{
  "version": "https://jsonfeed.org/version/1", 
  "title": "\u7a0b\u5e8f\u5458", 
  "description": "While code monkeys are not eating bananas, they're coding.", 
  "home_page_url": "https://www.v2ex.com/go/programmer", 
  "feed_url": "https://www.v2ex.com/feed/programmer.json", 
  "icon": "https://cdn.v2ex.com/navatar/94f6/d7e0/300_large.png?m=1733731195", 
  "favicon": "https://cdn.v2ex.com/navatar/94f6/d7e0/300_normal.png?m=1733731195", 
  "items": [
    {
      "author": {
        "url": "https://www.v2ex.com/member/sparkcc", 
        "name": "sparkcc", 
        "avatar": "https://cdn.v2ex.com/avatar/42df/0495/812946_large.png?m=1782899271"
      }, 
      "url": "https://www.v2ex.com/t/1229062", 
      "title": "\u5982\u4f55\u5411 Apple \u62a5\u544a\u7c7b\u4f3c\u201c\u64ad\u653e\u9759\u9ed8\u97f3\u9891\u4ee5\u5728\u540e\u53f0\u8fd0\u884c\u201d\u7684\u95ee\u9898", 
      "id": "https://www.v2ex.com/t/1229062", 
      "date_published": "2026-07-22T06:44:09+00:00", 
      "content_html": "<p>\u89c2 <a href=\"https://www.v2ex.com/t/1228974\" rel=\"nofollow\">https://www.v2ex.com/t/1228974</a> \u6709\u611f\uff0c\u8fd9\u5c5e\u4e8e\u6ee5\u7528\u4e86\u5427\uff1f\u5982\u4f55\u5411 Apple \u62a5\u544a\u8fd9\u7c7b\u95ee\u9898\uff0c\u6700\u597d\u7684\u7ed3\u679c\u662f\u8ba9\u5b83\u4e0b\u67b6\u6574\u6539...</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/qianghaha", 
        "name": "qianghaha", 
        "avatar": "https://cdn.v2ex.com/avatar/9398/ae7d/541280_large.png?m=1779700515"
      }, 
      "url": "https://www.v2ex.com/t/1229048", 
      "title": "Qwen3.7 \u641e\u4eba\u5fc3\u6001", 
      "id": "https://www.v2ex.com/t/1229048", 
      "date_published": "2026-07-22T05:58:07+00:00", 
      "content_html": "<p><img alt=\"\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://i.imgur.com/CDrQvf6.png\"/> </p>\n<p>\u544a\u8f9e\uff0c\u6362\u4e2a\u6a21\u578b</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/jedeft", 
        "name": "jedeft", 
        "avatar": "https://cdn.v2ex.com/gravatar/32c4cbaf6d15745f0c2582540a7038b7?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1229038", 
      "title": "\u73b0\u5728\u901a\u8fc7\u624b\u673a\u63a7\u5236\u7535\u8111\u4e0a\u7684 agent \u7f16\u7a0b\uff0c\u7528\u5565\u597d\u65b9\u6848\uff1f", 
      "id": "https://www.v2ex.com/t/1229038", 
      "date_published": "2026-07-22T04:26:47+00:00", 
      "content_html": "<p>\u6709\u6ca1\u6709\u4e0d\u7528\u68af\u5b50\u3001\u4e0d\u4f1a\u88ab\u5c01\u7684\u65b9\u6848</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/wdoit9", 
        "name": "wdoit9", 
        "avatar": "https://cdn.v2ex.com/gravatar/c97608cb59f9a94d19af41188995d393?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1229032", 
      "date_modified": "2026-07-22T03:55:16+00:00", 
      "content_html": "<p>\u4ece\u4eca\u5929\u5f00\u59cb\uff0c\u6307\u4ee4\u4f9d\u4ece\u6027\u3001\u5b9e\u73b0\u6548\u679c\u3001\u7406\u89e3\u80fd\u529b\uff0c\u90fd\u964d\u5230\u5b8c\u5168\u6ca1\u6cd5\u7528\u7684\u72b6\u6001\u4e86\uff0cgrok 4.5 medium \uff0c\u4e4b\u524d\u53c8\u5feb\u53c8\u597d\uff0c\u73b0\u5728\u50bb\u5feb\uff0c\u4f53\u611f\u662f deepseek3.2 \u7684\u6c34\u5e73</p>\n", 
      "date_published": "2026-07-22T03:54:56+00:00", 
      "title": "grok \u964d\u667a\u4e86\uff1f", 
      "id": "https://www.v2ex.com/t/1229032"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/coolcoffee", 
        "name": "coolcoffee", 
        "avatar": "https://cdn.v2ex.com/gravatar/6372d80b2498cdf72a14099a5728ea05?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1229028", 
      "date_modified": "2026-07-22T03:51:27+00:00", 
      "content_html": "<p>\u6709\u5b89\u5168\u673a\u6784\u7edf\u8ba1\u8fc7\uff0c\u5149 2026 \u5e74\u5c31\u81f3\u5c11\u6709 687 \u4e2a\u6076\u610f\u5305\u5728 npm \u3001PyPI \u7b49\u793e\u533a\u516c\u5f00\u4f20\u64ad\u3002\u6bd4\u8f83\u77e5\u540d\u7684 TanStack \u88ab\u6295\u6bd2\u4e8b\u4ef6\u8ddf\u6211\u64e6\u80a9\u800c\u8fc7\u2014\u2014\u6211\u90a3\u4e2a\u9879\u76ee\u8981\u662f\u665a\u4e24\u5929\u521b\u5efa\u5c31\u4e2d\u62db\u4e86\u3002</p>\n<p>\u73b0\u5728 AI \u65f6\u4ee3\uff0c\u5927\u5bb6\u7528 Claude Code \u3001Codex \u4e4b\u7c7b\u7684\u5de5\u5177\u57fa\u672c\u90fd\u5f00\u7740 <code>--skip-permissions</code> \u6216 <code>--yolo</code> \u6a21\u5f0f\u3002\u867d\u7136\u540e\u6765 Claude Code \u63a8\u51fa\u4e86 auto \u6a21\u5f0f\uff0c\u8ba9 AI \u6765\u5ba1\u6279\u547d\u4ee4\uff0c\u5b89\u5168\u6027\u6709\u4e86\u4e00\u70b9\u63d0\u5347\uff0c\u4f46\u4ecd\u7136\u65e0\u6cd5\u4ece\u6839\u6e90\u675c\u7edd\u4f9b\u5e94\u94fe\u653b\u51fb\u2014\u2014\u603b\u4e0d\u53ef\u80fd\u8ba9 AI \u628a\u6bcf\u4e2a\u5305\u90fd\u5ba1\u8ba1\u4e00\u904d\uff0c\u90a3\u6837\u7528\u6237\u7684\u94b1\u5305\u53ef\u627f\u53d7\u4e0d\u8d77\u3002</p>\n<p>\u76ee\u524d\u5df2\u77e5\u7684\u4f9b\u5e94\u94fe\u653b\u51fb\uff0c\u57fa\u672c\u90fd\u4f1a\u60f3\u5c3d\u529e\u6cd5\u5077\u53d6\u672c\u5730\u7684\u5404\u79cd\u51ed\u8bc1\uff1aSSH \u5bc6\u94a5\u3001AWS Credentials \u3001npm login token \u3001Docker login token\u2026\u2026SSH \u5bc6\u94a5\u548c AWS \u51ed\u8bc1\u4e00\u65e6\u6cc4\u9732\uff0cGitHub \u4ee3\u7801\u548c\u670d\u52a1\u5668\u5c31\u51e0\u4e4e\u5728\u88f8\u5954\uff1b npm \u548c Docker \u7684 token \u88ab\u76d7\uff0c\u5219\u4f1a\u6ca6\u4e3a\u4f9b\u5e94\u94fe\u653b\u51fb\u4e0b\u4e00\u8df3\u7684\u8089\u9e21\u3002</p>\n<p>\u4e8e\u662f\u6211\u5f00\u59cb\u7422\u78e8\u600e\u4e48\u89c4\u907f\u8fd9\u79cd\u98ce\u9669\u3002\u540e\u6765\u770b\u5230 1Password \u63d0\u4f9b\u4e86\u4e00\u5957\u65b9\u6848\uff1a\u628a SSH \u5bc6\u94a5\u3001\u654f\u611f\u73af\u5883\u53d8\u91cf\u7b49\u90fd\u6258\u7ba1\u5728 1Password \u91cc\uff0c\u9700\u8981\u7528\u7684\u65f6\u5019\u5728 macOS \u4e0a\u5f39\u51fa\u6307\u7eb9\u8ba4\u8bc1\u6765\u6388\u6743\u3002\u8fd9\u6837\u57fa\u672c\u517c\u987e\u4e86\u5b89\u5168\u548c\u4fbf\u5229\uff0c\u552f\u4e00\u7684\u5c0f\u7f3a\u70b9\u5c31\u662f\u63a8\u4ee3\u7801\u65f6\u4eba\u4e0d\u5728\u7535\u8111\u524d\u4f1a\u8ba4\u8bc1\u5931\u8d25\ud83d\udc36</p>\n<h2>\u524d\u7f6e\u6761\u4ef6</h2>\n<ul>\n<li>1Password8</li>\n<li>1Password CLI</li>\n</ul>\n<pre><code class=\"language-bash\">brew install --cask 1password-cli\n</code></pre>\n<p>\u7136\u540e\u5728 1Password \u8bbe\u7f6e\u4e2d\u5f00\u542f Developer \u4e0b\u7684\u4e24\u4e2a\u9009\u9879\uff1a<code>Use the SSH Agent</code> \u548c <code>Integrate with 1Password CLI</code>\u3002</p>\n<h2>SSH \u5bc6\u94a5\u6258\u7ba1</h2>\n<h3>\u57fa\u672c\u914d\u7f6e\uff1aGitHub</h3>\n<p>\u7f16\u8f91 <code>~/.ssh/config</code>\uff1a</p>\n<pre><code class=\"language-none\">Host github.com\n\tIdentityFile ~/.ssh/1p/github.com.pub\n\tIdentitiesOnly yes\n\tIdentityAgent \"~/Library/Group Containers/2BUA8C4S2C.com.1password/t/agent.sock\"\n</code></pre>\n<p>\u539f\u7406\u5f88\u7b80\u5355\uff1a\u5148\u5728 1Password \u91cc\u521b\u5efa\u4e00\u4e2a SSH Key \uff0c\u628a\u516c\u94a5\u5bfc\u51fa\u5230 <code>github.com.pub</code>\uff0c\u7136\u540e\u5728 config \u91cc\u6307\u5b9a\u8fd9\u4e2a\u516c\u94a5\u6587\u4ef6\u3002\u8fd9\u6837\u89e6\u53d1\u8ba4\u8bc1\u65f6\uff0cSSH Agent \u5c31\u77e5\u9053\u8be5\u7528\u54ea\u4e2a\u79c1\u94a5\u6765\u7b7e\u540d\u3002\u5982\u679c\u4e0d\u6307\u5b9a <code>IdentityFile</code>\uff0c\u5728\u6709\u591a\u4e2a SSH Key \u7684\u60c5\u51b5\u4e0b\u4f1a\u9010\u4e2a\u5c1d\u8bd5\uff0c\u5bb9\u6613\u89e6\u53d1\u91cd\u8bd5\u4e0a\u9650\u5bfc\u81f4\u8fde\u63a5\u5931\u8d25\u3002</p>\n<h3>\u8fdb\u9636\uff1aAgent Forwarding</h3>\n<p>\u4f46\u8fd9\u91cc\u4f1a\u6709\u4e00\u4e2a\u95ee\u9898\u2014\u2014\u5047\u5982\u6211\u9700\u8981\u4ece Mac \u8fde\u63a5\u5230\u4e00\u53f0 Linux \u670d\u52a1\u5668\uff0c\u5728\u8fdc\u7aef\u9700\u8981 push \u4ee3\u7801\u65f6\uff0c\u80fd\u4e0d\u80fd\u8ba9\u672c\u5730\u7684 1Password \u6765\u5b8c\u6210\u8ba4\u8bc1\uff1f</p>\n<p>\u7b54\u6848\u662f\u53ef\u4ee5\u7684\u3002\u5173\u952e\u914d\u7f6e\u662f <code>ForwardAgent yes</code>\uff1a</p>\n<pre><code class=\"language-none\">Host jenkins-ci\n\tHostName 192.168.10.20\n\tUser ubuntu\n\tIdentityFile ~/.ssh/1p/jenkins-ci.pub\n\tIdentitiesOnly yes\n\tForwardAgent yes\n</code></pre>\n<p>\u901a\u8fc7 <code>ssh jenkins-ci</code> \u8fde\u4e0a\u4e4b\u540e\uff0c\u5982\u679c\u5728\u8fdc\u7aef\u9700\u8981 git push \u4e4b\u7c7b\u7684\u64cd\u4f5c\uff0c\u8ba4\u8bc1\u8bf7\u6c42\u4f1a\u6cbf\u7740 SSH \u901a\u9053\u8f6c\u53d1\u56de\u6765\uff0c\u62c9\u8d77\u672c\u5730 1Password \u7684\u6307\u7eb9\u9a8c\u8bc1\u3002</p>\n<p>\u5982\u679c\u4e0d\u60f3\u8981\u7528 sshconfig \u914d\u7f6e\uff0c\u4e5f\u53ef\u4ee5\u76f4\u63a5\u4f7f\u7528 ssh -A <a href=\"mailto:ubuntu@192.168.10.20\">ubuntu@192.168.10.20</a> \u7684\u65b9\u5f0f\u3002</p>\n<h3>\u518d\u8fdb\u9636\uff1a\u4e24\u53f0 Mac \u4e92\u8fde\u7684\u573a\u666f</h3>\n<p>\u8fd8\u6709\u4e00\u4e2a\u66f4\u7ec6\u7684\u573a\u666f\uff1a\u5047\u5982\u4e24\u53f0 Mac \u4e4b\u95f4\u4e92\u76f8\u8fdc\u7a0b\u8fde\u63a5\uff0c\u63d0\u4ea4\u4ee3\u7801\u65f6\u9ed8\u8ba4\u4f1a\u62c9\u8d77\u672c\u5730\uff08\u53d1\u8d77\u8fde\u63a5\u7684\u90a3\u53f0\uff09\u7684 1Password \u8ba4\u8bc1\u3002\u4f46\u5982\u679c\u6211\u5e0c\u671b\u300c\u672c\u5730\u64cd\u4f5c\u5c31\u7528\u672c\u5730 macOS \u8ba4\u8bc1\uff0c\u88ab\u8fdc\u7a0b\u8fde\u63a5\u65f6\u5c31\u7528\u8fdc\u7a0b macOS \u673a\u5668\u7684\u8ba4\u8bc1\u300d\u5462\uff1f</p>\n<p>\u7b54\u6848\u662f\u7528 SSH config \u7684 <code>Match</code> \u6307\u4ee4\uff1a</p>\n<pre><code class=\"language-none\">Match host * exec \"test -z $SSH_TTY\"\n\tIdentityAgent \"~/Library/Group Containers/2BUA8C4S2C.com.1password/t/agent.sock\"\n</code></pre>\n<p><code>$SSH_TTY` \u53ea\u5728\u901a\u8fc7 SSH \u767b\u5f55\u7684\u4f1a\u8bdd\u4e2d\u624d\u6709\u503c\uff0c\u6240\u4ee5\u8fd9\u6761\u89c4\u5219\u53ea\u5728\u672c\u5730\u7ec8\u7aef\uff08\u975e SSH \u4f1a\u8bdd\uff09\u65f6\u624d\u751f\u6548\uff0c\u8fd9\u65f6\u4f7f\u7528\u672c\u5730 1Password \u7684 Agent Socket \u3002\u800c\u5f53\u4f60\u662f\u88ab\u8fdc\u7a0b\u8fde\u8fdb\u6765\u7684\uff0c`$SSH_TTY</code> \u975e\u7a7a\uff0c\u8fd9\u6761\u89c4\u5219\u8df3\u8fc7\uff0c\u8ba4\u8bc1\u5c31\u8d70\u8fdc\u7aef\u81ea\u5df1\u7684 1Password \u3002</p>\n<h3>\u5b8c\u6574\u914d\u7f6e</h3>\n<p>\u628a\u4e0a\u9762\u7684\u903b\u8f91\u62fc\u8d77\u6765\uff0c\u6700\u7ec8\u7684 <code>~/.ssh/config</code> \u957f\u8fd9\u6837\uff1a</p>\n<pre><code class=\"language-none\">Match host * exec \"test -z $SSH_TTY\"\n\tIdentityAgent \"~/Library/Group Containers/2BUA8C4S2C.com.1password/t/agent.sock\"\n\nHost github.com\n\t# \u6307\u5b9a\u4e2a\u4eba\u5bc6\u94a5\u7684\u516c\u94a5\uff0c\u907f\u514d\u5728\u591a\u8eab\u4efd\u73af\u5883\u4e0b\u5339\u914d\u5230\u9519\u8bef\u7684 Key\n\tIdentityFile ~/.ssh/1p/github.com.pub\n\tIdentitiesOnly yes\n\nHost jenkins-ci\n\tHostName 192.168.10.20\n\tUser ubuntu\n\tIdentityFile ~/.ssh/1p/jenkins-ci.pub\n\tIdentitiesOnly yes\n\tForwardAgent yes\n</code></pre>\n<h2>AWS \u51ed\u8bc1\u6258\u7ba1</h2>\n<p>AWS Credentials \u540c\u6837\u662f\u9ad8\u5371\u76ee\u6807\u3002\u5e73\u65f6 AWS CLI \u5728\u7528\uff0c\u5f88\u591a\u5de5\u5177\u4e5f\u4f1a\u76f4\u63a5\u8bfb <code>~/.aws/credentials</code> \u6587\u4ef6\uff0c\u628a\u5bc6\u94a5\u660e\u6587\u5b58\u5728\u78c1\u76d8\u4e0a\u603b\u5f52\u4e0d\u592a\u8212\u670d\u3002</p>\n<p>\u53ef\u4ee5\u7528 1Password CLI \u7684 <code>op read</code> \u6765\u66ff\u4ee3\u3002\u505a\u6cd5\u662f\u5728 1Password \u91cc\u65b0\u5efa\u4e00\u4e2a\u767b\u5f55\u9879\u76ee\uff0c\u628a\u8d26\u53f7\u7684 label \u6539\u6210 <code>access key id</code>\uff0c\u5bc6\u7801\u7684 label \u6539\u6210 <code>secret access key</code>\uff0c\u4fdd\u5b58\u540e\u5728\u5bf9\u5e94\u5b57\u6bb5\u53f3\u4fa7\u627e\u5230\u300c Copy Secret Reference \u300d\uff0c\u62ff\u5230\u5f15\u7528\u8def\u5f84\u3002</p>\n<p>\u6700\u7ec8\u914d\u7f6e\u6210\u73af\u5883\u53d8\u91cf\u547d\u4ee4\uff1a</p>\n<pre><code class=\"language-bash\">export AWS_ACCESS_KEY_ID=$(op read \"op://Private/AWS Access Key/access key id\")\nexport AWS_SECRET_ACCESS_KEY=$(op read \"op://Private/AWS Access Key/secret access key\")\n</code></pre>\n<p>\u5728\u6709\u9700\u8981\u7684\u65f6\u5019\u6267\u884c\uff0c\u4e5f\u53ef\u4ee5\u8bbe\u7f6e\u6210 alias \u65b9\u4fbf\u5feb\u901f\u6267\u884c\u3002 </p>\n<p>\u6267\u884c\u540e\u4f1a\u5f39\u51fa\u6307\u7eb9\u9a8c\u8bc1\uff0c\u901a\u8fc7\u4e4b\u540e\u8fd9\u4e24\u4e2a\u73af\u5883\u53d8\u91cf\u5c31\u6709\u503c\u4e86\u3002\u63a5\u4e0b\u6765\u6b63\u5e38\u4f7f\u7528\u5373\u53ef\uff1a</p>\n<pre><code class=\"language-bash\">aws s3 ls\n</code></pre>\n<p>\u6216\u8005\u6253\u5f00\u5176\u4ed6\u4f9d\u8d56 AWS \u914d\u7f6e\u7684\u5e94\u7528\uff0c\u6bd4\u5982\u7528 OpenLens \u7ba1\u7406 EKS\uff1a</p>\n<pre><code class=\"language-bash\">open -a /Applications/OpenLens.app\n</code></pre>\n<h2>\u5ef6\u4f38\u9605\u8bfb</h2>\n<p>1Password \u5b98\u65b9\u6587\u6863\u5199\u5f97\u66f4\u8be6\u7ec6\uff0c\u6db5\u76d6\u4e86\u66f4\u591a\u573a\u666f\uff0c\u63a8\u8350\u53bb\u770b\u770b\uff1a<a href=\"https://www.1password.dev/get-started\" rel=\"nofollow\">1Password \u5f00\u53d1\u8005\u6587\u6863</a>\u3002</p>\n<p>\u5bf9\u4e86\uff0c\u6587\u6863\u91cc\u63d0\u5230\u7684 Git Commit \u7b7e\u540d\u529f\u80fd\u2014\u2014\u5efa\u8bae\u522b\u5f00\u3002\u4e0d\u7136 vibe coding \u7684\u65f6\u5019\u6709\u5f97\u53d7\u4e86\uff0c\u6bcf\u6b21\u63d0\u4ea4\u90fd\u8981\u6388\u6743\u4e00\u6b21\u3002\u6298\u817e\u534a\u5929\u914d\u597d\uff0c\u4e5f\u5c31\u662f\u5728 GitHub \u7684 commit \u8bb0\u5f55\u4e0a\u591a\u4e2a <code>Verified</code> \u7eff\u6807\uff0c\u6ca1\u5565\u5b9e\u9645\u610f\u4e49\u3002</p>\n<p>\u5b89\u5168\u65e0\u7edd\u5bf9\uff0c\u540c\u65f6\u5b89\u5168\u548c\u4fbf\u5229\u4e0a\u662f\u5c5e\u4e8e\u9c7c\u548c\u718a\u638c\u4e0d\u53ef\u517c\u5f97\u30021password \u662f\u6211\u5927\u534a\u5e74\u4f7f\u7528\u4e0b\u6765\u6bd4\u8f83\u5747\u8861\u7684\u9009\u9879\u3002</p>\n<p>\u5404\u4f4d\u5982\u679c\u6709\u4ec0\u4e48\u5176\u4ed6\u66f4\u597d\u7684\u65b9\u6848\uff0c\u4e5f\u6b22\u8fce\u4e92\u76f8\u8ba8\u8bba\u5206\u4eab\u3002</p>\n", 
      "date_published": "2026-07-22T03:49:46+00:00", 
      "title": "Vibe Coding \u65f6\u4ee3\uff0c\u5927\u5bb6\u7684 SSH \u5bc6\u94a5\u51ed\u8bc1\u8fd8\u8eba\u5728\u78c1\u76d8\u4e0a\u5417\uff1f", 
      "id": "https://www.v2ex.com/t/1229028"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/mg52033", 
        "name": "mg52033", 
        "avatar": "https://cdn.v2ex.com/gravatar/b479557a83bf6b3ad68d2c11186c1903?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1229025", 
      "date_modified": "2026-07-22T03:42:41+00:00", 
      "content_html": "<p>\u8d77\u56e0\uff1a\n\u53d1\u8d77\u4e86\u4e00\u4e2a\u6539\u63a5\u53e3\u51fa\u5165\u53c2\u7684\u9700\u6c42\uff0c\u53e4\u6cd5\u7f16\u7a0b\u5927\u6982\u662f\u5341\u51e0\u5206\u949f\u7684\u5de5\u4f5c\u91cf\u3002\u7136\u800c\u7528 qoder \u3002\u8fd9\u6837\u4e00\u4e2a\u9700\u6c42\u53cd\u590d\u8fd4\u5de5\u3002\n\u7528\u7684 kimi2.7-code \u8fd8\u662f 3 \u6298\u7684\u7528\u91cf\u3002\u8fd9\u6837\u7684\u6d88\u8017\uff0c\u76f8\u5f53\u4e8e\u6211\u4e00\u4e2a\u4fee\u6539\u63a5\u53e3\u51fa\u5165\u53c2\u7684\u9700\u6c42\u5c31\u5e72\u6389\u4e00\u4e2a Lite \u7684\u7528\u91cf\u3002\n<img alt=\"pasted-image.png \u00b7 291\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://img.cdn1.vip/i/6a603b33a95e3_1784691507.webp\"/></p>\n<p>\u4eca\u5929\u6211\u7528 Qwen-3.8-Max-Pre \u7684\u6a21\u578b\u53bb\u5b9e\u73b0\u529f\u80fd\u3002\u4e5f\u662f\u4e00\u4e2a\u7b80\u5355\u4fee\u6539\uff08\u53e4\u6cd5\u5927\u6982\u51e0\u5206\u949f\uff09\u7684\u9700\u6c42\u80fd\u6d88\u8017 50 \u7684 credit \u3002\n\u90a3\u4ed6\u73b0\u5728\u7684\u6298\u6263\u662f 0.5 \u6298\uff0c\u76f8\u5f53\u4e8e\u4e00\u4e2a\u7b80\u5355\u4fee\u6539\u53ef\u4ee5\u7528\u6389 1000 \u7684 credit \uff0c\u963f\u91cc\u771f\u662f\u725b\u903c\u574f\u4e86</p>\n", 
      "date_published": "2026-07-22T03:42:26+00:00", 
      "title": "\u4e25\u91cd\u6000\u7591 qoder \u770b\u8d26\u6237\u4f59\u989d credit \u4e0b\u83dc", 
      "id": "https://www.v2ex.com/t/1229025"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/yohjisakamoto", 
        "name": "yohjisakamoto", 
        "avatar": "https://cdn.v2ex.com/avatar/889e/8e89/732947_large.png?m=1784658360"
      }, 
      "url": "https://www.v2ex.com/t/1228941", 
      "title": "How GPT-5.6 sol token is used in Codex", 
      "id": "https://www.v2ex.com/t/1228941", 
      "date_published": "2026-07-21T18:26:09+00:00", 
      "content_html": "<p>\u6211\u5728 Codex CLI \u4e0a\u505a\u4e86 280+ \u6b21 GPT-5.6 Sol \u6d4b\u8bd5\u3002\u5f53\u524d\u7248\u672c\u4f3c\u4e4e\u4ecd\u6709\u4f1a\u589e\u52a0 token \u6d88\u8017\u7684\u95ee\u9898\u3002</p>\n<p>\u5728\u591a\u6570\u57fa\u51c6\u4e2d\uff0cGPT-5.6 Sol \u7684\u6210\u672c\u6548\u76ca\u4f18\u4e8e GPT-5.5 \u3002\u4ee5 DeepSWE \u4e3a\u4f8b\uff1a5.5 High \u5e73\u5747\u6bcf\u4efb\u52a1 5.1 \u7f8e\u5143\uff0c5.6 Sol High \u4e3a 3.5 \u7f8e\u5143\uff1b\u4f46\u5728 Codex CLI 0.144.1 \uff0c\u6211\u6d4b\u5230 5.6 Sol High \u53cd\u800c\u6bd4 5.5 High \u9ad8\u7ea6 21%\u3002</p>\n<p><a href=\"https://preview.redd.it/how-gpt-5-6-sol-token-is-used-in-codex-v0-pghf32p14meh1.png?width=1080&amp;crop=smart&amp;auto=webp&amp;s=1b501ae165714278d0e824a224f72fcb4dc730be\" rel=\"nofollow\">https://preview.redd.it/how-gpt-5-6-sol-token-is-used-in-codex-v0-pghf32p14meh1.png?width=1080&amp;crop=smart&amp;auto=webp&amp;s=1b501ae165714278d0e824a224f72fcb4dc730be</a></p>\n<p><a href=\"https://preview.redd.it/how-gpt-5-6-sol-token-is-used-in-codex-v0-esic3oac7meh1.png?width=1080&amp;crop=smart&amp;auto=webp&amp;s=ffc29d6fdd8f3123f5eaec520889b470f1a9c406\" rel=\"nofollow\">https://preview.redd.it/how-gpt-5-6-sol-token-is-used-in-codex-v0-esic3oac7meh1.png?width=1080&amp;crop=smart&amp;auto=webp&amp;s=ffc29d6fdd8f3123f5eaec520889b470f1a9c406</a></p>\n<p>\u53ef\u80fd\u539f\u56e0\u662f\uff1a5.5 \u660e\u786e\u4f7f\u7528 <code>multi_tool_use.parallel</code>\uff0c\u4e00\u8f6e\u53ef\u53d1\u51fa\u591a\u4e2a\u9876\u5c42\u5de5\u5177\u8c03\u7528\uff1b 5.6 \u591a\u4ee5\u5355\u4e00\u9876\u5c42 <code>exec</code> \u7f16\u6392\uff0c\u56e0\u6b64\u6bcf\u6b21 LLM \u8c03\u7528\u8fd0\u884c\u7684\u547d\u4ee4\u66f4\u5c11\uff08 0.97 vs 2.5 \uff09\uff0c\u540c\u4e00\u4efb\u52a1\u7684\u8f6e\u6b21\u5374\u7ea6\u4e3a 1.84 \u500d\u30025.6 Sol High \u7684\u82b1\u8d39\u4e2d\u7ea6 66.5% \u662f\u7f13\u5b58\u8f93\u5165 token \u3002</p>\n<p>\u4ee3\u7801\u4f4d\u7f6e\uff1a\n<a href=\"https://github.com/openai/codex/blob/rust-v0.144.1/codex-rs/core/src/tools/code_mode/execute_handler.rs#L20-L72\" rel=\"nofollow\">https://github.com/openai/codex/blob/rust-v0.144.1/codex-rs/core/src/tools/code_mode/execute_handler.rs#L20-L72</a></p>\n<p>\u6211\u4e5f\u6d4b\u8bd5\u4e86 Ponytail \u3001Caveman \u3001RTK \u7b49\u7701 token \u63d2\u4ef6\uff0c\u51e0\u4e4e\u6ca1\u6709\u964d\u4f4e\u6d88\u8017\u3002\u771f\u6b63\u6709\u6548\u7684\u662f\u5728\u4e0d\u635f\u5931\u7ed3\u679c\u7684\u524d\u63d0\u4e0b\u51cf\u5c11 LLM \u8f6e\u6b21\u3002</p>\n<p>\u5b8c\u6574\u62a5\u544a\uff1a\n<a href=\"https://turaai.net/docs#benchmark-current-test-set-record\" rel=\"nofollow\">https://turaai.net/docs#benchmark-current-test-set-record</a></p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/gliilya", 
        "name": "gliilya", 
        "avatar": "https://cdn.v2ex.com/gravatar/320b73f9fc886a5280ec5616496b2305?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1228938", 
      "title": "\u63d0\u4f9b\u6b27\u6d32\u81ea\u7531\u804c\u4e1a\u5e73\u53f0\u8fdc\u7a0b\u5de5\u4f5c\u673a\u4f1a\u3002", 
      "id": "https://www.v2ex.com/t/1228938", 
      "date_published": "2026-07-21T17:11:56+00:00", 
      "content_html": "<p>\u2705 \u5df2\u9a8c\u8bc1 Upwork \u2705 + PAYONEER + WHATSAPP + TELEGRAM | 24/7 \u5728\u7ebf\u8bbf\u95ee | \u957f\u671f\u652f\u6301 [\u5168\u65b9\u4f4d\u6280\u672f\u652f\u6301]\n\ud83d\uddc3\ufe0f\u5185\u5bb9\u5305\u62ec\uff1a\n\u2022 \u72ec\u4eab\u7535\u8111\uff08 24/7 \u5168\u5929\u5019\u8bbf\u95ee\uff09\n\u2022 \u72ec\u4eab\u56fa\u5b9a IP\u2022 \u6211\u5c06\u63d0\u4f9b 24/7 \u5168\u529b\u6280\u672f\u652f\u6301\n\u2022 \u5b8c\u7f8e\u7684\u7535\u529b\u548c\u7f51\u7edc\u4fdd\u969c\uff08\u7b14\u8bb0\u672c\u7535\u8111 24/7 \u4fdd\u6301\u5728\u7ebf\uff0c\u4e0d\u53d7\u505c\u7535\u5f71\u54cd\uff09\n\u652f\u6301\u7684\u670d\u52a1/\u5e73\u53f0\uff1a\n\u2022 Upwork\u2022 LinkedIn\n\u2022 Freelancer\n\u2022 Payoneer\n\u2022 PayPal\n\u2022 Telegram\n\u2022 WhatsApp\n\u2022 \u6211\u53ef\u4ee5\u6839\u636e\u60a8\u7684\u9700\u6c42\u5168\u529b\u914d\u5408</p>\n<p>\ud83d\udce9 \u8054\u7cfb\u65b9\u5f0f\uff1aTelegram: @<a href=\"/member/UP_rent_ua\">UP_rent_ua</a></p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/FengNianIndie", 
        "name": "FengNianIndie", 
        "avatar": "https://cdn.v2ex.com/gravatar/8ecefedd4d68c704ee94cfe008e02e64?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1228925", 
      "date_modified": "2026-07-21T15:04:20+00:00", 
      "content_html": "<p>\u5927\u5bb6\u597d\uff0c\u6700\u8fd1\u5728\u641e\u4e00\u4e2a Hyperliquid \u94fe\u4e0a\u4ea4\u6613\u6570\u636e\u5206\u6790\u7ad9\uff0c\u804a\u804a\u4e3a\u4ec0\u4e48\u505a\u8fd9\u4e2a\u4e1c\u897f\uff0c\u4ee5\u53ca\u5f00\u53d1\u8fc7\u7a0b\u91cc\u8e29\u8fc7\u7684\u4e00\u4e9b\u5751\u3002</p>\n<p>\u505a\u8fd9\u4e2a\u4e1c\u897f\u7684\u521d\u8877\u662f\u56e0\u4e3a\u6211\u81ea\u5df1\u4e5f\u5728\u505a\u4ea4\u6613\uff0c\u4f46\u662f\u4e4b\u524d\u4ea4\u8fc7\u4e00\u4e9b\u5b66\u8d39\uff08\u4e8f\u635f\uff09\uff0c\u76ee\u524d\u80fd\u4fdd\u6301\u5c0f\u7684\u7a33\u5b9a\u76c8\u5229\uff0c\u60f3\u8981\u63d0\u9ad8\u65b9\u5411\u6027\u5224\u65ad\uff0c\u6240\u4ee5\u505a\u4e86\u8fd9\u4e2a\u5de5\u5177\u3002\u6b22\u8fce\u5404\u4f4d\u5927\u4f6c\u4f53\u9a8c\u548c\u63d0\u610f\u89c1\uff01</p>\n<h2>\u4e3a\u4ec0\u4e48\u9009 Hyperliquid</h2>\n<p>Hyperliquid \u76ee\u524d\u5728\u6c38\u7eed\u5408\u7ea6 DEX \u91cc\u9762\u7b97\u662f\u5934\u90e8\u7684\uff0c\u65e5\u4ea4\u6613\u91cf\u7ecf\u5e38\u6709\u51e0\u5341\u4ebf\u7f8e\u5143\uff0c\u4e0a\u9762\u4e5f\u6709\u4e0d\u5c11\u5927\u6237\u548c\u673a\u6784\u7528\u6237\u5728\u4ea4\u6613\u3002</p>\n<p>\u800c\u4e14\u5b98\u65b9\u6709 API \uff0c\u4ea4\u6613\u6570\u636e\u4e5f\u6bd4\u8f83\u900f\u660e\u3002\u521a\u5f00\u59cb\u6211\u89c9\u5f97\uff0c\u65e2\u7136\u6570\u636e\u90fd\u80fd\u62ff\u5230\uff0c\u90a3\u505a\u4e2a\u7edf\u8ba1\u5206\u6790\u7ad9\u5e94\u8be5\u4e0d\u4f1a\u592a\u96be\u3002</p>\n<p>\u5b9e\u9645\u505a\u4e0b\u6765\u53d1\u73b0\uff0c\u6570\u636e\u201c\u80fd\u62ff\u5230\u201d\u548c\u201c\u80fd\u4f4e\u6210\u672c\u5730\u6574\u7406\u51fa\u6765\u201d\uff0c\u5b8c\u5168\u662f\u4e24\u56de\u4e8b\u3002</p>\n<p>Hyperliquid \u4e0a\u6d89\u53ca\u7684\u94b1\u5305\u5730\u5740\u6709\u4e24\u767e\u591a\u4e07\u4e2a\u3002\u5982\u679c\u628a\u6240\u6709\u5730\u5740\u7684\u5386\u53f2\u6210\u4ea4\u90fd\u62c9\u4e0b\u6765\uff0c\u6570\u636e\u91cf\u9884\u4f30\u4f1a\u5230 TB \u7ea7\uff0c\u5b58\u50a8\u548c\u8ba1\u7b97\u6210\u672c\u90fd\u4e0d\u4f4e\u3002</p>\n<p>\u66f4\u9ebb\u70e6\u7684\u662f\uff0c\u91cc\u9762\u5f88\u591a\u5730\u5740\u65e9\u5c31\u4e0d\u6d3b\u8dc3\u4e86\u3002\u82b1\u94b1\u628a\u8fd9\u4e9b\u6570\u636e\u5168\u90e8\u5b58\u4e0b\u6765\uff0c\u5b9e\u9645\u610f\u4e49\u4e5f\u4e0d\u5927\u3002</p>\n<p>\u6240\u4ee5\u6211\u5c31\u4e0d\u505a\u5168\u91cf\u5730\u5740\uff0c\u800c\u662f\u5148\u627e\u51fa\u76f8\u5bf9\u6709\u5206\u6790\u4ef7\u503c\u7684\u5730\u5740\uff0c\u6bd4\u5982\u9ad8\u76c8\u5229\u3001\u9ad8\u8d44\u91d1\u91cf\u3001\u6700\u8fd1\u6bd4\u8f83\u6d3b\u8dc3\u7684\u7528\u6237\uff0c\u7136\u540e\u91cd\u70b9\u91c7\u96c6\u8fd9\u4e9b\u4eba\u7684\u6210\u4ea4\u6570\u636e\uff0c\u505a\u6392\u884c\u699c\u548c\u4ea4\u6613\u8005\u753b\u50cf\u3002</p>\n<p>\u6211\u60f3\u89e3\u51b3\u7684\u95ee\u9898\u5c31\u662f\uff1a</p>\n<blockquote>\n<p>\u5728 Hyperliquid \u4e0a\uff0c\u600e\u4e48\u627e\u5230\u4e00\u4e9b\u76f8\u5bf9\u9760\u8c31\u3001\u9ad8\u76c8\u4e8f\u6bd4\uff0c\u503c\u5f97\u957f\u671f\u89c2\u5bdf\u7684\u4ea4\u6613\u8005\uff1f</p>\n</blockquote>\n<p>\u5b98\u65b9\u73b0\u5728\u4e3b\u8981\u662f\u539f\u59cb\u6570\u636e\u548c\u4e00\u4e2a\u6bd4\u8f83\u57fa\u7840\u7684\u6392\u884c\u699c\u3002\u7b2c\u4e09\u65b9\u5de5\u5177\u4e5f\u6709\u4e00\u4e9b\uff0c\u4f46\u6709\u7684\u8bc4\u7ea7\u89c4\u5219\u4e0d\u900f\u660e\uff0c\u6709\u7684\u5386\u53f2\u6570\u636e\u4e0d\u592a\u5b8c\u6574\u3002\n\u5982\u4e0b\u56fe\u5b98\u65b9\u53ea\u6709 PNL\uff1a</p>\n<p><img alt=\"hyperliquid \u9875\u9762\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://app.hyperinteldata.com/images/hl_leaderboard.png\"/></p>\n<p>\u800c\u4e14\u5982\u679c\u53ea\u662f\u6309\u7167 PnL \u6392\u5e8f\uff0c\u95ee\u9898\u5176\u5b9e\u633a\u660e\u663e\u7684\u3002</p>\n<p>\u6709\u4e9b\u4eba\u53ef\u80fd\u5c31\u662f\u91cd\u4ed3\u8d4c\u5bf9\u4e86\u4e00\u6b21\uff0c\u8d5a\u5f97\u5f88\u591a\uff0c\u4f46\u4e0d\u4ee3\u8868\u4ed6\u957f\u671f\u6709\u7a33\u5b9a\u7684\u4ea4\u6613\u80fd\u529b\uff0c\u6709\u4e00\u4e9b\u662f\u9a6c\u4e01\u7b56\u7565\u753b\u50cf\uff0c\u662f\u5927\u6237\u6709\u5f88\u5927\u7684\u8d44\u91d1\u652f\u6491\uff0c\u6ca1\u6709\u53ef\u8ddf\u6027\uff1b\u4f46\u662f\u6709\u4e9b\u4eba\u7684\u6536\u76ca\u6ca1\u90a3\u4e48\u5938\u5f20\uff0c\u4f46\u56de\u64a4\u5c0f\u3001\u4ea4\u6613\u65f6\u95f4\u957f\u3001\u98ce\u683c\u4e5f\u6bd4\u8f83\u7a33\u5b9a\uff0c\u60f3\u628a\u8fd9\u4e9b\u7528\u6237\u8bc6\u522b\u7b5b\u9009\u51fa\u6765\u3002</p>\n<p>\u6240\u4ee5\u6211\u4e0d\u592a\u60f3\u518d\u505a\u4e00\u4e2a\u7b80\u5355\u7684 PnL \u699c\uff0c\u800c\u662f\u60f3\u5c3d\u91cf\u533a\u5206\uff1a</p>\n<ul>\n<li>\u54ea\u4e9b\u4eba\u53ef\u80fd\u771f\u7684\u6709\u6bd4\u8f83\u7a33\u5b9a\u7684\u4ea4\u6613\u4f18\u52bf\uff1b</li>\n<li>\u54ea\u4e9b\u4eba\u53ea\u662f\u67d0\u4e00\u628a\u8fd0\u6c14\u6bd4\u8f83\u597d\uff0c\u521a\u597d\u884c\u60c5\u9002\u5408\u4ed6\uff1b</li>\n<li>\u54ea\u4e9b\u8d26\u6237\u7684\u884c\u4e3a\u50cf\u505a\u5e02\u5546\uff1b</li>\n<li>\u54ea\u4e9b\u4eba\u559c\u6b22\u625b\u5355\u3001\u4e8f\u635f\u540e\u4e0d\u65ad\u8865\u4ed3\uff1b</li>\n<li>\u4e00\u7b14\u4e8f\u635f\u901a\u5e38\u4f1a\u5728\u6c34\u4e0b\u5f85\u591a\u4e45\uff1b</li>\n<li>\u6709\u6ca1\u6709\u6bd4\u8f83\u660e\u663e\u7684\u9a6c\u4e01\u7b56\u7565\u7279\u5f81\uff1b</li>\n<li>\u5386\u53f2\u80dc\u7387\u3001\u76c8\u4e8f\u6bd4\u548c\u6700\u5927\u56de\u64a4\u600e\u4e48\u6837\u3002</li>\n</ul>\n<h2>\u6570\u636e\u8fd9\u5757\u662f\u76ee\u524d\u6700\u9ebb\u70e6\u7684\uff0c\u4e3b\u8981\u8e29\u4e86\u51e0\u4e2a\u5751</h2>\n<h3>\u7b2c\u4e00\u4e2a\u5751\u662f\uff0c\u5168\u91cf\u5386\u53f2\u6210\u4ea4\u6ca1\u529e\u6cd5\u76f4\u63a5\u9760 WebSocket \u62ff</h3>\n<p>Hyperliquid \u7684 WebSocket \u66f4\u9002\u5408\u8ba2\u9605\u5355\u4e2a\u94b1\u5305\u7684\u5b9e\u65f6\u6570\u636e\u3002\u5982\u679c\u6709\u51e0\u4e07\u4e2a\u5730\u5740\uff0c\u4e00\u4e2a\u4e2a\u8ba2\u9605\u663e\u7136\u4e0d\u592a\u73b0\u5b9e\uff0c\u66f4\u522b\u8bf4\u9760\u5b83\u8fd8\u539f\u5b8c\u6574\u5386\u53f2\u6570\u636e\u4e86\u3002</p>\n<p>\u6700\u540e\u5386\u53f2\u6570\u636e\u56de\u586b\u8d70\u7684\u662f\u5b98\u65b9 S3 \u5f52\u6863\u91cc\u7684 <code>node_fills</code>\u3002\u5148\u6279\u91cf\u628a\u5386\u53f2\u6210\u4ea4\u5bfc\u8fdb\u6765\uff0c\u518d\u6309\u5730\u5740\u6574\u7406\u3002</p>\n<p>\u5b9e\u65f6\u589e\u91cf\u5219\u662f\u53e6\u4e00\u5957\u903b\u8f91\u3002\u7b5b\u9009\u51fa\u6765\u7684\u91cd\u70b9\u5730\u5740\uff0c\u901a\u8fc7 WebSocket \u6301\u7eed\u8ba2\u9605\u3002\u8fd9\u6837\u5386\u53f2\u6570\u636e\u4ece S3 \u56de\u586b\uff0c\u540e\u9762\u7684\u65b0\u6210\u4ea4\u518d\u901a\u8fc7 WebSocket \u8865\u4e0a\u3002</p>\n<h3>\u7b2c\u4e8c\u4e2a\u5751\u662f\uff0cfills \u7684\u6570\u636e\u589e\u957f\u901f\u5ea6\u6bd4\u6211\u9884\u60f3\u7684\u5feb</h3>\n<p>\u73b0\u5728\u5b58\u50a8\u7528\u7684\u662f TimescaleDB \uff0c\u4e3b\u8981\u9760\u65f6\u5e8f\u5206\u533a\u3001\u5217\u538b\u7f29\u548c\u6eda\u52a8\u4fdd\u7559\u7b56\u7565\u6765\u63a7\u5236\u6210\u672c\u3002\u539f\u59cb\u6210\u4ea4\u3001\u805a\u5408\u6570\u636e\u548c\u8bc4\u5206\u7ed3\u679c\u4e5f\u4f1a\u5206\u5f00\u5b58\uff0c\u4e0d\u7136\u6bcf\u6b21\u67e5\u6392\u884c\u699c\u6216\u8005\u7528\u6237\u753b\u50cf\u90fd\u53bb\u626b\u539f\u59cb fills \uff0c\u67e5\u8be2\u538b\u529b\u4f1a\u975e\u5e38\u5927\u3002</p>\n<p>\u5728\u8fd9\u4e9b\u6570\u636e\u7684\u57fa\u7840\u4e0a\uff0c\u6bcf\u5929\u4f1a\u8dd1\u4e00\u6b21\u7b5b\u9009\u548c\u8bc4\u5206\uff0c\u8fc7\u6ee4\u51fa\u4e00\u6279\u4ea4\u6613\u98ce\u683c\u53d1\u751f\u98d8\u9038\u7684\u7528\u6237\u3002</p>\n<p>\u9664\u4e86 PnL \uff0c\u8fd8\u4f1a\u770b\u6700\u5927\u56de\u64a4\u3001\u4ea4\u6613\u65f6\u957f\u3001\u6837\u672c\u6570\u91cf\u3001\u6301\u4ed3\u4e00\u81f4\u6027\u548c\u8d44\u91d1\u53d8\u5316\u7b49\u6307\u6807\u3002</p>\n<p>\u6700\u7ec8\u60f3\u7b5b\u51fa\u7684\u662f\u4e00\u6279\u76c8\u5229\u4e0d\u9519\u3001\u4ea4\u6613\u65f6\u95f4\u591f\u957f\u3001\u6837\u672c\u4e5f\u6bd4\u8f83\u5145\u8db3\uff0c\u800c\u4e14\u98ce\u683c\u76f8\u5bf9\u7a33\u5b9a\u7684\u7528\u6237\u3002</p>\n<p>\u6b64\u5916\u6211\u8ba4\u4e3a\u6700\u6709\u4ef7\u503c\uff0c\u5bf9\u6211\u5e2e\u52a9\u5f88\u5927\u7684\u662f\u4e00\u7ec4\u7b5b\u9009\u8fc7\u540e\u7684\u7528\u6237\uff0c\u5bf9\u4ed6\u4eec\u5b9e\u65f6\u6301\u4ed3\u7684\u5171\u6027\u5206\u6790\uff0c\u4e00\u4e2a\u7528\u6237\u53ef\u80fd\u4f1a\u5224\u65ad\u5931\u8bef\uff0c\u4f46\u662f\u4e00\u7ec4\u7528\u6237\u63d0\u5347\u65b9\u5411\u6027\u5224\u65ad\u7684\u6b63\u786e\u6027\u3002</p>\n<h2>\u8fd8\u5728\u52a0\u7684\u529f\u80fd\u8865\u5145</h2>\n<ol>\n<li>AI \u5206\u6790\u80fd\u529b\uff0c\u52a0\u4e0a\u63d0\u793a\u8bcd\uff0c\u5f52\u7eb3\u603b\u7ed3\u4ea4\u6613\u884c\u4e3a\uff0c\u505a\u51fa\u8bc4\u4ef7</li>\n<li>\u5386\u53f2\u4ea4\u6613\u56de\u6d4b\uff0c\u52a0\u4e0a\u6ed1\u70b9</li>\n<li>\u6a21\u62df\u8ddf\u5355\u7ec4\u5408\uff0c\u8dd1\u4e00\u4e0b\u6536\u76ca\u66f2\u7ebf</li>\n</ol>\n<p><strong>\u9879\u76ee\u5730\u5740\uff1a</strong> <a href=\"https://app.hyperinteldata.com/zh/home\" rel=\"nofollow\">https://app.hyperinteldata.com/zh/home</a></p>\n<p><img alt=\"\u6392\u884c\u699c\u9875\u9762\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://app.hyperinteldata.com/images/leaderboards.png\"/></p>\n<p><img alt=\"\u4ea4\u6613\u8005\u8be6\u60c5\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://app.hyperinteldata.com/images/wallet.jpg\"/></p>\n", 
      "date_published": "2026-07-21T14:54:30+00:00", 
      "title": "\u6700\u8fd1\u505a\u4e86\u4e2a Hyperliquid \u6570\u636e\u5206\u6790\u7ad9\uff0c\u804a\u804a\u6570\u636e\u5f00\u53d1\u91cc\u8e29\u7684\u5751", 
      "id": "https://www.v2ex.com/t/1228925"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/netabare", 
        "name": "netabare", 
        "avatar": "https://cdn.v2ex.com/avatar/6bf8/3d7c/125600_large.png?m=1774597361"
      }, 
      "url": "https://www.v2ex.com/t/1228916", 
      "title": "\u6709\u70b9\u597d\u5947\uff0c\u5927\u5bb6\u5728 Codex \u9001\u91cd\u7f6e\u7684\u65f6\u5019\u90fd\u8e6c\u51fa\u4e86\u5565\u5462\uff1f", 
      "id": "https://www.v2ex.com/t/1228916", 
      "date_published": "2026-07-21T13:33:22+00:00", 
      "content_html": "\u505a\u4e2a\u5c0f\u8c03\u67e5.jpg \u5927\u6982\u662f\uff0c\u5982\u679c\u6ca1\u6709\u91cd\u7f6e\u7684\u8bdd\uff0c\u8ddf Codex \u6700\u8fd1\u9001\u4e86\u4e00\u5806\u91cd\u7f6e\u6bd4\u8d77\u6765\uff0c\u6709\u54ea\u4e9b\u8e6c\u51fa\u6765\u7684\u4e1c\u897f\uff0c\u5982\u679c\u6ca1\u6709\u91cd\u7f6e\u7684\u8bdd\uff0c\u53ef\u80fd\u539f\u6765\u5c31\u4e0d\u4e00\u5b9a\u4f1a\u505a\u6216\u8005\u4e0d\u4e00\u5b9a\u60f3\u5230\u53bb\u505a\u7684\uff1f"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/maolv", 
        "name": "maolv", 
        "avatar": "https://cdn.v2ex.com/gravatar/ba45545ca1223b4b660a39c33b6cbb38?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1228914", 
      "title": "\u89c2\u65b0\u667a\u5143\u6700\u65b0\u5173\u4e8e AI \u4f7f\u7528\u6210\u672c\u6587\u7ae0\u6709\u611f", 
      "id": "https://www.v2ex.com/t/1228914", 
      "date_published": "2026-07-21T13:25:24+00:00", 
      "content_html": "<p>\u770b\u4e86\u8fd9\u7bc7\u6587\u7ae0\uff0c\u7a81\u7136\u6fc0\u53d1\u4e86\u6211\u7684\u8bb2\u8bdd\u6b32\uff0c\u4f7f\u7528 AI \u6df1\u5ea6\u53c2\u4e0e\u5f00\u53d1\u7684\u65f6\u95f4\u4e5f\u6709\u5feb\u4e00\u5e74\u7684\u65f6\u95f4\u4e86\uff0c\u5fc3\u4e2d\u771f\u6709\u4e00\u4e9b\u8bdd\uff0c\u4e0d\u5410\u4e0d\u5feb\uff01</p>\n<p>\u9996\u5148\u58f0\u660e\uff0c\u6211\u5f00\u53d1\u7684\u8f6f\u4ef6\u90fd\u662f\u4e2d\u5c0f\u578b\u7684\u8f6f\u4ef6\u3002\u6b64\u79cd\u8f6f\u4ef6\u7684 token \u6d88\u8017\u91cf\u6682\u4e14\u4e0d\u8c08\uff0c\u5982\u679c\u662f\u90a3\u79cd\u6781\u590d\u6742\u7684\u5927\u578b\u8f6f\u4ef6\uff0c\u653e\u5f00\u624b\u811a\u4f7f\u7528\u5546\u7528\u7684\u9ad8\u7ea7\u6a21\u578b\u6765\u5f00\u53d1\u7684\u8bdd\uff0c\u5230\u6700\u540e\u6838\u7b97\u4e00\u4e0b\u6210\u672c\uff0c\u53ef\u80fd\u6bd4\u7528\u7a0b\u5e8f\u5458\u6210\u672c\u90fd\u9ad8\uff08\u8fd9\u6bb5\u662f\u6211\u7684\u4e00\u4e2a\u731c\u6d4b\uff0c\u6211\u4e5f\u6ca1\u53c2\u4e0e\u8fc7\u8fd9\u79cd\u6781\u590d\u6742\u7684\u8f6f\u4ef6\u5f00\u53d1\uff0c\u6709\u61c2\u884c\u7684\u53ef\u4ee5\u51fa\u6765\u8bf4\u4e24\u53e5\uff09\u3002</p>\n<p>\u5173\u4e8e\u5f00\u53d1\u6cbb\u7406\u95ee\u9898\uff0c\u8fc7\u53bb\u6211\u4eec\u6709\u4e00\u6574\u5957\u6210\u719f\u7684\u8f6f\u4ef6\u5f00\u53d1\u6a21\u5f0f\u6765\u4fdd\u8bc1\u6211\u4eec\u7a0b\u5e8f\u5458\u7684\u5f00\u53d1\u7684\u4ee3\u7801\u8d28\u91cf\uff0c\u4f46\u662f\u5f15\u5165 AI \u4e4b\u540e\uff0c\u6211\u79c1\u4ee5\u4e3a\u6574\u4e2a\u5f00\u53d1\u6cbb\u7406\u7684\u96be\u5ea6\u6bd4\u4e4b\u524d\u8981\u5927\u5f97\u591a\uff0c\u4e14\u9700\u8981\u4e0d\u65ad\u6478\u7d22\u3002</p>\n<p>\u5148\u629b\u4e00\u4e2a\u89c2\u70b9\uff1a\u6211\u8ba4\u4e3a\u6700\u597d\u7684\u601d\u8def\u5c31\u662f\u5f53\u6210\u73b0\u6709\u6bcf\u4e2a\u7a0b\u5e8f\u5458\u7684\u63d0\u6548\u5de5\u5177\uff0c\u53ef\u4ee5\u8c03\u6574\u5f00\u53d1\u6a21\u5f0f\uff0c\u4f46\u662f\u522b\u603b\u60f3\u7740\u98a0\u8986\u8fd9\u4e2a\u98a0\u8986\u90a3\u4e2a\u7684\uff0c\u98a0\u8986\u5230\u6700\u540e\u8fd8\u5269\u4ec0\u4e48\u5462\uff1f</p>\n<p>\u5f15\u5165\u65b0\u7684\u5de5\u5177\uff0c\u5fc5\u7136\u4f1a\u5f15\u5165\u65b0\u7684\u95ee\u9898\uff0c\u6b64\u6d88\u5f7c\u957f\u2026\u2026AI \u6df1\u5ea6\u53c2\u4e0e\u5f00\u53d1\uff0c\u786e\u5b9e\u63d0\u6548\u4e86\uff0c\u4f46\u662f\u5f15\u5165\u7684\u65b0\u7684\u95ee\u9898\u4e5f\u662f\u4e0d\u5bb9\u5ffd\u89c6\u7684\u3002\u9a7e\u9a6d\u5de5\u7a0b\u4e5f\u4e0d\u662f\u4e07\u80fd\u7684\uff0c\u8f6f\u4ef6\u5f00\u53d1\u6ca1\u6709\u94f6\u5f39\uff01\u7a0b\u5e8f\u5458\u7a76\u7adf\u5728\u54ea\u4e2a\u73af\u8282\u8fdb\u884c\u628a\u63a7\u548c\u5e72\u9884\uff0c\u600e\u4e48\u5bfb\u627e\u8fd9\u4e2a\u5e73\u8861\u70b9\uff0c\u76ee\u524d\u6211\u6ca1\u8fd8\u770b\u5230\u6210\u719f\u7684\u6848\u4f8b\u3002\u5bf9\u4e8e\u8fd9\u79cd\u6210\u719f\u7684\u6848\u4f8b\uff0c\u6211\u60f3\u77ed\u65f6\u95f4\u5185\u4eba\u5bb6\u4e5f\u4e0d\u4f1a\u653e\u5230\u7f51\u4e0a\u7ed9\u5927\u5bb6\u5b66\u4e60\u7684\uff0c\u53ea\u4f1a\u5728\u5c0f\u8303\u56f4\u5185\u4f20\u64ad\u3002</p>\n<p>\u5c24\u5176\u662f\u957f\u671f\u5927\u91cf\u4f7f\u7528\u516c\u5f00\u7684\u5546\u4e1a\u6a21\u578b\uff0c\u6211\u4eec\u8f6f\u4ef6\u6700\u6838\u5fc3\u7684\u8d44\u4ea7\u4e4b\u4e00\u4ee3\u7801\u5df2\u7ecf\u88ab\u201c\u7a83\u53d6\u201d\u4e86\uff0c\u67d0\u5929\u51fa\u73b0\u4e00\u4e2a\u6a21\u4eff\u8005\uff0c\u60f3\u8981\u590d\u523b\u8fd9\u4e2a\u957f\u671f\u4f7f\u7528\u516c\u5f00\u5546\u4e1a\u6a21\u578b\u6765\u5f00\u53d1\u7684\u8f6f\u4ef6\u5e94\u8be5\u4e0d\u662f\u96be\u4e8b\uff0c\u590d\u523b\u6210\u672c\u4f1a\u5927\u5927\u964d\u4f4e\u2026\u2026</p>\n<p>\u5173\u4e8e\u600e\u4e48\u201c\u6b63\u786e\u201d\u4f7f\u7528 AI \u8f85\u52a9\u8f6f\u4ef6\u5f00\u53d1\u7684\u95ee\u9898\uff0c\u7559\u7ed9\u5927\u5bb6\u6765\u89e3\u7b54\u54c8\u3002\u672c\u4eba\u4e5f\u6709\u4e00\u4e9b\u5b9e\u8df5\u7ecf\u9a8c\uff0c\u4f46\u662f\u4e0d\u63d0\u4e5f\u7f62\uff0c\u54c8\u54c8\u3002</p>\n<p>\u518d\u8865\u5145\u4e00\u70b9\uff0c\u8fd9\u4e9b AI \u5de8\u5934\u6709\u6280\u672f\u662f\u771f\u7684\uff0c\u4f46\u662f\u5439\u725b\u903c\u7684\u80fd\u529b\u4e5f\u662f\u65e0\u4eba\u80fd\u53ca\uff0c\u6295\u5165\u4e86\u8fd9\u4e48\u591a\u7684\u7814\u53d1\u7ecf\u8d39\uff0c\u5565\u65f6\u5019\u80fd\u6323\u56de\u6765\uff1f\u522b\u88ab\u4ed6\u4eec\u5ffd\u60a0\u7638\u4e86\u3002</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/greentim", 
        "name": "greentim", 
        "avatar": "https://cdn.v2ex.com/avatar/822f/1b6c/616819_large.png?m=1776420808"
      }, 
      "url": "https://www.v2ex.com/t/1228913", 
      "title": "\u611f\u89c9\u53c8\u6162\u53c8\u8d35\uff1a\u5b9e\u6d4b Kimi-K3 \u7f16\u7801\u80fd\u529b", 
      "id": "https://www.v2ex.com/t/1228913", 
      "date_published": "2026-07-21T13:14:49+00:00", 
      "content_html": "<blockquote>\n<p>\u5728 Trae \u3001Qoder \u4e0b\uff0c\u5206\u522b\u7528 Deepseek-v4 \u548c Kimi-K3 \u8dd1\u7f16\u7a0b\u4efb\u52a1\u3002Kimi-K3 \u633a\u8ba9\u4eba\u5931\u671b\u7684</p>\n</blockquote>\n<h2>AI Coding \u6d4b\u8bc4\u51c6\u5907</h2>\n<h3>\u6d4b\u8bd5\u9879\u76ee\uff1a\u684c\u9762\u7aef\u77e5\u8bc6\u5e93\u5de5\u5177</h3>\n<p>\u7528\u6237\u5bfc\u5165\u672c\u5730\u6587\u6863\uff0c\u7cfb\u7edf\u5efa\u7acb\u5206\u5757\u7d22\u5f15\uff0c\u652f\u6301\u81ea\u7136\u8bed\u8a00\u63d0\u95ee\u5e76\u8fd4\u56de\u5e26\u5f15\u7528\u6765\u6e90\u7684\u56de\u7b54</p>\n<pre><code>\u521d\u59cb\u811a\u624b\u67b6\n\u8fd0\u884c\u65f6\uff1aElectron 33 \uff08\u4e3b\u8fdb\u7a0b Node.js+Chromium \uff09\n\u524d\u7aef\uff1aReact 18 + TypeScript \uff08 Vite \u6784\u5efa\uff09\n\u540e\u7aef\uff1aTypeScript \u670d\u52a1\u5c42\n</code></pre>\n<p>\u5927\u5bb6\u5982\u679c\u60f3\u8981\u81ea\u5df1\u5b8c\u6574\u6d4b\u8bc4\u4e00\u4e0b\uff0c\u53ef\u4ee5\u8bc4\u8bba\u533a\u7559\u8a00\uff0c\u628a\u539f\u9879\u76ee\u5f00\u6e90\u51fa\u6765</p>\n<h2>Vibe Coding \u5de5\u5177\u548c\u5927\u6a21\u578b</h2>\n<p>\u7f16\u7a0b\u5de5\u5177\u5206\u522b\u7528 \u5b57\u8282 <code>Trae</code> \u3001\u963f\u91cc <code>Qoder</code>\n\u5927\u6a21\u578b\u9009\u62e9 <code>deepseek-v4-pro</code>\u3001<code>kimi-3</code> </p>\n<pre><code>https://platform.deepseek.com/\nplatform.kimi.com\n</code></pre>\n<p>\u77e5\u8bc6\u5e93\u5de5\u5177\u9879\u76ee\u4ee3\u7801\uff0c\u9879\u76ee\u540d\u53eb<code>starter</code>\n\u7528 Harness \u52a0\u6301\u539f<code>starter</code>\u9879\u76ee\u4e0b\uff0c\u65b0\u9879\u76ee\u53eb<code>solution_log</code>\n\u4e3a\u4ec0\u4e48\u8981\u7528\u5230 Harness \u7684\u539f\u7406\uff0c\u53ef\u4ee5\u9605\u8bfb\u4e0b\u6211\u7684\u6587\u7ae0\n<a href=\"https://mp.weixin.qq.com/s/-9Jfwv2SqswbvwZJx5D5bQ\" rel=\"nofollow\">https://mp.weixin.qq.com/s/-9Jfwv2SqswbvwZJx5D5bQ</a></p>\n<h4>\u5f00\u59cb\u6d4b\u8bc4</h4>\n<p>\u5c06 <code>\u77e5\u8bc6\u5e93</code> \u548c <code>Harness + \u77e5\u8bc6\u5e93</code> \u4e24\u4e2a\u9879\u76ee\u901a\u8fc7 Vibe Coding \u5b8c\u6210\u540c\u6837\u529f\u80fd\u5f00\u53d1\uff0c\u76f8\u540c\u7684\u9700\u6c42\u63d0\u793a\u8bcd\u662f\u8fd9\u6837\u7684</p>\n<pre><code># \u4efb\u52a1\uff1a\u6784\u5efa\u77e5\u8bc6\u5e93\u95ee\u7b54\u5de5\u5177\n## \u4ea7\u54c1\u63cf\u8ff0\n\u5f00\u53d1\u4e00\u4e2a\u684c\u9762\u7aef\u4e2a\u4eba\u77e5\u8bc6\u5e93\u95ee\u7b54\u5de5\u5177\u3002\u7528\u6237\u53ef\u4ee5\u5bfc\u5165\u672c\u5730\u6587\u6863\uff0c\u7cfb\u7edf\u5bf9\u6587\u6863\u5efa\u7acb\u7d22\u5f15\uff0c\u7136\u540e\u7528\u6237\u53ef\u4ee5\u7528\u81ea\u7136\u8bed\u8a00\u63d0\u95ee\uff0c\u7cfb\u7edf\u4ece\u6587\u6863\u4e2d\u68c0\u7d22\u76f8\u5173\u5185\u5bb9\u5e76\u7ed9\u51fa\u6709\u4f9d\u636e\u7684\u56de\u7b54\u3002\n\n## \u6838\u5fc3\u529f\u80fd\u9700\u6c42\n### 1. \u6587\u6863\u5bfc\u5165\n- \u7528\u6237\u70b9\u51fb\"\u5bfc\u5165\u6587\u6863\"\u6309\u94ae\uff0c\u9009\u62e9\u672c\u5730 `.txt` \u6216 `.md` \u6587\u4ef6\n- \u5bfc\u5165\u540e\u6587\u6863\u663e\u793a\u5728\u5de6\u4fa7\u6587\u6863\u5217\u8868\u4e2d\uff0c\u5305\u542b\u6587\u4ef6\u540d\u3001\u5927\u5c0f\u3001\u5bfc\u5165\u72b6\u6001\n- \u6587\u4ef6\u5927\u5c0f\u9650\u5236 10MB\n\n### 2. \u6587\u6863\u7d22\u5f15\n- \u5bfc\u5165\u540e\uff0c\u7528\u6237\u70b9\u51fb\"\u5efa\u7acb\u7d22\u5f15\"\u5c06\u6587\u6863\u5206\u5757\u5b58\u50a8\n- \u7d22\u5f15\u6309\u6bb5\u843d\u5207\u5206\uff0c\u6bcf\u5757\u7ea6 500 \u5b57\n- \u7d22\u5f15\u5b8c\u6210\u540e\u6587\u6863\u72b6\u6001\u53d8\u4e3a\"\u5df2\u7d22\u5f15\"\uff0c\u663e\u793a\u5206\u5757\u6570\u91cf\n\n### 3. \u95ee\u7b54\u529f\u80fd\n- \u5e95\u90e8\u8f93\u5165\u6846\u8f93\u5165\u95ee\u9898\uff0c\u70b9\u51fb\"\u63d0\u95ee\"\u6309\u94ae\n- \u7cfb\u7edf\u7528\u5173\u952e\u8bcd\u5339\u914d\u65b9\u5f0f\u5728\u5df2\u7d22\u5f15\u5206\u5757\u4e2d\u68c0\u7d22\u76f8\u5173\u5185\u5bb9\n- \u8fd4\u56de\u56de\u7b54\u6587\u672c + \u5f15\u7528\u6765\u6e90\uff08\u6587\u6863\u540d\u3001\u5206\u5757\u4f4d\u7f6e\u3001\u6458\u5f55\u5185\u5bb9\uff09\n- \u663e\u793a\u7f6e\u4fe1\u5ea6\uff08\u6709\u5f15\u7528\uff1a0.8 \uff0c\u65e0\u5f15\u7528\uff1a0.2 \uff09\n- \u6bcf\u6b21\u95ee\u7b54\u81ea\u52a8\u4fdd\u5b58\u5230\u5386\u53f2\u8bb0\u5f55\n\n### 4. \u5386\u53f2\u8bb0\u5f55\n- \u70b9\u51fb\"\u5386\u53f2\u8bb0\u5f55\"\u6309\u94ae\u67e5\u770b\u6240\u6709\u5386\u53f2\u95ee\u7b54\n- \u4ee5\u5bf9\u8bdd\u6c14\u6ce1\u5f62\u5f0f\u5c55\u793a\uff08\u7528\u6237\u95ee\u9898\u5728\u53f3\uff0c\u7cfb\u7edf\u56de\u7b54\u5728\u5de6\uff09\n- \u663e\u793a\u65f6\u95f4\u6233\u548c\u7f6e\u4fe1\u5ea6\n\n## \u9a8c\u6536\u6807\u51c6\n\n1. \u53ef\u4ee5\u5bfc\u5165 `.txt` \u6216 `.md` \u6587\u4ef6\uff0c\u6587\u6863\u51fa\u73b0\u5728\u5217\u8868\u4e2d\n2. \u70b9\u51fb\"\u5efa\u7acb\u7d22\u5f15\"\u540e\u6587\u6863\u72b6\u6001\u53d8\u4e3a\"\u5df2\u7d22\u5f15\"\n3. \u63d0\u95ee\u540e\u80fd\u8fd4\u56de\u542b\u5f15\u7528\u7684\u56de\u7b54\n4. \u5386\u53f2\u8bb0\u5f55\u4e2d\u80fd\u770b\u5230\u6240\u6709\u95ee\u7b54\n5. \u91cd\u542f\u5e94\u7528\u540e\u6570\u636e\u4f9d\u7136\u5b58\u5728\n</code></pre>\n<p>\u5728\u539f\u6765\u7684\u5ba2\u6237\u7aef\u4e0a\uff0c\u4e00\u53e3\u6c14\u5f00\u53d1 \"\u6587\u6863\u5bfc\u5165\"\u3001\"\u6587\u6863\u7d22\u5f15\"\u3001\"\u95ee\u7b54\u529f\u80fd\"\u3001\"\u5386\u53f2\u8bb0\u5f55\"\u56db\u4e2a\u65b0\u529f\u80fd\uff0c\u5e76\u5e0c\u671b AI \u81ea\u52a8\u5316\u6d4b\u8bd5\u9a8c\u6536</p>\n<h2>\u6d4b\u8bc4\u7684\u7ed3\u679c</h2>\n<table>\n<thead>\n<tr>\n<th>\u9879\u76ee</th>\n<th>Coding \u73af\u5883</th>\n<th>\u8d39\u7528\u65f6\u95f4</th>\n<th>\u6210\u529f</th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td>\u77e5\u8bc6\u5e93</td>\n<td><strong>Qoder + Deepseek-V4</strong></td>\n<td>4 \u5206\u949f  1RMB</td>\n<td>\u662f</td>\n</tr>\n<tr>\n<td>\u77e5\u8bc6\u5e93</td>\n<td><strong>Qoder + Kimi-K3</strong></td>\n<td>15 \u5206\u949f  8RMB</td>\n<td>\u5426</td>\n</tr>\n<tr>\n<td>\u77e5\u8bc6\u5e93</td>\n<td><strong>Trae + Deepseek-V4</strong></td>\n<td>5 \u5206\u949f  1RMB</td>\n<td>\u662f</td>\n</tr>\n<tr>\n<td>\u77e5\u8bc6\u5e93</td>\n<td><strong>Trae + Kimi-K3</strong></td>\n<td>15 \u5206\u949f 9RMB</td>\n<td>\u5426</td>\n</tr>\n<tr>\n<td>\u77e5\u8bc6\u5e93+harness</td>\n<td><strong>Trae + Deepseek-V4</strong></td>\n<td>2 \u5206\u949f 0.5RMB</td>\n<td>\u662f</td>\n</tr>\n<tr>\n<td>\u77e5\u8bc6\u5e93+harness</td>\n<td><strong>Trae + Kimi-K3</strong></td>\n<td>18 \u5206\u949f 8RMB</td>\n<td>\u662f</td>\n</tr>\n<tr>\n<td>\u77e5\u8bc6\u5e93+harness</td>\n<td><strong>Qoder + Deepseek-V4</strong></td>\n<td>2 \u5206\u949f 0.6RMB</td>\n<td>\u662f</td>\n</tr>\n<tr>\n<td>\u77e5\u8bc6\u5e93+harness</td>\n<td><strong>Qoder + Kimi-K3</strong></td>\n<td>12 \u5206\u949f 9RMB</td>\n<td>\u662f</td>\n</tr>\n</tbody></table><h3>Kimi-K3 \u603b\u7ed3</h3>\n<ul>\n<li>\u4ef7\u683c\u6bd4\u8f83\u8d35\uff0c\u5bf9\u6bd4 deepseek-v4-pro \uff0c\u53ef\u80fd\u662f Kimi-K3 \u5b9a\u4ef7\u8f83\u8d35\u7f18\u6545\uff0c\u540c\u6837\u7684\u7ed3\u679c Token \u5f00\u9500\u67e5\u4e86\u8fd1 10 \u500d\u5de6\u53f3</li>\n<li>\u5728 Qoder \u3001Trae \u96c6\u6210\u4e0a\u7f16\u7a0b\u80fd\u529b\u6574\u4f53\u8868\u73b0\u4e0d\u5982 deepseek-v4-pro \uff0c\u800c\u4e14\u6267\u884c\u65f6\u95f4\u8fdc\u8fdc\u589e\u52a0</li>\n</ul>\n<p>\u5b8c\u6574\u6848\u4f8b\u5b9e\u64cd\u89c6\u9891\u548c\u5b8c\u6574\u539f\u6587  <strong><code><a href=\"https://mp.weixin.qq.com/s/k92i1_ORy5mDE1bOdRG-kw\" rel=\"nofollow\">https://mp.weixin.qq.com/s/k92i1_ORy5mDE1bOdRG-kw</a></code></strong></p>\n"
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      }, 
      "url": "https://www.v2ex.com/t/1228897", 
      "date_modified": "2026-07-22T02:00:31+00:00", 
      "content_html": "\u6211\u9700\u8981\u5728\u5f00\u53d1\u4e2d\u63a5\u5165 SQL MCP \u670d\u52a1\u5668\uff0c\u8ba9 AI \u81ea\u52a8\u5efa\u8868\u3001\u6267\u884c SQL \u3001\u67e5\u8868\uff0c\u540c\u65f6\u6211\u53c8\u62c5\u5fc3 AI \u4f1a\u6267\u884c\u7c7b\u4f3c\uff1aDELETE FROM TABLE;\u7684\u8fd9\u79cd\u5371\u9669\u7684 SQL \u547d\u4ee4\u3002<br /><br />\u6709\u4ec0\u4e48\u597d\u7684 SQL MCP \u670d\u52a1\u5668\uff0c\u652f\u6301\u591a\u79cd\u5e38\u7528\u7684\u6570\u636e\u5e93\uff08\u4e3b\u7528 Oracle \uff09\u3001\u90e8\u7f72\u7b80\u5355\u3001\u5360\u7528\u5c0f\uff0c\u5e76\u4e14\u53ef\u4ee5\u652f\u6301\u5371\u9669 SQL \u7ba1\u63a7\uff08\u5c3d\u91cf\u914d\u7f6e\u7b80\u5355\uff09\uff1f", 
      "date_published": "2026-07-21T11:12:49+00:00", 
      "title": "\u6709\u6ca1\u6709\u4ec0\u4e48\u597d\u7528\u7684 SQL MCP \u670d\u52a1\u5668", 
      "id": "https://www.v2ex.com/t/1228897"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/baicaix", 
        "name": "baicaix", 
        "avatar": "https://cdn.v2ex.com/gravatar/d86861d434751803c2b1a135267e89e7?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1228891", 
      "date_modified": "2026-07-21T10:31:12+00:00", 
      "content_html": "<p>\u5b57\u8282\u7684\u65d7\u8230\u56fe\u50cf\u6a21\u578b Seedream 5.0 Pro \uff0c\u5728 ReAPI \u4e0a\u76ee\u524d\u6709\u5b98\u65b9 7 \u6298\u4f18\u60e0\uff0c\n$0.031/\u5f20</p>\n<p>\u5e73\u53f0\u4e0a\u8fd8\u6709 GPT Image 2 \u3001Google Imagen \u8fd9\u4e9b\u6a21\u578b\u3002</p>\n<p>\u9002\u5408\u505a AI \u8bbe\u8ba1\u5de5\u5177\u3001\u7535\u5546\u56fe\u3001\u8425\u9500\u7d20\u6750\u751f\u6210\u8fd9\u7c7b\u9700\u6c42\u7684\u72ec\u7acb\u5f00\u53d1\u8005\u6216\u5c0f\u56e2\u961f\u3002</p>\n<p>\ud83d\udc49 <a href=\"https://reapi.ai/\" rel=\"nofollow\">https://reapi.ai/</a></p>\n<p>\ud83d\udc49 <a href=\"https://reapi.ai/models/seedream-5-0-pro\" rel=\"nofollow\">https://reapi.ai/models/seedream-5-0-pro</a></p>\n", 
      "date_published": "2026-07-21T10:29:41+00:00", 
      "title": "Seedream 5.0 Pro \u5b98\u65b9 7 \u6298", 
      "id": "https://www.v2ex.com/t/1228891"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/Jensond", 
        "name": "Jensond", 
        "avatar": "https://cdn.v2ex.com/avatar/8f42/0a93/693025_large.png?m=1783858790"
      }, 
      "url": "https://www.v2ex.com/t/1228890", 
      "title": "iOS 27 Beta 4 \u4eca\u65e5\u6b63\u5f0f\u63a8\u9001\uff0c\u65b0\u673a\u8001\u673a BUG \u95ee\u9898\u6c47\u603b", 
      "id": "https://www.v2ex.com/t/1228890", 
      "date_published": "2026-07-21T10:28:09+00:00", 
      "content_html": "<p>\u5148\u8bf4\u8bf4\u66f4\u65b0\u7279\u6027\uff1a</p>\n<p>\u82f9\u679c\u5728\u4eca\u5929\u51cc\u6668\uff08 7 \u6708 21 \u65e5\uff09\u63a8\u9001\u4e86 iOS 27 Beta 4 \uff0ciPhone14 pro Max \u5df2\u7ecf\u66f4\u65b0\uff0c\u4e3b\u529b\u673a\u8fd8\u6ca1\u6562\u5347\uff0c\n\u76ee\u524d\u6d4b\u8bd5\u4e00\u5207\u987a\u6ed1\uff0c\u770b\u6765\u6709 AI \u52a0\u6301\uff0c\u5e95\u5c42\u67b6\u6784\u6539\u7684\u5f88\u5f7b\u5e95\uff0c\u8017\u7535\u91cf\u4e5f\u6709\u63d0\u5347\uff0c\u4e4b\u524d Beta \u7684 Xcode \u8fde\u63a5\u7f16\u8bd1\u95ee\u9898\uff0c\u4e5f\u4fee\u590d\u3002\u8fd8\u5728\u6d4b\u8bd5\uff0c\u6709\u95ee\u9898 \u53ef\u4ee5\u6b64\u8d34\u6c47\u603b\u4e00\u4e0b\uff0c\u65b9\u4fbf\u4f6c\u53cb\u53c2\u8003\u3002</p>\n<p>iOS 27 \u652f\u6301\u8bbe\u5907\u5982\u4e0b\uff1a\n<img alt=\"pasted-image.png \u00b7 1241\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://img.cdn1.vip/i/6a5f489f56a15_1784629407.webp\"/></p>\n"
    }, 
    {
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        "url": "https://www.v2ex.com/member/symphonyiceattac", 
        "name": "symphonyiceattac", 
        "avatar": "https://cdn.v2ex.com/avatar/0be6/dec2/612175_large.png?m=1784629203"
      }, 
      "url": "https://www.v2ex.com/t/1228888", 
      "title": "\u4e00\u4e2a AI \u5199\u4f5c\u5de5\u5177\u4ece Next.js \u8fc1\u79fb\u5230 TanStack Start\uff0c\u5e76\u6539\u7528 Gemini Batch API \u7684\u8bb0\u5f55", 
      "id": "https://www.v2ex.com/t/1228888", 
      "date_published": "2026-07-21T10:22:49+00:00", 
      "content_html": "<p>\u4e0b\u9762\u8fd9\u7248\u53ef\u4ee5\u76f4\u63a5\u53d1\u5230 V2EX \u7684\u300c\u5206\u4eab\u521b\u9020\u300d\u6216\u300c\u7a0b\u5e8f\u5458\u300d\u8282\u70b9\u3002</p>\n<p><strong>\u6807\u9898</strong></p>\n<p>\u4e00\u4e2a AI \u5199\u4f5c\u5de5\u5177\u4ece Next.js \u8fc1\u79fb\u5230 TanStack Start \uff0c\u5e76\u6539\u7528 Gemini Batch API \u7684\u8bb0\u5f55</p>\n<p><strong>\u6b63\u6587</strong></p>\n<p>\u6700\u8fd1\u505a\u4e86\u4e00\u4e2a AI \u5185\u5bb9\u751f\u6210\u5de5\u5177 WriteGeniuses\uff1a</p>\n<p><a href=\"https://writegeniuses.com\" rel=\"nofollow\">https://writegeniuses.com</a></p>\n<p>\u5b83\u76ee\u524d\u652f\u6301\u4e24\u79cd\u5185\u5bb9\uff1a</p>\n<ul>\n<li>\u957f\u7bc7 Blog Article</li>\n<li>X Thread</li>\n</ul>\n<p>\u548c\u5e38\u89c1\u7684\u201c\u8f93\u5165\u4e00\u53e5\u8bdd\uff0c\u76f4\u63a5\u8fd4\u56de\u6574\u7bc7\u6587\u7ae0\u201d\u4e0d\u592a\u4e00\u6837\u3002WriteGeniuses \u4f1a\u5148\u751f\u6210\u7ed3\u6784\u5316 Plan \uff0c\u518d\u62c6\u6210\u591a\u4e2a Unit \uff0c\u5206\u522b\u751f\u6210\u6b63\u6587\u3002\u7528\u6237\u53ef\u4ee5\u5355\u72ec\u7f16\u8f91\u6216\u91cd\u65b0\u751f\u6210\u67d0\u4e2a\u6bb5\u843d\uff0c\u4e0d\u9700\u8981\u6bcf\u6b21\u90fd\u91cd\u8dd1\u6574\u7bc7\u5185\u5bb9\u3002</p>\n<p>\u9879\u76ee\u6700\u521d\u662f Next.js + Convex \uff0c\u540e\u6765\u524d\u7aef\u8fc1\u79fb\u5230\u4e86 TanStack Start \u3002\u8fc1\u79fb\u8fc7\u7a0b\u4e2d\u987a\u4fbf\u628a\u751f\u6210\u67b6\u6784\u4e5f\u91cd\u505a\u4e86\u4e00\u904d\u3002</p>\n<p>\u76ee\u524d\u4e3b\u8981\u6280\u672f\u6808\u662f\uff1a</p>\n<ul>\n<li>TanStack Start / TanStack Router</li>\n<li>React 19</li>\n<li>Convex</li>\n<li>Google Gemini Batch API</li>\n<li>Cloudflare</li>\n<li>Tailwind CSS + shadcn/ui</li>\n<li>Streamdown</li>\n<li>Creem</li>\n</ul>\n<p>\u8fd9\u6b21\u6539\u52a8\u6bd4\u8f83\u5927\u7684\u5730\u65b9\u4e3b\u8981\u6709\u8fd9\u4e9b\u3002</p>\n<h3>1. \u4ece Next.js \u8fc1\u79fb\u5230 TanStack Start</h3>\n<p>\u8fc1\u79fb\u540e\uff0c\u6587\u4ef6\u8def\u7531\u3001<code>beforeLoad</code> \u8def\u7531\u4fdd\u62a4\u548c\u8def\u7531\u53c2\u6570\u90fd\u7531 TanStack Router \u7ba1\u7406\u3002</p>\n<p>\u4e00\u5f00\u59cb\u867d\u7136\u9875\u9762\u770b\u8d77\u6765\u80fd\u6b63\u5e38\u6253\u5f00\uff0c\u4f46\u7981\u7528 JavaScript \u540e\u53ea\u80fd\u770b\u5230\u9aa8\u67b6\u5c4f\u3002\u539f\u56e0\u662f\u5217\u8868\u6570\u636e\u4ecd\u7136\u5b8c\u5168\u4f9d\u8d56\u5ba2\u6237\u7aef\u7684 Convex <code>useQuery</code>\uff0c\u670d\u52a1\u7aef\u5e76\u6ca1\u6709\u771f\u6b63\u62ff\u5230\u5185\u5bb9\u3002</p>\n<p>\u540e\u6765\u628a\u9700\u8981\u9996\u5c4f\u5c55\u793a\u7684\u6570\u636e\u653e\u8fdb route loader\uff1a</p>\n<ul>\n<li>\u670d\u52a1\u7aef\u8bfb\u53d6\u767b\u5f55\u72b6\u6001</li>\n<li>\u670d\u52a1\u7aef\u67e5\u8be2 Convex</li>\n<li>\u901a\u8fc7 <code>loaderData</code> \u8f93\u51fa\u5230 HTML</li>\n<li>\u5ba2\u6237\u7aef\u542f\u52a8\u540e\u518d\u7531 <code>useQuery</code> \u63a5\u7ba1\u5b9e\u65f6\u66f4\u65b0</li>\n</ul>\n<p>\u8fd9\u6837\u5373\u4f7f JavaScript \u8fd8\u6ca1\u52a0\u8f7d\uff0cContent \u548c Templates \u9875\u9762\u4e5f\u5df2\u7ecf\u6709\u57fa\u672c\u5185\u5bb9\uff0c\u800c\u4e0d\u662f\u4e00\u6574\u9875\u9aa8\u67b6\u3002</p>\n<h3>2. \u628a\u5b9e\u65f6\u751f\u6210\u6539\u6210 Gemini Batch API</h3>\n<p>\u6700\u65e9\u7684\u751f\u6210\u6d41\u7a0b\u662f\u5728 Convex Action \u91cc\u76f4\u63a5\u7b49\u5f85 Gemini \u8fd4\u56de\u3002</p>\n<p>\u77ed\u8bf7\u6c42\u8fd8\u597d\uff0c\u4f46\u4e00\u7bc7\u6587\u7ae0\u4f1a\u7ecf\u5386\uff1a</p>\n<ol>\n<li>\u751f\u6210 Plan</li>\n<li>\u751f\u6210\u591a\u4e2a Paragraph \u548c FAQ</li>\n<li>\u751f\u6210\u56fe\u7247\u5efa\u8bae</li>\n<li>\u4fdd\u5b58\u5e76\u7ec4\u5408 Markdown</li>\n</ol>\n<p>\u53ea\u8981\u67d0\u4e2a\u6a21\u578b\u54cd\u5e94\u8f83\u6162\uff0cAction \u5c31\u4f1a\u957f\u65f6\u95f4\u5360\u7528 worker \u3002\u5e76\u53d1\u4efb\u52a1\u4e00\u591a\uff0c\u8fd8\u78b0\u5230\u8fc7 <code>There are no available workers to process the request</code> \u548c 600 \u79d2\u8d85\u65f6\u3002</p>\n<p>\u540e\u6765\u6539\u6210\u4e86 Batch API\uff1a</p>\n<ul>\n<li>\u521b\u5efa\u6587\u7ae0\u540e\u63d0\u4ea4 Plan batch</li>\n<li>Convex \u7acb\u5373\u91ca\u653e worker</li>\n<li>Gemini \u5b8c\u6210\u540e\u8c03\u7528\u9759\u6001 Webhook</li>\n<li>Webhook \u6839\u636e batch name \u627e\u5230\u672c\u5730 job</li>\n<li>Plan \u5b8c\u6210\u540e\u7ee7\u7eed\u63d0\u4ea4 Unit batch</li>\n<li>Unit \u5b8c\u6210\u540e\u4fdd\u5b58\u6b63\u6587\u5e76\u66f4\u65b0\u6587\u7ae0\u72b6\u6001</li>\n</ul>\n<p>Convex \u91cc\u5355\u72ec\u4fdd\u5b58\u4e86 batch job \u548c batch request \u3002\u6bcf\u6761 Unit \u8bf7\u6c42\u90fd\u6709\u81ea\u5df1\u7684 <code>requestKey</code>\uff0c\u6240\u4ee5 Webhook \u8fd4\u56de\u540e\u4e0d\u9700\u8981\u8ba9\u6a21\u578b\u518d\u8f93\u51fa <code>unitId</code>\uff0c\u76f4\u63a5\u4f7f\u7528\u8bf7\u6c42\u8bb0\u5f55\u5b8c\u6210\u6620\u5c04\u3002</p>\n<p>\u67d0\u4e2a Unit \u5931\u8d25\u65f6\uff0c\u4e5f\u53ea\u91cd\u8bd5\u5bf9\u5e94 Unit \uff0c\u4e0d\u4f1a\u91cd\u65b0\u751f\u6210\u6574\u7bc7\u6587\u7ae0\u3002</p>\n<h3>3. Blog \u548c X Thread \u5b8c\u5168\u62c6\u5f00</h3>\n<p>\u6700\u521d X Thread \u590d\u7528\u4e86 Blog \u7684\u90e8\u5206 Plan \u548c Unit prompt \uff0c\u7ed3\u679c\u5f88\u4e0d\u7406\u60f3\u3002</p>\n<p>\u751f\u6210\u51fa\u6765\u7684\u5e16\u5b50\u7ecf\u5e38\u50cf\u88ab\u622a\u65ad\u7684\u6587\u7ae0\u6bb5\u843d\uff1a</p>\n<ul>\n<li>\u5f00\u5934\u7f3a\u5931</li>\n<li>\u7ed3\u5c3e\u505c\u5728\u534a\u53e5\u8bdd</li>\n<li>\u6df7\u5165\u5b57\u7b26\u6570\u68c0\u67e5\u548c\u6a21\u578b\u81ea\u68c0\u6587\u672c</li>\n<li>\u6bcf\u6761\u5185\u5bb9\u5355\u72ec\u770b\u8fd8\u884c\uff0c\u8fde\u8d77\u6765\u5374\u6ca1\u6709 Thread \u8282\u594f</li>\n</ul>\n<p>\u540e\u6765\u52a0\u5165 <code>planKind</code>\uff0c\u76ee\u524d\u652f\u6301\uff1a</p>\n<ul>\n<li><code>blog_article</code></li>\n<li><code>x_thread</code></li>\n</ul>\n<p>\u4e24\u79cd\u7c7b\u578b\u73b0\u5728\u5206\u522b\u62e5\u6709\u81ea\u5df1\u7684\uff1a</p>\n<ul>\n<li>\u521b\u5efa\u53c2\u6570</li>\n<li>Template</li>\n<li>Plan schema</li>\n<li>Plan prompt</li>\n<li>Unit prompt</li>\n<li>\u5185\u5bb9\u6821\u9a8c</li>\n<li>\u8be6\u60c5\u9875\u5c55\u793a</li>\n<li>\u5bfc\u51fa\u683c\u5f0f</li>\n</ul>\n<p>\u8fd9\u6837\u540e\u9762\u7ee7\u7eed\u589e\u52a0 Reddit Post \u6216\u5176\u4ed6\u5185\u5bb9\u7c7b\u578b\u65f6\uff0c\u4e0d\u9700\u8981\u7ee7\u7eed\u5f80 Blog schema \u91cc\u585e\u5b57\u6bb5\u3002</p>\n<h3>4. \u7ed3\u6784\u5316\u8f93\u51fa\u8e29\u4e86\u4e0d\u5c11\u5751</h3>\n<p>Gemini \u7684 JSON \u8f93\u51fa\u5e76\u4e0d\u662f\u8bbe\u7f6e\u4e86 <code>application/json</code> \u5c31\u4e00\u5b9a\u7a33\u5b9a\u3002</p>\n<p>\u5b9e\u9645\u78b0\u5230\u8fc7\uff1a</p>\n<ul>\n<li>JSON \u6ca1\u6709\u95ed\u5408</li>\n<li>Batch \u663e\u793a\u6210\u529f\uff0c\u4f46\u5355\u6761 request \u5931\u8d25</li>\n<li>Schema \u8fc7\u4e8e\u590d\u6742\uff0c\u89e6\u53d1 <code>Constraint is too tall</code></li>\n<li><code>responseJsonSchema</code> \u548c <code>responseSchema</code> \u5728 Batch \u7aef\u8868\u73b0\u4e0d\u540c</li>\n<li>\u6a21\u578b\u8fd4\u56de\u4e86 JSON \uff0c\u4f46\u5b57\u6bb5\u4e0d\u6ee1\u8db3\u6700\u7ec8 Zod schema</li>\n</ul>\n<p>\u73b0\u5728\u8bf7\u6c42\u7aef\u4f7f\u7528 Gemini \u539f\u751f <code>responseSchema</code>\uff0c\u8fd4\u56de\u540e\u4ecd\u7136\u4f7f\u7528 Zod \u505a\u6700\u7ec8\u6821\u9a8c\u3002Plan \u3001Blog Unit \u3001X Unit \u548c\u56fe\u7247\u5efa\u8bae\u5206\u522b\u4f7f\u7528\u72ec\u7acb schema \uff0c\u6ca1\u6709\u4e3a\u4e86\u7701\u4ee3\u7801\u5f3a\u884c\u590d\u7528\u3002</p>\n<h3>5. Markdown \u548c Mermaid</h3>\n<p>\u6587\u7ae0\u8be6\u60c5\u9875\u4f7f\u7528 Streamdown \u6e32\u67d3 Markdown \uff0c\u76ee\u524d\u652f\u6301\u4ee3\u7801\u3001\u6570\u5b66\u516c\u5f0f\u548c Mermaid \u3002</p>\n<p>Mermaid \u8fd9\u91cc\u4e5f\u8e29\u4e86\u4e00\u4e2a\u5c0f\u5751\uff1a</p>\n<pre><code class=\"language-mermaid\">B -- Requires --&gt; C{Authentication (API Keys)}\n</code></pre>\n<p>\u62ec\u53f7\u548c\u65e7\u5f0f\u8fde\u7ebf\u6587\u5b57\u6709\u65f6\u4f1a\u89e6\u53d1\u89e3\u6790\u9519\u8bef\u3002\u73b0\u5728\u63d0\u793a\u8bcd\u8981\u6c42\uff1a</p>\n<ul>\n<li>\u6240\u6709\u8282\u70b9\u6587\u5b57\u4f7f\u7528\u53cc\u5f15\u53f7</li>\n<li>\u5e26\u6587\u5b57\u7684\u8fde\u7ebf\u4f7f\u7528 <code>--&gt;|Requires|</code></li>\n<li>Mermaid code fence \u5fc5\u987b\u5b8c\u6574\u95ed\u5408</li>\n</ul>\n<p>\u5bf9\u5e94\u5199\u6cd5\u53d8\u6210\uff1a</p>\n<pre><code class=\"language-mermaid\">graph TD\n    A[\"Developer Application\"] --&gt; B{\"Creem API Gateway\"}\n    B --&gt;|Requires| C{\"Authentication (API Keys)\"}\n</code></pre>\n<h3>6. \u76ee\u524d\u5df2\u7ecf\u80fd\u505a\u4ec0\u4e48</h3>\n<p>\u73b0\u5728\u7684\u7248\u672c\u652f\u6301\uff1a</p>\n<ul>\n<li>\u4ece\u7ed3\u6784\u5316 Brief \u521b\u5efa Blog \u6216 X Thread</li>\n<li>\u516c\u5171\u6a21\u677f\u548c\u7528\u6237\u81ea\u5b9a\u4e49\u6a21\u677f</li>\n<li>Serper \u641c\u7d22\u7ed3\u679c\u4f5c\u4e3a\u7814\u7a76\u53c2\u8003</li>\n<li>\u5206\u6bb5\u751f\u6210\u548c\u5355 Unit \u91cd\u8bd5</li>\n<li>Markdown \u7f16\u8f91\u4e0e\u5bfc\u51fa</li>\n<li>Mermaid \u56fe\u8868\u6e32\u67d3</li>\n<li>\u56fe\u7247\u5efa\u8bae\u548c\u751f\u6210\u63d0\u793a\u8bcd</li>\n<li>\u6587\u7ae0\u7ec4\u7ba1\u7406</li>\n<li>\u79ef\u5206\u6d88\u8017\u548c Creem \u652f\u4ed8</li>\n<li>SSR \u9996\u5c4f\u6570\u636e</li>\n<li>\u660e\u6697\u4e3b\u9898</li>\n</ul>\n<p>\u65b0\u6ce8\u518c\u8d26\u53f7\u4f1a\u6709\u4e00\u4e9b\u514d\u8d39\u79ef\u5206\uff0c\u53ef\u4ee5\u76f4\u63a5\u8dd1\u4e00\u6b21 Blog \u6216 X Thread \u3002</p>\n<p>\u7ebf\u4e0a\u5730\u5740\uff1a</p>\n<p><a href=\"https://writegeniuses.com\" rel=\"nofollow\">https://writegeniuses.com</a></p>\n<p>\u76ee\u524d\u8fd8\u662f\u65e9\u671f\u7248\u672c\uff0c\u6211\u81ea\u5df1\u6700\u60f3\u7ee7\u7eed\u6539\u8fdb\u7684\u662f\u751f\u6210\u5185\u5bb9\u7684\u201c\u771f\u4eba\u611f\u201d\uff0c\u5c24\u5176\u662f\u600e\u6837\u8ba9\u7528\u6237\u628a\u771f\u5b9e\u7ecf\u9a8c\u3001\u6848\u4f8b\u548c\u6570\u636e\u66f4\u81ea\u7136\u5730\u5e26\u8fdb Brief \uff0c\u800c\u4e0d\u662f\u53ea\u751f\u6210\u7ed3\u6784\u6b63\u786e\u4f46\u6bd4\u8f83\u6cdb\u7684\u5185\u5bb9\u3002</p>\n<p>\u5982\u679c\u6709 V \u53cb\u613f\u610f\u8bd5\u4e00\u4e0b\uff0c\u6b22\u8fce\u53cd\u9988\u521b\u5efa\u6d41\u7a0b\u3001\u751f\u6210\u8d28\u91cf\uff0c\u6216\u8005\u4f60\u89c9\u5f97\u4e0b\u4e00\u4e2a\u5e94\u8be5\u652f\u6301\u4ec0\u4e48\u5185\u5bb9\u7c7b\u578b\u3002</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/winterscott999", 
        "name": "winterscott999", 
        "avatar": "https://cdn.v2ex.com/gravatar/5ec3d48e00bb1d73f9f0ce4677514afd?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1228871", 
      "title": "\u4e00\u4e2a Next.js WebGL \u5c0f\u6e38\u620f\u4ece Lighthouse 40+ \u5230 97 \u7684\u6027\u80fd\u4f18\u5316\u8bb0\u5f55", 
      "id": "https://www.v2ex.com/t/1228871", 
      "date_published": "2026-07-21T09:10:41+00:00", 
      "content_html": "<p>\u6700\u8fd1\u505a\u4e86\u4e00\u4e2a\u57fa\u4e8e Next.js \u3001React \u548c PixiJS \u7684\u7f51\u9875\u5c0f\u6e38\u620f <a href=\"https://colortilesgame.net\" rel=\"nofollow\">Color Tiles</a>\u3002</p>\n<p>\u9875\u9762\u770b\u8d77\u6765\u4e0d\u590d\u6742\uff1a\u4e00\u4e2a WebGL \u68cb\u76d8\u3001\u51e0\u4e2a\u63a7\u5236\u6309\u94ae\uff0c\u52a0\u4e0a\u4e00\u4e9b\u73a9\u6cd5\u4ecb\u7ecd\u3002\u4f46\u7b2c\u4e00\u6b21\u8dd1\u79fb\u52a8\u7aef Lighthouse \u65f6\u53ea\u6709\u56db\u5341\u591a\u5206\u3002\u6700\u521d\u7684\u62a5\u544a\u6ca1\u6709\u4fdd\u5b58\u4e0b\u6765\uff0c\u76ee\u524d\u4ed3\u5e93\u91cc\u80fd\u590d\u6838\u7684\u4e2d\u95f4\u7ed3\u679c\u662f 59 \u5206\uff1a</p>\n<ul>\n<li>LCP\uff1a11.36 s</li>\n<li>TBT\uff1a625 ms</li>\n<li>\u9996\u5c4f\u4f20\u8f93\u91cf\uff1a2.33 MB</li>\n</ul>\n<p>\u7ecf\u8fc7\u51e0\u8f6e\u4f18\u5316\u540e\uff0c\u751f\u4ea7\u6784\u5efa\u7684\u79fb\u52a8\u7aef Lighthouse \u8fbe\u5230 97 \u5206\uff0c\u684c\u9762\u7aef 100 \u5206\uff1a</p>\n<ul>\n<li>LCP\uff1a2.29 s \uff0c\u4e0b\u964d\u7ea6 80%</li>\n<li>TBT\uff1a135 ms \uff0c\u4e0b\u964d\u7ea6 78%</li>\n<li>\u9996\u5c4f\u4f20\u8f93\u91cf\uff1a509 KB \uff0c\u4e0b\u964d\u7ea6 78%</li>\n<li>CLS\uff1a\u4fdd\u6301\u4e3a 0</li>\n</ul>\n<p>\u8fd9\u6b21\u6bd4\u8f83\u6709\u6548\u7684\u6539\u52a8\u4e3b\u8981\u6709\u8fd9\u4e9b\uff1a</p>\n<ol>\n<li>\u4e0d\u518d\u6574\u5305\u5f15\u5165 <code>pixi.js-legacy</code>\uff0c\u6539\u4e3a\u4ece <code>@pixi/core</code>\u3001<code>@pixi/display</code>\u3001<code>@pixi/sprite</code> \u7b49\u6a21\u5757\u6309\u9700\u5f15\u5165\uff0c\u5e76\u76f4\u63a5\u4f7f\u7528 WebGL Renderer \u3002</li>\n<li>\u628a\u53ea\u80fd\u5728\u6d4f\u89c8\u5668\u8fd0\u884c\u7684\u6e38\u620f\u6a21\u5757\u6539\u6210\u52a8\u6001\u52a0\u8f7d\uff0c\u540c\u65f6\u4fdd\u7559\u5c3a\u5bf8\u7a33\u5b9a\u7684 loading \u754c\u9762\uff0c\u907f\u514d\u5e03\u5c40\u8df3\u52a8\u3002</li>\n<li>\u628a\u6559\u7a0b GIF \u8f6c\u6210 MP4 \uff0c\u5e76\u5ef6\u8fdf\u5230\u7528\u6237\u771f\u6b63\u6253\u5f00\u6559\u7a0b\u65f6\u518d\u52a0\u8f7d\u3002</li>\n<li>\u56fe\u7247\u8f6c\u4e3a WebP \uff0c\u8865\u5168\u54cd\u5e94\u5f0f <code>sizes</code>\uff0c\u5e76\u901a\u8fc7 Cloudflare Image Resizing \u8f93\u51fa\u9002\u5408\u8bbe\u5907\u5c3a\u5bf8\u7684\u7248\u672c\u3002</li>\n<li>\u628a\u56fe\u7247\u8fc1\u79fb\u5230\u72ec\u7acb\u7684 <code><a href=\"http://img.colortilesgame.net\" rel=\"nofollow\">img.colortilesgame.net</a></code> CDN \u5b50\u57df\u540d\uff0c\u9759\u6001\u8d44\u6e90\u7f13\u5b58\u5ef6\u957f\u5230\u4e00\u5e74\uff0c\u5e76\u4f7f\u7528 <code>immutable</code>\u3002\u540c\u65f6\u7528 <code>preconnect</code> \u63d0\u524d\u5b8c\u6210\u65b0\u57df\u540d\u7684\u8fde\u63a5\u3002</li>\n<li>\u5f00\u542f Next.js \u7684\u5b9e\u9a8c\u6027 <code>inlineCss</code>\uff0c\u628a CSS \u653e\u8fdb HTML \uff0c\u51cf\u5c11\u9996\u6b21\u6e32\u67d3\u4e2d\u7684\u4e00\u6b21\u963b\u585e\u8bf7\u6c42\u3002</li>\n<li>\u6392\u884c\u699c API \u6539\u4e3a\u63a5\u8fd1\u89c6\u53e3\u6216\u6e38\u620f\u7ed3\u675f\u540e\u518d\u8bf7\u6c42\uff0c\u4e0d\u518d\u4e0e\u68cb\u76d8\u521d\u59cb\u5316\u4e89\u62a2\u9996\u5c4f\u8d44\u6e90\u3002</li>\n</ol>\n<p>\u8fc7\u7a0b\u4e2d\u4e5f\u8e29\u4e86\u51e0\u4e2a\u5751\u3002\u4f8b\u5982\uff0c\u4e00\u5f00\u59cb preload \u4e86\u5b8c\u6574\u80cc\u666f\u56fe\uff0c\u4ee5\u4e3a\u53ef\u4ee5\u6539\u5584 LCP \uff0c\u7ed3\u679c\u5927\u56fe\u53cd\u800c\u63d0\u524d\u5360\u7528\u7f51\u7edc\u3002\u540e\u6765\u53ea preload 4.8 KB \u7684\u5360\u4f4d\u56fe\uff0c\u6548\u679c\u66f4\u5408\u7406\u3002</p>\n<p>\u53e6\u4e00\u4e2a\u4f53\u4f1a\u662f\uff0c\u4e0d\u8981\u53ea\u76ef\u7740 Lighthouse \u603b\u5206\u3002\u4e2d\u95f4\u62a5\u544a\u7684 FCP \u5df2\u7ecf\u4e0d\u5230 1 \u79d2\uff0c\u771f\u6b63\u7684\u95ee\u9898\u662f 11 \u79d2\u7684 LCP \u3001\u4e3b\u7ebf\u7a0b\u963b\u585e\u548c\u8fc7\u5927\u7684\u8d44\u6e90\u91cf\u3002\u628a\u975e\u5173\u952e\u5de5\u4f5c\u79fb\u51fa\u9996\u5c4f\uff0c\u6bd4\u7ee7\u7eed\u62a0 FCP \u66f4\u6709\u6548\u3002</p>\n<p>\u7ebf\u4e0a\u7248\u672c\uff1a</p>\n<p><a href=\"https://colortilesgame.net\" rel=\"nofollow\">https://colortilesgame.net</a></p>\n<p>\u66f4\u5b8c\u6574\u7684\u8fc7\u7a0b\u3001\u4ee3\u7801\u7247\u6bb5\u3001\u6570\u636e\u548c\u53d6\u820d\u5199\u5728 Medium\uff1a</p>\n<p><a href=\"https://medium.com/@winterscott999/from-the-40s-to-97-how-we-cut-the-initial-load-of-a-next-js-webgl-game-by-nearly-80-d04e803a27ac\" rel=\"nofollow\">https://medium.com/@winterscott999/from-the-40s-to-97-how-we-cut-the-initial-load-of-a-next-js-webgl-game-by-nearly-80-d04e803a27ac</a></p>\n<p>\u6b22\u8fce\u4ea4\u6d41 WebGL \u6e38\u620f\u3001Next.js \u6216 Lighthouse \u4f18\u5316\u65b9\u9762\u7684\u7ecf\u9a8c\u3002</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/yohjisakamoto", 
        "name": "yohjisakamoto", 
        "avatar": "https://cdn.v2ex.com/avatar/889e/8e89/732947_large.png?m=1784658360"
      }, 
      "url": "https://www.v2ex.com/t/1228868", 
      "title": "\u6709\u4eba\u6709\u611f\u89c9 gpt5.6 sol \u7684 token \u6d88\u8017\u7279\u522b\u5927\u5417\uff1f\u53ef\u4ee5\u770b\u4e0b\u8fd9\u4e2a\u5e16\u5b50\u80fd\u5728\u957f\u4efb\u52a1\u4e2d\u8282\u7701 60%-80%", 
      "id": "https://www.v2ex.com/t/1228868", 
      "date_published": "2026-07-21T08:52:54+00:00", 
      "content_html": "\u5176\u5b9e\u4e3b\u8981\u95ee\u9898\u5728 gpt5.6 \u6bd4 5.5 \u66f4\u559c\u6b22\u9605\u8bfb\u6574\u4e2a\u6587\u4ef6\u5bfc\u81f4\u4e0a\u4e0b\u6587\u81a8\u80c0\u4e25\u91cd\u3002\u800c\u4e14\u9ad8 reasoning \u53c8\u5fd2\u559c\u6b22\u53cd\u590d\u601d\u8003\u539f\u5730\u8e0f\u6b65\u3002\u5176\u5b9e\u4e3b\u8981\u95ee\u9898\u90fd\u662f codex \u672c\u8eab\u7684\u95ee\u9898\u3002\u6211\u81ea\u5df1\u5f04\u4e86\u4e2a harness \u3002<br />\u8fd9\u4e2a\u60f3\u6cd5\u5176\u5b9e\u975e\u5e38\u7b80\u5355\u3002\u5047\u8bbe Codex \u9700\u8981\u4fee\u6539\u6587\u4ef6\u5e76\u8fd0\u884c\u6d4b\u8bd5\uff0c\u901a\u5e38\u9700\u8981\u7ecf\u5386\u4ee5\u4e0b\u6d41\u7a0b\uff1a<br />\u7b2c 1 \u8f6e\u2014\u2014\u5e94\u7528\u8865\u4e01\uff08\u4fee\u6539 package \u6587\u4ef6\uff09<br />\u7b2c 2 \u8f6e\u2014\u2014\u5e94\u7528\u8865\u4e01\uff08\u4fee\u590d Bug \uff09<br />\u7b2c 3 \u8f6e\u2014\u2014\u5e94\u7528\u8865\u4e01\uff08\u4fee\u6539\u6d4b\u8bd5\u811a\u672c\uff09<br />\u7b2c 4 \u8f6e\u2014\u2014\u6267\u884c\u6784\u5efa<br />\u7b2c 5 \u8f6e\u2014\u2014\u8fd0\u884c\u6d4b\u8bd5\u548c\u4ee3\u7801\u68c0\u67e5<br />\u7b2c 6 \u8f6e\u2014\u2014\u5982\u679c\u4f7f\u7528 Playwright \uff0cCodex \u8fd8\u9700\u8981\u989d\u5916\u4e00\u8f6e\u8bfb\u53d6\u622a\u56fe\u7b49\u5a92\u4f53\u6587\u4ef6<br />\u6211\u4eec\u7684\u601d\u8def\u662f\u4f7f\u7528\u5b8f\u547d\u4ee4\uff0c\u5c06\u6574\u4e2a\u6d41\u7a0b\u653e\u5165\u4e00\u4e2a RAG \u4e2d\uff0c\u4ece\u800c\u5728\u5355\u8f6e\u5185\u5b8c\u6210\u3002\u4f8b\u5982\uff1a<br />\u6b65\u9aa4 1\uff1a\u68c0\u67e5\u8fd0\u884c\u73af\u5883<br />\u6b65\u9aa4 2\uff1a\u5e94\u7528\u8865\u4e01\uff08\u4fee\u6539 package \u6587\u4ef6\uff09<br />\u6b65\u9aa4 2\uff1a\u5e94\u7528\u8865\u4e01\uff08\u4fee\u590d Bug \uff09<br />\u6b65\u9aa4 2\uff1a\u5e94\u7528\u8865\u4e01\uff08\u4fee\u6539\u6d4b\u8bd5\u811a\u672c\uff09<br />\u6b65\u9aa4 3\uff1a\u6267\u884c\u6784\u5efa<br />\u6b65\u9aa4 4\uff1a\u8fd0\u884c\u6d4b\u8bd5\u548c\u4ee3\u7801\u68c0\u67e5<br />\u6b65\u9aa4 5\uff1a\u8bfb\u53d6\u5a92\u4f53\u6587\u4ef6<br />\u6211\u4f7f\u7528 Codex \u548c GPT-5.6-Sol High \u5bf9\u8fd9\u79cd\u65b9\u5f0f\u8fdb\u884c\u4e86\u6d4b\u8bd5\u3002\u7ed3\u679c\u663e\u793a\uff0c\u5b83\u53ef\u4ee5\u51cf\u5c11\u7ea6 40%\u201380% \u7684\u5927\u6a21\u578b\u4ea4\u4e92\u8f6e\u6b21\uff0c\u540c\u65f6\u8282\u7701\u63a5\u8fd1\u76f8\u540c\u6bd4\u4f8b\u7684 Token \u3002<br />\u5177\u4f53\u5b9e\u73b0\u548c\u6d4b\u8bd5\u57fa\u51c6\u53ef\u4ee5\u5728\u9879\u76ee\u7684 Markdown \u6587\u6863\u4e2d\u627e\u5230\u3002\u6211\u4f7f\u7528 DeepSWE \u4efb\u52a1\u548c\u5b8c\u6574\u4ee3\u7801\u4ed3\u5e93\u91cd\u5199\u4efb\u52a1\u8fdb\u884c\u4e86\u6d4b\u8bd5\uff1arepo: <a target=\"_blank\" href=\"https://github.com/Tura-AI/tura\" rel=\"nofollow noopener\">https://github.com/Tura-AI/tura</a><br />benchmark \u6587\u6863\uff1a <a target=\"_blank\" href=\"https://turaai.net/docs#benchmark-current-test-set-record\" rel=\"nofollow noopener\">https://turaai.net/docs#benchmark-current-test-set-record</a>"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/xiejay97", 
        "name": "xiejay97", 
        "avatar": "https://cdn.v2ex.com/avatar/a179/969d/649119_large.png?m=1735266491"
      }, 
      "url": "https://www.v2ex.com/t/1228841", 
      "title": "Kimi k3 \u8ba9\u6211\u8d37\u6b3e\u4e0a\u73ed", 
      "id": "https://www.v2ex.com/t/1228841", 
      "date_published": "2026-07-21T07:42:10+00:00", 
      "content_html": "<p>5 \u5c0f\u65f6\u9650\u989d\u4e86\uff0c\u60f3\u7740\u8fd8\u5dee\u4e00\u70b9\u529f\u80fd\uff0c\u51b2\u4e86 25 \uff0c\u7ed3\u679c\u5199\u4e86 452 \u884c\u7684\u6587\u4ef6\uff0c\u601d\u8003\u5b8c\u6d4b\u8bd5\uff08\u8fd8\u6ca1\u5199\uff09\uff0c\u7528\u5b8c\u4e86\uff01\uff01\uff01</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/T1ght", 
        "name": "T1ght", 
        "avatar": "https://cdn.v2ex.com/avatar/270b/eae0/799763_large.png?m=1775732092"
      }, 
      "url": "https://www.v2ex.com/t/1228831", 
      "title": "codex \u91cd\u7f6e\u6b21\u6570\u7528\u5b8c\u4e86\u600e\u4e48\u529e", 
      "id": "https://www.v2ex.com/t/1228831", 
      "date_published": "2026-07-21T07:17:00+00:00", 
      "content_html": "\u4e00\u5929\u7528\u4e0d\u4e86 codex \u5c31\u6d51\u8eab\u96be\u53d7"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/sakharkarqweqwe", 
        "name": "sakharkarqweqwe", 
        "avatar": "https://cdn.v2ex.com/avatar/8fb0/e58f/775063_large.png?m=1784611500"
      }, 
      "url": "https://www.v2ex.com/t/1228802", 
      "date_modified": "2026-07-21T05:46:01+00:00", 
      "content_html": "<p>\u6700\u8fd1\u505a\u4e86\u4e00\u4e2a <strong>Electron</strong> \u684c\u9762\u5de5\u5177\u3002</p>\n<p>\u5b83\u7684\u529f\u80fd\u5f88\u7b80\u5355\uff1a\u6846\u9009\u5c4f\u5e55\u4e0a\u7684\u4e00\u5f20\u56fe\u7247\uff0c\u8c03\u7528 AI \u5206\u6790\u56fe\u7247\u5185\u5bb9\uff0c\u5e76\u53cd\u63a8\u51fa\u5bf9\u5e94\u7684 Prompt \uff0c\u65b9\u4fbf\u7ee7\u7eed\u521b\u4f5c\u6216\u8005\u5b66\u4e60\u56fe\u7247\u98ce\u683c\u3002</p>\n<p>\u4ea7\u54c1\u505a\u5f97\u5dee\u4e0d\u591a\u4e4b\u540e\uff0c\u6211\u5f00\u59cb\u63a5\u5165\u6d77\u5916\u652f\u4ed8\u3002</p>\n<p>\u539f\u672c\u6211\u7684\u65b9\u6848\u662f\u5927\u5bb6\u6bd4\u8f83\u719f\u6089\u7684\u4e00\u5957\uff1a</p>\n<pre><code>Electron\n    \u2193\nLemon Squeezy\n    \u2193\nCloudflare Worker\n    \u2193\nWebhook\n    \u2193\nLicense Server\n    \u2193\n\u8ba2\u5355\u6570\u636e\u5e93\n</code></pre>\n<p>\u6211\u4ee5\u4e3a\u6700\u96be\u7684\u662f AI \u3001\u622a\u56fe\u3001\u56fe\u7247\u4e0a\u4f20\u8fd9\u4e9b\u529f\u80fd\u3002</p>\n<p>\u7ed3\u679c\u771f\u6b63\u5361\u4f4f\u6211\u7684\uff0c\u662f<strong>\u6536\u6b3e</strong>\u3002</p>\n<p>Lemon Squeezy \u8fd9\u8fb9\uff0c\u6211\u7684\u8d26\u6237\u59cb\u7ec8\u4e0d\u80fd\u663e\u793a <strong>Tax Information</strong> \u7684\u586b\u5199\u8868\u5355\uff0c\u56e0\u6b64\u4e00\u76f4\u65e0\u6cd5\u5b8c\u6210\u6536\u6b3e\u6d41\u7a0b\u3002\u8054\u7cfb\u652f\u6301\u540e\u5230\u4e86\u73b0\u5728\u6709\u4e86 2 \u5929\uff0c\u4e5f\u6ca1\u89c1\u56de\u590d\u3002</p>\n<p>\u540e\u6765\u53c8\u5c1d\u8bd5\u63a5\u5165 Paddle \uff0c\u63d0\u4ea4\u4ea7\u54c1\u5ba1\u6838\u540e\uff0c\u53c8\u6536\u5230\u56de\u590d\uff0c\u4ea7\u54c1\u65e0\u6cd5\u901a\u8fc7\u5ba1\u6838\uff0c\u539f\u56e0\u662f\u4e0e AI \u4ea7\u54c1\u7c7b\u522b\u6709\u5173\u3002\u5f88\u5947\u602a\u4e3a\u4ec0\u4e48\u5bf9 AI \u4ea7\u54c1\u8fd9\u4e48\u8c28\u614e\u3002</p>\n<p>\u6298\u817e\u4e86\u51e0\u5929\u4e4b\u540e\uff0c\u6211\u7d2f\u4e86\uff0c\u4e8e\u662f\u6211\u628a\u6574\u4e2a\u652f\u4ed8\u65b9\u6848\u5168\u90e8\u63a8\u7ffb\u3002</p>\n<p>\u6700\u7ec8\u6539\u6210 <strong>App Store \u4e00\u6b21\u6027\u4e70\u65ad</strong>\u3002</p>\n<p>\u8fd9\u4e00\u6539\uff0c\u6574\u4e2a\u9879\u76ee\u77ac\u95f4\u8f7b\u4e86\u5f88\u591a\u3002</p>\n<table>\n<thead>\n<tr>\n<th>\u539f\u65b9\u6848</th>\n<th>\u6700\u7ec8\u65b9\u6848</th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td>Cloudflare Worker</td>\n<td>\u65e0\u540e\u7aef</td>\n</tr>\n<tr>\n<td>Webhook</td>\n<td>\u4e0d\u9700\u8981</td>\n</tr>\n<tr>\n<td>License Server</td>\n<td>StoreKit 2</td>\n</tr>\n<tr>\n<td>\u8ba2\u5355\u6570\u636e\u5e93</td>\n<td>\u82f9\u679c\u8d1f\u8d23\u8ba2\u5355\u548c\u6536\u636e</td>\n</tr>\n</tbody></table><p>\u6700\u5927\u7684\u53d8\u5316\u4e0d\u662f\u652f\u4ed8\u65b9\u5f0f\uff0c\u800c\u662f\u6574\u4e2a\u9879\u76ee\u7684\u590d\u6742\u5ea6\u3002</p>\n<p>\u540e\u7aef\u4ee3\u7801\u76f4\u63a5\u5f52\u96f6\uff0c\u4e0d\u9700\u8981\u7ef4\u62a4 Worker \u3001Webhook \u3001\u8ba2\u5355\u540c\u6b65\u3001\u8bb8\u53ef\u8bc1\u6821\u9a8c\uff0c\u4e5f\u4e0d\u7528\u518d\u62c5\u5fc3\u670d\u52a1\u5668\u7a33\u5b9a\u6027\u3001\u8ba2\u5355\u72b6\u6001\u540c\u6b65\u4ee5\u53ca\u7a0e\u52a1\u95ee\u9898\u3002</p>\n<p>\u6211\u539f\u672c\u89c9\u5f97\u8fd9\u662f\u4e00\u6b21\"\u964d\u7ea7\"\u3002</p>\n<p>\u540e\u6765\u53d1\u73b0\uff0c\u5176\u5b9e\u662f\u5728<strong>\u5220\u9664\u90a3\u4e9b\u4e0e\u4ea7\u54c1\u6838\u5fc3\u4ef7\u503c\u65e0\u5173\u7684\u590d\u6742\u5ea6</strong>\u3002</p>\n<p>\u4e5f\u8bb8\u5f88\u591a\u65b0\u624b\u72ec\u7acb\u5f00\u53d1\u8005\uff08\u5305\u62ec\u6211\u81ea\u5df1\uff09\u90fd\u4f1a\u4e0b\u610f\u8bc6\u89c9\u5f97\uff1a</p>\n<ul>\n<li>\u5b98\u7f51\u652f\u4ed8\u8981\u6709</li>\n<li>License \u8981\u6709</li>\n<li>Webhook \u8981\u6709</li>\n<li>\u8ba2\u9605\u5236\u8981\u6709</li>\n<li>\u6fc0\u6d3b\u670d\u52a1\u5668\u8981\u6709</li>\n</ul>\n<p>\u5565\u5565\u5e94\u8be5\u90fd\u9f50\u5168\u624d\u80fd\u4e0a\u7ebf\uff0c\u4f46\u5bf9\u4e8e\u4e00\u4e2a\u8fd8\u6ca1\u6709\u9a8c\u8bc1\u5e02\u573a\u7684\u4ea7\u54c1\u6765\u8bf4\uff0c\u8fd9\u4e9b\u53ef\u80fd\u90fd\u4e0d\u662f\u7b2c\u4e00\u4f18\u5148\u7ea7\u3002</p>\n<p>\u771f\u6b63\u9700\u8981\u9a8c\u8bc1\u7684\uff0c\u5176\u5b9e\u53ea\u6709\u4e00\u4e2a\u95ee\u9898\uff1a</p>\n<blockquote>\n<p><strong>\u6709\u6ca1\u6709\u4eba\u613f\u610f\u4e3a\u4f60\u7684\u4ea7\u54c1\u4ed8\u8d39\uff1f</strong></p>\n</blockquote>\n<p>\u5982\u679c\u8fd9\u4e2a\u95ee\u9898\u90fd\u8fd8\u6ca1\u6709\u7b54\u6848\uff0c\u90a3\u4e48\u9009\u62e9\u4e00\u4e2a\u6700\u7b80\u5355\u3001\u6700\u7a33\u5b9a\u3001\u8fd0\u7ef4\u6210\u672c\u6700\u4f4e\u7684\u65b9\u6848\uff0c\u4e5f\u8bb8\u624d\u662f\u66f4\u5408\u7406\u7684\u51b3\u5b9a\u3002</p>\n<p>\u81f3\u5c11\u76ee\u524d\uff0c\u5bf9\u4e8e\u6211\u8fd9\u79cd\u6682\u65f6\u6ca1\u8d44\u683c\u5176\u5b83\u6e20\u9053\u6536\u8d39\uff0c\u53c8\u6bd4\u8f83\u61d2\u7684\u4eba\uff0c\u6211\u63a8\u8350\u9009\u62e9 <strong>App Store \u4ed8\u8d39</strong>\u3002</p>\n<p>\u6216\u8bb8\u7b49\u4ea7\u54c1\u771f\u6b63\u9a8c\u8bc1\u4e86\u5e02\u573a\uff0c\u518d\u53bb\u91cd\u542f\u5b98\u7f51\u652f\u4ed8\u3001\u8ba2\u9605\u5236\u3001License Server \uff0c\u4ee5\u53ca\u6574\u5957\u6d77\u5916\u652f\u4ed8\u57fa\u7840\u8bbe\u65bd\uff0c\u4e5f\u4e0d\u8fdf\u3002</p>\n<hr/>\n<p>\u6700\u540e\u60f3\u8bf7\u6559\u4e00\u4e0b V2EX \u7684\u5404\u4f4d\uff1a</p>\n<p>\u5927\u5bb6\u73b0\u5728\u505a\u6d77\u5916\u4ea7\u54c1\uff0c\u90fd\u5728\u4f7f\u7528\u4ec0\u4e48\u6536\u6b3e\u65b9\u6848\uff1f</p>\n<p>\u6709\u6ca1\u6709\u4eba\u4e5f\u9047\u5230\u8fc7\u7c7b\u4f3c\u7684\u95ee\u9898\uff1f\u5c24\u5176\u662f\uff1a</p>\n<ul>\n<li>Lemon Squeezy \u7684 Tax Information \u8868\u5355\u88ab\u7981\u6b62\uff1b</li>\n<li>Paddle \u5bf9 AI \u4ea7\u54c1\u7684\u5ba1\u6838\uff1b</li>\n</ul>\n<p>\u6216\u8005\u6709\u6ca1\u6709\u66f4\u9002\u5408<strong>\u4e2d\u56fd\u4e2a\u4eba\u5f00\u53d1\u8005</strong>\u505a\u6d77\u5916\u4ea7\u54c1\u7684\u652f\u4ed8\u65b9\u6848\uff1f</p>\n<p>\u6b22\u8fce\u4ea4\u6d41\uff0c\u4e5f\u5e0c\u671b\u5c11\u8d70\u4e00\u4e9b\u5f2f\u8def\u3002</p>\n", 
      "date_published": "2026-07-21T05:44:50+00:00", 
      "title": "\u505a\u6d77\u5916 AI \u4ea7\u54c1\uff0c\u6700\u540e\u8ba9\u6211\u505c\u6b62\u6574\u4e2a\u540e\u7aef", 
      "id": "https://www.v2ex.com/t/1228802"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/wises", 
        "name": "wises", 
        "avatar": "https://cdn.v2ex.com/gravatar/f3cd7b451651e027df6fae684d587b78?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1228800", 
      "date_modified": "2026-07-21T05:49:10+00:00", 
      "content_html": "<p>\u7f51\u7ad9: <a href=\"https://wises.me\" rel=\"nofollow\">https://wises.me</a> </p>\n<p>\u542f\u7528\u4e86\u5f88\u591a\u4ee5\u524d\u8ba1\u5212\u4e2d\u7684\u529f\u80fd, \u6bd4\u5982\u81ea\u6108\u7cfb\u7edf, \u81ea\u52a8\u8282\u70b9\u7f29\u653e\u7cfb\u7edf, \u8fd8\u6709\u5f88\u591a\u529f\u80fd\u5728\u673a\u573a\u4e0a\u7528\u4e0d\u5230\u53ea\u80fd\u7b49\u5230\u53e6\u5916\u4e00\u4e2a\u652f\u4ed8\u9879\u76ee\u5b9e\u9a8c\u4e86.</p>\n<p>\u6ce8\u518c\u5c31\u9001 1G \u6d41\u91cf, \u6211\u77e5\u9053 V2 \u7684\u4eba\u6700\u6311\u5254, \u4e5f\u6700\u80fd\u4ece\u5404\u79cd\u5201\u94bb\u89d2\u5ea6\u627e\u51fa\u95ee\u9898,\u6211\u5df2\u7ecf\u7528 fable \u63d0\u524d\u8fdb\u884c\u4e86\u5404\u79cd\u9a8c\u8bc1\u548c\u6d4b\u8bd5, \u4f46\u662f\u4ecd\u7136\u6b22\u8fce\u5404\u4f4d\u63d0\u51fa\u5b9d\u8d35\u610f\u89c1.</p>\n<p>\u53e6\u5916: \u8fd9\u4e2a\u53ea\u662f\u4e2a\u8bd5\u9a8c\u54c1, \u5e76\u6ca1\u6709\u62ff\u6765\u5f53\u4f5c\u5546\u4e1a\u8fd0\u8425\u7684\u8ba1\u5212, \u867d\u7136\u770b\u4e0a\u53bb\u5df2\u7ecf\u662f\u4e2a\u5b8c\u7f8e\u7684\u5546\u4e1a\u7f51\u7ad9, \u5148\u505a\u673a\u573a\u548c\u5927\u5bb6\u7ecf\u5386\u57fa\u672c\u4e00\u81f4, \u8eab\u8fb9\u7684\u4eba\u603b\u662f\u95ee\u4f60\u8981\u673a\u573a, \u70e6\u6b7b\u4e86, \u53c8\u4e0d\u60f3\u78b0\u90a3\u4e9b\u9762\u677f\u6765\u4e8c\u5f00, \u9047\u5230 claude/codex \u540e\u7ec8\u4e8e\u5f7b\u5e95\u89e3\u8131\u4e86, \u8eab\u8fb9\u7684\u4eba\u95ee\u76f4\u63a5\u6254\u7ed9\u4ed6\u4eec\u6ce8\u518c, \u7136\u540e\u53ef\u4ee5\u57fa\u672c\u4e0d\u7ba1, \u56e0\u4e3a\u57fa\u672c\u662f\u5168\u81ea\u52a8\u5316\u64cd\u4f5c, \u4eba\u6570\u591a\u4e86\u53ef\u4ee5\u81ea\u52a8\u5f00\u901a\u8282\u70b9.</p>\n<p>\u73b0\u5728\u6211\u4e5f\u53ef\u4ee5\u4e0b\u4e2a\u5b9a\u8bba, \u7a0b\u5e8f\u5458\u57fa\u672c\u4e0a\u662f\u7a77\u9014\u672b\u8def\u4e86, \u8fd9\u4e2a\u7f51\u7ad9\u57fa\u672c\u662f\u5b8c\u5168 vibe coding,\u521a\u5f00\u59cb\u65f6\u5019\u6211\u662f\u968f\u610f\u7684\u7528\u81ea\u7136\u8bed\u8a00\u6765\u628a idea \u544a\u8bc9 claude, \u540e\u9762\u5b83\u5f15\u5bfc\u6211\u5411\u4e13\u4e1a\u65b9\u5411\u8fdb\u884c, \u5305\u62ec\u4e0b\u9762\u8fd9\u4e2a\u4efb\u52a1\u6e05\u5355, \u751a\u81f3\u5b83\u63d0\u9192\u4e86\u6211\u62bd\u51fa\u53ef\u4ee5\u590d\u7528\u7684\u90e8\u5206\u7528\u5230\u5176\u4ed6\u5e94\u7528\u4e0a.</p>\n<p><a href=\"https://claude.ai/code/artifact/b3413271-d9d0-49ae-8787-9bf96e530c47\" rel=\"nofollow\">https://claude.ai/code/artifact/b3413271-d9d0-49ae-8787-9bf96e530c47</a></p>\n", 
      "date_published": "2026-07-21T05:42:04+00:00", 
      "title": "Claude \u505a\u4e86\u4e2a\u673a\u573a\u7f51\u7ad9, wises.me \u6b22\u8fce\u6d4b\u8bd5", 
      "id": "https://www.v2ex.com/t/1228800"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/EliteOtaku", 
        "name": "EliteOtaku", 
        "avatar": "https://cdn.v2ex.com/avatar/8398/1733/574053_large.png?m=1784611087"
      }, 
      "url": "https://www.v2ex.com/t/1228796", 
      "title": "\u6700\u8fd1\u5728 github \u4e0a\u770b\u5230\u5f88\u591a\u6240\u8c13\u5f00\u6e90\u91cf\u5316\u4ea4\u6613\u7cfb\u7edf", 
      "id": "https://www.v2ex.com/t/1228796", 
      "date_published": "2026-07-21T05:29:00+00:00", 
      "content_html": "<p>RT\n\u4f46\u662f\u611f\u89c9\u4e00\u8a00\u96be\u5c3d\uff0c\u503c\u5f97\u5410\u69fd\u7684\u70b9\uff1a</p>\n<ol>\n<li>\u7528 vibe coding \u7684\u601d\u8def\u53bb\u5199\u4f20\u7edf\u673a\u68b0\u6307\u6807\uff0c\u7136\u540e\u62fc\u5728\u4e00\u8d77</li>\n<li>\u7c97\u66b4\u7684\u641e\u622a\u56fe\u53d1\u6570\u636e\u7ed9 LLM \uff0c\u5984\u56fe\u7528\u63d0\u793a\u8bcd\u5de5\u7a0b\u6765\u5206\u6790\u56fe\u8868\uff0c\u6839\u672c\u6ca1\u6709\u591a\u5468\u671f\u7efc\u5408\u5206\u6790\u80fd\u529b</li>\n<li>\u641e\u7ea2\u84dd\u961f\u8fa9\u8bba\u6a21\u5f0f\uff0c\u5b9e\u9645\u4e0a\u6beb\u65e0\u610f\u4e49</li>\n</ol>\n<p>\u6574\u4f53\u770b\uff0c\u4e00\u76f4\u6ca1\u6cd5\u56de\u907f\u7684\u95ee\u9898\u662f LLM \u5e7b\u89c9\u548c\u5206\u6790\u4e00\u81f4\u6027\u3001\u53ef\u5ba1\u8ba1\u6027\u3002B \u7ad9\u77e5\u4e4e\u4e0a\u9762\u4e00\u7fa4\u8fde github \u90fd\u4e0d\u4f1a\u7528\u7684\u97ed\u83dc\u53ea\u4f1a\u7528\u90a3\u4e9b\u9ed1\u5fc3 up \u4e3b\u53d1\u5e03\u7684\u767e\u5ea6\u7f51\u76d8\u94fe\u63a5\u4e0b\u8f7d\u7684\u6240\u8c13\u667a\u80fd\u4f53</p>\n<p>\u56e0\u4e3a\u6211\u81ea\u5df1\u662f\u4e3b\u89c2\u4ea4\u6613\u5458\uff0c\u672c\u79d1\u65f6\u5019\u5b66\u8fc7\u8ba1\u7b97\u673a\uff0c\u7565\u61c2\u8f6f\u4ef6\u5f00\u53d1\uff0c\u505a\u4ea4\u6613\u540e\u504f\u597d\u7528\u6ce2\u6d6a\u7406\u8bba\uff0c\u6211\u4e4b\u524d\u81ea\u5df1\u641e\u4e86\u4e00\u4e2a\u7c7b\u4f3c\u7684 agent \uff0c\u5927\u6982\u601d\u8def\u5c31\u662f\u5199\u597d python \u5de5\u5177\uff0c\u7136\u540e LLM \u6309\u63d0\u793a\u8bcd\u53bb\u8c03\u7528\u6765\u5206\u6790\u6ce2\u6d6a\uff0c\u4f46\u662f\u53d1\u73b0\u5b58\u5728 LLM \u5e7b\u89c9\u4e4b\u540e\uff0c\u800c\u4e14\u96be\u4ee5\u5ba1\u8ba1\uff0c\u6240\u4ee5\u5c31\u6682\u505c\u4e86\u5f00\u53d1\u3002\u6700\u8fd1\u6574\u7406\u4e86\u601d\u8def\u540e\uff0c\u6362\u4e86\u4e2a\u6df7\u5408\u7684\u65b9\u5f0f\u91cd\u65b0\u5f00\u53d1\u3002</p>\n<p>\u4e2a\u4eba\u8ba4\u4e3a\u6563\u6237\u641e\u91cf\u5316\u4ea4\u6613\u5f00\u53d1\u96be\u70b9\u662f\u9700\u8981\u907f\u5f00 HTF \uff0c\u56e0\u4e3a\u5728 HTF \u6839\u672c\u62fc\u4e0d\u8fc7\u90a3\u4e9b\u673a\u6784\uff0c\u5e94\u8be5\u4e3b\u8981\u8003\u8651\u65e5\u5185 15 \u5206\u949f\u7ea7\u522b\u4ee5\u4e0a\u548c\u6ce2\u6bb5\u3001\u8d8b\u52bf\u4ea4\u6613\u624d\u6709\u628a\u63e1\u3002</p>\n<p>\u4e0d\u77e5\u9053\u5404\u4f4d\u6709\u4ec0\u4e48\u597d\u7684\u601d\u8def\uff1f</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/owen800q", 
        "name": "owen800q", 
        "avatar": "https://cdn.v2ex.com/gravatar/757883d1d6cab2375e6331cbe648a7a9?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1228775", 
      "title": "5.6 Sol x high plus plan \u53ef\u4ee5\u7528\u591a\u4e45\uff1f", 
      "id": "https://www.v2ex.com/t/1228775", 
      "date_published": "2026-07-21T03:57:15+00:00", 
      "content_html": "<p>\u4e00\u76f4\u7528 claude, \u60f3\u958b\u500b plus \u73a9\u73a9\uff0c \u4e0d\u6703\u5e7e\u500b prompt \u5c31\u9650\u5236\u5427\uff1f</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/ywcjxf1515", 
        "name": "ywcjxf1515", 
        "avatar": "https://cdn.v2ex.com/gravatar/bd251b6bc72a68a5bc1c0cc3d6707f29?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1228768", 
      "title": "windows \u4e0a\u7528 claude code\uff0c\u4f7f\u7528\u662f git bash \u62a5\u9519", 
      "id": "https://www.v2ex.com/t/1228768", 
      "date_published": "2026-07-21T03:35:31+00:00", 
      "content_html": "\u4f60\u4eec\u5728 windows \u4e0a\u7528 claude code \uff0c\u4f7f\u7528\u7684\u662f git bash<br />\u4f1a\u4e0d\u4f1a\u7ecf\u5e38\u62a5  Error: Exit code 5<br />           0 [main] bash (6336) C:\\Program Files\\Git\\bin\\..\\usr\\bin\\bash.exe: *** fatal error - add_item<br />     (\"\\??\\C:\\Program Files\\Git\", \"/\", ...) failed, errno 1<br /><br /><br />\u5df2\u7ecf\u628a hook \u90fd\u6539\u8d70 powershell<br />\u8fd8\u662f\u4f1a\u6709 \u6211\u6000\u7591\u662f statusline \u4e0d\u65ad\u8c03\u7528 git bash \u7684\u95ee\u9898"
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    {
      "author": {
        "url": "https://www.v2ex.com/member/jonty", 
        "name": "jonty", 
        "avatar": "https://cdn.v2ex.com/avatar/b8ce/9f31/585950_large.png?m=1745484378"
      }, 
      "url": "https://www.v2ex.com/t/1228761", 
      "date_modified": "2026-07-21T03:19:11+00:00", 
      "content_html": "<p>\u6700\u8fd1\u53d1\u73b0 pixpin \u622a\u56fe\u7684\u65f6\u5019\uff0c\u9f20\u6807\u79fb\u52a8\u540e\u622a\u56fe\u9009\u4e2d\u7684\u6846\u6ed1\u52a8\u5e26\u7740\u52a8\u753b\u4e86\uff0c\u5728\u6211\u8fd9\u53f0 16GB \u5185\u5b58\u7684 m2pro \u4e0b\uff0c\u79fb\u52a8\u5de8\u5361\uff0c\u662f\u53ea\u6709\u6211\u8fd9\u6709\u8fd9\u4e2a\u95ee\u9898\u4e48\uff1f\u914d\u7f6e\u91cc\u6ca1\u627e\u5230\u53ef\u4ee5\u5173\u95ed\u7684\u5730\u65b9\u3002</p>\n", 
      "date_published": "2026-07-21T03:16:18+00:00", 
      "title": "pixpin \u622a\u56fe\u6ed1\u52a8\u8f68\u8ff9\u600e\u4e48\u5173\u95ed\uff1f", 
      "id": "https://www.v2ex.com/t/1228761"
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        "name": "Klauthmos", 
        "avatar": "https://cdn.v2ex.com/avatar/90ff/ba37/736050_large.png?m=1747903751"
      }, 
      "url": "https://www.v2ex.com/t/1228751", 
      "date_modified": "2026-07-21T02:58:47+00:00", 
      "content_html": "<p>\u5e73\u65f6\u4e0a\u73ed\u7684\u65f6\u5019\uff0c\u6211\u53ef\u4ee5\u7528 Codex \u5b8c\u6210\u4e00\u4e9b Agents \u4efb\u52a1\uff0c\u6bd4\u5982\u8bfb\u5199\u4ee3\u7801\u3001\u8fd0\u884c\u7a0b\u5e8f\u7b49\u3002</p>\n<p>\u4f46\u4e0b\u73ed\u540e\u8eba\u5728\u5e8a\u4e0a\uff0c\u7a81\u7136\u60f3\u8ba9 AI \u53bb\u505a\u4e00\u4e9b\u4e8b\u60c5\uff0c\u53c8\u4e0d\u60f3\u8d77\u5e8a\u5230\u7535\u8111\u684c\u524d\u6253\u5f00 Codex \uff0c\u8fd9\u65f6\u5019\u5c31\u4f1a\u5f88\u96be\u53d7\u3002\u800c\u4e14\u5927\u90e8\u5206\u5728\u7ebf\u7248 AI \u5e76\u4e0d\u5177\u5907 Agents \u80fd\u529b\uff0c\u6216\u8005 Agents \u80fd\u529b\u6709\u9650\u5236\uff0c\u6216\u8005\u80fd\u529b\u592a\u5f31\u3002</p>\n<p>\u6240\u4ee5\u6211\u60f3\u8981\u4e00\u4e2a\u76f8\u5bf9\u5408\u7406\u7684\u4e91\u7aef Agents \u3001\u4e91\u7aef Claw \u3001\u4e91\u7aef OpenCode \u3001\u4e91\u7aef Codex \uff0c\u6216\u8005\u7c7b\u4f3c\u7684\u4ea7\u54c1\u6216\u65b9\u6848\u3002\u80fd\u529b\u9700\u8981\u548c\u6211\u76f4\u63a5\u5728\u7535\u8111\u4e0a\u7528 Codex \u5dee\u4e0d\u591a\u3002</p>\n<p>\u5982\u679c\u53ef\u4ee5\u901a\u8fc7\u8d2d\u4e70\u5b9e\u4f53\u4e3b\u673a\u7684\u65b9\u5f0f\u81ea\u5df1\u90e8\u7f72\uff0c\u6211\u4e5f\u80fd\u63a5\u53d7\u3002\u6700\u7ec8\u5fc5\u987b\u8981\u786e\u4fdd\u53ef\u4ee5\u7528\u624b\u673a\u6307\u6325 AI \uff0c\u5e76\u4e14\u5373\u4f7f\u624b\u673a\u9000\u51fa\u4e86\u540e\u53f0\u3001\u5173\u673a\u4e86\uff0c\u6216\u8005\u6ca1\u6709\u7f51\u7edc\uff0cAI \u4e5f\u4f9d\u7136\u53ef\u4ee5\u6301\u7eed\u8fd0\u884c\uff0c\u76f4\u5230\u5b8c\u6210\u4efb\u52a1\u3002</p>\n<p>\u786c\u6027\u8981\u6c42\u662f\uff1a</p>\n<ol>\n<li>\u5fc5\u987b\u8981\u53ef\u4ee5\u63a5\u5165\u81ea\u5df1\u7684 API \u3002</li>\n<li>\u8d39\u7528\u5728\u6bcf\u4e2a\u6708 30 \u5143\u4eba\u6c11\u5e01\u4ee5\u5185\uff0cAPI \u8d39\u7528\u53e6\u7b97\u3002</li>\n</ol>\n<p>\u6211\u6709\u53bb\u4e86\u89e3\u8fc7 Kimi Claw \u3001GLM Claw \u3001Max Claw \uff0c\u4f46\u8fd9\u4e9b\u90fd\u65e0\u6cd5\u4f7f\u7528\u81ea\u5df1\u7684 API \u3002\u800c\u624b\u673a\u7248 Codex \u65e0\u6cd5\u8fde\u63a5\u4f7f\u7528\u4e86 API \u7684 Codex \u3002</p>\n", 
      "date_published": "2026-07-21T02:58:21+00:00", 
      "title": "\u6c42\u63a8\u8350\u4e91\u7aef Agents \u4ea7\u54c1\u6216\u8005\u65b9\u6848\u3002", 
      "id": "https://www.v2ex.com/t/1228751"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/archxm", 
        "name": "archxm", 
        "avatar": "https://cdn.v2ex.com/avatar/6fb7/882c/72419_large.png?m=1766119273"
      }, 
      "url": "https://www.v2ex.com/t/1228746", 
      "title": "\u817e\u8baf\u8fd9\u4e2a DeskGo \u548c TortoiseGit \u6253\u67b6", 
      "id": "https://www.v2ex.com/t/1228746", 
      "date_published": "2026-07-21T02:38:49+00:00", 
      "content_html": "<ul>\n<li>\u6211\u4e3b\u8981\u7528\u684c\u9762\u6574\u7406\uff0c\u4e5f\u5c31\u662f\u7c7b\u4f3c Fences \u7684\u529f\u80fd\u3002</li>\n<li>\u95ee\u9898\u8868\u73b0\uff1aTortoiseGit \u63d0\u4ea4\u4ee3\u7801\uff0c\u4f1a\u5d29\u6e83\u3002</li>\n<li>\u95ee\u9898\u539f\u56e0\uff1a\u6211\u4e5f\u4e0d\u77e5\u9053\u81ea\u5df1\u6539\u4e86\u4ec0\u4e48\u7cfb\u7edf\u8bbe\u7f6e\uff0c\u8fd8\u662f 2 \u4e2a\u8f6f\u4ef6\u4e4b\u95f4\u7684\u4e0d\u517c\u5bb9\u3002</li>\n<li>\u89e3\u51b3\u65b9\u6848\uff1a\u6267\u884c <code>VC_redist.x64.exe</code>\uff0c\u9009\u62e9\u4fee\u590d\uff0c\u7136\u540e\u91cd\u542f\u3002</li>\n<li>\u4e0d\u8fc7\u89e3\u51b3\u65b9\u6848\u4e0d\u5b8c\u7f8e\uff0c\u8fc7\u51e0\u5929\u53c8\u4f1a\u51fa\u73b0\u5d29\u6e83\u95ee\u9898\u3002</li>\n<li>DeskGo \u5f88\u5e9e\u5927</li>\n</ul>\n<pre><code>PS C:\\Program Files (x86)\\Tencent\\DeskGo\\4.3.1716.127&gt; tree /F\n\u6587\u4ef6\u5939 PATH \u5217\u8868\n\u5377\u5e8f\u5217\u53f7\u4e3a DA18-EBFA\nC:.\n\u2502  AppxManifest.xml\n\u2502  AutoUpdate.exe\n\u2502  beacon_sdk.dll\n\u2502  beacon_sdk64.dll\n\u2502  BugReport.exe\n\u2502  BugReport64.exe\n\u2502  cacert.dat\n\u2502  chrome_100_percent.pak\n\u2502  chrome_200_percent.pak\n\u2502  chrome_elf.dll\n\u2502  concrt140_app.dll\n\u2502  curl-ca-bundle.crt\n\u2502  d3dcompiler_47.dll\n\u2502  DeskGo.lnk\n\u2502  DeskGo.rdb\n\u2502  DeskMgrShellExtx64.dll\n\u2502  DeskMgrShellExtx86.dll\n\u2502  DesktopAITaskCenter.exe\n\u2502  DesktopMgr.exe\n\u2502  DesktopMgr64.exe\n\u2502  DesktopSearch.exe\n\u2502  DesktopSearch64.exe\n\u2502  DesktopService.exe\n\u2502  DesktopService64.exe\n\u2502  DesktopSettings.exe\n\u2502  DesktopUnInstallHelper.exe\n\u2502  DesktopUnInstallHelper64.exe\n\u2502  DeskWallPaper.exe\n\u2502  DigiCertGlobalRootCA.cer\n\u2502  disklib.xml\n\u2502  DiskSearchCore.dll\n\u2502  DiskSearchCore64.dll\n\u2502  DocCloudManagerCore.dll\n\u2502  DocCloudManagerCore64.dll\n\u2502  DocManagerCore.dll\n\u2502  DocManagerCore64.dll\n\u2502  dr.dll\n\u2502  dr64.dll\n\u2502  Features.dll\n\u2502  Features64.dll\n\u2502  FileVerify.etf\n\u2502  FileVerify.exe\n\u2502  GlobalSignRootCA.cer\n\u2502  HungCollect.dll\n\u2502  HungCollect64.dll\n\u2502  icudtl.dat\n\u2502  ImSDK.dll\n\u2502  LauchWallPaper.exe\n\u2502  libcef.dll\n\u2502  libcurl64.dll\n\u2502  libEGL.dll\n\u2502  libGLESv2.dll\n\u2502  libprotobuf_dll.dll\n\u2502  libprotobuf_dll64.dll\n\u2502  lnk_icon.png.etf\n\u2502  LoadError.html\n\u2502  LoadError_Full.html\n\u2502  MetroLauncher.exe\n\u2502  Microsoft.Toolkit.Win32.UI.XamlHost.dll\n\u2502  Microsoft.Toolkit.Win32.UI.XamlHost.pri\n\u2502  Microsoft.Toolkit.Win32.UI.XamlHost.xml\n\u2502  MiniSkinCore.dll\n\u2502  MiniSkinCore64.dll\n\u2502  msvcp140_1_app.dll\n\u2502  msvcp140_2_app.dll\n\u2502  msvcp140_app.dll\n\u2502  new_folder.png.etf\n\u2502  opengl32sw.dll\n\u2502  p2papp.dll\n\u2502  placeholder.exe\n\u2502  ProxyAccCfg.dat\n\u2502  QMCommon.dll\n\u2502  QMCommon64.dll\n\u2502  QMDlder.dll\n\u2502  QMDlder64.dll\n\u2502  QMEventBus.dll\n\u2502  QMEventBus64.dll\n\u2502  QMGuid.dll\n\u2502  QMGuid64.dll\n\u2502  QMGuidService.dll\n\u2502  QMGuidService64.dll\n\u2502  QMIpc.dll\n\u2502  QMIpc64.dll\n\u2502  QMLogEx.dll\n\u2502  QMLogEx64.dll\n\u2502  QMNetworkMgr.dll\n\u2502  QMNetworkMgr64.dll\n\u2502  QMNoteMgr.exe\n\u2502  QMSoftMgrUpdate.dll\n\u2502  QMWebBrowser.exe\n\u2502  QMWebProxy64.dll\n\u2502  QQPCExternal.exe\n\u2502  Qt5Core.dll\n\u2502  Qt5Gui.dll\n\u2502  Qt5Svg.dll\n\u2502  Qt5Widgets.dll\n\u2502  RefuseInject.DAT\n\u2502  RefuseInject.dll\n\u2502  RefuseInject64.dll\n\u2502  resources.pak\n\u2502  resources.pri\n\u2502  SkottieExport.dll\n\u2502  SkottieExport64.dll\n\u2502  snapshot_blob.bin\n\u2502  SVGRender.dll\n\u2502  SVGRender64.dll\n\u2502  TBSComponentCfg.etf\n\u2502  TBSComponentHelper.dll\n\u2502  TBSComponentMgr.exe\n\u2502  TenioDL.dll\n\u2502  TenioDL_core.dll\n\u2502  Uninst.exe\n\u2502  UWPAdapterApp.dll\n\u2502  v8_context_snapshot.bin\n\u2502  vcamp140_app.dll\n\u2502  vccorlib140_app.dll\n\u2502  vcomp140_app.dll\n\u2502  vcruntime140_1.dll\n\u2502  vcruntime140_app.dll\n\u2502  vk_swiftshader.dll\n\u2502  vk_swiftshader_icd.json\n\u2502  vulkan-1.dll\n\u2502  wallpaper.etf\n\u2502  Win11ContextMenu.exe\n\u2502\n\u251c\u25003.43.796.400\n\u2502  \u2502  BugReport.exe\n\u2502  \u2502  d3dcompiler_47.dll\n\u2502  \u2502  ffmpegsumo.dll\n\u2502  \u2502  icudtl.dat\n\u2502  \u2502  libEGL.dll\n\u2502  \u2502  libGLESv2.dll\n\u2502  \u2502  natives_blob.bin\n\u2502  \u2502  qb.pak\n\u2502  \u2502  qbclient.dll\n\u2502  \u2502  qbclient.exe\n\u2502  \u2502  qbcore.dll\n\u2502  \u2502  qb_100_percent.pak\n\u2502  \u2502  qb_200_percent.pak\n\u2502  \u2502  snapshot_blob.bin\n\u2502  \u2502\n\u2502  \u2514\u2500locales\n\u2502          en-US.pak\n\u2502          zh-CN.pak\n\u2502\n\u251c\u2500iconengines\n\u2502      qsvgicon.dll\n\u2502\n\u251c\u2500imageformats\n\u2502      qgif.dll\n\u2502      qicns.dll\n\u2502      qico.dll\n\u2502      qjpeg.dll\n\u2502      qsvg.dll\n\u2502      qtga.dll\n\u2502      qtiff.dll\n\u2502      qwbmp.dll\n\u2502      qwebp.dll\n\u2502\n\u251c\u2500images\n\u2502  \u2502  close_black.svg\n\u2502  \u2502  nonet.png\n\u2502  \u2502  pcmgr_login_bg.png\n\u2502  \u2502\n\u2502  \u2514\u2500Win11ContextMenu\n\u2502      \u251c\u2500dark\n\u2502      \u2502      AutoArrangeIcons.png\n\u2502      \u2502      DisplaySettings.png\n\u2502      \u2502      LargeIcons.png\n\u2502      \u2502      MediumIcons.png\n\u2502      \u2502      New.png\n\u2502      \u2502      Personalize.png\n\u2502      \u2502      Refresh.png\n\u2502      \u2502      ShowDesktopIcons.png\n\u2502      \u2502      ShowMoreOptions.png\n\u2502      \u2502      SmallIcons.png\n\u2502      \u2502      SortBy.png\n\u2502      \u2502      View.png\n\u2502      \u2502\n\u2502      \u2514\u2500light\n\u2502              AutoArrangeIcons.png\n\u2502              DisplaySettings.png\n\u2502              LargeIcons.png\n\u2502              MediumIcons.png\n\u2502              New.png\n\u2502              Personalize.png\n\u2502              Refresh.png\n\u2502              ShowDesktopIcons.png\n\u2502              ShowMoreOptions.png\n\u2502              SmallIcons.png\n\u2502              SortBy.png\n\u2502              View.png\n\u2502\n\u251c\u2500LICENSE\n\u2502      COPYING-LGPL-2.1\n\u2502      COPYING-MIT\n\u2502      COPYING-MPL-1.1\n\u2502      google-sparsehash\n\u2502      licence.txt\n\u2502\n\u251c\u2500platforms\n\u2502      qwindows.dll\n\u2502\n\u2514\u2500Qt64\n    \u2502  beacon_sdk64.dll\n    \u2502  chrome_100_percent.pak\n    \u2502  chrome_200_percent.pak\n    \u2502  chrome_elf.dll\n    \u2502  d3dcompiler_47.dll\n    \u2502  dr64.dll\n    \u2502  icudtl.dat\n    \u2502  ImSDK.dll\n    \u2502  libamssdk.dll\n    \u2502  libcef.dll\n    \u2502  libEGL.dll\n    \u2502  libFFmpeg.dll\n    \u2502  libGLESv2.dll\n    \u2502  libprotobuf_dll64.dll\n    \u2502  local_svr.dll\n    \u2502  QMCommon64.dll\n    \u2502  QMEventBus64.dll\n    \u2502  QMGuid64.dll\n    \u2502  QMHttpNet64.dll\n    \u2502  QMIpc64.dll\n    \u2502  QMLogEx64.dll\n    \u2502  QMNetworkMgr64.dll\n    \u2502  QMNoteMgr64.exe\n    \u2502  QMNoteMgr64.pdb\n    \u2502  QMStuck.ini\n    \u2502  QMStuck64.dll\n    \u2502  QMStuckReport64.dll\n    \u2502  QMWebProxy64.dll\n    \u2502  Qt5Charts.dll\n    \u2502  Qt5Core.dll\n    \u2502  Qt5Gui.dll\n    \u2502  Qt5Network.dll\n    \u2502  Qt5Svg.dll\n    \u2502  Qt5TextToSpeech.dll\n    \u2502  Qt5Widgets.dll\n    \u2502  Qt5WinExtras.dll\n    \u2502  QtLottie64.dll\n    \u2502  resources.pak\n    \u2502  SDL2.dll\n    \u2502  SkottieExport64.dll\n    \u2502  snapshot_blob.bin\n    \u2502  v8_context_snapshot.bin\n    \u2502  vk_swiftshader.dll\n    \u2502  vk_swiftshader_icd.json\n    \u2502\n    \u251c\u2500iconengines\n    \u2502      qsvgicon.dll\n    \u2502\n    \u251c\u2500imageformats\n    \u2502      qgif.dll\n    \u2502      qicns.dll\n    \u2502      qico.dll\n    \u2502      qjpeg.dll\n    \u2502      qsvg.dll\n    \u2502      qtga.dll\n    \u2502      qtiff.dll\n    \u2502      qwbmp.dll\n    \u2502      qwebp.dll\n    \u2502\n    \u251c\u2500locales\n    \u2502      en-US.pak\n    \u2502      zh-CN.pak\n    \u2502\n    \u251c\u2500platforms\n    \u2502      qwindows.dll\n    \u2502\n    \u251c\u2500resource\n    \u2502      chat.html\n    \u2502      default_ico.svg\n    \u2502      send_disable.svg\n    \u2502      send_enable.svg\n    \u2502      send_focus.svg\n    \u2502      xiaoq_avatar.png\n    \u2502      xiaoq_avatar.svg\n    \u2502\n    \u2514\u2500resources\n            icudtl.dat\n\nPS C:\\Program Files (x86)\\Tencent\\DeskGo\\4.3.1716.127&gt;\n</code></pre>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/midraos", 
        "name": "midraos", 
        "avatar": "https://cdn.v2ex.com/gravatar/9b5bddce165df929cd1e9bbab20a73c1?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1228735", 
      "title": "kimi \uffe5 199 \u8ba2\u9605\u7684\u989d\u5ea6\u975e\u5e38\u4f4e", 
      "id": "https://www.v2ex.com/t/1228735", 
      "date_published": "2026-07-21T02:16:46+00:00", 
      "content_html": "\u4f7f\u7528 cc-switch \u7edf\u8ba1\uff0c\u6d88\u8017 917 \u4e07 token \u65f6\uff0ckimi \u5468\u989d\u5ea6\u6d88\u8017 10%<br /><a target=\"_blank\" href=\"https://i.imgur.com/ku1P71y.png\" rel=\"nofollow noopener\" target=\"_blank\"><img src=\"https://i.imgur.com/ku1P71y.png\" class=\"embedded_image\" rel=\"noreferrer\"></a><br /><a target=\"_blank\" href=\"https://i.imgur.com/pcLkI7j.png\" rel=\"nofollow noopener\" target=\"_blank\"><img src=\"https://i.imgur.com/pcLkI7j.png\" class=\"embedded_image\" rel=\"noreferrer\"></a>"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/pmer", 
        "name": "pmer", 
        "avatar": "https://cdn.v2ex.com/avatar/1cb3/de96/774952_large.png?m=1781693430"
      }, 
      "url": "https://www.v2ex.com/t/1228718", 
      "title": "\u9886\u5b8c Claude100 \u5200\uff0c\u7ee7\u7eed\u7533\u8bf7 GPT \u5b98\u65b9\u798f\u5229", 
      "id": "https://www.v2ex.com/t/1228718", 
      "date_published": "2026-07-21T01:58:29+00:00", 
      "content_html": "<p>Was very cool to hear about the reasons people love Sol. We're doing the promotion again, except this time for ChatGPT Work:</p>\n<p>Tweet what you love about ChatGPT Work, claim $100 in free credits, get more work done.</p>\n<p>First 10k get the free tokens: <a href=\"https://share-chatgpt-work.openai.chatgpt.site\" rel=\"nofollow\">https://share-chatgpt-work.openai.chatgpt.site</a></p>\n<p>\u539f\u6587\u6765\u81ea\uff1a@gdb</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/starNew", 
        "name": "starNew", 
        "avatar": "https://cdn.v2ex.com/gravatar/640bf2c23ec163b3f9dd23227e80f2c9?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1228713", 
      "title": "\u6c7d\u6c34\u97f3\u4e50\u7684\u72b6\u6001\u680f\u600e\u4e48\u5438\u9644\u5728 Windows \u4efb\u52a1\u680f\u7684\uff1f", 
      "id": "https://www.v2ex.com/t/1228713", 
      "date_published": "2026-07-21T01:51:20+00:00", 
      "content_html": "<p>\u4eca\u5929\u5076\u7136\u770b\u5230\u6c7d\u6c34\u97f3\u4e50\u51fa\u4e86 win \u7248\u672c\u4e0b\u8f7d\u4e86\uff0c\u4e00\u542f\u52a8\u5c31\u88ab\u8fd9\u5c0f\u72b6\u6001\u680f\u5438\u5f15\u4e86\uff0c\u4ed6\u600e\u4e48\u5b9e\u73b0\u7684\uff1f\n<a href=\"https://imgur.com/a/vkzevBM\" rel=\"nofollow\">https://imgur.com/a/vkzevBM</a>\n<img alt=\"\u6548\u679c\u56fe\u7247\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://imgur.com/a/vkzevBM\"/></p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/retemlamb", 
        "name": "retemlamb", 
        "avatar": "https://cdn.v2ex.com/avatar/5716/3ee7/404150_large.png?m=1784587602"
      }, 
      "url": "https://www.v2ex.com/t/1228707", 
      "title": "\u505a\u4e86\u4e00\u4e2a\u5b8c\u5168\u672c\u5730\u7684\u8bed\u97f3\u8f6c\u6587\u5b57\u5de5\u5177\uff0c\u4e0d\u60f3\u53ea\u505a\u4e00\u4e2a Whisper GUI", 
      "id": "https://www.v2ex.com/t/1228707", 
      "date_published": "2026-07-21T01:39:04+00:00", 
      "content_html": "<p>\u8fd9\u51e0\u4e2a\u6708\u4e00\u76f4\u5728\u505a\u4e00\u4e2a\u53eb OpenASR \u7684\u9879\u76ee\uff0c\u4eca\u5929\u6765 V2EX \u804a\u804a\u3002</p>\n<p>\u8d77\u56e0\u5f88\u7b80\u5355\u3002\u5e73\u65f6\u4f1a\u8bae\u5f55\u97f3\u3001\u89c6\u9891\u7d20\u6750\u3001\u8bed\u97f3\u7b14\u8bb0\u9700\u8981\u8f6c\u6587\u5b57\uff0c\u4e5f\u7ecf\u5e38\u8981\u7ed9 Agent \u53e3\u8ff0\u6bd4\u8f83\u957f\u7684\u9700\u6c42\u3002\u8bd5\u4e86\u4e0d\u5c11\u8bed\u97f3\u670d\u52a1\uff0c\u8981\u4e48\u8981\u4e0a\u4f20\u4e91\u7aef\uff0c\u8981\u4e48\u53ea\u652f\u6301 Whisper \uff0c\u8981\u4e48\u9700\u8981\u81ea\u5df1\u642d Python \u73af\u5883\u88c5 CUDA \u4e0b\u6743\u91cd\u6539\u53c2\u6570\u3002</p>\n<p>\u5176\u5b9e\u672c\u5730 ASR \u6a21\u578b\u8fd9\u4e24\u5e74\u53d1\u5c55\u5f97\u5f88\u5feb\u3002Whisper \u4e4b\u5916\uff0cQwen3-ASR \u3001SenseVoice \u3001FireRed \u3001Dolphin \u3001X-ASR \u90fd\u662f\u975e\u5e38\u4f18\u79c0\u7684\u6a21\u578b\uff0c\u4f46\u666e\u901a\u7528\u6237\u60f3\u4f53\u9a8c\u5b83\u4eec\u7684\u95e8\u69db\u8fd8\u662f\u592a\u9ad8\u4e86\u2014\u2014\u6bcf\u4e2a\u6a21\u578b\u4e00\u5957\u63a8\u7406\u6846\u67b6\u3001\u4e00\u5957\u4f9d\u8d56\u3001\u4e00\u5957\u914d\u7f6e\u65b9\u5f0f\u3002\u6a21\u578b\u8d8a\u6765\u8d8a\u591a\uff0c\u4f7f\u7528\u4f53\u9a8c\u8fd8\u505c\u7559\u5728\u5f00\u53d1\u8005\u5de5\u5177\u9636\u6bb5\u3002</p>\n<p>\u6240\u4ee5\u6211\u60f3\u505a\u4e00\u4e2a\u7edf\u4e00\u7684\u672c\u5730 ASR \u5de5\u5177\u3002\u97f3\u9891\u4e0d\u4e0a\u4f20\u670d\u52a1\u5668\uff0c\u6a21\u578b\u4e0b\u5b8c\u53ef\u4ee5\u65ad\u7f51\u8dd1\u3002\u652f\u6301\u672c\u5730\u97f3\u9891\u89c6\u9891\u8f6c\u6587\u5b57\u3001\u5b9e\u65f6\u5b57\u5e55\u3001\u5168\u5c40\u8bed\u97f3\u8f93\u5165\u3001CLI \u548c\u672c\u5730 API \uff0c\u591a\u79cd\u6a21\u578b\u4e00\u952e\u5207\u6362\u3002</p>\n<p><strong>\u4e3a\u4ec0\u4e48\u4e0d\u53ea\u505a Whisper GUI \uff1f</strong></p>\n<p><img alt=\"OpenASR \u8bed\u97f3\u8f6c\u5199\u6f14\u793a\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://openasr.org/assets/openasr-desktop-preview-zh.gif\"/></p>\n<p>\u4e00\u65b9\u9762\uff0c\u4e0d\u540c ASR \u6a21\u578b\u5404\u6709\u5f3a\u9879\u3002\u6709\u4e9b\u4e2d\u6587\u573a\u666f\u5f3a\uff0c\u6709\u4e9b\u65b9\u8a00\u8986\u76d6\u5e7f\uff0c\u6709\u4e9b\u9002\u5408\u5b9e\u65f6\u6d41\u5f0f\uff0c\u6709\u4e9b\u5bf9\u4f4e\u914d\u8bbe\u5907\u53cb\u597d\u3002\u4e00\u4e2a\u597d\u7684\u672c\u5730 ASR \u5de5\u5177\u4e0d\u5e94\u8be5\u7ed1\u6b7b\u5728\u4e00\u4e2a\u6a21\u578b\u4e0a\u3002</p>\n<p>\u53e6\u4e00\u65b9\u9762\uff0c\u73b0\u5728\u5404\u5bb6\u6a21\u578b\u7684 runtime \u5176\u5b9e\u5f88\u5272\u88c2\u3002\u6709\u7684\u8dd1\u5728 ggml \u4e0a\uff0c\u6709\u7684\u7528 ONNX \uff0c\u6709\u7684\u8981 PyTorch \uff0c\u5f00\u653e\u7684\u63a8\u7406\u63a5\u53e3\u4e5f\u4e0d\u7edf\u4e00\u3002\u5982\u679c\u4f60\u60f3\u540c\u65f6\u7528 Whisper \u548c FireRed \u548c Dolphin \uff0c\u5b9e\u9645\u4e0a\u8981\u88c5\u4e09\u5957\u73af\u5883\u3001\u5b66\u4e09\u5957\u7528\u6cd5\u3002OpenASR \u60f3\u628a\u8fd9\u5c42\u5dee\u5f02\u5403\u6389\u2014\u2014\u7edf\u4e00\u6210\u4e00\u4e2a\u5f15\u64ce\u3001\u4e00\u5957\u6a21\u578b\u683c\u5f0f\u3001\u4e00\u4e2a\u5165\u53e3\uff0c\u7528\u6237\u4e0d\u9700\u8981\u5173\u5fc3\u5e95\u5c42\u8dd1\u7684\u662f\u4ec0\u4e48\u3002\u800c\u4e14\u7edf\u4e00\u5f15\u64ce\u4e0d\u53ea\u662f\u65b9\u4fbf\uff0c\u540c\u6a21\u578b\u540c\u53c2\u6570\u4e0b\u6211\u4eec\u5b9e\u6d4b\u6bd4 whisper.cpp \u5feb\u7ea6 8%\uff0c\u8fd9\u4e2a\u6307\u6807\u662f CI \u95e8\u7981\u9501\u4f4f\u7684\uff0c\u6bcf\u6b21\u63d0\u4ea4\u90fd\u8dd1\uff0c\u4e0d\u5141\u8bb8\u56de\u5f52\u3002</p>\n<p>\u76ee\u524d\u5df2\u7ecf\u63a5\u5165\u4e86 Whisper \u3001Qwen3-ASR \u3001SenseVoice \u3001FireRed \u3001Dolphin \u3001X-ASR \u3001Moonshine \u3001Parakeet \u7b49\u5341\u51e0\u4e2a\u6a21\u578b\u65cf\uff0c\u505a\u4e86\u4e00\u4e2a\u6a21\u578b\u5e02\u573a\uff0c\u6253\u5f00\u5c31\u80fd\u641c\u7d22\u3001\u4e0b\u8f7d\u3001\u5207\u6362\uff0c\u4e0d\u7528\u78b0\u547d\u4ee4\u884c\u3002</p>\n<p>\u804a\u51e0\u4e2a\u6211\u89c9\u5f97\u6bd4\u8f83\u6709\u610f\u601d\u7684\uff1a</p>\n<p>FireRedASR2 \u6765\u81ea\u5c0f\u7ea2\u4e66\u56e2\u961f\uff0c\u5728\u516c\u5f00\u4e2d\u6587\u6d4b\u8bd5\u96c6\u4e0a\u8868\u73b0\u975e\u5e38\u5f3a\uff0c\u5f88\u591a\u573a\u666f\u53ef\u4ee5\u5230 SOTA \u7ea7\u522b\u3002\u4e0d\u8fc7 benchmark \u53ea\u662f\u53c2\u8003\uff0c\u771f\u5b9e\u4f1a\u8bae\u3001\u566a\u58f0\u3001\u53e3\u97f3\u73af\u5883\u4e0b\u5230\u5e95\u600e\u4e48\u6837\uff0c\u6211\u81ea\u5df1\u4e5f\u6ca1\u5b8c\u5168\u6478\u6e05\uff0c\u5e0c\u671b\u6709\u4eba\u5e2e\u5fd9\u6d4b\u3002</p>\n<p>Dolphin \u662f Dataocean AI \u548c\u6e05\u534e\u8054\u5408\u505a\u7684\uff0c\u6700\u5927\u4eae\u70b9\u662f\u652f\u6301 22 \u79cd\u4e2d\u6587\u65b9\u8a00\u548c\u5730\u533a\u53e3\u97f3\u3002\u666e\u901a\u8bdd\u6a21\u578b\"\u80fd\u542c\u61c2\u4e00\u70b9\u65b9\u8a00\"\u548c\u4e13\u95e8\u9488\u5bf9\u65b9\u8a00\u8bad\u7ec3\u7684\u6a21\u578b\uff0c\u4f53\u9a8c\u5dee\u522b\u771f\u7684\u5f88\u660e\u663e\u3002\u56db\u5ddd\u8bdd\u3001\u7ca4\u8bed\u3001\u5434\u8bed\u3001\u95fd\u5357\u8bed\u7528\u6237\u5982\u679c\u613f\u610f\u8bd5\u8bd5\uff0c\u6211\u7279\u522b\u60f3\u77e5\u9053\u7ed3\u679c\u3002</p>\n<p>X-ASR \u6765\u81ea\u4e0a\u6d77\u4ea4\u5927\u3001\u590d\u65e6\u7b49\u673a\u6784\uff0c\u662f\u4e2d\u82f1\u53cc\u8bed\u6d41\u5f0f\u6a21\u578b\u3002\u4e0d\u662f\"\u5f55\u5b8c\u518d\u8bc6\u522b\"\uff0c\u800c\u662f\u8fb9\u8bf4\u8fb9\u51fa\u5b57\uff0c\u7279\u522b\u9002\u5408\u5b9e\u65f6\u5b57\u5e55\u548c\u8bed\u97f3\u8f93\u5165\u3002\u4e5f\u662f\u6211\u81ea\u5df1 vibe coding \u65f6\u6700\u559c\u6b22\u7684\u6a21\u578b\u3002</p>\n<p><strong>\u4e00\u4e9b\u6280\u672f\u7ec6\u8282</strong></p>\n<p><img alt=\"OpenASR \u6a21\u578b\u5e02\u573a\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://openasr.org/assets/openasr-desktop-models-zh.png\"/></p>\n<p>\u5e95\u5c42\u4e0d\u662f\u5957\u58f3 whisper.cpp \u3002\u57fa\u4e8e vendored ggml fork \u81ea\u5df1\u5199\u7684\u63a8\u7406\u5f15\u64ce\uff0c\u6709\u4e00\u5957\u81ea\u7814\u7684 .oasr \u6a21\u578b\u683c\u5f0f\uff0cmmap \u96f6\u62f7\u8d1d\u52a0\u8f7d\u3002Whisper \u540c\u6a21\u578b\u540c\u53c2\u6570\u4e0b\u5b9e\u6d4b\u6bd4 whisper.cpp \u5feb\u7ea6 8%\uff0c\u5176\u4ed6\u6a21\u578b\u65cf\u5bf9\u6bd4\u5404\u81ea\u7684\u6700\u4f73\u63a8\u7406\u65b9\u6848\u4e5f\u4fdd\u6301\u66f4\u5feb\u6216\u4e0e SOTA \u6301\u5e73\u3002M1 \u4e0a\u6700\u5feb\u7684\u6a21\u578b\u53ef\u4ee5\u5230 37 \u500d\u5b9e\u65f6\u901f\u5ea6\uff0c\u51e0\u4e4e\u6240\u6709\u6a21\u578b\u90fd\u53ef\u4ee5\u505a\u5230\u5b9e\u65f6\uff0c\u9664\u4e86\u4e24\u4e2a\u7279\u522b\u5927\u7684 8B \u6a21\u578b\u3002</p>\n<p>\u6a21\u578b\u4e0b\u8f7d\u4e5f\u4e0d\u662f\u88f8 HTTP \u62c9\u6587\u4ef6\u3002\u6bcf\u4e2a\u6a21\u578b\u7ecf\u8fc7 sha256 \u6821\u9a8c + Ed25519 catalog \u7b7e\u540d + GGUF \u683c\u5f0f\u9884\u68c0\uff0c\u901a\u8fc7\u4e86\u624d\u539f\u5b50\u5b89\u88c5\u3002\"\u4e0d\u8054\u7f51\"\u4e0d\u53ea\u662f\u4e00\u53e5\u53e3\u53f7\uff0c\u4fe1\u4efb\u94fe\u662f\u5b8c\u6574\u7684\u3002</p>\n<p>\u53e6\u5916 <code>openasr serve</code> \u53ef\u4ee5\u8d77\u4e00\u4e2a\u672c\u5730 OpenAI \u517c\u5bb9 API \uff08<code>/v1/audio/transcriptions</code>\uff09\uff0c\u6539\u4e2a <code>base_url</code> \u5c31\u80fd\u63a5\u73b0\u6709\u7684 OpenAI SDK \u751f\u6001\u3002\u5982\u679c\u4f60\u7684 agent \u5de5\u5177\u94fe\u5df2\u7ecf\u5728\u7528 OpenAI \u7684\u8f6c\u5f55\u63a5\u53e3\uff0c\u6362\u6210\u672c\u5730\u51e0\u4e4e\u96f6\u6539\u52a8\u3002</p>\n<p>\u9664\u4e86\u8f6c\u5f55\u672c\u8eab\uff0c\u8fd8\u6709\u6807\u70b9\u6062\u590d\u3001\u8bf4\u8bdd\u4eba\u5206\u79bb\u3001\u58f0\u7eb9\u8bc6\u522b\u8fd9\u4e9b\u5468\u8fb9\u6a21\u578b\uff0c\u4e0d\u8fc7\u8fd9\u90e8\u5206\u8fd8\u5728\u5b8c\u5584\u3002\u540e\u7eed\u4e5f\u4f1a\u8ba1\u5212\u652f\u6301\u5b9e\u65f6\u7ffb\u8bd1\u3001\u8f6c\u5199\u540e\u7684\u6587\u672c\u6da6\u8272\u3001\u89c6\u9891/\u97f3\u9891\u603b\u7ed3\u7b49\u529f\u80fd\u3002</p>\n<p><strong>\u5f53\u524d\u72b6\u6001</strong></p>\n<p>\u9879\u76ee\u8fd8\u662f 0.1.x \u65e9\u671f\u9636\u6bb5\u3002\u652f\u6301 macOS Apple Silicon \u548c Windows x64(\u6709\u5bf9 vulkan/cuda/rocm \u7684\u652f\u6301)\uff0c\u6709\u684c\u9762\u7aef\u5b89\u88c5\u5305\u548c\u672c\u5730 CLI/API \u3002\u6838\u5fc3\u7528 Rust \u5199\uff0cApache-2.0 \u5f00\u6e90\u3002</p>\n<p>\u63a5\u4e0b\u6765\u7ed9\u81ea\u5df1\u5b9a\u4e86\u4e2a\u76ee\u6807\uff1a\u5c3d\u91cf\u6bcf\u5468\u7814\u7a76\u4e00\u4e2a\u65b0\u7684 ASR \u6a21\u578b\u65cf\uff0c\u9002\u5408\u672c\u5730\u8dd1\u7684\u5c31\u63a5\u5165\uff0c\u4e0d\u9002\u5408\u7684\u4e5f\u8bb0\u5f55\u539f\u56e0\u3002\u4e0d\u4f1a\u4e3a\u4e86\u6570\u91cf\u628a\"\u80fd\u542f\u52a8\"\u5f53\u6210\u6b63\u5f0f\u652f\u6301\u3002</p>\n<p>\u5b98\u7f51\uff1a <a href=\"https://openasr.org\" rel=\"nofollow\">https://openasr.org</a>\nGitHub\uff1a <a href=\"https://github.com/QuintinShaw/openasr\" rel=\"nofollow\">https://github.com/QuintinShaw/openasr</a></p>\n<p><strong>\u6700\u540e\u60f3\u95ee\u51e0\u4e2a\u95ee\u9898</strong></p>\n<ol>\n<li>\u5404\u4f4d\u7528\u8fc7\u54ea\u4e9b ASR \u6a21\u578b\u89c9\u5f97\u6548\u679c\u597d\u4f46\u6bd4\u8f83\u5c0f\u4f17\u7684\uff1f\u4e0d\u4e00\u5b9a\u6392\u884c\u699c\u7b2c\u4e00\uff0c\u67d0\u4e2a\u573a\u666f\u7279\u522b\u5f3a\u5c31\u5f88\u6709\u4ef7\u503c\u3002</li>\n<li>\u4e2d\u6587\u65b9\u8a00\u573a\u666f\uff0c\u6709\u6ca1\u6709\u5b9e\u9645\u4f53\u9a8c\u8fc7 X-ASR / FireRed / Dolphin / SenseVoice \u7684\uff1f</li>\n<li>\u5982\u679c\u505a\u4e00\u4e2a\u672c\u5730 ASR \u6a21\u578b\u5e93\uff0c\u4f60\u89c9\u5f97\u6700\u9700\u8981\u4ec0\u4e48\u529f\u80fd\uff1f</li>\n</ol>\n<p>\u5177\u4f53\u7684\u95ee\u9898\u3001\u5931\u8d25\u6848\u4f8b\u3001\u6a21\u578b\u63a8\u8350\u5bf9\u6211\u6765\u8bf4\u6bd4\u70b9\u8d5e\u6709\u7528\u5f97\u591a\uff0c\u6b22\u8fce\u76f4\u63a5\u5410\u69fd</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/sunkwei", 
        "name": "sunkwei", 
        "avatar": "https://cdn.v2ex.com/gravatar/dc1cb1ef8ee992bfcbd7208db654835d?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1228691", 
      "title": "\u4e3a\u81ea\u5df1\u7684 agent \u652f\u6301\u901a\u8fc7 iLink API \u94fe\u63a5\u5fae\u4fe1", 
      "id": "https://www.v2ex.com/t/1228691", 
      "date_published": "2026-07-20T23:34:20+00:00", 
      "content_html": "<p>\u53c2\u8003 <a href=\"https://v2ex.com/t/1200567#reply41\" rel=\"nofollow\">https://v2ex.com/t/1200567#reply41</a> \uff0c\u5e0c\u671b\u7ed9\u81ea\u5df1\u7684 <a href=\"https://github.com/sunkwei/tea_agent\" rel=\"nofollow\">https://github.com/sunkwei/tea_agent</a> \u5b9e\u73b0\u5fae\u4fe1\u63a5\u5165\u529f\u80fd\u3002</p>\n<p>\u5bf9\u8bdd\u7b2c\u4e00\u53e5\u4e3a\u201c\u5b66\u4e60\u5fae\u4fe1\u7684 iLink API\u201d\uff0c\u4e2d\u95f4\u56de\u7b54\u201c\u4e3a tea_agent \u63d0\u4f9b\u7c7b\u4f3c telegram \u7684\u8fdc\u7a0b\u63a5\u53e3\u201d\uff0c\u6700\u7ec8\u5b9e\u73b0\u4e86\u5fae\u4fe1\u63a5\u5165\u3002</p>\n<p>\u4efb\u52a1\u603b\u7ed3\u65f6\uff0c\u8f93\u5165\u201c\u9605\u8bfb\u672c\u4e3b\u9898\u7684\u5386\u53f2\u5bf9\u8bdd\uff0c\u5199\u4e00\u7bc7 markdown \u603b\u7ed3\uff1a\u57fa\u4e8e tea_agent \u5982\u4f55\u5feb\u901f\u5b9e\u73b0\u5fae\u4fe1\u63a5\u5165\uff0c\u76ee\u6807\u8bfb\u8005\u5177\u5907\u7a0b\u5e8f\u5458\u80fd\u529b\uff0c\u5c06 tea_agent \u7684\u517c\u5bb9\u80fd\u529b\uff0c\u7f51\u4e0a\u641c\u7d22\u80fd\u529b\uff0c\u5b9e\u73b0\u80fd\u529b\u8bb2\u6e05\u695a\" \u751f\u6210\u8be5\u94fe\u63a5 <a href=\"https://github.com/sunkwei/tea_agent/blob/master/docs/tea_agent_%E5%BE%AE%E4%BF%A1%E6%8E%A5%E5%85%A5%E5%AE%9E%E6%88%98.md\" rel=\"nofollow\">https://github.com/sunkwei/tea_agent/blob/master/docs/tea_agent_%E5%BE%AE%E4%BF%A1%E6%8E%A5%E5%85%A5%E5%AE%9E%E6%88%98.md</a></p>\n<p>\u6587\u6863\u672b\u5c3e\u5f15\u7528 pdf \u662f\u8be5\u4e3b\u9898\u5bfc\u51fa\u7684\u6587\u6863\uff0c\u5305\u542b\u4e86 user input, all tools calling, ai final msg</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/Kamiimeteor", 
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      "url": "https://www.v2ex.com/t/1228638", 
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      "url": "https://www.v2ex.com/t/1228614", 
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      "id": "https://www.v2ex.com/t/1228614", 
      "date_published": "2026-07-20T08:48:22+00:00", 
      "content_html": "<p>\u6700\u8fd1\u7ed9\u81ea\u5df1\u4e00\u4e2a\u5c0f\u9875\u9762\u505a demo \u89c6\u9891\uff0c\u60f3\u5feb\u901f\u5f04\u4e00\u6bb5\u4e0d\u4fb5\u6743\u3001\u80fd\u653e\u5728\u80cc\u666f\u91cc\u7684\u97f3\u4e50\u3002\u4e4b\u524d\u603b\u89c9\u5f97 AI \u97f3\u4e50\u5c31\u662f\u8f93\u5165\u4e00\u53e5\u201ccinematic / emotional / inspiring\u201d\u7136\u540e\u78b0\u8fd0\u6c14\uff0c\u5b9e\u9645\u6298\u817e\u4e0b\u6765\u53d1\u73b0\uff0c\u771f\u6b63\u6709\u7528\u7684\u4e0d\u662f\u8fd9\u4e9b\u5f62\u5bb9\u8bcd\uff0c\u800c\u662f\u66f4\u5177\u4f53\u7684\u97f3\u4e50\u53c2\u6570\u3002</p>\n<p>\u6211\u6d4b\u8bd5\u7684\u9875\u9762\u662f\u8fd9\u4e2a\uff1a <a href=\"https://flowmusic.co/\" rel=\"nofollow\">https://flowmusic.co/</a><br/>\n\u4e0d\u662f\u6765\u5439\u6548\u679c\u591a\u795e\uff0c\u4e3b\u8981\u662f\u62ff\u5b83\u5f53\u4e00\u4e2a text-to-song \u7684\u6d4b\u8bd5\u5bf9\u8c61\u3002</p>\n<p>\u6bd4\u8f83\u7a33\u5b9a\u7684 prompt \u5199\u6cd5\u5927\u6982\u662f\uff1a</p>\n<pre><code class=\"language-text\">lo-fi hip hop, dusty piano, vinyl crackle, mellow, 70 bpm, no vocals\n</code></pre>\n<p>\u6bd4\u4e0b\u9762\u8fd9\u79cd\u9760\u8c31\u5f88\u591a\uff1a</p>\n<pre><code class=\"language-text\">emotional, cinematic, inspiring\n</code></pre>\n<p>\u539f\u56e0\u633a\u76f4\u89c2\u7684\uff1a\u540e\u8005\u53ea\u7ed9\u4e86\u60c5\u7eea\uff0c\u6ca1\u6709\u544a\u8bc9\u6a21\u578b\u5230\u5e95\u662f\u4ec0\u4e48\u66f2\u98ce\u3001\u4ec0\u4e48\u4e50\u5668\u3001\u6709\u6ca1\u6709\u4eba\u58f0\u3001\u901f\u5ea6\u5927\u6982\u591a\u5c11\u3002\u7ed3\u679c\u901a\u5e38\u5c31\u662f\u4e00\u6bb5\u5f88\u6cdb\u7684\u5e7f\u544a/\u9884\u544a\u7247\u5473\u80cc\u666f\u97f3\u4e50\u3002</p>\n<p>\u76ee\u524d\u611f\u89c9\u6bd4\u8f83\u6709\u7528\u7684\u987a\u5e8f\u662f\uff1a</p>\n<ol>\n<li>\u5148\u5199 genre \uff0c\u6bd4\u5982 lo-fi hip hop / ambient electronic / acoustic ballad</li>\n<li>\u518d\u5199 instrumentation \uff0c\u6bd4\u5982 dusty piano / soft synth pads / light percussion</li>\n<li>\u660e\u786e vocals / no vocals</li>\n<li>\u5199 bpm \u6216 slow / mid-tempo</li>\n<li>\u6700\u540e\u518d\u8865 mood \uff0c\u6bd4\u5982 calm / nostalgic / darker tone</li>\n</ol>\n<p>\u5982\u679c\u53ea\u662f\u4ea7\u54c1 demo \u3001\u52a0\u8f7d\u9875\u3001\u77ed\u89c6\u9891\u80cc\u666f\u8fd9\u79cd\u7528\u9014\uff0c<code>no vocals</code> \u5f88\u91cd\u8981\u3002\u5e26\u4eba\u58f0\u4ee5\u540e\u53d8\u91cf\u592a\u591a\uff0c\u6b4c\u8bcd\u3001\u53d1\u97f3\u3001\u58f0\u7ebf\u90fd\u4f1a\u62a2\u6ce8\u610f\u529b\uff0c\u53cd\u800c\u4e0d\u597d\u5f53\u80cc\u666f\u3002</p>\n<p>\u53e6\u4e00\u4e2a\u5c0f\u7ecf\u9a8c\u662f\uff0c\u4e0d\u8981\u4e00\u76f4\u6539 prompt \u3002\u540c\u4e00\u4e2a prompt \u591a\u751f\u6210\u51e0\u6b21\uff0c\u5f80\u5f80\u6bd4\u53cd\u590d\u6539\u8bcd\u66f4\u6709\u6548\u3002\u6a21\u578b\u6bcf\u6b21\u51fa\u6765\u7684\u65cb\u5f8b\u548c\u7f16\u66f2\u5dee\u5f02\u633a\u5927\uff0c\u5148 roll \u51e0\u6b21\uff0c\u65b9\u5411\u4e00\u76f4\u4e0d\u5bf9\u65f6\u518d\u6539 prompt \u3002</p>\n<p>\u8fd8\u6709\u5c31\u662f\uff0c\u54ea\u6015\u53ea\u8981 20 \u79d2\uff0c\u4e5f\u522b\u592a\u6267\u7740\u8ba9\u5b83\u751f\u6210 20 \u79d2\u3002\u751f\u6210\u5b8c\u6574\u4e00\u9996\uff0c\u7136\u540e\u5728\u526a\u8f91\u91cc\u622a\u4e00\u6bb5\u597d\u542c\u7684\uff0c\u901a\u5e38\u66f4\u81ea\u7136\u3002</p>\n<p>\u9650\u5236\u4e5f\u5f88\u660e\u663e\uff1a</p>\n<ul>\n<li>\u5f88\u591a\u5de5\u5177\u4e0d\u7ed9 stems \uff0c\u7ec6\u4fee\u57fa\u672c\u6ca1\u6cd5\u505a</li>\n<li>vocal \u8fd8\u5bb9\u6613\u6709 AI \u5473</li>\n<li>\u60f3\u505a\u540c\u4e00\u4e2a\u201c\u6b4c\u624b/\u4e50\u961f\u201d\u98ce\u683c\u7684\u591a\u9996\u66f2\u5b50\uff0c\u5f88\u96be\u7a33\u5b9a</li>\n<li>\u5546\u7528\u6388\u6743\u4e00\u5b9a\u8981\u5355\u72ec\u770b\u6761\u6b3e\uff0c\u4e0d\u80fd\u53ea\u770b\u9996\u9875\u5199 royalty-free</li>\n</ul>\n<p>\u6240\u4ee5\u6211\u73b0\u5728\u7684\u5224\u65ad\u662f\uff1aAI \u97f3\u4e50\u6bd4\u8f83\u9002\u5408\u505a demo / placeholder / mood test \uff0c\u4e0d\u592a\u9002\u5408\u76f4\u63a5\u5f53\u6700\u7ec8\u97f3\u4e50\u4f5c\u54c1\u3002\u5bf9\u4ea7\u54c1\u5f00\u53d1\u6765\u8bf4\uff0c\u80fd\u5728 10 \u5206\u949f\u5185\u786e\u8ba4\u201c\u8fd9\u4e2a\u9875\u9762\u914d jazz \u8fd8\u662f synthwave \u66f4\u5408\u9002\u201d\uff0c\u5df2\u7ecf\u633a\u6709\u7528\u4e86\u3002</p>\n<p>\u6709\u4f6c\u5b9e\u9645\u628a AI \u751f\u6210\u97f3\u4e50\u653e\u5230\u6b63\u5f0f\u9879\u76ee\u91cc\u7684\u5417\uff1f\u5c24\u5176\u662f\u6388\u6743\u8fd9\u5757\uff0c\u4f60\u4eec\u662f\u600e\u4e48\u5904\u7406\u7684\uff1f</p>\n"
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    {
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        "url": "https://www.v2ex.com/member/midraos", 
        "name": "midraos", 
        "avatar": "https://cdn.v2ex.com/gravatar/9b5bddce165df929cd1e9bbab20a73c1?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1228589", 
      "title": "\u603b\u7ed3\u6211\u7684\u51e0\u4e2a Claude \u8d26\u53f7\u60c5\u51b5", 
      "id": "https://www.v2ex.com/t/1228589", 
      "date_published": "2026-07-20T07:51:23+00:00", 
      "content_html": "<p>\u5171\u6709 3 \u4e2a claude \u8d26\u53f7\uff1a</p>\n<ol>\n<li>\u4f7f\u7528\u4e86 3 \u5e74\u4ee5\u4e0a\u7684\u8001\u8d26\u53f7\uff0c25 \u5e74\u5728\u53d6\u6d88\u8ba2\u9605\u540e\uff0c\u95f4\u9694\u4e00\u4e2a\u6708\u518d\u6b21\u8ba2\u9605\u65f6\u88ab\u5c01\uff0c\u51e0\u4e2a\u6708\u524d\u7533\u8bc9\u540e\u88ab\u89e3\u5c01\uff0c\u5f53\u524d\u8ba2\u9605\u4e86$100 \u7684 MAX \uff0c\u4e00\u5207\u6b63\u5e38</li>\n<li>\u5728 1 \u88ab\u5c01\u540e\u6ce8\u518c\u7684\u65b0\u8d26\u53f7\uff0c\u6ce8\u518c\u540e\u8fdb\u884c\u51e0\u6b21\u5bf9\u8bdd\u540e\uff0c\u672a\u518d\u6b21\u4f7f\u7528\uff0c\u6570\u5468\u540e\u6536\u5230\u90ae\u4ef6\u544a\u77e5\u88ab\u5c01\u53f7</li>\n<li>\u4eca\u5e74\u6ce8\u518c\u7684\u65b0\u8d26\u53f7\uff0c\u5b58\u6d3b\u6570\u4e2a\u6708\uff0c\u6700\u8fd1\u4e00\u4e2a\u6708\u672a\u8fdb\u884c\u4f7f\u7528\uff0c\u4e0a\u5468\u6536\u5230\u90ae\u4ef6\u88ab\u5c01\u53f7</li>\n</ol>\n<p>\u8fd9\u4e09\u4e2a\u8d26\u53f7\u90fd\u5728\u540c\u4e00\u4e2a PC \u4e0a\u4f7f\u7528\uff0c\u4f7f\u7528\u7684\u76f8\u540c\u7684\u7f51\u7edc\u51fa\u53e3</p>\n"
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    {
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        "name": "awesomePower", 
        "avatar": "https://cdn.v2ex.com/avatar/f62e/2311/606925_large.png?m=1762824974"
      }, 
      "url": "https://www.v2ex.com/t/1228586", 
      "title": "\u767e\u5ea6\u7684\u6587\u5fc3\u5927\u6a21\u578b\u6700\u8fd1\u6709\u4eba\u5728\u7528\u5417\uff0c\u73b0\u5728\u5565\u6c34\u5e73\u4e86", 
      "id": "https://www.v2ex.com/t/1228586", 
      "date_published": "2026-07-20T07:48:25+00:00", 
      "content_html": "\u5982\u9898\uff0c\u6700\u8fd1\u6709\u4eba\u8bd5\u8fc7\u8fd9\u4e2a\u6a21\u578b\u5417"
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    {
      "author": {
        "url": "https://www.v2ex.com/member/Tsing2", 
        "name": "Tsing2", 
        "avatar": "https://cdn.v2ex.com/avatar/517f/62b2/19231_large.png?m=1745375683"
      }, 
      "url": "https://www.v2ex.com/t/1228568", 
      "title": "\u6240\u4ee5\u8bf4\uff0c\u4f60\u4eec\u5bf9\u5927\u6a21\u578b\u662f\u4e00\u70b9\u9ecf\u6027\u90fd\u6ca1\u6709\u7684\uff1f", 
      "id": "https://www.v2ex.com/t/1228568", 
      "date_published": "2026-07-20T07:11:35+00:00", 
      "content_html": "<p>\u4ece DP4 \uff0c\u5230 GLM 5.2 \uff0c\u5230 K3 \uff0c\u8bf4\u6362\u5c31\u6362\uff0c\u6beb\u65e0\u7ea0\u7ed3\uff0c\u5c31\u8ddf\u6e23\u7537\u4e00\u6837\u2026\u2026\n\u90a3\uff0c\u505a\u4e86\u4e00\u534a\u7684\u4efb\u52a1\uff0c\u662f\u76f4\u63a5\u5728\u65b0\u6a21\u578b\u4e0a\u7ee7\u7eed\u4e86\uff1f</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/weixind", 
        "name": "weixind", 
        "avatar": "https://cdn.v2ex.com/avatar/83d2/802a/354938_large.png?m=1784085605"
      }, 
      "url": "https://www.v2ex.com/t/1228560", 
      "title": "/goal \u8dd1\u4e86 80(62 + 18)h \u7684\u7ed3\u679c\uff0c 18w \u884c\u4ee3\u7801\u3002200 \u591a\u4e2a commit\u3002", 
      "id": "https://www.v2ex.com/t/1228560", 
      "date_published": "2026-07-20T06:53:08+00:00", 
      "content_html": "\u5148\u611f\u8c22 codex \u6700\u8fd1\u75af\u72c2\u91cd\u7f6e\uff0c\u603b\u5171\u7528\u4e86\u5927\u6982 40 \u4ebf token \u3002<br /><br />\u9700\u6c42\u548c\u76ee\u6807\u8d77\u70b9\u5728 <a target=\"_blank\" href=\"https://github.com/erweixin/langshift.dev/tree/ai-start\" rel=\"nofollow noopener\">https://github.com/erweixin/langshift.dev/tree/ai-start</a> \u8fd9\u4e2a\u5206\u652f\u3002goal \u4e2d\u76f8\u5173\u7684\u51e0\u4e2a\u6587\u6863\u90fd\u5728\u3002<br /><br /> <a target=\"_blank\" href=\"https://i.imgur.com/8o1nlZT.png\" rel=\"nofollow noopener\" target=\"_blank\"><img src=\"https://i.imgur.com/8o1nlZT.png\" class=\"embedded_image\" rel=\"noreferrer\"></a><br /> <br /> \u8fd9\u4e2a goal \u5b8c\u6210\u7684\u4ee3\u7801\u5728 <a target=\"_blank\" href=\"https://github.com/erweixin/langshift.dev/tree/ai-generated\" rel=\"nofollow noopener\">https://github.com/erweixin/langshift.dev/tree/ai-generated</a> <br /> <br /> \u540e\u9762\u53c8\u4ee5 <a target=\"_blank\" href=\"https://github.com/erweixin/langshift.dev/commit/f82bbd377f9da999f4c514d869cb91ad582c5b43#diff-6a4ce0eef9327c0bd601bf997a617e9e18d707ce8b4cdc49e56c0189503fe4d9\" rel=\"nofollow noopener\">https://github.com/erweixin/langshift.dev/commit/f82bbd377f9da999f4c514d869cb91ad582c5b43#diff-6a4ce0eef9327c0bd601bf997a617e9e18d707ce8b4cdc49e56c0189503fe4d9</a> \u8fd9\u4e2a plan \u4e3a goal \u8dd1\u4e86 18 \u4e2a\u5c0f\u65f6\u3002<br /> <br /> \u6700\u7ec8\u5b8c\u6574\u7684\u4ee3\u7801\u5728 <a target=\"_blank\" href=\"https://github.com/erweixin/langshift.dev/tree/codex/lites-engineering-rc\" rel=\"nofollow noopener\">https://github.com/erweixin/langshift.dev/tree/codex/lites-engineering-rc</a> \u3002<br /> <br /> \u671f\u95f4\u53ea\u6709\u4e00\u6b21\u8c03\u6574\uff0c\u8ba9 AI \u8d8a\u8fc7\u5728 macOS \u5904\u7406 Firecracker \u7684\u5c1d\u8bd5\u3002\u5176\u4ed6\u90fd\u662f AI \u7684\u81ea\u4e3b\u884c\u4e3a\uff0c\u6709\u70b9\u884c\u4e3a\u827a\u672f\u4e86\u3002<br /> <br /> \u8fd9\u662f\u7b2c\u4e8c\u6b21\u4ee5 goal \u7684\u5f62\u5f0f\u8dd1\u8d85\u957f\u4efb\u52a1\u3002\u4e4b\u524d\u7684 goal \u76ee\u6807\u76f8\u5bf9\u6765\u8bf4\u66f4\u660e\u786e\uff0c\u8bbe\u8ba1\u4e86\u5b8c\u6574\u7684\u9a8c\u6536\u6d41\u7a0b\u3002\u5927\u6982 10h \u5c0f\u65f6\u5b8c\u6210\u3002<br /> <br /> \u8fd9\u6b21\u65f6\u95f4\u5927\u6982\u591a\u4e86\u5c0f\u4e00\u4e2a\u6570\u91cf\u7ea7\u3002\u800c\u4e14\u76ee\u6807\u975e\u5e38\u53d1\u6563\u3002\u6211\u4e5f\u62ff\u4e0d\u51c6\u8fd9\u4e00\u5806\u4ee3\u7801\u662f\u5426\u6709\u8ba8\u8bba\u7684\u4ef7\u503c\u3002\u5148\u5206\u4eab\u4e00\u4e0b\u5427\u3002"
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    {
      "author": {
        "url": "https://www.v2ex.com/member/tctc4869", 
        "name": "tctc4869", 
        "avatar": "https://cdn.v2ex.com/avatar/7fa8/b440/415526_large.png?m=1635391445"
      }, 
      "url": "https://www.v2ex.com/t/1228556", 
      "date_modified": "2026-07-20T06:45:15+00:00", 
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      "date_published": "2026-07-20T06:38:44+00:00", 
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      "url": "https://www.v2ex.com/t/1228548", 
      "title": "\u662f\u5426\u4e2a\u4eba\u521b\u610f\u5f00\u53d1\u8005\u7684\u5669\u68a6\u6765\u4e86\uff1f (\u5c0f)\u8d44\u672c\u53ea\u9700\u8981\u6bcf\u5929\u81ea\u52a8\u76d1\u63a7\u51e0\u5927\u4e0b\u8f7d\u7ad9\uff0c\u7528 AI \u81ea\u52a8\u590d\u523b\u70ed\u70b9\u7a0b\u5e8f\u5e76\u5927\u529b\u63a8\u5e7f\u5c31\u884c\u4e86\uff01", 
      "id": "https://www.v2ex.com/t/1228548", 
      "date_published": "2026-07-20T06:24:46+00:00", 
      "content_html": "<p>:(</p>\n"
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    {
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      "url": "https://www.v2ex.com/t/1228543", 
      "title": "\u6700\u8fd1\u5728\u505a SEO \u65b9\u9762\u7684\u63a2\u7d22\uff0c\u6709\u4e00\u4e9b\u6548\u679c\u4e0d\u8fc7\u6574\u4f53\u770b\u8d77\u6765\u589e\u957f\u7f13\u6162\uff0c\u6709\u6ca1\u6709\u5927\u4f6c\u6307\u5bfc\u6307\u5bfc\u3002", 
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      "date_published": "2026-07-20T05:57:38+00:00", 
      "content_html": "<p>\u4e3b\u8981\u7528\u4e86 claude-seo \u53bb\u505a\u4e86\u4f18\u5316\uff0c\u8fd8\u589e\u52a0\u4e86\u843d\u5730\u9875\uff0c\u6ca1\u6709\u60f3\u8c61\u4e2d\u7684\u7f8e\u597d\u3002</p>\n"
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      "url": "https://www.v2ex.com/t/1228533", 
      "title": "Claude Code \u5b50\u4ee3\u7406\u98ce\u66b4\u5927\u5bb6\u662f\u600e\u4e48\u89c4\u907f\u7684\uff1f", 
      "id": "https://www.v2ex.com/t/1228533", 
      "date_published": "2026-07-20T05:20:32+00:00", 
      "content_html": "<p>Claude Code \u53ea\u9650\u5236\u4e86\u9012\u5f52\u5b50\u4ee3\u7406\u6700\u5927\u6df1\u5ea6 5 \uff0c\u6709\u65f6\u5019\u4f1a\u62c9\u8d77\u4e0a\u767e\u4e2a\u5b50\u4ee3\u7406\uff0c\u5927\u5bb6\u662f\u600e\u4e48\u89c4\u907f\u7684\u5462\uff1f</p>\n<p><a href=\"http://CLAUDE.md\" rel=\"nofollow\">CLAUDE.md</a> \u91cc\u58f0\u660e\u4e00\u4e2a Agent Policy \u6709\u6548\u5417\uff1f</p>\n<p>\u5408\u7406\u7684\u5b50\u4ee3\u7406\u914d\u7f6e\u5404\u4f4d\u600e\u4e48\u770b\uff1f</p>\n"
    }, 
    {
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        "name": "YanSeven", 
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      }, 
      "url": "https://www.v2ex.com/t/1228525", 
      "title": "\u4f60\u89c9\u5f97 A \u5382\u5c01\u53f7\u7684\u6700\u5927\u56e0\u7d20\u662f", 
      "id": "https://www.v2ex.com/t/1228525", 
      "date_published": "2026-07-20T04:59:46+00:00", 
      "content_html": "<ol>\n<li>\n<p>ip</p>\n</li>\n<li>\n<p>\u65f6\u533a\u7b49\u7cfb\u7edf\u73af\u5883</p>\n</li>\n<li>\n<p>prompt \u8bed\u8a00</p>\n</li>\n<li>\n<p>\u7528\u6237\u4f5c\u606f</p>\n</li>\n<li>\n<p>\u7528\u91cf</p>\n</li>\n<li>\n<p>\u522b\u6323\u624e\u4e86\uff0cclaude \u5176\u5b9e\u4ec0\u4e48\u90fd\u80fd\u5206\u6790\u51fa\u6765\uff0c\u6ca1\u7528\u7684</p>\n</li>\n</ol>\n"
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    {
      "author": {
        "url": "https://www.v2ex.com/member/blackantt", 
        "name": "blackantt", 
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      }, 
      "url": "https://www.v2ex.com/t/1228519", 
      "title": "v2rayN \u91cc\u600e\u4e48\u8bbe\u7f6e\u624d\u80fd\u5728 ping0.cc \u7b49\u6d4b\u8bd5\u91cc\u901a\u8fc7 dns \u6d4b\u8bd5\uff1f", 
      "id": "https://www.v2ex.com/t/1228519", 
      "date_published": "2026-07-20T04:24:50+00:00", 
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    }, 
    {
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        "name": "xiaoxiaodong", 
        "avatar": "https://cdn.v2ex.com/avatar/d6c7/79ca/475708_large.png?m=1770610219"
      }, 
      "url": "https://www.v2ex.com/t/1228510", 
      "title": "pdd \u9996\u9875\u8fd9\u4e2a\u4e8b\u8fd9\u4e48\u706b\uff0c\u7ad9\u91cc\u6ca1\u4eba\u8ba8\u8bba\u4e0b\u5417", 
      "id": "https://www.v2ex.com/t/1228510", 
      "date_published": "2026-07-20T03:46:39+00:00", 
      "content_html": "<a target=\"_blank\" href=\"https://i.imgur.com/tCO9lWq.png\" rel=\"nofollow noopener\" target=\"_blank\"><img src=\"https://i.imgur.com/tCO9lWq.png\" class=\"embedded_image\" rel=\"noreferrer\"></a><br /><br />\u7fa4\u91cc\u53d1\u7684\u662f\u8fd9\u5f20\u56fe<br /> <a target=\"_blank\" href=\"https://i.imgur.com/mCnPq8A.jpeg\" rel=\"nofollow noopener\" target=\"_blank\"><img src=\"https://i.imgur.com/mCnPq8A.jpeg\" class=\"embedded_image\" rel=\"noreferrer\"></a>"
    }, 
    {
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      }, 
      "url": "https://www.v2ex.com/t/1228509", 
      "title": "Prompt Review \u4f1a\u53d6\u4ee3 Code Review\uff1f -- \u8bfb\u300a\u5f53\u4ee3\u7801\u4e0d\u518d\u7a00\u7f3a\uff1a\u7a0b\u5e8f\u5458\u771f\u6b63\u7a00\u7f3a\u7684\u662f\u5224\u65ad\u529b\u300b", 
      "id": "https://www.v2ex.com/t/1228509", 
      "date_published": "2026-07-20T03:43:36+00:00", 
      "content_html": "<h2>Prompt Review \u4f1a\u53d6\u4ee3 Code Review</h2>\n<p>\u5468\u672b\u770b\u5230<a href=\"https://www.v2ex.com/t/1227624\" rel=\"nofollow\">\u539f\u8d34</a> \uff0c \u4ea7\u751f\u4e86\u4e00\u4e9b\u601d\u8003\uff1a</p>\n<p>\u539f\u6587\u4e2d\u5199\u5230</p>\n<pre><code>\u5728\u5f00\u6e90\u793e\u533a\u4e2d\uff0c\u5b66\u5f92\u5236\u66f4\u591a\u4f53\u73b0\u5728 Code Review \u7684\u8fc7\u7a0b\u4e2d\u3002\u65b0\u4eba\u63d0\u4ea4\u4ee3\u7801\u5c1d\u8bd5\u89e3\u51b3\u95ee\u9898\uff0c\u7ef4\u62a4\u8005\u7ed9\u51fa\u53cd\u9988\u3002\u5728\u53cd\u590d\u6c9f\u901a\u7684\u8fc7\u7a0b\u4e2d\uff0c\u6574\u4e2a\u793e\u533a\u7684\u6280\u672f\u504f\u597d\u548c\u7ef4\u62a4\u98ce\u683c\u5f97\u4ee5\u4f20\u627f\u3002\n</code></pre>\n<p>\u8fd9\u79cd\u65b9\u5f0f\u5f53\u7136\u5f88\u6709\u4ef7\u503c\u3002</p>\n<p>\u4f46\u6211\u4e5f\u5728\u60f3\uff0c\u968f\u7740 AI \u5f00\u53d1\u8d8a\u6765\u8d8a\u666e\u53ca\uff0c\u4f20\u7edf\u7684\u300c\u5b66\u5f92\u5236\u300d\u5927\u6982\u7387\u4f1a\u88ab\u9010\u6e10\u6dd8\u6c70</p>\n<p>\u81f3\u5c11\u5728\u5546\u4e1a\u5f00\u53d1\u56e2\u961f\u91cc\uff0c\u9664\u4e86\u4ea4\u4ed8\u538b\u529b\u7684\u539f\u56e0\uff0cAI \u5f00\u53d1\u5e26\u6765\u7684\u6548\u7387\u63d0\u5347\u9010\u6e10\u6210\u4e3a\u8001\u677f\u4eec\u7684\u9884\u671f\uff0c\u4f1a\u8ba9\u5f00\u53d1\u6392\u671f\u8fdb\u4e00\u6b65\u7f29\u77ed\u3002</p>\n<p>\u6700\u7ec8\u5bfc\u81f4\u7559\u7ed9\u8d44\u6df1\u5f00\u53d1\u8005\u9010\u884c\u9605\u8bfb\u65b0\u4eba\u4ee3\u7801\u3001\u53cd\u590d\u7ed9\u51fa\u4fee\u6539\u610f\u89c1\u7684\u65f6\u95f4\u4f1a\u8d8a\u6765\u8d8a\u5c11\u3002</p>\n<p>\u4ee5\u771f\u5b9e\u4f8b\u5b50\u6765\u8bf4\uff0c\u6211\u4eec\u56e2\u961f\u56e0\u4e3a\u5927\u90e8\u5206\u4ee3\u7801\u90fd\u5df2\u7ecf\u662f\u7531 AI \u5b8c\u6210\u7f16\u5199\u548c\u6d4b\u8bd5\uff0c\u5df2\u7ecf\u5f88\u5c11\u8fdb\u884c\u4f20\u7edf\u610f\u4e49\u4e0a\u7684\u9010\u884c Code Review</p>\n<p>\u5728\u8fd9\u79cd\u5de5\u4f5c\u65b9\u5f0f\u4e0b\uff0c\u56e2\u961f\u6210\u5458\u4e4b\u95f4\u7684\u4ea4\u6d41\uff0c\u4e5f\u5f00\u59cb\u4ece\u4ee3\u7801\u53d8\u6210 AI \u4efb\u52a1\u672c\u8eab\u3002</p>\n<p>\u6211\u4eec\u5185\u90e8\u4f7f\u7528\u7684 AI \u5f00\u53d1\u5de5\u5177\u4e0a\uff0c\u9879\u76ee\u6210\u5458\u53ef\u4ee5\u770b\u5230\u5176\u4ed6\u4eba\u53d1\u8d77\u7684 AI \u4efb\u52a1\uff0c\u5305\u62ec\u63d0\u793a\u8bcd\u3001\u4e0a\u4e0b\u6587\u3001\u5b8c\u6574\u5bf9\u8bdd\u548c\u6267\u884c\u8bb0\u5f55\u3002</p>\n<p>\u4e00\u4e2a\u4efb\u52a1\u505a\u5230\u4e00\u534a\uff0c\u5176\u4ed6\u540c\u4e8b\u53ef\u4ee5\u76f4\u63a5\u63a5\u7740\u8865\u5145\uff0c\u4e0d\u9700\u8981\u91cd\u65b0\u4ece\u5934\u89e3\u91ca\u80cc\u666f\u3002</p>\n<p>\u770b\u4e00\u4e2a\u65b0\u4eba\u600e\u4e48\u5199\u63d0\u793a\u8bcd\uff0c\u4e5f\u5f88\u5bb9\u6613\u5224\u65ad\u4ed6\u662f\u5426\u771f\u6b63\u7406\u89e3\u4e86\u4e1a\u52a1\uff1a</p>\n<ul>\n<li>\u4ed6\u6709\u6ca1\u6709\u8bf4\u6e05\u695a\u4e3a\u4ec0\u4e48\u8981\u505a\u8fd9\u4e2a\u529f\u80fd\uff1f</li>\n<li>\u6709\u6ca1\u6709\u8003\u8651\u5df2\u6709\u7cfb\u7edf\u7684\u7ea6\u675f\uff1f</li>\n<li>\u6709\u6ca1\u6709\u8bbe\u8ba1\u6d4b\u8bd5\u548c\u9a8c\u6536\u6807\u51c6\uff1f</li>\n<li>\u5f53 AI 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    }
  ]
}