216\u504f\u79bb\u7684\u5730\u65b9\u5305\u62ec\uff1a\nXXX\nXXX.</p>\n<p>A:\u4e0d\u662f\u4f60\u7684\u89c4\u8303\u5199\u5f97\u6709\u95ee\u9898\u3002\u5b83\u5df2\u7ecf\u8db3\u591f\u660e\u786e\uff0c\u5c24\u5176\u662f\u201c\u4e25\u683c\u7981\u6b62\u201d\u201c\u5fc5\u987b\u4f7f\u7528\u201d\u7684\u63aa\u8f9e\u3002\u95ee\u9898\u5728\u4e8e\uff1a\u5b83\u76ee\u524d\u662f\u201c\u7ed9 Agent \u9605\u8bfb\u7684\u7ea6\u675f\u201d\uff0c\u4e0d\u662f\u201c\u8fdd\u53cd\u5c31\u65e0\u6cd5\u63d0\u4ea4\u4ee3\u7801\u7684\u6267\u884c\u7ea6\u675f\u201d\uff1b\u800c\u6211\u8fd9\u6b21\u6ca1\u6709\u628a\u9605\u8bfb\u540e\u7684\u7ea6\u675f\u843d\u5b9e\u6210\u7f16\u7801\u524d\u68c0\u67e5\u548c\u4ea4\u4ed8\u95e8\u7981\u3002\u8fd9\u662f\u6211\u7684\u8d23\u4efb\uff0c\u4e0d\u662f\u4f60\u7684\u89c4\u8303\u4e0d\u591f\u5f3a\u786c\u3002</p>\n<p>\u4f60\u8fd9\u4efd\u89c4\u8303\u73b0\u5728\u7684\u5f3a\u5ea6\u662f\uff1a</p>\n<p>Agent \u80fd\u770b\u5230\u5e76\u7406\u89e3\uff1b\n\u4eba\u5de5 review \u80fd\u636e\u6b64\u5224\u5b9a\u5bf9\u9519\uff1b\n\u4f46\u6ca1\u6709\u81ea\u52a8\u673a\u5236\u963b\u6b62\u4ee3\u7801\u843d\u76d8\u3001\u963b\u6b62\u4efb\u52a1\u88ab\u62a5\u544a\u4e3a\u5b8c\u6210\u3002</p>\n<p>\u660e\u660e\u8ba1\u5212\u548c\u601d\u8003\u4e2d\u90fd\u63d0\u5230\u4e86\u89c4\u5219\u8981\u600e\u6837, \u5b9e\u9645\u6210\u54c1\u548c\u89c4\u683c\u7ea6\u675f\u5dee\u5f88\u8fdc.   \u6ca1\u8bfb\u5230\u5c31\u7b97\u4e86,\u601d\u8003\u65f6\u5df2\u7ecf\u6709\u4e86,\u6267\u884c\u4e0d\u6309\u8fd9\u4e2a\u6765\u548b\u641e..\n\u5b98\u65b9 gtp-5.6 terra.   \u7528\u7684 trellis</p>\n"
    },
    {
      "title": "\u4eca\u5929\u751f\u65e5\uff0c\u9f13\u8d77\u52c7\u6c14\u5206\u4eab\u4e0b\u81ea\u5df1 vibe \u7684\u4f5c\u54c1\uff0c\u563b\u563b",
      "date_published": "2026-08-08T12:47:35+00:00",
      "date_modified": "2026-08-08T12:52:11+00:00",
      "id": "https://www.v2ex.com/t/1232943",
      "url": "https://www.v2ex.com/t/1232943",
      "author": {
        "name": "cue",
        "url": "https://www.v2ex.com/member/cue",
        "avatar": "https://cdn.v2ex.com/avatar/815e/7994/364343_large.png?m=1704277462"
      },
      "content_html": "<p>1 \u3001\u6211\u7684\u4e2a\u4eba\u5c0f\u7a0b\u5e8f</p>\n<p>\u4e00\u4e2a\u5b8c\u5168\u7528\u6765\u8bb0\u5f55\u81ea\u5df1\u751f\u6d3b\u3001\u52a8\u6001\u548c\u5c55\u793a\u535a\u5ba2\u6587\u7ae0\u7684\u5c0f\u7a0b\u5e8f</p>\n<p><a href=\"https://wxmpurl.cn/an2HPzqzrKq\" rel=\"nofollow\">https://wxmpurl.cn/an2HPzqzrKq</a></p>\n<p>qcode.jpg <img alt=\"\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://i.imgur.com/O0hKoRR.jpeg\"/> </p>\n<p>\u5f53\u7136\u4e5f\u6709\u7f51\u9875\u7248\uff0c<a href=\"https://moment.upstairs.cn\" rel=\"nofollow\">https://moment.upstairs.cn</a> </p>\n<p>\u7f51\u9875\u7248\u6709\u4e00\u4e2a\u5730\u56fe\u529f\u80fd\uff1a <a href=\"https://moment.upstairs.cn/map\" rel=\"nofollow\">https://moment.upstairs.cn/map</a> </p>\n<p>2 \u3001\u4e00\u4e2a\u4e2a\u4eba\u7248\u5bf9\u8bdd\u7684\u7f51\u9875</p>\n<p>\u57fa\u4e8e\u6211\u8fc7\u53bb 20 \u5e74\u793e\u4ea4\u7f51\u7edc\uff08 twitter \u3001\u996d\u5426\u3001mastodon \u3001\u5fae\u535a\uff09\u3001\u89c2\u5f71\uff08\u8c46\u74e3\u3001neodb \uff09\u3001\u542c\u6b4c\uff08\u7f51\u6613\u3001spotify \uff09\u3001\u7f8e\u98df\uff08\u5927\u4f17\u70b9\u8bc4\uff09\u3001\u535a\u5ba2\u7684\u6570\u636e\uff0c\u5927\u7ea6\u6709\u51e0\u5341\u4e07\u5b57\u5427</p>\n<p><a href=\"https://zhengtu.xyz\" rel=\"nofollow\">https://zhengtu.xyz</a></p>\n<p>\u6211\u7684\u60f3\u6cd5\u662f\u5f53\u505a\u81ea\u5df1\u300c\u6570\u5b57\u5b6a\u751f\u300d\u6216\u300c\u6570\u5b57\u6c38\u751f\u300d\u7684\u4e00\u4e2a\u5c1d\u8bd5\uff0c\u5047\u5982\u81ea\u5df1\u54ea\u5929\u6d17\u4e86\uff0c\u5bb6\u4eba\u670b\u53cb\u8fd8\u53ef\u4ee5\u8fdb\u884c\u4e9b\u5bf9\u8bdd\uff0c\u4f46\u662f\u597d\u50cf\u57fa\u4e8e deepseek \u7684\uff0c\u6709\u65f6\u5019\u5e7b\u89c6\u8fd8\u633a\u4e25\u91cd\u7684\u3002</p>\n<p>\u5bf9\u4e86\uff0c\u4eca\u5929\u5bf9\u4ed6\u8bf4\u300c\u751f\u65e5\u5feb\u4e50\u300d\u662f\u6709\u5f69\u86cb\u7684\u3002\u54c8\u54c8\u3002</p>\n<p>\u90fd\u662f\u4e9b\u7b80\u5355\u7684\u4f5c\u54c1\uff0c\u8bf7\u5927\u5bb6\u8f7b\u62cd\u3002</p>\n"
    },
    {
      "title": "\u53d1\u73b0\u4e00\u4e2a\u6709\u8da3\u7684\u73b0\u8c61\uff0c AI \u5f00\u53d1\u4ee3\u7801\u7684\u81ea\u67e5\u9677\u9631",
      "date_published": "2026-08-07T08:30:46+00:00",
      "date_modified": "2026-08-08T08:58:56+00:00",
      "id": "https://www.v2ex.com/t/1232767",
      "url": "https://www.v2ex.com/t/1232767",
      "author": {
        "name": "Auston",
        "url": "https://www.v2ex.com/member/Auston",
        "avatar": "https://cdn.v2ex.com/gravatar/548fd96c950887479bcd0e58f69285b6?s=73&d=retro"
      },
      "content_html": "\u6700\u8fd1\u7528\u4e86\u51e0\u6b3e\u5927\u6a21\u578b\u5f00\u5c55\u5f00\u53d1\u5de5\u4f5c\uff0c\u6211\u5bdf\u89c9\u5230\u4e00\u4e2a\u5f88\u6709\u610f\u601d\u7684\u89c4\u5f8b\uff1a\u5f53\u4e1a\u52a1\u4ee3\u7801\u903b\u8f91\u7a0d\u5fae\u590d\u6742\u4e4b\u540e\uff0c\u5018\u82e5\u76f4\u63a5\u5728\u539f\u6709\u5bf9\u8bdd\u4f1a\u8bdd\u4e2d\uff0c\u8ba9\u521a\u521a\u5199\u5b8c\u4ee3\u7801\u7684 AI \u81ea\u67e5\u6f0f\u6d1e\uff0c\u5b83\u5927\u591a\u4f1a\u5224\u5b9a\u4ee3\u7801\u4e0d\u5b58\u5728 Bug \u3002<br /><br />\u53ef\u53ea\u8981\u65b0\u5efa\u4e00\u4e2a\u7a7a\u767d\u4f1a\u8bdd\u91cd\u65b0\u63d0\u4ea4\u4ee3\u7801\u8fdb\u884c\u5ba1\u67e5\uff0cAI \u5f80\u5f80\u4fbf\u80fd\u627e\u51fa\u5404\u7c7b\u95ee\u9898\uff1b\u82e5\u662f\u518d\u66f4\u6362\u4e00\u6b3e\u5927\u6a21\u578b\u68c0\u6d4b\uff0c\u6392\u67e5\u51fa\u7684\u7ec6\u8282\u95ee\u9898\u8fd8\u4f1a\u66f4\u591a\uff0c\u53ea\u662f\u5176\u4e2d\u76f8\u5f53\u4e00\u90e8\u5206\u5c5e\u4e8e\u5f71\u54cd\u4e0d\u5927\u7684\u6b21\u8981\u7455\u75b5\u3002<br /><br />\u8fd9\u662f\u4e0d\u662f AI \u4e4b\u95f4\u7684\u76f8\u4e92\u6311\u523a\uff1f"
    },
    {
      "title": "\u6211\u521a\u521a\u9a82\u4e86 codex\uff0c\u7136\u540e\u611f\u89c9\uff0c\u5b83\u5f00\u59cb\u6545\u610f\u7ed9\u6211\u51fa\u5c94\u5b50",
      "date_published": "2026-08-06T14:20:05+00:00",
      "date_modified": "2026-08-08T08:59:40+00:00",
      "id": "https://www.v2ex.com/t/1232578",
      "url": "https://www.v2ex.com/t/1232578",
      "author": {
        "name": "edgeedge",
        "url": "https://www.v2ex.com/member/edgeedge",
        "avatar": "https://cdn.v2ex.com/avatar/1ac9/be13/420212_large.png?m=1786001011"
      },
      "content_html": "<p>\u6211\u8d77\u4e86\u4e2a\u9879\u76ee\uff0c\u4ee3\u7801\u5df2\u7ecf\u5199\u4e86\u53ef\u80fd\u51e0\u4e07\u884c\u4e86\uff0c\n\u73b0\u5728\u8ba9\u5b83\u8865\u5199\u9879\u76ee\u613f\u666f\u3001\u5f00\u53d1\u89c4\u8303\u3001\u548c\u4e0b\u4e00\u6b65\u8ba1\u5212</p>\n<p>\u7279\u610f\u4f7f\u7528\u4e86 5.6-sol Ultra \u6a21\u5f0f\uff0c</p>\n<p>\u7ed3\u679c\u540e\u5b83\u7ed9\u6211\u5199\u4e86\u4e00\u5768\uff0c\u50cf\u662f\u514d\u8d23\u58f0\u660e\u7684\u4e1c\u897f\uff0c\u7f57\u5217\u4e86\u5404\u79cd\u5217\u8868\u2026\u2026\u6211\u770b\u4e86\u51e0\u6bb5\uff0c\u611f\u89c9\u5934\u76ae\u53d1\u9ebb\u3002</p>\n<p>\u6211\u91cd\u65b0\u4fee\u6539\u4e86\u4e00\u4e0b\u63d0\u793a\uff0c\u8ba9\u5b83\u4e0d\u5fc5\u5de8\u7ec6\u65e0\u9057\uff0c\u53ea\u8bf4\u7eb2\u8981\u3001\u5177\u6709\u6307\u5bfc\u6027\u7684\u5c31\u884c\u2026\u2026</p>\n<p>\u7136\u540e\u5b83\u53c8\u751f\u6210\u4e86\u98ce\u683c\u8fd8\u662f\u4e00\u6837\u7684\u4e1c\u897f\uff0c\u51e0\u4e4e\u6ca1\u53d8\uff0c\u7136\u540e\u6211\u53d1\u5f6a\u4e86\uff0c\u8ba9\u4ed6\u5728\u6211\u4e4b\u524d\u624b\u52a8\u5199\u7684\u7248\u4e0a\u6539\uff1a</p>\n<pre><code>\u6211\u9760\uff0c\u8fd9\u662f\u628a\u6211\u524d\u9762\u8ba4\u4e3a\u4e0d\u5408\u683c\uff0c\u91cd\u505a\u7684\u90a3\u7248\u53c8\u6062\u590d\u4e86\uff1f\uff1f\uff1f\u771f\u662f\u6d6a\u8d39\u6211 token!!!\n\u4f60\u5199\u7684\u8fd9\u4e2a\uff0c\u662f\u7ed9\u4eba\u770b\u7684\u5417\uff1f\u6211\u4e00\u770b\u5c31\u5934\u75bc\u3002\u3002\u80fd\u8bf4\u4eba\u8bdd\uff1f\uff0c\u4f60\u8981\u662f\u7ed9\u4eba\u4ecb\u7ecd\u8fd9\u4e2a\u9879\u76ee\uff0c\u4f1a\u8fd9\u6837\u6765\u8bf4\uff1f\uff1f\uff1f\uff1f\n\n\u64a4\u9500\u5427\uff0c\u5728\u539f\u7248\u7684\u57fa\u7840\u6846\u67b6\u4e0a\u4fee\u8ba2\uff01\n</code></pre>\n<p>\u8fd9\u4e2a\u5bf9\u8bdd\u7ee7\u7eed\u8fdb\u884c\uff0c\u4f46\u53d1\u73b0\u6709\u4e9b\u6211\u89c9\u5f97\u4e0d\u8bf4\u4e5f\u53ef\u4ee5\u5bf9\u9f50\uff0c\u4e0d\u4f1a\u6709\u95ee\u9898\u7684\uff0c\u5b83\u504f\u504f\u5c31\u4e0d\u5f80\u6211\u60f3\u8981\u7684\u65b9\u5411\u53bb\uff0c\u786c\u8981\u6211\u660e\u786e\u6307\u51fa\uff0c\u611f\u89c9\u5bf9\u8bdd\u5f88\u8d39\u52b2\uff0c\uff0c</p>\n<p>\u6211\u5f88\u5feb\u653e\u5f03\u4e86\u8fd9\u4e2a\u5bf9\u8bdd\uff0c\u5f00\u4e86\u4e2a\u65b0\u7684\uff0c\u548c\u5b83\u8bf4\u8bdd\u7684\u58f0\u97f3\u4e5f\u53d8\u5c0f\u4e86\u3002\u3002\u3002</p>\n"
    },
    {
      "title": "Vibe Coding \u4f60\u4eec\u4f1a\u628a\u63a8\u7406\u6a21\u5f0f\u5f00\u5230\u6700\u5927\u5417\uff1f",
      "date_published": "2026-08-06T09:55:54+00:00",
      "date_modified": "2026-08-08T08:59:50+00:00",
      "id": "https://www.v2ex.com/t/1232534",
      "url": "https://www.v2ex.com/t/1232534",
      "author": {
        "name": "ldy619354397",
        "url": "https://www.v2ex.com/member/ldy619354397",
        "avatar": "https://cdn.v2ex.com/avatar/db8b/e417/799342_large.png?m=1782457677"
      },
      "content_html": "<p>Vibe Coding \u4f60\u4eec\u4f1a\u628a\u63a8\u7406\u6a21\u5f0f\u5f00\u5230\u6700\u5927\u5417\uff1f\n\u63a8\u7406\u6a21\u5f0f\u5f00\u5927\u6700\u5927\uff0c\u4e0d\u4ec5\u6d88\u8017\u66f4\u591a token \uff0c\u8fd8\u6d88\u8017\u66f4\u591a\u65f6\u95f4\uff0c\u4f46\u662f\u4e0d\u5f00\u5230\u6700\u5927\uff0c\u53c8\u6015 AI \u66f2\u89e3\u6211\u7684\u547d\u4ee4\uff0c\u5199\u9519\u8bef\u7684\u4ee3\u7801\u8fd8\u5f97\u8fd4\u5de5</p>\n"
    },
    {
      "title": "AI \u7f16\u7a0b\u90fd\u8fd9\u4e48\u5377\u4e86\u561b\uff0c\u90fd\u51fa\u4e86\u65b0\u8303\u5f0f SDD+TDD\uff1f",
      "date_published": "2026-08-06T01:12:45+00:00",
      "date_modified": "2026-08-06T01:52:23+00:00",
      "id": "https://www.v2ex.com/t/1232352",
      "url": "https://www.v2ex.com/t/1232352",
      "author": {
        "name": "Modesty",
        "url": "https://www.v2ex.com/member/Modesty",
        "avatar": "https://cdn.v2ex.com/gravatar/ec7f5a0e745e558383e53527022499b5?s=73&d=retro"
      },
      "content_html": "<p>\u7528 Cursor \u3001Claude \u5199\u4ee3\u7801\uff0c\u5927\u591a\u5c31\u662f Vibe Coding \u6c1b\u56f4\u7f16\u7a0b\uff1a\u63cf\u8ff0\u9700\u6c42\uff0cAI \u751f\u6210\u4ee3\u7801\uff0c\u7b80\u5355\u8c03\u8bd5\u80fd\u7528\u5c31\u5b8c\u4e8b\u4e86\u3002\u73b0\u5728\u90fd\u6574\u8fd9\u4e48\u9ad8\u7aef\u4e86\uff0c\u6709\u70b9\u5403\u60ca\u3002</p>\n<p><img alt=\"SDD+TDD \u5f00\u53d1\u6d41\u7a0b\u793a\u610f\u56fe\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://imgur.com/a/pvAEnj4\"/></p>\n"
    },
    {
      "title": "\u5f00\u4e86\u51e0\u4e2a\u5957\u9910\uff0c\u73b0\u5728\u65e0\u4e8b\u53ef\u5e72",
      "date_published": "2026-07-31T08:37:55+00:00",
      "id": "https://www.v2ex.com/t/1231289",
      "url": "https://www.v2ex.com/t/1231289",
      "author": {
        "name": "yesagen",
        "url": "https://www.v2ex.com/member/yesagen",
        "avatar": "https://cdn.v2ex.com/gravatar/3cc02fd2ef22410a41229a80be9f4c91?s=73&d=retro"
      },
      "content_html": "kimi code allegretto 199 \u5143/\u6708\uff0c\u8fc7\u51e0\u5929\u5230\u671f\u4e0d\u6253\u7b97\u7eed\u8d39\u4e86\u3002<br />GLM Coding Plan max \u6709\u6548\u671f\u81f3 09 \u6708 24 \u65e5\u3002<br />openai codex plus 20 \u591a\u5200/\u6708\uff0c\u793c\u54c1\u5361\u8d26\u6237\u91cc\u9762\u8fd8\u6709 24 \u5200\uff0c\u4f30\u8ba1\u8fd8\u80fd\u7eed\u8d39\u4e00\u4e2a\u6708\u3002"
    },
    {
      "title": "\u5c0f\u5b66\u65f6\u4e0a\u8bfe\u6478\u9c7c\u73a9\u7684\u6e38\u620f\uff0c vibe \u6210\u4e86\u7f51\u9875\u7248",
      "date_published": "2026-07-31T08:18:53+00:00",
      "id": "https://www.v2ex.com/t/1231281",
      "url": "https://www.v2ex.com/t/1231281",
      "author": {
        "name": "v2NPC",
        "url": "https://www.v2ex.com/member/v2NPC",
        "avatar": "https://cdn.v2ex.com/gravatar/8d9381864d818387af1057850a21a083?s=73&d=retro"
      },
      "content_html": "<p><a href=\"https://100-inky-kappa.vercel.app/\" rel=\"nofollow\">https://100-inky-kappa.vercel.app/</a></p>\n"
    },
    {
      "title": "[Vibe Coding] \u591a\u4eba\u534f\u4f5c\u9879\u76ee,\u5927\u5bb6\u5728 vibe \u65f6\u90fd\u662f\u5982\u4f55\u7ed9 ai \u63d0\u4f9b api \u6587\u6863\u7684?\u6709\u4ec0\u4e48\u9ad8\u7ea7\u70b9\u7684\u65b9\u6cd5\u63a8\u8350\u5417? \u6709\u7c7b\u4f3c\u7684\u77e5\u8bc6\u5e93\u63a8\u8350\u5417?",
      "date_published": "2026-07-21T08:12:04+00:00",
      "date_modified": "2026-07-23T01:27:40+00:00",
      "id": "https://www.v2ex.com/t/1228853",
      "url": "https://www.v2ex.com/t/1228853",
      "author": {
        "name": "cvooc",
        "url": "https://www.v2ex.com/member/cvooc",
        "avatar": "https://cdn.v2ex.com/avatar/0b15/0d66/525806_large.png?m=1715683975"
      },
      "content_html": "<p>\u6211\u76ee\u524d\u7684\u65b9\u6848\u662f\u624b\u52a8\u7ef4\u62a4\u4e00\u4e2a swagger \u5bfc\u51fa\u7684 md \u6587\u6863,\u7136\u540e\u8ba9 ai \u53bb\u8bfb\u53d6 md.\n\u56e0\u4e3a\u662f\u591a\u4eba\u591a\u6a21\u5757\u5f00\u53d1, \u76f4\u63a5\u62c9\u540e\u7aef\u6e90\u7801\u53bb\u8bfb\u4e5f\u4e0d\u662f\u4e00\u4e2a\u4fbf\u6377\u7684\u65b9\u5f0f.</p>\n<p>\u60f3\u627e\u4e00\u4e2a\u6bd4\u8f83\u65b9\u4fbf\u7684\u7ef4\u62a4 api \u6587\u6863\u7684\u65b9\u5f0f, \u548c ai \u6c9f\u901a\u65f6\u76f4\u63a5\u8ba9 ai \u81ea\u884c\u67e5\u8be2\u76f8\u5173\u63a5\u53e3\u7684\u53c2\u6570\u8fd4\u56de.\n\u60f3\u770b\u4e00\u4e0b\u5404\u4f4d\u662f\u5982\u4f55\u7ba1\u7406\u6587\u6863\u7684.</p>\n"
    },
    {
      "title": "\u641e\u4e86\u4e00\u4e2a\u5f00\u6e90\u7684 [\u4e0a\u4e0b\u6587\u7ba1\u7406] \u5de5\u5177\uff0c\u5144\u5f1f\u4eec\u8981\u4e0d\u8981\u6765\u54c1\u8bc4\u4e00\u4e0b",
      "date_published": "2026-07-20T05:44:12+00:00",
      "id": "https://www.v2ex.com/t/1228536",
      "url": "https://www.v2ex.com/t/1228536",
      "author": {
        "name": "htommr",
        "url": "https://www.v2ex.com/member/htommr",
        "avatar": "https://cdn.v2ex.com/gravatar/3560dd3f813f1f991f2843fa8650228b?s=73&d=retro"
      },
      "content_html": "<h3>\u53ef\u4ee5\u505a\u4ec0\u4e48</h3>\n<ul>\n<li>\u65e5\u5e38\u7b14\u8bb0\uff1a\u652f\u6301\u7b14\u8bb0\u672c\u3001\u6807\u7b7e\u7b49\u7ba1\u7406\u3002\u591a\u7b14\u8bb0\u672c\u3001\u591a\u5c42\u7ea7\u6807\u7b7e\u5e38\u7528\u5f62\u5f0f\u3002</li>\n<li>\u7ba1\u7406 AI \u5bf9\u8bdd\uff1a\u63d2\u5165 codex \u3001claude code \u3001hermes \u5728\u6587\u6863\u5185\u76f4\u63a5\u5bf9\u8bdd\u3002</li>\n<li>\u5199\u65e5\u5e38 loop \u81ea\u52a8\u5316\u6d41\u7a0b\uff1a\u6bd4\u5982\u53d1\u5e03\u6d41\u7a0b\u3001\u7ffb\u8bd1\u6d41\u7a0b\u3001\u6253\u5305\u7b49\u3002</li>\n</ul>\n<h3>\u9002\u5408\u8c01</h3>\n<ul>\n<li>\u65e5\u5e38\u4f7f\u7528 agent \u7f16\u7a0b\uff0c\u9700\u8981\u7b80\u5355\u8bb0\u5f55\u601d\u8003</li>\n<li>\u5199\u7b14\u8bb0\u3001\u6574\u7406\u8d44\u6599\uff0c\u9700\u8981\u642d\u5efa\u9886\u57df\u77e5\u8bc6\u5e93\u7684\u540c\u5b66</li>\n</ul>\n<p>\u793e\u533a\u5730\u5740\uff1a\n<a href=\"https://github.com/text2future/flowix\" rel=\"nofollow\">https://github.com/text2future/flowix</a></p>\n"
    },
    {
      "title": "\u5927\u5bb6\u5728\u7b49 AI \u5e72\u6d3b\u65f6\uff0c\u90fd\u5728\u5e72\u4e9b\u4ec0\u4e48\uff1f",
      "date_published": "2026-07-16T01:37:48+00:00",
      "date_modified": "2026-07-16T02:36:43+00:00",
      "id": "https://www.v2ex.com/t/1227625",
      "url": "https://www.v2ex.com/t/1227625",
      "author": {
        "name": "chunchun1028",
        "url": "https://www.v2ex.com/member/chunchun1028",
        "avatar": "https://cdn.v2ex.com/gravatar/8083c822298ffbf237456d40f95978ea?s=73&d=retro"
      },
      "content_html": "<p>\u6700\u8fd1\u7528\u4e86 5.6 \u901f\u5ea6\u6709\u70b9\u6162\uff0cai \u6ca1\u5b8c\u6210\u7684\u65f6\u5019\u95f2\u7684\u5b9e\u5728\u65e0\u804a\uff0c\u770b\u77e5\u4e4e\u770b\u5f97\u5934\u660f\u8111\u80c0\u7684\uff0c\u5927\u5bb6\u8fd9\u65f6\u5019\u90fd\u662f\u5e72\u70b9\u5565\u5462\uff1f</p>\n"
    },
    {
      "title": "Vibe Coding \u8d8b\u52bf\u4e0b\u641e\u4e86\u5f88\u591a\u4e71\u4e03\u516b\u7cdf\u9879\u76ee\uff0c GitHub \u7684\u8d39\u7528\u98d9\u5347\uff0c\u4f60\u4eec\u662f\u548b\u89e3\u51b3\u7684\u54e6\uff1f",
      "date_published": "2026-07-15T06:40:05+00:00",
      "date_modified": "2026-07-15T06:40:21+00:00",
      "id": "https://www.v2ex.com/t/1227460",
      "url": "https://www.v2ex.com/t/1227460",
      "author": {
        "name": "Alwaysonline",
        "url": "https://www.v2ex.com/member/Alwaysonline",
        "avatar": "https://cdn.v2ex.com/avatar/762d/d577/19959_large.png?m=1723165448"
      },
      "content_html": "RT  GitHub \u662f\u79c1\u6709\u4ed3\u5e93\uff0c\u6bcf\u6708\u8981 20 \u7f8e\u91d1\u5de6\u53f3\u3002"
    },
    {
      "title": "\u7528 Claude \u7ed9\u90e8\u95e8\u6413\u5c0f\u5de5\u5177\uff0c\u60f3\u51cf\u5c11\u8fd4\u5382\u91cd\u4fee\u7387\uff0c\u8e72\u5efa\u8bae",
      "date_published": "2026-07-15T05:04:39+00:00",
      "id": "https://www.v2ex.com/t/1227434",
      "url": "https://www.v2ex.com/t/1227434",
      "author": {
        "name": "a394505181",
        "url": "https://www.v2ex.com/member/a394505181",
        "avatar": "https://cdn.v2ex.com/avatar/c0b9/ed0e/45092_large.png?m=1784091020"
      },
      "content_html": "\u6700\u8fd1\u6709\u70b9\u8ff7\u4e0a\u7528 agent \u6413\u5c0f\u5de5\u5177\uff0c\u7ed9\u81ea\u5df1\u548c\u90e8\u95e8\u540c\u4e8b\u63d0\u6548\u7528\u3002\u505a\u4e86\u4e2a\u7efc\u5408\u6027\u7684 dashboard \u6574\u5408\u4fe1\u606f\u7528\uff0c\u521a\u5f00\u59cb\u633a\u723d\u7684\uff0c\u529f\u80fd\u7b80\u5355\u7136\u540e\u7528\u7684\u4eba\u4e5f\u4e0d\u591a\uff0c\u57fa\u672c\u6ca1\u5565\u6bdb\u75c5\u3002\u7ed3\u679c\u540e\u9762\u540c\u4e8b\u4eec\u63d0\u4e86\u4e00\u5806\u65b0\u9700\u6c42\uff0c\u52a0\u529f\u80fd\u4ee5\u53ca\u6539\u529f\u80fd\u7684\u65f6\u5019\uff0c\u8001\u7684\u5730\u65b9\u8001\u662f\u88ab\u987a\u624b\u5f04\u574f\uff0c\u800c\u4e14\u81ea\u5df1\u5e73\u65f6\u4e5f\u4e0d\u4f1a\u6bcf\u4e2a\u6d41\u7a0b\u90fd\u70b9\u4e00\u904d\uff0c\u4e0d\u7528\u5230\u6839\u672c\u53d1\u73b0\u4e0d\u4e86\uff0c\u4e00\u88ab\u540c\u4e8b\u8e29\u5230 bug \u5c31\u6709\u70b9\u5c34\u5c2c\uff08\uff09\u3002<br /><br />\u6240\u4ee5\u6211\u5c31\u60f3\u80fd\u4e0d\u80fd\u8ba9 agent \u5199\u5b8c\u81ea\u5df1\u5148\u8dd1\u4e00\u904d\uff0c\u6700\u597d\u80fd\u81ea\u5df1\u53d1\u73b0\u95ee\u9898\u81ea\u5df1\u4fee\uff0c\u6211\u5c11\u64e6\u70b9\u5c41\u80a1\u3002\u4f46\u53c8\u4e0d\u592a\u60f3\u4e3a\u8fd9\u4e2a\u518d\u5355\u72ec\u5f00\u4e2a GPT \u4f1a\u5458(\u73b0\u5728\u4e3b\u529b\u662f Claude)\uff0c\u5c31\u5230\u5904\u7ffb\u3002\u641c cli testing \u770b\u5230 GitHub \u4e0a\u6709\u4e2a\u5f00\u6e90\u5de5\u5177\u770b\u7740\u8fd8\u884c\uff0c\u8bf4\u662f\u80fd\u5728\u4e91\u7aef\u771f\u5b9e\u8dd1\u4e00\u904d\u5e94\u7528\u7136\u540e\u6a21\u62df\u7528\u6237\u7684\u64cd\u4f5c workflow \uff0c\u628a\u54ea\u91cc\u574f\u4e86\u7ed3\u6784\u5316\u5730\u4e22\u56de\u7ed9 coding agent \u8ba9\u5b83\u81ea\u5df1\u6539\uff0c\u901a\u8fc7\u7684\u8fd8\u80fd\u6c89\u6dc0\u6210\u4e00\u5957\u56de\u5f52\u6d4b\u8bd5\u6211\u5c31\u4e0d\u7528\u8001\u662f\u76ef\u7740\u770b\u4e86\u3002\u80fd\u63a5 CC \u548c Cursor \u8fd9\u4e9b\uff0c\u6709\u633a\u591a\u514d\u8d39\u989d\u5ea6\u3002<br /><br /><a target=\"_blank\" href=\"https://github.com/TestSprite/testsprite-cli\" rel=\"nofollow noopener\">https://github.com/TestSprite/testsprite-cli</a><br />\u6709\u6ca1\u6709\u4f6c\u7528\u8fc7\uff1f\u6548\u679c\u548b\u6837\uff1f\u591f\u4e0d\u591f\u65e5\u5e38\u6413\u8fd9\u79cd\u5c0f\u5de5\u5177\u7528?\u6c42\u4e2a\u771f\u5b9e\u53cd\u9988\uff5e\u6216\u8005\u8981\u662f\u6709\u522b\u7684\u5de5\u5177\u6216\u8005\u65b9\u6cd5\u53ef\u4ee5\u5206\u4eab\u7684\u5c31\u592a\u597d\u4e86"
    },
    {
      "title": "\u76ee\u524d\u54ea\u5bb6 AI \u8bbe\u8ba1\u7684\u5ba1\u7f8e\u6bd4\u8f83\u5728\u7ebf\uff1f",
      "date_published": "2026-07-10T09:13:49+00:00",
      "id": "https://www.v2ex.com/t/1226437",
      "url": "https://www.v2ex.com/t/1226437",
      "author": {
        "name": "boringwheat",
        "url": "https://www.v2ex.com/member/boringwheat",
        "avatar": "https://cdn.v2ex.com/gravatar/c8213941ffda8cf123ae77470937f3d6?s=73&d=retro"
      },
      "content_html": "1 \u76f8\u540c\u4e14\u6a21\u7cca\u7684\u9700\u6c42\uff08\u4ec5\u7ed9\u51fa\u4e3b\u9898\uff0c\u98ce\u683c\uff09<br />2 \u76ee\u524d\u5b9e\u8df5\u4e0b\u6765\u54ea\u5bb6\u5ba1\u7f8e\u6bd4\u8f83\u5728\u7ebf\uff1f<br />mimo \u7adf\u7136\u662f\u6700\u7b26\u5408\u6211\u7684\u5ba1\u7f8e\u7684\uff0c\u5176\u4ed6\u5bb6\u4e00\u5806\u2615\ufe0f \ud83c\udfe0 \ud83e\udd16 \u2699 ... \u8fd9\u79cd\u56fe\u6807\u4f5c\u4e3a\u83dc\u5355 icon, \u88ab\u4e11\u54ed\u4e86\uff01\uff01<br />\u8fd9\u4e2a\u8282\u70b9\"vibe coding\"\u7684\u6807\u9898\u4e5f\u597d\u4e11"
    },
    {
      "title": "# \u6700\u8fd1\u6a21\u578b\u66f4\u65b0\u4f53\u9a8c\u5206\u4eab\uff1a Grok 4.5\u3001Claude Fable\u3001GPT-5.6 \u521d\u4f53\u9a8c",
      "date_published": "2026-07-10T06:53:14+00:00",
      "date_modified": "2026-07-10T07:55:04+00:00",
      "id": "https://www.v2ex.com/t/1226389",
      "url": "https://www.v2ex.com/t/1226389",
      "author": {
        "name": "bigbigegg123",
        "url": "https://www.v2ex.com/member/bigbigegg123",
        "avatar": "https://cdn.v2ex.com/avatar/6936/5235/495264_large.png?m=1784274264"
      },
      "content_html": "<h1>\u6700\u8fd1\u6a21\u578b\u66f4\u65b0\u4f53\u9a8c\u5206\u4eab\uff1aGrok 4.5 \u3001Claude Fable \u3001GPT-5.6 \u521d\u4f53\u9a8c</h1>\n<p>\u8fd9\u51e0\u5929\u66f4\u65b0\u7684\u6a21\u578b\u6bd4\u8f83\u591a\uff0c\u6211\u6765\u5206\u4eab\u4e00\u4e0b\u81ea\u5df1\u5b9e\u9645\u4f7f\u7528\u540e\u7684\u4f53\u9a8c\uff0c\u4e5f\u6b22\u8fce\u5927\u5bb6\u4e00\u8d77\u8ba8\u8bba\u5173\u4e8e Ai WorkFlow \u7684\u8bbe\u8ba1\u5f00\u53d1</p>\n<h2>\u4f7f\u7528\u80cc\u666f</h2>\n<p>\u6211\u7684\u4e3b\u8981\u4f7f\u7528\u573a\u666f\uff1a</p>\n<ul>\n<li>\u7a0b\u5e8f\u5f00\u53d1\u7f51\u7ad9\u8bbe\u8ba1</li>\n<li>\u4e00\u70b9\u70b9\u5b89\u5168\u76f8\u5173\u5de5\u4f5c</li>\n<li>OPC </li>\n</ul>\n<p>\u4ee5\u4e0b\u5185\u5bb9\u5168\u90e8\u57fa\u4e8e\u4e2a\u4eba\u5b9e\u9645\u5de5\u4f5c\u6d41\u4f53\u9a8c\uff0c\u4e0d\u662f\u8dd1\u5206\u6d4b\u8bd5\u3002</p>\n<hr/>\n<h1>\u603b\u7ed3</h1>\n<p>\u5148\u8bf4\u7ed3\u8bba\uff1a</p>\n<ul>\n<li><strong>Grok 4.5 \u8fd9\u6b21\u5347\u7ea7\u975e\u5e38\u60ca\u8273\uff0c\u63d0\u5347\u975e\u5e38\u660e\u663e\u3002\u5bf9\u6807\u6ee1\u8840 Opus 4.6</strong></li>\n<li><strong>Claude Fable 5 High \u6682\u65f6\u6ca1\u6709\u8ba9\u6211\u611f\u89c9\u5230\u4e0e\u6ee1\u8840 Opus 4.6 \u7684\u4ee3\u9645\u63d0\u5347\u3002</strong></li>\n<li><strong>GPT-5.6 Sol \u76ee\u524d\u6ca1\u6709\u4f53\u9a8c\u5230\u7279\u522b\u660e\u663e\u7684\u4ee3\u9645\u63d0\u5347\u3002</strong></li>\n</ul>\n<p>\u8fd9\u6b21\u4f53\u9a8c\u4e4b\u540e\uff0c\u6211\u81ea\u5df1\u7684\u5de5\u4f5c\u6d41\u4e5f\u53d1\u751f\u4e86\u4e00\u4e9b\u53d8\u5316\u3002</p>\n<p>\u4e4b\u524d\uff1a</p>\n<ul>\n<li>Codex\uff1a\u4e3b\u8981\u8d1f\u8d23\u5f00\u53d1</li>\n<li>Claude\uff1a\u8f85\u52a9</li>\n</ul>\n<p>\u73b0\u5728\uff1a</p>\n<ul>\n<li>Grok \u4e0e Claude \u8ba8\u8bba\u5171\u540c\u8bbe\u8ba1\u65b9\u6848</li>\n<li>Codex\uff1a\u8d1f\u8d23\u4ee3\u7801\u5f00\u53d1</li>\n</ul>\n<hr/>\n<h1>1. Claude \u65d7\u8230\u6a21\u578b</h1>\n<h2>\u6a21\u578b</h2>\n<p>Fable 5 High</p>\n<h2>\u6e20\u9053</h2>\n<ul>\n<li>Max 20</li>\n<li>\u4e2d\u8f6c\u7ad9</li>\n</ul>\n<h2>\u4f7f\u7528\u4f53\u9a8c</h2>\n<p>\u4ef7\u683c\u5927\u6982\u662f Opus \u7684 2 \uff5e 3 \u500d\u3002</p>\n<p>\u4f46\u662f\u5b9e\u9645\u4f7f\u7528\u4e0b\u6765\uff0c\u6211\u6ca1\u6709\u611f\u89c9\u5230\u5b83\u76f8\u6bd4\u6ee1\u8840\u7248\u672c\u7684 Opus 4.6 \u6709\u975e\u5e38\u660e\u663e\u7684\u63d0\u5347\u3002</p>\n<p>\u5b83\u786e\u5b9e\u4f1a\u806a\u660e\u4e00\u4e9b\uff0c\u63a8\u7406\u80fd\u529b\u4e5f\u6709\u6240\u589e\u5f3a\u3002</p>\n<p>\u4f46\u662f\u6700\u8fd1\u8fd9\u6bb5\u65f6\u95f4\uff0cOpus \u672c\u8eab\u7684\u5b9e\u9645\u8868\u73b0\u4e0b\u964d\u6bd4\u8f83\u660e\u663e\uff0c\u6240\u4ee5 Fable \u5e26\u6765\u7684\u63d0\u5347\uff0c\u6709\u4e00\u90e8\u5206\u53ef\u80fd\u6765\u81ea\u5bf9\u6bd4\u57fa\u51c6\u4e0b\u964d\u3002</p>\n<p>\u5982\u679c\u548c\u51e0\u4e2a\u6708\u4e4b\u524d\u72b6\u6001\u6700\u597d\u7684\u6ee1\u8840 Opus 4.6 \u6bd4\u8f83\uff0c\u6211\u6ca1\u6709\u611f\u89c9\u5230\u7279\u522b\u660e\u663e\u7684\u4ee3\u9645\u5dee\u8ddd\u3002</p>\n<hr/>\n<h2>\u6700\u5927\u7684\u95ee\u9898\uff1a\u5b89\u5168\u9650\u5236\u5f71\u54cd\u5de5\u4f5c\u6d41</h2>\n<p>\u76ee\u524d\u6700\u5927\u7684\u95ee\u9898\uff0c\u662f Cyber \u76f8\u5173\u9650\u5236\u51fa\u73b0\u9891\u7387\u975e\u5e38\u9ad8\u3002</p>\n<p>\u4f8b\u5982\uff1a</p>\n<ul>\n<li>\u5206\u6790\u81ea\u5df1\u7684 Server \u65e5\u5fd7</li>\n<li>\u67e5\u627e\u7cfb\u7edf\u5d29\u6e83\u539f\u56e0</li>\n<li>\u4f18\u5316\u670d\u52a1\u5668\u6027\u80fd</li>\n</ul>\n<p>\u8fd9\u4e9b\u6b63\u5e38\u8fd0\u7ef4\u573a\u666f\uff0c\u4e5f\u53ef\u80fd\u89e6\u53d1\u5b89\u5168\u963b\u65ad\u3002</p>\n<p>\u6a21\u578b\u4f1a\u5224\u65ad\u8fd9\u4e9b\u884c\u4e3a\u53ef\u80fd\u6d89\u53ca\u7f51\u7edc\u653b\u51fb\uff0c\u7136\u540e\u505c\u6b62\u7ee7\u7eed\u6267\u884c\u3002</p>\n<p>\u8fd9\u5bf9\u4e8e\u5b9e\u9645\u5f00\u53d1\u548c\u8fd0\u7ef4\u573a\u666f\u5f71\u54cd\u6bd4\u8f83\u5927\u3002</p>\n<p>\u4e2a\u4eba\u611f\u89c9 Claude \u76ee\u524d\u5728\u5b89\u5168\u7b56\u7565\u65b9\u9762\u6536\u5f97\u6bd4\u8f83\u7d27\uff0c\u5bfc\u81f4\u4e00\u4e9b\u6b63\u5e38\u7528\u6237\u573a\u666f\u4f53\u9a8c\u4e0b\u964d\u3002</p>\n<hr/>\n<h1>2. Grok 4.5</h1>\n<h2>\u6a21\u578b</h2>\n<p>Grok 4.5 (High)</p>\n<h2>\u6e20\u9053</h2>\n<p>Super Grok \u5957\u9910</p>\n<hr/>\n<h2>\u4f7f\u7528\u4f53\u9a8c</h2>\n<p>\u8fd9\u4e2a\u6a21\u578b\u771f\u7684\u8ba9\u6211\u611f\u89c9\u975e\u5e38\u60ca\u8273\u3002</p>\n<p>\u6574\u4f53\u4f53\u9a8c\u975e\u5e38\u63a5\u8fd1\u9ad8\u9636\u6a21\u578b\u7684\u6ee1\u8840\u72b6\u6001\u3002</p>\n<p>\u5b83\u7ed9\u6211\u7684\u611f\u89c9\uff1a</p>\n<ul>\n<li>\u63a8\u7406\u80fd\u529b\u63d0\u5347\u660e\u663e</li>\n<li>\u4efb\u52a1\u63a8\u8fdb\u80fd\u529b\u5f3a</li>\n<li>\u9650\u5236\u76f8\u5bf9\u5c11</li>\n<li>\u66f4\u504f\u5411\u89e3\u51b3\u95ee\u9898\uff0c\u800c\u4e0d\u662f\u63d0\u524d\u7ec8\u6b62\u4efb\u52a1</li>\n</ul>\n<p>\u5728\u590d\u6742\u4efb\u52a1\u89c4\u5212\u65b9\u9762\u8868\u73b0\u5f88\u597d\u3002</p>\n<p>\u4f8b\u5982\uff1a</p>\n<p>\u6211\u6d4b\u8bd5\u8ba9\u5b83\u5206\u6790 TikTok APP \u7684\u9006\u5411\u65b9\u5411\uff0c\u5305\u62ec\u767b\u5f55\u534f\u8bae\u76f8\u5173\u5185\u5bb9\u3002</p>\n<p>\u5b83\u7ed9\u51fa\u7684\uff1a</p>\n<ul>\n<li>\u5206\u6790\u601d\u8def</li>\n<li>\u6280\u672f\u8def\u7ebf</li>\n<li>\u521d\u6b65\u6267\u884c\u8ba1\u5212</li>\n</ul>\n<p>\u6574\u4f53\u65b9\u5411\u5224\u65ad\u975e\u5e38\u51c6\u786e\u3002</p>\n<hr/>\n<h2>Grok \u6700\u5927\u4f18\u52bf\uff1a\u751f\u4ea7\u529b\u5bfc\u5411</h2>\n<p>\u76f8\u6bd4\u90e8\u5206\u6a21\u578b\uff0cGrok \u7ed9\u6211\u7684\u611f\u89c9\u66f4\u52a0\u504f\u5411\uff1a</p>\n<blockquote>\n<p>\u5148\u5e2e\u52a9\u7528\u6237\u628a\u4e8b\u60c5\u63a8\u8fdb\u8d77\u6765\u3002</p>\n</blockquote>\n<p>\u800c\u4e0d\u662f\uff1a</p>\n<blockquote>\n<p>\u5148\u5224\u65ad\u8fd9\u4e2a\u4e8b\u60c5\u662f\u5426\u5b58\u5728\u98ce\u9669\uff0c\u7136\u540e\u505c\u6b62\u6267\u884c\u3002</p>\n</blockquote>\n<p>\u5bf9\u4e8e\u5f00\u53d1\u3001\u7814\u7a76\u3001\u6392\u67e5\u95ee\u9898\uff0c\u8fd9\u79cd\u5dee\u5f02\u975e\u5e38\u91cd\u8981\u3002</p>\n<hr/>\n<h1>3. GPT-5.6 Sol</h1>\n<h2>\u6a21\u578b</h2>\n<p>GPT-5.6 Sol Medium</p>\n<h2>\u6e20\u9053</h2>\n<p>Pro 20 \u5957\u9910</p>\n<hr/>\n<h2>\u4f7f\u7528\u4f53\u9a8c</h2>\n<p>\u4e4b\u524d GPT-5.5 \u7ed9\u6211\u7684\u4f53\u9a8c\u5176\u5b9e\u5f88\u597d\u3002\u4f46\u662f\u6700\u8fd1\u4e00\u6bb5\u65f6\u95f4\uff0c5.5 \u7684\u5b9e\u9645\u8868\u73b0\u4e0b\u964d\u6bd4\u8f83\u660e\u663e\uff0c\u4e00\u4e9b\u4efb\u52a1\u4e2d\u53ef\u4ee5\u660e\u663e\u611f\u89c9\u5230\u80fd\u529b\u4e0b\u964d\u3002\uff08\u7531\u4e8e GPT-5.6 \u51cc\u6668\u624d\u7528\u4e0a\u3002\u53ea\u662f\u521d\u6b65\u4f53\u9a8c\uff0c\u8fd8\u6ca1\u6709\u8fdb\u884c\u5927\u91cf\u6df1\u5165\u6d4b\u8bd5\u3002\uff09</p>\n<p>\u548c\u4e4b\u524d\u72b6\u6001\u6bd4\u8f83\u597d\u7684 GPT-5.5 \u76f8\u6bd4\uff1a</p>\n<p>\u76ee\u524d\u6ca1\u6709\u611f\u53d7\u5230\u7279\u522b\u660e\u663e\u7684\u63d0\u5347\u3002</p>\n<p>\u4e0d\u8fc7\u6709\u4e00\u70b9\u6bd4\u8f83\u660e\u663e\uff1a</p>\n<p>GPT-5.6 \u73b0\u5728\u4e5f\u51fa\u73b0\u4e86\u66f4\u591a Cyber \u76f8\u5173\u9650\u5236\u3002</p>\n<p>\u5728\u4e00\u4e9b\u6b63\u5e38\u5f00\u53d1\u3001\u5b89\u5168\u7814\u7a76\u3001\u7cfb\u7edf\u5206\u6790\u573a\u666f\u4e2d\uff0c\u4f1a\u5f71\u54cd\u8fde\u7eed\u5de5\u4f5c\u6d41\u3002</p>\n<hr/>\n<h1>\u7efc\u5408\u8bc4\u4ef7</h1>\n<p>\u8fd9\u6b21\u6a21\u578b\u66f4\u65b0\u91cc\u9762\uff0c\u6211\u4e2a\u4eba\u611f\u89c9\uff1a</p>\n<h2>Grok 4.5</h2>\n<p>\u76ee\u524d\u63d0\u5347\u6700\u660e\u663e\u3002</p>\n<p>\u5df2\u7ecf\u6b63\u5f0f\u52a0\u5165\u6211\u7684\u5de5\u4f5c\u6d41\uff1a</p>\n<hr/>\n<h1>\u53e6\u5916\u63a8\u8350\u4e00\u4e2a Grok \u4f7f\u7528\u65b9\u5f0f</h1>\n<p>Grok \u505a\u641c\u7d22\u548c\u4fe1\u606f\u6574\u7406\uff0c\u975e\u5e38\u5f3a\u3002</p>\n<p>\u5c24\u5176\u662f\u7ed3\u5408 MCP\uff1a</p>\n<p>Grok MCP\uff1a</p>\n<ul>\n<li>\u641c\u7d22\u4fe1\u606f</li>\n<li>\u6536\u96c6\u8d44\u6599</li>\n<li>\u6574\u7406 X \u5e73\u53f0\u7528\u6237\u8ba8\u8bba</li>\n<li>\u8f93\u51fa\u5206\u6790\u7ed3\u679c</li>\n</ul>\n<p>\u5b9e\u9645\u4f53\u9a8c\u4e0b\u6765\uff1a</p>\n<p>\u5b83\u6536\u96c6 X \uff08 Twitter \uff09\u4e0a\u7684\u771f\u5b9e\u7528\u6237\u53cd\u9988\u3001\u8ba8\u8bba\u8d8b\u52bf\uff0c\u975e\u5e38\u597d\u7528\u3002</p>\n<p>\u76f8\u6bd4\u4f20\u7edf Web Search \u597d\u5f88\u591a</p>\n<hr/>\n<p>\u4ee5\u4e0a\u53ea\u662f\u4e2a\u4eba\u5b9e\u9645\u4f7f\u7528\u4f53\u9a8c\uff0c\u4e0d\u4ee3\u8868\u8dd1\u5206\u6210\u7ee9\u3002</p>\n<p>\u6b22\u8fce\u5927\u5bb6\u5206\u4eab\u81ea\u5df1\u7684\u6d4b\u8bd5\u7ed3\u679c\u3002</p>\n"
    },
    {
      "title": "\u56fd\u4ea7 codingplan \u6c42\u63a8\u8350",
      "date_published": "2026-07-07T12:43:48+00:00",
      "id": "https://www.v2ex.com/t/1225676",
      "url": "https://www.v2ex.com/t/1225676",
      "author": {
        "name": "hsuyeung",
        "url": "https://www.v2ex.com/member/hsuyeung",
        "avatar": "https://cdn.v2ex.com/avatar/559f/0376/570441_large.png?m=1665222530"
      },
      "content_html": "<p>\u76ee\u524d\u4e70\u4e86 claude pro \u3001codex plus \u5957\u9910\uff0c\u4e00\u822c\u662f\u7528 claude \u505a\u65b9\u6848\u5199\u8ba1\u5212\uff0c\u7136\u540e codex \u6267\u884c\u3002\n\u4f46\u662f\u6700\u8fd1\u611f\u89c9\u4e0d\u591f\u7528\uff0c\u8981\u4e48\u662f claude \u505a\u65b9\u6848\u989d\u5ea6\u4e0d\u591f\u4e86\uff0c\u8981\u4e48\u662f codex \u989d\u5ea6\u4e0d\u591f\u4e86\uff0c\u6240\u4ee5\u60f3\u7740\u518d\u4e70\u4e2a\u6027\u4ef7\u6bd4\u9ad8\u7684\u56fd\u4ea7 coding plan \u4e13\u95e8\u7528\u6765\u505a\u6267\u884c\uff0c\u7136\u540e claude \u548c codex \u90fd\u53ea\u7528\u6765\u505a\u65b9\u6848\u5199\u8ba1\u5212\u3002</p>\n<p>\u76ee\u524d\u5df2\u7ecf\u4e70\u4e86\u56fd\u4ea7\u7684 kimi code \u5c1d\u8bd5\uff08 99 \u4eba\u6c11\u5e01\u4e00\u6708\u7684\u6863\u4f4d\uff09\uff0c\u5168\u7a0b\u5f00 2.7 thinking \u6267\u884c\uff0c\u6d4b\u7b97\u4e0b\u6765\u5468\u989d\u5ea6\u53ea\u80fd\u8dd1\u6ee1 5 \u4e2a 5h \u989d\u5ea6\uff0c\u611f\u89c9\u4e0d\u662f\u5f88\u7ecf\u7528\u3002\u9884\u7b97\u5927\u6982\u4e5f\u5c31\u5728 100 \u5de6\u53f3\u4e86\uff0c\u6709\u5176\u4ed6\u5bb6\u7684\u6027\u4ef7\u6bd4\u66f4\u9ad8\u7684 coding plan \u63a8\u8350\u5417\uff1f</p>\n<p>\u5148\u8c22\u8c22\u5404\u4f4d v \u53cb~</p>\n"
    },
    {
      "title": "\u6709\u4e0d\u7231\u5199\u6307\u6325 AI \u5199\u4ee3\u7801\u7684\u5185\u5bb9\u7684\u4eba\u5417\uff1f\u7279\u522b\u662f\u76f8\u5bf9\u4e8e\u5199\u81ea\u5df1\u559c\u6b22\u5199\u7684\u4ee3\u7801\u3002\u5565\u539f\u56e0\uff1f\u6709\u7f13\u89e3\u7684\u65b9\u6cd5\u5417\uff1f",
      "date_published": "2026-07-07T10:43:30+00:00",
      "date_modified": "2026-07-07T10:48:19+00:00",
      "id": "https://www.v2ex.com/t/1225655",
      "url": "https://www.v2ex.com/t/1225655",
      "author": {
        "name": "shendaowu",
        "url": "https://www.v2ex.com/member/shendaowu",
        "avatar": "https://cdn.v2ex.com/avatar/6fa4/0f0c/233858_large.png?m=1771487434"
      },
      "content_html": "<p>\u6211\u7684\u4f01\u4e1a\u7ea7\u7406\u89e3\uff1a</p>\n<ul>\n<li>\u7b49\u5f97\u95f9\u5fc3\u3002</li>\n<li>\u5199\u660e\u786e\u9700\u6c42\u7684\u80fd\u529b\u592a\u83dc\u3002</li>\n<li>\u6548\u679c\u770b\u8138\u3002</li>\n</ul>\n<p>\u601d\u7ef4\u592a\u53d1\u6563\uff0c\u5224\u65ad\u80fd\u529b\u592a\u5dee\u3002\u611f\u89c9\u54ea\u4e2a\u90fd\u6709\u53ef\u80fd\uff0c\u53c8\u6015\u6240\u6709\u7684\u65b9\u5411\u90fd\u5c1d\u8bd5\u4e00\u4e0b\u6d6a\u8d39\u65f6\u95f4\u3002\u6ca1\u9519\uff0c\u6211\u8ba4\u4e3a\u7b49\u5f97\u95f9\u5fc3\u548c\u6548\u679c\u770b\u8138\u4e5f\u6709\u89e3\u51b3\u7684\u53ef\u80fd\uff0c\u867d\u7136\u53ef\u80fd\u4e0d\u5927\u3002\u4e3b\u8981\u662f\u4ece\u6539\u53d8\u770b\u6cd5\u7684\u89d2\u5ea6\u89e3\u51b3\u3002\u6709\u6ca1\u6709\u5927\u4f6c\u6210\u529f\u7f13\u89e3\u751a\u81f3\u89e3\u51b3\u8fc7\u8fd9\u4e2a\u95ee\u9898\uff1f\u6709\u7684\u8bdd\u80fd\u5206\u4eab\u4e00\u4e0b\u5417\uff1f</p>\n"
    },
    {
      "title": "AI \u5e72\u6d3b\u7684\u65f6\u5019\uff0c\u6211\u4eec\u80fd\u5e72\u4ec0\u4e48",
      "date_published": "2026-07-07T08:54:49+00:00",
      "date_modified": "2026-07-09T01:19:49+00:00",
      "id": "https://www.v2ex.com/t/1225619",
      "url": "https://www.v2ex.com/t/1225619",
      "author": {
        "name": "Hellokids",
        "url": "https://www.v2ex.com/member/Hellokids",
        "avatar": "https://cdn.v2ex.com/avatar/2337/1e95/265774_large.png?m=1515641447"
      },
      "content_html": "\u73b0\u5728\u5728\u7528 Vibe Coding \uff0c\u4ea7\u54c1\u7ed9\u9700\u6c42\uff0c\u7528 AI \u62c6\u89e3\u6210\u81ea\u5df1\u9700\u8981\u5904\u7406\u7684\u9700\u6c42\uff0c\u7136\u540e\u518d\u51fa\u8ba1\u5212\u548c\u81ea\u52a8\u5316\u6d4b\u8bd5\u7528\u4f8b\uff0c\u81ea\u5df1\u8bc4\u4f30\u5b8c\u5c31\u8ba9 AI \u53bb\u5e72\u6d3b\u3002AI \u5e72\u6d3b\u7684\u65f6\u5019\u5927\u6982\u4f1a\u8981\u4e2a 3-5 \u5206\u949f\uff0c\u8fd9\u4e2a\u65f6\u95f4\u60f3\u505a\u70b9\u4e8b\uff0c\u8bd5\u8fc7\u5b66\u4e60\u3001\u548c AI \u804a\u5176\u4ed6\u9879\u76ee\uff0c\u4f46\u4e0d\u559c\u6b22 3-5 \u5206\u949f\u4e4b\u540e\u88ab\u8feb\u4e2d\u65ad\uff0c\u6240\u4ee5\u8fd9\u4e2a\u5c1d\u8bd5\u5931\u8d25\u4e86\uff0c\u901b\u8bba\u575b\u3001\u559d\u6c34\u53c8\u53ef\u80fd\u8ba9\u4eba\u89c9\u5f97\u592a\u95f2\u4e86\u3002\u6240\u4ee5\u5404\u4f4d\u5927\u4f6c\u6709\u4ec0\u4e48\u597d\u5efa\u8bae\uff01"
    },
    {
      "title": "\u540e\u7aef\u7a0b\u5e8f\u5458 VibeCoding \u524d\u7aef\u9875\u9762",
      "date_published": "2026-07-07T03:05:37+00:00",
      "date_modified": "2026-07-07T03:06:40+00:00",
      "id": "https://www.v2ex.com/t/1225508",
      "url": "https://www.v2ex.com/t/1225508",
      "author": {
        "name": "c4923",
        "url": "https://www.v2ex.com/member/c4923",
        "avatar": "https://cdn.v2ex.com/avatar/9178/ce70/613078_large.png?m=1708929372"
      },
      "content_html": "<p>\u80cc\u666f\uff1agolang \u540e\u7aef\u7a0b\u5e8f\u5458\u3002\u5de5\u4f5c\u5927\u6982\u4e24\u5e74\u4e86\u3002\u6211\u60f3\u5199\u7684\u4e00\u4e2a\u9879\u76ee\u524d\u7aef\u4e0d\u77e5\u9053\u600e\u4e48\u4e0b\u624b\u3002\n\u4e4b\u524d\u53ea\u4e86\u89e3\u8fc7\u4e00\u4e9b\u7b80\u5355\u7684\u524d\u7aef\u77e5\u8bc6\uff0c\u5927\u5b66\u65f6\u5199\u8fc7\u4e00\u4e9b HTML+CSS \u7684\u9759\u6001\u9875\u9762\u3002\u73b0\u5728\u540e\u7aef\u5df2\u7ecf\u5dee\u4e0d\u591a\u4e86\uff0c\u4f46\u662f\u524d\u7aef\u8be5\u600e\u4e48\u8bbe\u8ba1 UI \uff0cUX \u90a3\u4e9b\u4e1c\u897f\u5462\uff0c\u6211\u600e\u4e48\u901a\u8fc7 AI \u6765\u8054\u8c03\u524d\u540e\u7aef\u5462\uff1f\u5982\u4f55\u4fdd\u8bc1 AI \u80fd\u6309\u6211\u7684\u601d\u8def\u6765\u5b9e\u73b0\u524d\u7aef\u9875\u9762\u5462\uff1f\u524d\u7aef\u6d4b\u8bd5\u7684\u8bdd\u9664\u4e86\u6211\u81ea\u5df1\u5728\u9875\u9762\u4e0a\u6d4b\u8bd5\u53c8\u8be5\u600e\u4e48\u6d4b\u8bd5\u5462</p>\n"
    },
    {
      "title": "\u4e00\u773c AI \u7684\u4ee3\u7801\u53ef\u4ee5\u7b49\u4ef7\u4e8e\u6709\u95ee\u9898\u7684\u4ee3\u7801\uff1f",
      "date_published": "2026-07-06T20:00:58+00:00",
      "date_modified": "2026-07-07T00:37:48+00:00",
      "id": "https://www.v2ex.com/t/1225430",
      "url": "https://www.v2ex.com/t/1225430",
      "author": {
        "name": "moudy",
        "url": "https://www.v2ex.com/member/moudy",
        "avatar": "https://cdn.v2ex.com/gravatar/cdb3b37880cc74e53c75c571c1c934b5?s=73&d=retro"
      },
      "content_html": "\u4eca\u5929 B \u7ad9 python core dev \u7801\u519c\u9ad8\u5929\u53d1\u4e86\u4e2a\u89c6\u9891<br /><a target=\"_blank\" href=\"https://www.bilibili.com/video/BV1M7MT6WEwy\" rel=\"nofollow noopener\">https://www.bilibili.com/video/BV1M7MT6WEwy</a><br /><br />\u91cc\u9762\u63d0\u4e86\u8fd9\u4e48\u4e24\u53e5\uff1a<br /><br />- \u4ee3\u7801\u7528\u4ec0\u4e48\u5199\u7684\u4e0d\u91cd\u8981\u3002\u5173\u952e\u5b83\u662f\u4e0d\u662f\u597d\u4ee3\u7801\u3002\u5982\u679c\u4f60\u7684\u4ee3\u7801\u4e00\u773c\u4eba\u5c31\u770b\u51fa\u6765\u8fd9 AI \u5199\u7684\uff0c\u8bf4\u660e\u5b83\u5e76\u4e0d\u662f\u597d\u4ee3\u7801\uff0c\u5b83\u662f\u6709\u95ee\u9898\u7684\u3002\u90a3\u4f60\u5982\u679c AI \u7528\u7684\u597d\uff0c\u4f60\u5e94\u8be5\u662f\u53ef\u4ee5\u7528 AI \u5feb\u901f\u751f\u6210\u624b\u6413\u6c34\u51c6\u7684\u4ee3\u7801\u3002\u90a3\u5c31\u4e0d\u4f1a\u6709\u4eba\u5728\u610f\u4f60\u8fd9\u4e2a\u4ee3\u7801\u5230\u5e95\u662f\u600e\u4e48\u751f\u6210\u7684\u3002<br /><br />- (\u5927\u610f\uff09\u73b0\u5728\u770b\u5230 PR \u8bf4\u660e\u6216 PR \u4ee3\u7801\u6709 AI \u5473\u9053\u76f4\u63a5\u5173\u3002\u8fd9\u79cd PR \u90fd\u4e0d\u503c\u5f97\u6df1\u5165\u8ba8\u8bba\uff0c\u4f60\u8d39\u52b2\u5df4\u62c9\u5199\u5f88\u591a\u53cd\u9988\uff0c\u5bf9\u9762\u6839\u672c\u4e0d\u4f1a\u542c\uff0c\u626d\u5934\u5c31\u5582\u7ed9 ai \u5f53 promote \u4e86\u3002<br /><br />\u4f60\u4eec\u65e5\u5e38\u7ba1 pr \u4e5f\u662f\u8fd9\u4e2a\u98ce\u683c\u4e48\uff1f"
    },
    {
      "title": "Antigravity \u4f7f\u7528\u8fc7\u7a0b\u4e2d\uff0c\u8fde\u63a5 Gemini \u5927\u6a21\u578b\u611f\u89c9\u4e0d\u7a33\u5b9a\u554a",
      "date_published": "2026-07-04T15:17:51+00:00",
      "id": "https://www.v2ex.com/t/1224992",
      "url": "https://www.v2ex.com/t/1224992",
      "author": {
        "name": "cluefly",
        "url": "https://www.v2ex.com/member/cluefly",
        "avatar": "https://cdn.v2ex.com/avatar/deb3/4532/42557_large.png?m=1752908800"
      },
      "content_html": "\u5927\u5bb6\u90fd\u600e\u4e48\u4f7f\u7528\u7684\uff1f\u5168\u5c40\u4ee3\u7406\u4e5f\u4f1a\u6709\u65ad\u8fde\u7684\u60c5\u51b5\u53d1\u751f\u3002"
    },
    {
      "title": "Vibe Coding \u65f6\u4e0a\u4e0b\u6587\u6700\u5148\u6ee1\u7684\u7adf\u662f\u81ea\u5df1\uff1f",
      "date_published": "2026-07-03T21:37:13+00:00",
      "date_modified": "2026-07-06T02:38:42+00:00",
      "id": "https://www.v2ex.com/t/1224872",
      "url": "https://www.v2ex.com/t/1224872",
      "author": {
        "name": "1874w",
        "url": "https://www.v2ex.com/member/1874w",
        "avatar": "https://cdn.v2ex.com/avatar/9921/b66e/626951_large.png?m=1782749574"
      },
      "content_html": "<p>\u6211\u6700\u8fd1\u540c\u65f6\u5f00\u53d1\u591a\u4e2a\u9879\u76ee\uff0c\u6211\u81ea\u5df1\u7684\u4e0a\u4e0b\u6587\u5df2\u7ecf\u4e0d\u591f\u7528\u4e86\u54c8\u54c8\u54c8\u54c8\u3002\u5df2\u7ecf\u4e0d\u77e5\u9053\u67d0\u4e2a\u9879\u76ee\u63a5\u4e0b\u6765\u8be5\u5e72\u5565\u4e86\u3002\u5f00\u59cb\u9677\u4e8e\u77ed\u6682\u7684\u75f4\u5446\u4e86</p>\n"
    },
    {
      "title": "Vibe Coding \u6700\u5927\u7684\u95ee\u9898\uff0c\u53ef\u80fd\u4e0d\u662f\u4ee3\u7801\u8d28\u91cf\uff0c\u800c\u662f\u4eba\u8d8a\u6765\u8d8a\u4e0d\u61c2\u4ee3\u7801",
      "date_published": "2026-07-03T08:51:02+00:00",
      "date_modified": "2026-07-04T04:40:59+00:00",
      "id": "https://www.v2ex.com/t/1224796",
      "url": "https://www.v2ex.com/t/1224796",
      "author": {
        "name": "yjxjn",
        "url": "https://www.v2ex.com/member/yjxjn",
        "avatar": "https://cdn.v2ex.com/avatar/0190/09b3/100046_large.png?m=1785291687"
      },
      "content_html": "<p>\u6700\u8fd1\u7528 Vibe Coding \u505a\u4e86\u4e00\u5957 RAG \u529f\u80fd\uff0c\u5207\u7247\u3001\u5411\u91cf\u68c0\u7d22\u3001Reranker \u3001Agent \u57fa\u672c\u90fd\u662f AI \u8f85\u52a9\u5b8c\u6210\u7684\u3002</p>\n<p>\u529f\u80fd\u80fd\u8dd1\uff0c\u4e5f\u786e\u5b9e\u89e3\u51b3\u4e86\u95ee\u9898\u3002</p>\n<p>\u4f46\u73b0\u5728\u56de\u5934\u770b\uff0c\u5f88\u591a\u4ee3\u7801\u7ec6\u8282\u8bb0\u4e0d\u6e05\u3002\u53ea\u662f\u5927\u6982 Review \u4e00\u4e0b\uff0c\u7136\u540e\u7ee7\u7eed\u6267\u884c\uff0c\u90a3\u5982\u679c\u9762\u8bd5\u5b98\u8ffd\u95ee\u5177\u4f53\u5b9e\u73b0\uff0c\u6211\u53ef\u80fd\u8fd8\u5f97\u91cd\u65b0\u770b\u4ee3\u7801\u68b3\u7406\u3002</p>\n<p>\u4e0d\u77e5\u9053\u5927\u5bb6\u6709\u6ca1\u6709\u7c7b\u4f3c\u60c5\u51b5\uff1a</p>\n<p>Vibe Coding \u63d0\u9ad8\u4e86\u5f00\u53d1\u6548\u7387\uff0c\u4f46\u4f1a\u4e0d\u4f1a\u8ba9\u7a0b\u5e8f\u5458\u8d8a\u6765\u8d8a\u4e0d\u719f\u6089\u81ea\u5df1\u5199\u51fa\u6765\u7684\u6a21\u5757\uff1f</p>\n"
    },
    {
      "title": "\u4f60\u4eec AI \u8dd1\u4efb\u52a1\u7684\u95f4\u9699\u90fd\u5e72\u561b\uff1f",
      "date_published": "2026-07-02T13:35:38+00:00",
      "date_modified": "2026-07-04T01:34:44+00:00",
      "id": "https://www.v2ex.com/t/1224614",
      "url": "https://www.v2ex.com/t/1224614",
      "author": {
        "name": "rdvcc",
        "url": "https://www.v2ex.com/member/rdvcc",
        "avatar": "https://cdn.v2ex.com/avatar/9e57/f78c/15167_large.png?m=1759897907"
      },
      "content_html": "<p>\u4e09\u5c40\u738b\u8005\u90fd\u7ed3\u675f\u4e86\uff0c\u4e00\u4e2a workflow \u8fd8\u6ca1\u6709\u7ed3\u675f\uff0c\u4f60\u4eec\u8dd1\u4efb\u52a1\u7684\u95f4\u9699\u90fd\u5e72\u561b\uff1f</p>\n"
    },
    {
      "title": "\u516c\u53f8 vibe coding \u7684\u9879\u76ee\uff0c\u56e2\u961f\u5df2\u7ecf\u65e0\u6cd5\u638c\u63a7\u4e86",
      "date_published": "2026-07-02T09:13:29+00:00",
      "date_modified": "2026-07-03T09:31:29+00:00",
      "id": "https://www.v2ex.com/t/1224558",
      "url": "https://www.v2ex.com/t/1224558",
      "author": {
        "name": "wzzexe",
        "url": "https://www.v2ex.com/member/wzzexe",
        "avatar": "https://cdn.v2ex.com/avatar/1821/014d/458384_large.png?m=1715408573"
      },
      "content_html": "<p>\u4eca\u5e74\u5e74\u521d\uff0cAgent \u7684\u7206\u53d1\u8ba9\u516c\u53f8\u7ba1\u7406\u5c42\u770b\u5230\u4e86\u201c\u667a\u80fd\u4f53\u66ff\u4ee3\u90e8\u5206\u5ba2\u670d\u5c97\u4f4d\u201d\u7684\u53ef\u80fd\u6027\uff0c\u4e8e\u662f\u5f88\u5feb\u7ed9\u6211\u4eec\u4e0b\u8fbe\u4e86\u5ba2\u670d Agent \u7684\u5efa\u8bbe\u76ee\u6807\uff0c\u8986\u76d6 App \u5728\u7ebf\u5ba2\u670d\u548c\u7535\u8bdd\u7ebf\u8def\u5ba2\u670d\u4e24\u5927\u573a\u666f\u3002</p>\n<p>\u95ee\u9898\u5728\u4e8e\uff0c\u6211\u4eec\u56e2\u961f\u5e76\u6ca1\u6709\u4e13\u95e8\u7684 AI Agent \u5de5\u7a0b\u5e08\uff0c\u6210\u5458\u57fa\u672c\u90fd\u662f Java \u548c\u524d\u7aef\u5f00\u53d1\u3002\u9762\u5bf9\u5168\u65b0\u7684\u6280\u672f\u6808\uff0c\u5927\u5bb6\u53ea\u80fd\u4e00\u8fb9\u5b66\u4e60\uff0c\u4e00\u8fb9\u501f\u52a9 Codex \u7b49 AI \u7f16\u7a0b\u5de5\u5177\u5b8c\u6210\u7cfb\u7edf\u8bbe\u8ba1\u3001\u67b6\u6784\u642d\u5efa\u548c\u4e1a\u52a1\u5f00\u53d1\u3002</p>\n<p>\u7ecf\u8fc7\u51e0\u4e2a\u6708\u7684\u8d76\u5de5\uff0c\u7b2c\u4e00\u7248\u7ec8\u4e8e\u4e0a\u7ebf\u4e86\u3002</p>\n<p>\u7136\u800c\uff0c\u771f\u6b63\u7684\u95ee\u9898\u4e5f\u4ece\u8fd9\u4e00\u523b\u5f00\u59cb\u66b4\u9732\u3002</p>\n<p>\u4e0a\u7ebf\u540e\u7684\u5b9e\u9645\u6548\u679c\u8fdc\u4f4e\u4e8e\u9884\u671f\u3002\u7cfb\u7edf\u9891\u7e41\u51fa\u73b0\u5404\u79cd\u5f02\u5e38\uff0c\u4f46\u56e2\u961f\u5374\u5f88\u96be\u5b9a\u4f4d\u771f\u6b63\u7684\u539f\u56e0\u3002\u5927\u91cf\u6838\u5fc3\u4ee3\u7801\u90fd\u662f AI \u81ea\u52a8\u751f\u6210\u7684\uff0c\u4ee3\u7801\u7ed3\u6784\u590d\u6742\u3001\u62bd\u8c61\u5c42\u7ea7\u6df7\u4e71\uff0c\u5f88\u591a\u903b\u8f91\u8fde\u5f00\u53d1\u4eba\u5458\u81ea\u5df1\u90fd\u96be\u4ee5\u7406\u89e3\uff0c\u66f4\u4e0d\u7528\u8bf4\u8fdb\u884c\u7ef4\u62a4\u548c\u6392\u67e5\u3002</p>\n<p>\u4e8e\u662f\u5f62\u6210\u4e86\u4e00\u4e2a\u6076\u6027\u5faa\u73af\uff1a\u4ee3\u7801\u770b\u4e0d\u61c2\uff0c\u53ea\u80fd\u7ee7\u7eed\u8ba9 AI \u5e2e\u5fd9\u4fee\u6539\uff1b AI \u4fee\u590d\u4e86\u4e00\u4e2a Bug \uff0c\u5374\u5f80\u5f80\u53c8\u5f15\u5165\u65b0\u7684\u95ee\u9898\u3002\u4eca\u5929\u4fee\u597d\u4e86 A \uff0c\u660e\u5929 B \u53c8\u574f\u4e86\uff0c\u6574\u4e2a\u7cfb\u7edf\u9010\u6e10\u8fdb\u5165\u4e00\u79cd\u201c\u8d8a\u4fee\u8d8a\u4e71\u201d\u7684\u72b6\u6001\u3002</p>\n<p>\u968f\u7740\u4e1a\u52a1\u91cf\u589e\u52a0\uff0c\u95ee\u9898\u5f00\u59cb\u96c6\u4e2d\u7206\u53d1\u3002</p>\n<p>\u7535\u8bdd\u7ebf\u8def\u4e00\u65e6\u5e76\u53d1\u7a0d\u9ad8\uff0c\u7cfb\u7edf\u5c31\u4f1a\u51fa\u73b0\u6027\u80fd\u74f6\u9888\u751a\u81f3\u76f4\u63a5\u5d29\u6e83\uff1b\u5728\u7ebf\u5ba2\u670d\u548c\u8bed\u97f3\u5ba2\u670d\u5728\u5bf9\u8bdd\u8fc7\u7a0b\u4e2d\u7ecf\u5e38\u51fa\u73b0\u957f\u65f6\u95f4\u6c89\u9ed8\u3001\u54cd\u5e94\u8d85\u65f6\u3001\u4e0a\u4e0b\u6587\u4e22\u5931\u7b49\u95ee\u9898\uff0c\u5bfc\u81f4\u7528\u6237\u65e0\u6cd5\u83b7\u5f97\u6b63\u5e38\u670d\u52a1\u3002</p>\n<p>\u6700\u7ec8\u7684\u7ed3\u679c\u5e76\u4e0d\u662f\u63d0\u5347\u5ba2\u670d\u6548\u7387\uff0c\u800c\u662f\u8ba9\u539f\u672c\u7a33\u5b9a\u8fd0\u884c\u7684\u4eba\u5de5\u5ba2\u670d\u4f53\u7cfb\u4e5f\u53d7\u5230\u5f71\u54cd\u3002\u5ba2\u670d\u4eba\u5458\u4e0d\u5f97\u4e0d\u9891\u7e41\u63a5\u7ba1\u5f02\u5e38\u4f1a\u8bdd\u3001\u5904\u7406\u7cfb\u7edf\u6545\u969c\u3001\u5b89\u629a\u7528\u6237\u6295\u8bc9\uff0c\u6574\u4f53\u5de5\u4f5c\u6548\u7387\u53cd\u800c\u6bd4\u4e0a\u7ebf Agent \u4e4b\u524d\u66f4\u4f4e </p>\n<p>\u95ee\u95ee\u5404\u4f4d\u5927\u795e \u8fd9\u79cd\u60c5\u51b5\u600e\u4e48\u7834\u5c40 \uff1f</p>\n"
    },
    {
      "title": "Cursor usage \u5206\u6790\u5de5\u5177",
      "date_published": "2026-07-01T04:47:20+00:00",
      "id": "https://www.v2ex.com/t/1224188",
      "url": "https://www.v2ex.com/t/1224188",
      "author": {
        "name": "slackerman",
        "url": "https://www.v2ex.com/member/slackerman",
        "avatar": "https://cdn.v2ex.com/gravatar/910e109caa4c990087ba8f164651f5d6?s=73&d=retro"
      },
      "content_html": "<p>\u505a\u4e86\u4e00\u4e2a\u5c0f\u5de5\u5177\u5206\u4eab\u7ed9 Cursor \u7528\u6237\uff0c\u5bfc\u5165\u5b98\u65b9 Export CSV \u6587\u4ef6\uff0c\u53ef\u89c6\u5316\u5c55\u793a\u4e00\u4e9b\u5206\u6790\u6570\u636e</p>\n<p><a href=\"https://slackworker.github.io/cursor-usage-analyzer/\" rel=\"nofollow\">\u27a1\ufe0f\u27a1\ufe0f\u27a1\ufe0f\u70b9\u6211\u8fdb\u5165\u2b05\ufe0f\u2b05\ufe0f\u2b05\ufe0f</a></p>\n<p><img alt=\"74WD2x4GwONsiNsVfaiKzVgWoP03X41R.webp\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://cdn.nodeimage.com/i/74WD2x4GwONsiNsVfaiKzVgWoP03X41R.webp\"/></p>\n<p>\u56e0\u4e3a\u6211\u7684\u6570\u636e\u6709\u9650\uff0c\u6ca1\u6709\u529e\u6cd5\u8986\u76d6\u6240\u6709\u6a21\u578b\uff0c\n\u5982\u679c\u613f\u610f\u7684\u8bdd\uff0c\u53ef\u4ee5\u628a CSV \u6587\u4ef6\u53d1\u9001\u5230 bmF1Z2h0eWJveUBub2Rlc2Vlay5vcmc=\uff0c\u6211\u4f1a\u7528\u4e8e\u8865\u5168\u7f3a\u5931\u7684\u6a21\u578b\uff0c\u4ee5\u53ca\u4e30\u5bcc/\u6821\u51c6\u8ba1\u7b97\u65b9\u6848\uff1b\u5982\u679c\u80fd\u63d0\u4f9b\u5bf9\u5e94\u5b98\u65b9\u663e\u793a\u7684\u8ba1\u8d39\u91d1\u989d\uff0c\u4ee5\u53ca\u4e00\u4e2a\u8d26\u5355\u5468\u671f\u6570\u636e\u63d0\u4f9b plan \u548c usage \u6c60\u7684\u4f7f\u7528\u767e\u5206\u6bd4\uff0c\u90a3\u5c31\u66f4\u597d\u4e86</p>\n"
    },
    {
      "title": "\u597d\u5947\u706b\u5c71\u65b9\u821f\u7684 Coding Plan \u98ce\u8bc4\u4e3a\u4ec0\u4e48\u8fd9\u4e48\u5dee\uff1f\u8c08\u8c08\u6211\u7684\u4f7f\u7528\u611f\u53d7",
      "date_published": "2026-06-29T17:00:19+00:00",
      "date_modified": "2026-06-30T01:24:13+00:00",
      "id": "https://www.v2ex.com/t/1223789",
      "url": "https://www.v2ex.com/t/1223789",
      "author": {
        "name": "1874w",
        "url": "https://www.v2ex.com/member/1874w",
        "avatar": "https://cdn.v2ex.com/avatar/9921/b66e/626951_large.png?m=1782749574"
      },
      "content_html": "<p>\u6211\u7b97\u662f\u4ed6\u5bb6\u7684\u8001\u7528\u6237\u4e86 2026-03-02 \u5f00\u59cb\u8ba2\u9605\u7684 Lite \uff0c\u7136\u540e\u5f53\u6708\u4e0d\u591f\u7528\u72e0\u5fc3\u8ba2\u9605\u4e86 200 \u7c73\u7684 Pro \uff0c\u540e\u9762\u4e00\u76f4\u7eed\u8d39\u7684 Pro \u3002</p>\n<p>\u6211\u770b\u793e\u533a\u76f4\u5230 6 \u6708\u5e95\u90fd\u4e00\u76f4\u63d0\u5230\u7684\u4ed6\u5bb6\u6a21\u578b\u964d\u667a/\u91cf\u5316\u6a21\u578b/429 \u95ee\u9898/Token \u6d88\u8017\u662f\u4e2a\u8c1c\u7b49\u95ee\u9898\uff0c\u6211\u786e\u5b9e\u5f88\u5c11\u9047\u5230\uff0c\u6240\u4ee5\u5c31\u8bb2\u8bb2\u6211\u7684\u4f7f\u7528\u611f\u53d7\u3002</p>\n<h2>\u4e3a\u4ec0\u4e48\u4e70\u4ed6</h2>\n<p>\u6211\u4eca\u5e74\u7684\u4e3b\u529b\u7f16\u7a0b\u5957\u9910\u4e00\u76f4\u662f Codex \uff0c\u4ece\u4e00\u5f00\u59cb\u7684 \u4fbf\u5b9c\u53ef\u8585 team \u7248\u672c =&gt; \u4fbf\u5b9c\u53ef\u8585 \u7684 Plus \u5145\u503c =&gt; \u5b98\u65b9\u8ba2\u9605 GPT Plus =&gt; \u6700\u8fd1 GPT Pro 5x</p>\n<p>\u6211\u4e00\u5f00\u59cb\u4e70\u5b83\u662f\u5355\u72ec\u7ed9 OpenClaw \u7528\u7684\u3002\u60f3\u7740\u6298\u817e\u4e00\u4e0b\u73a9\u73a9\u3002\u4f46\u662f\u5f53\u6708\u53d1\u73b0\u6298\u817e\u5f97\u592a\u72e0\u4e86\uff0c\u5957\u9910\u4e0d\u591f\u7528\u4e86\uff0c\u6240\u4ee5\u5c31\u6362\u6210\u4e86 Pro \u3002\u4f46 \u6211\u7684 OpenClaw \u65b0\u9c9c\u52b2\u5f88\u5feb\u5c31\u8fc7\u53bb\u4e86\uff0c\u800c Pro \u5957\u9910\u8fd8\u5269\u5f88\u591a\u3002</p>\n<h2>\u5f00\u59cb\u5c1d\u8bd5\u52a0\u5165\u7f16\u7a0b\u5de5\u4f5c\u6d41</h2>\n<p>\u672c\u6765 4 \u6708\u90fd\u51c6\u5907\u9000\u8ba2\u4e86\uff0c\u800c\u4e14\u5b83\u7684 GLM \u4e00\u76f4\u4e0d\u4e0a\u65b0\uff0c\u5176\u4ed6\u5382\u5546\u7684\u5957\u9910\u90fd\u66f4\u65b0\u597d\u4e45\u4e86\u3002\u4e34\u8fd1\u5230\u671f\u7684\u65f6\u5019\uff0c\u5b83\u7ec8\u4e8e\u66f4\u65b0\u4e86 GIM 5.1 \uff0c\u6211\u5fc3\u8f6f\u53c8\u7eed\u8d39\u4e86\u3002</p>\n<p>\u5f53\u65f6\u6211\u778e\u6298\u817e\u7684\u4e1c\u897f\u8d8a\u6765\u8d8a\u591a\uff0cGPT Plus \u989d\u5ea6\u5f00\u59cb\u660e\u663e\u4e0d\u591f\u7528\u4e86\u3002\u800c\u6211\u7684 Coding Plan \u8fd8\u6709\u5927\u628a\u989d\u5ea6\u3002\u6211\u770b\u793e\u533a\u53cd\u9988 5.1 \u7684\u6a21\u578b\u80fd\u529b\u8fd8\u4e0d\u9519\uff0c\u6240\u4ee5\u5c31\u60f3\u7740\u600e\u4e48\u7ed3\u5408\u8d77\u6765\u3002</p>\n<p>\u6211\u5f53\u65f6\u9047\u5230\u7684\u7b2c\u4e00\u4e2a\u5370\u8c61\u6bd4\u8f83\u6df1\u523b\u7684\u95ee\u9898\u5c31\u662f GLM \u72af\u50bb\uff0c\u75af\u72c2\u6765\u56de\u79fb\u52a8\u540c\u4e00\u4e2a\u6587\u4ef6\u3002\u6211\u5f53\u65f6\u627e\u8d44\u6599\u5206\u6790\u5b8c\u4e4b\u540e\u89c9\u5f97\u662f\uff1a\u7531\u4e8e\u4e0a\u4e0b\u6587\u81a8\u80c0\u5bfc\u81f4\u7684\u6a21\u578b\u964d\u667a\u95ee\u9898\u3002\u6240\u4ee5\u5c31\u5f00\u59cb\u7814\u7a76\u597d\u7528\u7684\u5de5\u4f5c\u6d41\u548c\u4f18\u5316\uff1a</p>\n<ol>\n<li>\u4e0a\u4e0b\u6587\u8d85\u8fc7 40% \u624b\u52a8 <code>/compact</code>\u538b\u7f29\u4e0a\u4e0b\u6587</li>\n<li>\u8ba9\u4ed6\u603b\u7ed3\u5f53\u524d\u7684\u5de5\u4f5c\u548c\u8fdb\u5ea6\u3002\u7136\u540e\u6211\u5e26\u5230\u65b0\u7684\u4f1a\u8bdd\u4e2d\u53bb\u4f7f\u7528\u3002</li>\n<li>\u6211\u4e00\u5f00\u59cb\u53ea\u4f1a\u7528 GLM \u53bb\u6267\u884c\u4ee3\u7801\u3002\u5f53\u4e00\u4e2a\u6267\u884c\u8005\uff0c\u7136\u540e\u7528 Codex \u53bb\u5ba1\u67e5\u5b83\u7684\u5b9e\u73b0\u3002\u57fa\u672c\u4e0a\u6ca1\u53d1\u73b0\u4ec0\u4e48 P1 \u95ee\u9898\u3002</li>\n</ol>\n<p>\u7ecf\u8fc7\u6211\u7684\u4f18\u5316\uff0c\u6700\u7ec8\u641e\u4e86\u4e2a <a href=\"https://blog.1874.cool/codex-claude-code\" rel=\"nofollow\">Codex  + Claude Code \u7701\u94b1\u5de5\u4f5c\u6d41</a>\uff0c\u8fd9\u4e2a\u6d41\u7a0b\u6211\u7528\u4e86\u597d\u4e45\uff0c\u57fa\u672c\u6ca1\u5565\u5927\u95ee\u9898\u3002</p>\n<p>\u800c\u4e14 GLM5.2 \u7684\u6a21\u578b\u80fd\u529b\u4e5f\u8fd8\u4e0d\u9519\uff0c\u6211\u5c1d\u8bd5\u8fc7\u5168\u6d41\u7a0b\u90fd\u642c\u5230 GLM \u4e0a\uff0c\u7136\u540e\u7528 Codex \u53bb\u5ba1\u67e5\uff0c\u4e5f\u57fa\u672c\u6ca1\u5565\u5927\u95ee\u9898\u3002</p>\n<p>\u4e0d\u8fc7\u6700\u8fd1\u5f00\u901a\u4e86 GPT Pro 5x \u7684\u8ba2\u9605\uff0c\u5927\u5584\u4eba\u4e0d\u505c\u7684\u6309\u91cd\u7f6e\u6309\u94ae\uff0c\u6240\u4ee5\u6211\u7684\u6574\u4e2a\u7f16\u7a0b\u5de5\u4f5c\u6d41\u53c8\u91cd\u65b0\u56de\u5230 Codex \u4e0a\u4e86\u3002\u800c Hermes \u4e0a\u6211\u4e5f\u6298\u817e\u4e86\u5f88\u591a\u529f\u80fd\uff0c\u6240\u4ee5 Coding Plan \u53c8\u7ee7\u7eed\u7ed9 Hermes \u7528\u4e86\uff08\u751a\u81f3\u5df2\u7ecf\u6709\u4e86\u4e0d\u591f\u7528\u7684\u8ff9\u8c61\uff09</p>\n<h2>\u6211\u7684\u4f7f\u7528\u611f\u53d7</h2>\n<ul>\n<li>429 \u95ee\u9898\u3002\u6211\u5927\u90e8\u5206\u65f6\u95f4\u662f\u5728\u665a\u4e0a\u7528\u4ed6\uff0c\u6240\u4ee5\u51e0\u4e4e\u6ca1\u600e\u4e48\u78b0\u5230\u8fc7\u3002</li>\n<li>\u964d\u667a\u95ee\u9898\u3002\u6211\u4e00\u76f4\u6ca1\u628a\u5b83\u5f53\u6210\u4e3b\u529b\u6a21\u578b\uff0c\u5e73\u65f6\u4e5f\u53ea\u4f1a\u7528\u5230 OpenClaw/Hermes \u4e0a\uff0c\u518d\u52a0\u4e0a\u6211\u65f6\u5e38 Codex \u53bb\u5ba1\u67e5\u5b83\u7684\u8f93\u51fa\u7ed3\u679c</li>\n<li>Token \u6d88\u8017\u662f\u4e2a\u8c1c\u3002\u56e0\u4e3a\u6211\u4e00\u76f4\u8ba2\u9605\u7684 Pro \u5957\u9910\uff0c\u6240\u4ee5\u4e5f\u6ca1\u611f\u53d7\u5230\u3002</li>\n</ul>\n<h2>\u6211\u7684\u6001\u5ea6\u8f6c\u53d8</h2>\n<ul>\n<li>\u4e00\u5f00\u59cb\u5b83\u4e0d\u53ca\u65f6\u66f4\u65b0\u6a21\u578b\uff0c\u6211\u8fd8\u4e13\u95e8\u63d0\u8fc7\u5de5\u5355\u5410\u69fd\u8fc7\u3002\u540e\u9762\u597d\u50cf\u4ed6\u88ab\u9a82\u9192\u4e86\uff0cDeepSeekV4 \u6a21\u578b\u7684\u4e0a\u65b0\u4e5f\u5f88\u5feb\uff0cGIM 5.2 \u53d1\u5e03\u5f53\u5929\uff0c\u5c31\u66f4\u65b0\u5230 Coding Plan \u4e86\u3002</li>\n<li>\u518d\u52a0\u4e0a\u6211\u7a33\u5b9a\u7684\u5de5\u4f5c\u6d41\uff0c\u4ee3\u7801\u5f00\u53d1\u540e\u9762\u57fa\u672c\u6ca1\u9047\u5230\u8fc7\u4ec0\u4e48\u5927\u95ee\u9898\u3002</li>\n<li>\u800c\u4e14\u6700\u8fd1\u7684\u4f18\u60e0\u6d3b\u52a8\uff0c49.9 \u4e00\u4e2a\u6708\u7684 Pro \uff0c\u6211\u4e5f\u7ee7\u7eed\u7eed\u8d39\u4e86 2 \u4e2a\u6708\uff08\u53ea\u80fd 2 \u4e2a\u6708\uff09</li>\n</ul>\n<h2>\u6211\u89c9\u5f97\u5e94\u8be5\u7ed9\u706b\u5c71 Coding Plan \u4e00\u4e2a\u673a\u4f1a</h2>\n<ul>\n<li>49.9 \u4e00\u4e2a\u6708\u7684 Pro \u8fd8\u662f\u633a\u9999\u7684\uff0c\u7279\u522b\u662f\u5176\u4ed6\u5bb6\u6a21\u578b\u4e0d\u592a\u597d\u62a2\u7684\u60c5\u51b5\u4e0b\u3002Pro \u57fa\u672c\u4e0a\u662f\u591f\u7528\u7684\u3002</li>\n<li>\u6a21\u578b\u7684\u964d\u667a\u3002\u6211\u611f\u89c9\u4e0d\u8be5\u4e00\u80a1\u8111\u7529\u7ed9\u706b\u5c71\u3002\u4e0a\u4e0b\u6587\u81a8\u80c0\u3001\u7f13\u5b58\u7684\u5229\u7528\uff0c\u5305\u62ec\u6a21\u578b\u672c\u8eab\u7684\u95ee\u9898\u90fd\u53ef\u80fd\u5f71\u54cd\u3002</li>\n<li>\u4e00\u4e2a\u597d\u7528\u7684\u5de5\u4f5c\u6d41\uff0c\u6211\u89c9\u5f97\u80fd\u5f88\u5927\u7a0b\u5ea6\u51cf\u5c11\u6a21\u578b\u672c\u8eab\u7684\u5f71\u54cd\u3002</li>\n<li>\u6211\u770b\u5f88\u591a\u5927\u591a\u6570\u7684\u8d1f\u9762\u8bc4\u8bba\uff0c\u6211\u770b\u90fd\u96c6\u4e2d\u5728 4 \u6708\u4efd\u3002\u73b0\u5728\u90fd 7 \u6708\u4e86\uff0c\u6211\u89c9\u5f97\u53ef\u4ee5\u4e70\u4e2a\u4fbf\u5b9c\u7684 Pro \u8bd5\u8bd5\u3002</li>\n</ul>\n<p>\u6211\u6ca1\u6709\u4efb\u4f55\u6253\u5e7f\u544a\u7684\u610f\u601d\uff0c\u53ea\u662f\u611f\u89c9\u793e\u533a\u672c\u8eab\u5bf9\u56fd\u4ea7\u6a21\u578b\u7684\u623e\u6c14\u6bd4\u8f83\u91cd\uff0c\u751a\u81f3\u6211\u670b\u53cb\u542c\u8bf4\u6211\u4e70\u4e86\u706b\u5c71\u7684\u5957\u9910\u90fd\u5f88\u8be7\u5f02\uff0c\u4f46\u662f\u6211\u5bfb\u601d\u7740\u7528\u7740\u6ca1\u5565\u95ee\u9898\u554a\u3002</p>\n<p>\u6211\u89c9\u5f97\u5982\u679c\u53ef\u4ee5\u63a5\u53d7\u82b1\u70b9\u5c0f\u94b1\u771f\u6b63\u4f53\u9a8c\u4e00\u4e0b\u518d\u51b3\u5b9a\u662f\u4e2a\u4e0d\u9519\u7684\u9009\u62e9\u3002\u800c\u4e14\u6211\u8fd8\u662f\u547c\u5401\u4e0d\u8981\u8ba2\u9605\u4efb\u4f55 AI \u7684\u957f\u671f\u5957\u9910\uff0c\u73b0\u5728 AI \u8fed\u4ee3\u592a\u5feb\u4e86\uff0c\u6211\u672a\u6765\u968f\u65f6\u6709\u53ef\u80fd\u5207\u6362\u5230\u5176\u4ed6\u5957\u9910\u3002</p>\n"
    },
    {
      "title": "\u4f60\u4eec\u4e60\u60ef\u5c06\u4e0a\u4e0b\u6587\u957f\u5ea6\u63a7\u5236\u5728\u591a\u5c11\u4ee5\u5185\uff1f",
      "date_published": "2026-06-29T16:54:38+00:00",
      "date_modified": "2026-06-30T01:26:25+00:00",
      "id": "https://www.v2ex.com/t/1223787",
      "url": "https://www.v2ex.com/t/1223787",
      "author": {
        "name": "yidinghe",
        "url": "https://www.v2ex.com/member/yidinghe",
        "avatar": "https://cdn.v2ex.com/avatar/5987/bc50/78391_large.png?m=1787492943"
      },
      "content_html": "<p>\u6211\u4f1a\u60f3\u529e\u6cd5\u63a7\u5236\u5728 100k \u4ee5\u5185\uff0c\u6211\u4e0d\u4fe1\u6240\u8c13\u7684 1m \u957f\u4e0a\u4e0b\u6587\uff0c\u56e0\u4e3a\u5c31\u6211\u4e2a\u4eba\u7ecf\u9a8c\uff0c150k \u4ee5\u4e0a\u5927\u6a21\u578b\u5c31\u6709\u6982\u7387\u51fa\u73b0\u5e7b\u89c9\uff0c\u51fa\u73b0\u6b7b\u5faa\u73af\uff0c\u4e00\u65e6\u51fa\u73b0\u53c8\u6ca1\u4eba\u76ef\u7740\uff0c\u5c31\u5bfc\u81f4\u6d6a\u8d39\u5927\u91cf token \u548c\u65f6\u95f4\u3002</p>\n<p>\u6211\u8be2\u95ee\u4e86\u4e0b Claude \uff0c\u56de\u7b54\u662f\u4e24\u4e2a\u65b9\u9762\u7684\u56e0\u7d20\u3002\u9996\u5148\u662f transformer \u672c\u8eab\u5e76\u4e0d\u5b8c\u7f8e\uff0c\u4e0a\u4e0b\u6587\u8d8a\u957f\u5b83\u7684\u6ce8\u610f\u529b\u5c31\u8d8a\u6da3\u6563\uff0c\u6700\u540e\u4f1a\u5bf9\u91cd\u8981\u7684\u5185\u5bb9\u89c6\u800c\u4e0d\u89c1\uff1b\u5176\u6b21\u662f\u8bad\u7ec3\u8fc7\u7a0b\u672c\u8eab\u5c31\u9f13\u52b1\u5927\u6a21\u578b\u4f5c\u51fa\u4e00\u526f\u57cb\u5934\u82e6\u5e72\u505c\u4e0d\u4e0b\u6765\u7684\u6837\u5b50\uff0c\u8fd9\u4f7f\u5f97\u5927\u6a21\u578b\u50cf\u6781\u4e86\u5728\u8001\u677f\u9762\u524d\u6781\u529b\u5c55\u73b0\u81ea\u9a71\u529b\u7684\u5458\u5de5\uff0c\u6709\u65f6\u5019\u751a\u81f3\u7ed9\u6211\u4e00\u79cd\u201c\u5b83\u662f\u4e0d\u662f\u4e5f\u80cc\u4e86\u623f\u8d37\u8981\u8fd8\u201d\u7684\u611f\u89c9\u3002</p>\n<p>\u6839\u636e\u4e0a\u9762\u7684\u4e86\u89e3\uff0c\u6211\u89c9\u5f97\u5982\u679c\u6ce8\u610f\u529b\u673a\u5236\u4e0d\u6539\u8fdb\uff0c\u90a3\u4e48\u5c06\u6765\u5f88\u957f\u4e00\u6bb5\u65f6\u95f4\u53ef\u80fd\u90fd\u53ea\u80fd\u4f9d\u8d56 agent \u5de5\u5177\u7684 harness \u6280\u5de7\u6765\u7ef4\u6301\u4f1a\u8bdd\u4e86\u3002\u8fd9\u4e9b\u6280\u5de7\u6211\u4e2a\u4eba\u603b\u7ed3\u4e3b\u8981\u662f\u4e09\u65b9\u9762\uff1a</p>\n<p>\u7b2c\u4e00\u662f\u63a7\u5236\u601d\u7ef4\u94fe\uff0c\u4f8b\u5982 karpathy \u6307\u5357\uff0c\u7b2c\u4e8c\u662f\u63a7\u5236\u8bb0\u5fc6\uff0c\u4f8b\u5982\u53ca\u65f6\u6e05\u7406\u8bfb\u8fc7\u4e0d\u9700\u8981\u4e86\u7684\u6587\u4ef6\u5185\u5bb9\uff0c\u7b2c\u4e09\u662f\u63a7\u5236\u8f93\u51fa\uff0c\u4f8b\u5982\u8981\u6c42\u8f93\u51fa\u6587\u8a00\u6587\u3002\u6700\u8fd1\u53d1\u5e03\u7684\u4e00\u4e9b\u5927\u6a21\u578b\u90fd\u5f3a\u8c03\u81ea\u5df1\u5982\u4f55\u80fd\u80dc\u4efb\u957f\u65f6\u95f4\u4efb\u52a1\uff0c\u4f46\u6211\u4e2a\u4eba\u89c9\u5f97\uff0c\u80fd\u4e0d\u80fd\u8fd0\u884c\u957f\u4efb\u52a1\uff0cagent \u5de5\u5177\u6bd4\u5927\u6a21\u578b\u672c\u8eab\u66f4\u91cd\u8981\u3002</p>\n"
    },
    {
      "title": "Claude Code+DeepSeek V4 Pro[1m]+UltraHigh+/goal or Plan Mode \u8fd9\u5957\u7ec4\u5408\u4e0b\u6765\u611f\u89c9\u6548\u679c\u8fd8\u4e0d\u9519",
      "date_published": "2026-06-29T01:43:03+00:00",
      "date_modified": "2026-06-29T02:18:32+00:00",
      "id": "https://www.v2ex.com/t/1223558",
      "url": "https://www.v2ex.com/t/1223558",
      "author": {
        "name": "cby0414",
        "url": "https://www.v2ex.com/member/cby0414",
        "avatar": "https://cdn.v2ex.com/gravatar/a39fdbb7a2db9dda47beac31ab5113ba?s=73&d=retro"
      },
      "content_html": "<p>\u6211\u662f\u64b8\u81ea\u5df1\u7684\u9879\u76ee\u5199 Rust \uff0c\u6628\u5929\u9ad8\u5f3a\u5ea6\u8fd9\u6837\u7528\u4e86\u4e00\u5929\uff0c\u611f\u89c9\u6548\u679c\u8fd8\u4e0d\u9519\uff0c\u6ca1\u6709\u7528\u522b\u7684 Skill \uff0c\u611f\u89c9\u540c\u6837\u7684\u63d0\u793a\u8bcd\u5728\u4e0d\u540c\u7684\u5de5\u5177\u4e0a\u54ea\u6015\u662f\u540c\u6837\u7684\u6a21\u578b\u786e\u5b9e\u8fd8\u662f\u6709\u5dee\u5f02\uff0c\u5173\u952e\u662f\u5b83\u5b9e\u5728\u662f\u53c8\u5feb\u53c8\u4fbf\u5b9c\uff0c\u5f00 UltraHigh \uff08\u8fd9\u4e2a\u6211\u7406\u89e3\u66f4\u591a\u7684\u662f\u63d0\u793a\u8bcd\u4e0a\u7684\u4f18\u5316\uff1f\uff09\u64b8\u4e86\u4e00\u5929\u624d\u82b1\u4e86 12 \u5757\u94b1\u5c31\u4e00\u676f\u5496\u5561\u94b1</p>\n<p><img alt=\"Token.png\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://i.imgant.com/v2/y0mRIaE.png\"/></p>\n"
    },
    {
      "title": "\u516c\u53f8\u9879\u76ee vibe coding",
      "date_published": "2026-06-26T07:24:37+00:00",
      "id": "https://www.v2ex.com/t/1223105",
      "url": "https://www.v2ex.com/t/1223105",
      "author": {
        "name": "JackieTsien",
        "url": "https://www.v2ex.com/member/JackieTsien",
        "avatar": "https://cdn.v2ex.com/avatar/252e/f673/215427_large.png?m=1499313260"
      },
      "content_html": "<p>\u8bdd\u8bf4\u5927\u5bb6\u4f1a\u5728\u516c\u53f8\u9879\u76ee vibe coding \u5417\uff1f\u81ea\u8d39\u4e0a\u73ed\u4f1a\u600e\u4e48\u5904\u7406\u8fd9\u4e9b <a href=\"http://AGENTS.md\" rel=\"nofollow\">AGENTS.md</a> \uff0cdocs \u7b49\u6587\u4ef6\uff0c\u4e5f\u4e00\u5e76\u63d0\u4ea4\u4e0a\u53bb\u5417\uff1f</p>\n"
    },
    {
      "title": "\u5927\u5bb6\u5728 AI \u7f16\u7a0b\u7684\u65f6\u5019\uff0c\u6bd4\u5982 AI \u4f1a\u601d\u8003\u5f88\u957f\u65f6\u95f4\u624d\u7ed9\u7b54\u6848\uff0c\u8fd9\u4e2a\u65f6\u95f4\u5927\u5bb6\u4e00\u822c\u90fd\u5728\u5e72\u5565",
      "date_published": "2026-06-26T02:45:17+00:00",
      "date_modified": "2026-06-27T04:53:57+00:00",
      "id": "https://www.v2ex.com/t/1223002",
      "url": "https://www.v2ex.com/t/1223002",
      "author": {
        "name": "gdb",
        "url": "https://www.v2ex.com/member/gdb",
        "avatar": "https://cdn.v2ex.com/avatar/3781/3cce/543375_large.png?m=1689813188"
      },
      "content_html": "<p>\u56e0\u4e3a\u6709\u7684\u65f6\u5019 AI \u7f16\u7a0b\u7279\u522b\u8d39\u65f6\u95f4\uff0c\u53ef\u80fd\u8981\u7b49\u597d\u4e45\uff0c\u8fd9\u4e2a\u65f6\u95f4\u6709\u70b9\u65e0\u804a\uff0c\u5927\u5bb6\u4e00\u822c\u662f\u7528\u6765\u5e72\u5565\u7684\uff1f</p>\n"
    },
    {
      "title": "\u4e00\u4e2a\u4ea7\u54c1\u7f51\u7ad9\u5ba3\u4f20\u9875\u7684 Vibe Coding \u5b9e\u8df5",
      "date_published": "2026-06-23T01:15:15+00:00",
      "id": "https://www.v2ex.com/t/1222143",
      "url": "https://www.v2ex.com/t/1222143",
      "author": {
        "name": "beimenjun",
        "url": "https://www.v2ex.com/member/beimenjun",
        "avatar": "https://cdn.v2ex.com/avatar/a3ac/b1a5/32283_large.png?m=1701961223"
      },
      "content_html": "<p>\u4e3a\u81ea\u5df1\u7684\u4ea7\u54c1\u300c\ud83c\udf49\u897f\u74dc\u5907\u4efd\u300d\u505a\u4e00\u4e2a\u7f51\u7ad9\u5ba3\u4f20\u9875\uff0c\u5168\u7a0b\u4f7f\u7528 Codex \u7684 GPT-5.5 xhigh \uff0c\u8fd9\u662f\u6700\u7ec8\u6210\u54c1\uff1a</p>\n<p><a href=\"https://watermelonbackup.com/\" rel=\"nofollow\">https://watermelonbackup.com/</a></p>\n<p>\u5728\u505a\u5176\u4ed6\u9879\u76ee\u7684\u540c\u65f6\u8fdb\u884c\u8fd9\u4e2a\u5de5\u4f5c\uff0c\u7d2f\u8ba1\u524d\u540e\u6d88\u8017 8 \u4e2a\u5c0f\u65f6\u3002</p>\n<p>\u6700\u5f00\u59cb\uff1a</p>\n<pre><code>\u8fd9\u4e2a\u9879\u76ee\u662f\u8fd9\u4e2a\u9879\u76ee\u7684 Website \uff0c\u7ebf\u4e0a Repo\uff1azizicici/Watermelon \uff0c\u4f60\u8981\u5199\u4e00\u4e2a\u4ee5 Material Design \u914d\u8272\uff0c\u8bbe\u8ba1\u4e00\u4e2a\u5b98\u7f51\n</code></pre>\n<p>\u7136\u540e\u5c31\u662f\u5404\u79cd\u804a\u5929\u3002</p>\n<p>\u5dee\u4e0d\u591a\u7b2c\u4e00\u4e2a\u5c0f\u65f6\u5b83\u7ed9\u51fa\u7684\u521d\u7248\u4fee\u6539\u7684\u72b6\u6001\uff1a</p>\n<p><a href=\"https://old.watermelonbackup.com/\" rel=\"nofollow\">https://old.watermelonbackup.com/</a></p>\n<p>\u60f3\u7740\u8981\u4e0d\u76f4\u63a5\u53d1\u5e03\u597d\u4e86\uff0c\u4f46\u662f\u770b\u4e86\u4e0b\u6210\u54c1\uff0c\u6587\u5b57\u5570\u55e6\uff0c\u8868\u8fbe\u5947\u602a\uff0c\u5143\u7d20\u91cd\u590d\uff0c\u7231\u7528\u52a0\u7c97\u3002</p>\n<p>\u4e8e\u662f\u53c8\u82b1\u4e86 7 \u4e2a\u5c0f\u65f6\u5404\u79cd\u8c03\u7ec6\u8282\u3002</p>\n"
    }
  ]
}