{
  "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/unmayx", 
        "name": "unmayx", 
        "avatar": "https://cdn.v2ex.com/avatar/fc32/f73d/661647_large.png?m=1784900452"
      }, 
      "url": "https://www.v2ex.com/t/1232836", 
      "title": "\u7ed9\u6211\u7684\u535a\u5ba2 Linux \u7ec8\u7aef\u589e\u52a0\u4e86\u6302\u8f7d\u672c\u5730\u6587\u4ef6\u7684\u529f\u80fd", 
      "id": "https://www.v2ex.com/t/1232836", 
      "date_published": "2026-08-07T17:26:41+00:00", 
      "content_html": "<p>\u95f2\u6765\u65e0\u4e8b\u53c8\u8ba9 AI \u7ed9\u6211\u7684\u535a\u5ba2 Linux \u7ec8\u7aef\u6413\u4e86\u4e00\u4e2a\u589e\u52a0\u4e86\u6302\u8f7d\u672c\u5730\u6587\u4ef6\u7684\u529f\u80fd\uff0c\u6253\u5f00\uff1a</p>\n<p><a href=\"https://mabbs.github.io/linux/\" rel=\"nofollow\">https://mabbs.github.io/linux/</a></p>\n<p>\u8f93\u5165<code>mount_host</code>\u5c31\u53ef\u4ee5\u6302\u8f7d\u4e86\u3002\uff08\u8fd9\u4e0b\u6211\u770b\u8c01\u8fd8\u6562\u4e71\u6267\u884c rm -rf / \ud83e\udd23\uff09</p>\n<p><img alt=\"\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://files.deepseeksvc.com/api/file?file_id=a4d346f0-2703-4044-ba5a-da31980360ab&amp;state=R1QaAuREuE8uwX6ENquwKM2RJWYgKE8l8M3VC7mYHXslc7Od5T27%2BYwkIvYHlU6%2Bfk7RtLWs9nsZYCHInPb9aOIY2FrGvSJ7lEWhRsCSoKCD4NrZWz9SL5V6pYRDxXMdB6bXIsgkRUsNv4UuduwQ6UhlD%2BXGkHJIGkH9euC0YmnGIEk5spTM28fR7huonovuxCIbC%2B62wYkUJJikGlc3r3qWOMU0BeU3dS9Yv5%2FAu5S40mqNkURPRSdA22AzRlU3GHc%2FIx2Xgu4BkDL4UqwIvatWvWwHiM1nIeoRCZiD8kVqfYHv%2FJ5KYXTiF%2BHjNCBGCrrivcZbEApWCDBpUhshswPy74iJ8uHFVSMDJSq83N2ai46OC0rtREDK&amp;ty=p\"/></p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/flyxl", 
        "name": "flyxl", 
        "avatar": "https://cdn.v2ex.com/gravatar/c34f52e2e30d4c5dcacf411b9a132a1d?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1232833", 
      "title": "[\u5206\u4eab\u521b\u9020] \u7ed9\u6570\u636e\u5e93\u5ba2\u6237\u7aef\u88c5\u4e0a AI\uff1a NL2SQL\u3001\u62a5\u9519\u8bca\u65ad\u3001EXPLAIN \u89e3\u8bfb\u3001\u8de8\u5e93\u5de5\u4f5c\u6d41\uff0c\u4e00\u4e2a\u4e0d\u5230 10MB \u7684\u5f00\u6e90\u5de5\u5177", 
      "id": "https://www.v2ex.com/t/1232833", 
      "date_published": "2026-08-07T16:28:09+00:00", 
      "content_html": "<p>\u65ad\u65ad\u7eed\u7eed\u5199\u4e86\u51e0\u4e2a\u6708\uff0cDataZen \u7ec8\u4e8e\u5230\u4e86 v0.0.8 \u3002\u8d77\u56e0\u5f88\u6734\u7d20\uff1a\u65e5\u5e38\u8981\u8fde PostgreSQL \u3001MySQL \uff0c\u5076\u5c14\u8fd8\u8981\u770b Redis \uff0c\u5546\u4e1a\u5ba2\u6237\u7aef\u8981\u8ba2\u9605\uff0cDBeaver \u529f\u80fd\u5168\u4f46\u542f\u52a8\u548c\u5185\u5b58\u90fd\u504f\u91cd\u3002\u4e8e\u662f\u7528 Tauri v2 + Rust + React \u81ea\u5df1\u6413\u4e86\u4e00\u4e2a\u684c\u9762\u5ba2\u6237\u7aef\uff0c\u5b89\u88c5\u5305\u4e0d\u5230 10MB \uff0cGPLv3 \u5f00\u6e90\uff0cmacOS \u548c Windows \u90fd\u652f\u6301\u3002</p>\n<p>\u4e3b\u754c\u9762\u957f\u8fd9\u6837\uff1a\u4e00\u4e2a\u7a97\u53e3\u7ba1\u7406\u6240\u6709\u8fde\u63a5\uff0cPostgreSQL / MySQL / SQLite / Redis \u6df7\u5728\u4e00\u8d77\u4e5f\u6ca1\u95ee\u9898\u3002</p>\n<p><img alt=\"DataZen \u4e3b\u754c\u9762\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://flyxl.github.io/datazen/assets/screenshots/01-main-window.png\"/></p>\n<p><strong>\ud83e\udd16 AI \u8fd9\u5757\u662f\u91cd\u5934</strong></p>\n<p>\u6700\u5e38\u7528\u7684\u662f\u81ea\u7136\u8bed\u8a00\u751f\u6210 SQL \u3002\u60f3\u4e0d\u8d77\u6765\u8868\u540d\u6216\u51fd\u6570\uff1f\u76f4\u63a5\u8bf4\u4eba\u8bdd\uff0cAI \u4f1a\u7ed3\u5408\u5f53\u524d\u5e93\u7684\u8868\u7ed3\u6784\u751f\u6210 SQL \uff0c\u6d41\u5f0f\u8f93\u51fa\uff0c\u70b9\u4e00\u4e0b\u5c31\u80fd\u6267\u884c\uff1a</p>\n<p><img alt=\"NL2SQL \u751f\u6210 SQL\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://flyxl.github.io/datazen/assets/screenshots/03-ai-nl2sql.png\"/></p>\n<p>\u5199\u9519 SQL \u4e5f\u4e0d\u7528\u518d\u53bb\u641c\u7d22\u5f15\u64ce\u4e86\u3002\u62a5\u9519\u4e4b\u540e\u70b9\u300c\u8bca\u65ad\u300d\uff0cAI \u4f1a\u544a\u8bc9\u4f60\u9519\u5728\u54ea\u3001\u4e3a\u4ec0\u4e48\u9519\uff0c\u4fee\u6b63\u540e\u7684 SQL \u4e00\u952e\u5e94\u7528\u3002\u6bd4\u5982\u6211\u628a <code>SELECT</code> \u62fc\u6210 <code>SELEC</code>\uff0cAI \u76f4\u63a5\u6307\u51fa\u5c11\u4e86\u5b57\u6bcd T\uff1a</p>\n<p><img alt=\"SQL \u9519\u8bef\u8bca\u65ad\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://flyxl.github.io/datazen/assets/screenshots/05-ai-diagnosis.png\"/></p>\n<p>\u6162\u67e5\u8be2\u600e\u4e48\u4f18\u5316\uff1f EXPLAIN \u6267\u884c\u8ba1\u5212\u53ef\u89c6\u5316\uff0c\u6811\u5f62\u5c55\u793a\u6bcf\u4e00\u6b65\u7684\u4ee3\u4ef7\uff0c\u518d\u8ba9 AI \u89e3\u8bfb\u74f6\u9888\u5728\u54ea\uff1a</p>\n<p><img alt=\"EXPLAIN \u667a\u80fd\u5206\u6790\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://flyxl.github.io/datazen/assets/screenshots/06-ai-explain.png\"/></p>\n<p><strong>\ud83d\udcca \u56fe\u8868</strong></p>\n<p>\u67e5\u8be2\u7ed3\u679c\u4e0d\u7528\u5bfc\u51fa\u5230 Excel \u4e86\u3002\u4e00\u952e\u4ece\u8868\u683c\u5207\u5230\u56fe\u8868\uff0c\u81ea\u52a8\u63a8\u65ad\u5b57\u6bb5\u7c7b\u578b\u3001\u667a\u80fd\u63a8\u8350\u56fe\u8868\u7c7b\u578b\uff0c\u6298\u7ebf\u3001\u67f1\u72b6\u3001\u997c\u56fe\u3001\u6563\u70b9\u3001\u9762\u79ef\u4e94\u79cd\uff0c\u652f\u6301\u5bfc\u51fa PNG / SVG\uff1a</p>\n<p><img alt=\"\u67e5\u8be2\u7ed3\u679c\u4e00\u952e\u6210\u56fe\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://flyxl.github.io/datazen/assets/screenshots/02-query-chart.png\"/></p>\n<p><strong>\u2699\ufe0f Workflow \u8de8\u5e93\u81ea\u52a8\u5316</strong></p>\n<p>\u8fd9\u7248\u6211\u6700\u6ee1\u610f\u7684\u529f\u80fd\uff1a\u7528 YAML \u628a\u300c\u67e5\u6570 \u2192 \u5206\u6790 \u2192 \u51b3\u7b56\u300d\u56fa\u5316\u6210\u6d41\u7a0b\uff0c\u652f\u6301\u8de8\u5e93\u6267\u884c\u3002\u6bd4\u5982\u4ece PG \u8ba2\u5355\u5e93\u67e5\u51fa\u8ba2\u5355\uff0c\u518d\u53bb MySQL \u7269\u6d41\u5e93\u8865\u7269\u6d41\u4fe1\u606f\uff1a</p>\n<p><img alt=\"\u8de8\u5e93\u5de5\u4f5c\u6d41\u6267\u884c\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://flyxl.github.io/datazen/assets/screenshots/12-workflow-crossdb.png\"/></p>\n<p>\u6bcf\u4e2a\u6b65\u9aa4\u53ef\u4ee5\u7ed1\u5b9a\u4e0d\u540c\u8fde\u63a5\uff0c\u652f\u6301\u6761\u4ef6\u5206\u652f\u3001\u5faa\u73af\u3001\u9519\u8bef\u7b56\u7565\uff08 abort / skip / fallback \uff09\uff0c\u8fd8\u80fd\u5728\u754c\u9762\u3001MCP \u6216\u8005 AI \u5bf9\u8bdd\u91cc\u76f4\u63a5\u8dd1\u3002</p>\n<p><strong>\u5176\u4ed6\u503c\u5f97\u4e00\u63d0\u7684</strong></p>\n<ul>\n<li>Redis \u4e13\u5c5e\u89c6\u56fe\uff0cString / Hash / List / Set / ZSet / Stream \u90fd\u80fd\u770b\uff1a\n<img alt=\"Redis \u89c6\u56fe\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://flyxl.github.io/datazen/assets/screenshots/15-redis.png\"/></li>\n<li>Provider \u652f\u6301 OpenAI / Anthropic / DeepSeek / \u81ea\u5b9a\u4e49\u7aef\u70b9\uff0c\u6a21\u578b\u5217\u8868\u52a8\u6001\u62c9\u53d6</li>\n<li>\u5185\u7f6e MCP Server \uff08<code>--mcp-stdio</code> \u65e0\u5934\u6a21\u5f0f\uff09\uff0c\u4e5f\u53ef\u4ee5\u4f5c\u4e3a MCP Client \u63a5\u5916\u90e8\u670d\u52a1</li>\n<li>\u8fde\u63a5\u5bc6\u7801\u8d70\u7cfb\u7edf\u94a5\u5319\u4e32\uff0cSSH \u51ed\u636e\u52a0\u5bc6\u5b58\u50a8</li>\n<li>10 \u79cd\u8bed\u8a00\u754c\u9762\uff0c\u9996\u6b21\u542f\u52a8\u81ea\u52a8\u8ddf\u968f\u7cfb\u7edf\u8bed\u8a00</li>\n</ul>\n<p>\u4e0b\u8f7d\uff1a <a href=\"https://github.com/flyxl/datazen/releases\" rel=\"nofollow\">https://github.com/flyxl/datazen/releases</a>\n\u4ed3\u5e93\uff1a <a href=\"https://github.com/flyxl/datazen\" rel=\"nofollow\">https://github.com/flyxl/datazen</a></p>\n<p>macOS \u7528\u6237\u6ce8\u610f\uff0c\u5e94\u7528\u8fd8\u6ca1\u505a\u516c\u8bc1\uff0c\u9996\u6b21\u6253\u5f00\u5982\u679c\u63d0\u793a\u300c\u5df2\u635f\u574f\u300d\uff0c\u8dd1\u4e00\u4e0b\uff1a</p>\n<pre><code>xattr -cr /Applications/DataZen.app\n</code></pre>\n<p>\u4e2a\u4eba\u5f00\u6e90\u9879\u76ee\uff0c\u529f\u80fd\u8fb9\u754c\u548c\u7a33\u5b9a\u6027\u8fd8\u6709\u4e0d\u5c11\u4e0d\u8db3\uff0c\u6b22\u8fce star \u3001\u63d0 issue \u6216\u8005\u76f4\u63a5\u4e0a\u624b\u6539\u3002\u4e0b\u4e00\u6b65\u6253\u7b97\u628a\u63d2\u4ef6\u751f\u6001\u548c\u6587\u6863\u7ad9\u5f04\u8d77\u6765\uff0c\u611f\u5174\u8da3\u7684\u53ef\u4ee5\u6765\u4ed3\u5e93\u804a\u804a\u3002</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/tcping", 
        "name": "tcping", 
        "avatar": "https://cdn.v2ex.com/avatar/3dd4/f2e4/752504_large.png?m=1786115144"
      }, 
      "url": "https://www.v2ex.com/t/1232826", 
      "date_modified": "2026-08-07T15:06:35+00:00", 
      "content_html": "\u7f51\u5740\uff1a <a target=\"_blank\" href=\"https://www.tcping.cn/\" rel=\"nofollow noopener\">https://www.tcping.cn/</a><br /><br />\u6298\u817e\u4e86\u4e00\u6bb5\u65f6\u95f4\uff0c\u81ea\u5df1\u7684 Ping \u6d4b\u8bd5\u7ad9\u7ec8\u4e8e\u4e0a\u7ebf\u4e86 \ud83c\udf89<br /><br />\u76ee\u524d\u652f\u6301\u591a\u5730\u533a\u8282\u70b9 Ping \u3001tcpig \u3001http \u6d4b\u901f\u7b49\u529f\u80fd\uff0c\u540e\u7eed\u4e5f\u4f1a\u7ee7\u7eed\u5b8c\u5584\u4e00\u4e9b\u7f51\u7edc\u76f8\u5173\u7684\u5c0f\u5de5\u5177\u3002<br /><br />\u56e0\u4e3a\u4e2a\u4eba\u7cbe\u529b\u548c\u5f00\u53d1\u7ecf\u9a8c\u6709\u9650\uff0c\u80af\u5b9a\u8fd8\u6709\u4e0d\u5c11\u4e0d\u8db3\u4e4b\u5904\uff0c\u6b22\u8fce\u5404\u4f4d\u5927\u4f6c\u5e2e\u5fd9\u4f53\u9a8c\u4e00\u4e0b\u3002\u5982\u679c\u9047\u5230 Bug \uff0c\u6216\u8005\u6709\u4ec0\u4e48\u5efa\u8bae\uff0c\u90fd\u6b22\u8fce\u7559\u8a00\u4ea4\u6d41\u3002<br /><br />\u53e6\u5916\u524d\u6bb5\u65f6\u95f4\u8282\u70b9\u906d\u9047\u4e86\u4e00\u6ce2\u6bd4\u8f83\u5927\u8303\u56f4\u7684\u653b\u51fb\uff0c\u4e3a\u4e86\u7a33\u5b9a\u6027\u548c\u5b89\u5168\u6027\u8003\u8651\uff0c\u76ee\u524d\u5927\u90e8\u5206\u6d4b\u8bd5\u8282\u70b9\u91c7\u7528\u4e86\u5bb6\u5bbd\u7ebf\u8def\uff0c\u53ef\u80fd\u548c IDC \u673a\u623f\u8282\u70b9\u5b58\u5728\u4e00\u4e9b\u5dee\u5f02\u3002<br /><br />\u5982\u679c\u6709\u505a\u5f97\u4e0d\u597d\u7684\u5730\u65b9\uff0c\u8fd8\u8bf7\u5927\u5bb6\u8f7b\u55b7 \ud83d\ude02<br /><br />\u5982\u679c\u89c9\u5f97\u8fd9\u4e2a\u5de5\u5177\u6709\u70b9\u7528\uff0c\u4e5f\u6b22\u8fce\u6536\u85cf\u3001\u5206\u4eab\u4e00\u4e0b\u3002\u611f\u8c22\u5927\u5bb6\u652f\u6301\uff01", 
      "date_published": "2026-08-07T15:06:06+00:00", 
      "title": "\u5927\u5bb6\u597d\uff0c\u6211\u4eec\u7684\u5168\u7403 Ping \u7ad9\u6700\u8fd1\u7ec8\u4e8e\u5b8c\u6210\u4e0a\u7ebf\u4e86", 
      "id": "https://www.v2ex.com/t/1232826"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/cs1707", 
        "name": "cs1707", 
        "avatar": "https://cdn.v2ex.com/avatar/a226/c158/45139_large.png?m=1786096066"
      }, 
      "url": "https://www.v2ex.com/t/1232815", 
      "title": "\u5206\u4eab\u4e00\u4e0b\u7ed9 AI Agent \u6311\u89e3\u6790\u5de5\u5177\u7684\u7ecf\u9a8c", 
      "id": "https://www.v2ex.com/t/1232815", 
      "date_published": "2026-08-07T12:33:06+00:00", 
      "content_html": "\u73b0\u5728\u7528\u5927\u6a21\u578b\u505a\u6587\u6863\u95ee\u7b54\u3001\u505a\u6458\u8981\uff0c\u5df2\u7ecf\u662f\u5f88\u591a\u4eba\u7684\u65e5\u5e38\u64cd\u4f5c\u4e86\u3002\u4f46\u662f\u8981\u505a\u6210\u80fd\u4e0a\u7ebf\u7684 Agent \u4ea7\u54c1\uff0c\u6216\u8005\u642d\u4e00\u5957\u4f01\u4e1a\u7ea7\u7684 RAG \u7cfb\u7edf\uff0c\u5c31\u4e0d\u592a\u591f\u7528\u4e86\u3002\u4e00\u662f\u751f\u4ea7\u73af\u5883\u7684\u6587\u6863\u5f80\u5f80\u6ca1\u6709\u90a3\u4e48\u7b80\u5355\uff0c\u4e8c\u662f\u5355\u7eaf\u4f7f\u7528\u5927\u6a21\u578b\u6709\u70b9\u592a\u8d35\u4e86\u3002\u6240\u4ee5\uff0c\u6211\u4e00\u822c\u4f1a\u6311\u89e3\u6790\u5de5\u5177\uff0c\u6765\u8fdb\u884c\u8f85\u52a9\u3002<br /><br />\u63a5\u4e0b\u6765\u8bb2\u8bb2\u600e\u4e48\u6311\u3002<br /><br />\u4e00\u3001\u9009\u5de5\u5177\u524d\uff0c\u5148\u770b\u6587\u6863\u548c\u4efb\u52a1<br /><br />\u505a\u6587\u6863\u89e3\u6790\uff0c\u4e0d\u662f\u53ea\u770b\u201c\u54ea\u6b3e\u5de5\u5177\u6700\u5f3a\u201d\u8fd9\u4e48\u7b80\u5355\uff0c\u800c\u8981\u5148\u770b\u770b\u624b\u91cc\u7684\u6587\u6863\u662f\u4ec0\u4e48\u6837\u7684\uff0cAgent \u8981\u62ff\u5b83\u505a\u4ec0\u4e48\uff1f<br /><br />\u751f\u4ea7\u73af\u5883\u7684\u6587\u6863\uff0c\u5927\u81f4\u6709\u4ee5\u4e0b\u51e0\u7c7b\uff1a<br /><br />- \u91d1\u878d\u6587\u6863\uff1a\u5e74\u62a5\u3001\u5b63\u62a5\u3001\u6388\u4fe1\u5907\u5fd8\u5f55\u3001\u8d37\u6b3e\u534f\u8bae\u3001\u7ed3\u6784\u5316\u878d\u8d44\u62ab\u9732\u7b49\u3002\u8868\u683c\u5bc6\u96c6\u3001\u811a\u6ce8\u590d\u6742\uff0c\u8de8\u9875\u5185\u5bb9\u5f88\u591a\u3002<br /><br />- \u79d1\u7814\u4e0e\u6280\u672f\u6587\u6863\uff1a\u591a\u680f\u8bba\u6587\u3001\u5e26\u516c\u5f0f\u548c\u56fe\u8868\u7684\u6280\u672f\u62a5\u544a\u3001\u5b9e\u9a8c\u8bb0\u5f55\u7b49\u3002\u96be\u70b9\u5728\u9605\u8bfb\u987a\u5e8f\u3001\u516c\u5f0f\u8bc6\u522b\u4ee5\u53ca\u6b63\u6587\u548c\u56fe\u8868\u4e4b\u95f4\u7684\u5f15\u7528\u5173\u7cfb\u3002<br /><br />- \u533b\u7597\u4e0e\u653f\u52a1\u6587\u6863\uff1a\u626b\u63cf\u75c5\u5386\u3001\u8868\u5355\u3001\u653f\u5e9c\u6587\u4ef6\u7b49\u3002\u4f4e\u6e05\u56fe\u7247\u3001\u624b\u5199\u5185\u5bb9\u548c\u4e0d\u7edf\u4e00\u7684\u683c\u5f0f\u6bd4\u8f83\u5e38\u89c1\u3002<br /><br />- \u4f01\u4e1a\u77e5\u8bc6\u5e93\uff1a\u5236\u5ea6\u6587\u4ef6\u3001\u6d41\u7a0b\u624b\u518c\u3001\u9879\u76ee\u62a5\u544a\u3001\u90ae\u4ef6\u548c\u4f1a\u8bae\u7eaa\u8981\u3002\u683c\u5f0f\u591a\u3001\u6765\u6e90\u6563\u3001\u66f4\u65b0\u9891\u7387\u9ad8\u3002<br /><br />- \u521b\u4f5c\u7c7b\u6587\u672c\uff1a\u5c0f\u8bf4\u3001\u4e16\u754c\u89c2\u8bbe\u5b9a\u3001\u6e38\u620f\u7b56\u5212\u6848\u7b49\u3002\u9700\u8981\u4fdd\u7559\u4eba\u7269\u3001\u5730\u70b9\u3001\u4e8b\u4ef6\u548c\u65f6\u95f4\u7ebf\u4e4b\u95f4\u7684\u5173\u7cfb\u3002<br /><br />\u7136\u540e\u662f\u770b\u770b\u4f60\u7684 Agent \u8981\u5b8c\u6210\u4ec0\u4e48\u4efb\u52a1\u3002\u4e0d\u540c\u4efb\u52a1\u5bf9\u89e3\u6790\u7ed3\u679c\u7684\u8981\u6c42\u5dee\u522b\u5f88\u5927\uff0c\u5927\u81f4\u53ef\u4ee5\u5206\u6210\u4e09\u7c7b\uff1a<br /><br />- \u68c0\u7d22\u578b\u4efb\u52a1\uff1a\u4f8b\u5982\u7814\u7a76\u52a9\u624b\u548c\u77e5\u8bc6\u5e93\u95ee\u7b54\u3002\u91cd\u70b9\u662f\u627e\u5230\u6b63\u786e\u7247\u6bb5\uff0c\u5e76\u7ed9\u51fa\u53ef\u4fe1\u7684\u51fa\u5904\u3002<br /><br />- \u51b3\u7b56\u652f\u6301\u578b\u4efb\u52a1\uff1a\u5e38\u89c1\u4e8e\u91d1\u878d\u3001\u533b\u7597\u548c\u5408\u89c4\u573a\u666f\u3002Agent \u4e0d\u4ec5\u8981\u56de\u7b54\u95ee\u9898\uff0c\u8fd8\u8981\u6839\u636e\u62bd\u53d6\u5b57\u6bb5\u548c\u4e1a\u52a1\u89c4\u5219\u4f5c\u51fa\u5224\u65ad\u3002\u8fd9\u7c7b\u4efb\u52a1\u901a\u5e38\u9700\u8981\u56fa\u5b9a\u7684\u6570\u636e\u7ed3\u6784\u3001\u5b57\u6bb5\u7f6e\u4fe1\u5ea6\u548c\u539f\u6587\u5f15\u7528\u3002<br /><br />- \u5de5\u4f5c\u6d41\u578b\u4efb\u52a1\uff1aAgent \u9700\u8981\u751f\u6210\u5de5\u5355\u3001\u66f4\u65b0\u7cfb\u7edf\u6216\u53d1\u9001\u901a\u77e5\u3002\u89e3\u6790\u7ed3\u679c\u5fc5\u987b\u7a33\u5b9a\u3001\u7ed3\u6784\u660e\u786e\uff0c\u624d\u80fd\u5b89\u5168\u5730\u4ea4\u7ed9\u4e0b\u6e38\u7cfb\u7edf\u3002<br /><br />\u5f53\u7136\uff0c\u8fd8\u8981\u8003\u8651\u51fa\u9519\u7684\u4ee3\u4ef7\u3002\u4e2a\u4eba\u77e5\u8bc6\u5e93\u6f0f\u6389\u4e00\u6bb5\u5185\u5bb9\uff0c\u4f60\u65e0\u975e\u591a\u82b1\u51e0\u5206\u949f\u6838\u5bf9\uff1b\u533b\u7597\u6216\u5408\u89c4\u6587\u4ef6\u4e2d\u8bc6\u522b\u9519\u4e86\uff0c\u5374\u53ef\u80fd\u4f1a\u5e26\u6765\u4e1a\u52a1\u3001\u5408\u89c4\u98ce\u9669\u3002\u6240\u4ee5\u4efb\u52a1\u8d8a\u91cd\u8981\uff0c\u5bf9\u53ef\u8ffd\u6eaf\u6027\u3001\u7a33\u5b9a\u6027\u548c\u4eba\u5de5\u590d\u6838\u673a\u5236\u7684\u8981\u6c42\u5c31\u8d8a\u9ad8\u3002<br /><br />\u4e8c\u3001\u5e38\u89c1\u7684\u51e0\u79cd\u6280\u672f\u8def\u7ebf<br /><br />\u76ee\u524d\u5e38\u89c1\u7684 PDF \u89e3\u6790\u65b9\u6848\u5927\u81f4\u6709\u4e94\u7c7b\uff1a<br /><br />- \u7eaf\u6587\u672c\u62bd\u53d6\uff1a\u901f\u5ea6\u5feb\u3001\u6210\u672c\u4f4e\uff0c\u9002\u5408\u6392\u7248\u89c4\u6574\u7684\u666e\u901a PDF \uff1b\u9047\u5230\u591a\u680f\u3001\u590d\u6742\u8868\u683c\u548c\u626b\u63cf\u4ef6\u65f6\u80fd\u529b\u6709\u9650\u3002<br /><br />- \u7248\u5f0f\u611f\u77e5\u89e3\u6790\uff1a\u6839\u636e\u9875\u9762\u5e03\u5c40\u6062\u590d\u6807\u9898\u3001\u6bb5\u843d\u3001\u8868\u683c\u548c\u9605\u8bfb\u987a\u5e8f\uff0c\u662f\u5904\u7406\u8d22\u62a5\u548c\u79d1\u7814\u8bba\u6587\u7684\u6838\u5fc3\u80fd\u529b\u3002<br /><br />- OCR \u4f18\u5148\uff1a\u5148\u8bc6\u522b\u56fe\u7247\u4e2d\u7684\u6587\u5b57\uff0c\u518d\u505a\u7ed3\u6784\u6062\u590d\uff0c\u4e3b\u8981\u7528\u4e8e\u626b\u63cf\u4ef6\u548c\u5386\u53f2\u6587\u6863\u3002<br /><br />- \u667a\u80fd\u62bd\u53d6\uff1a\u8ba9\u5927\u6a21\u578b\u6839\u636e\u4efb\u52a1\u52a8\u6001\u9009\u62e9\u62bd\u53d6\u7b56\u7565\uff0c\u5bf9\u590d\u6742\u8868\u683c\u6216\u591a\u6765\u6e90\u5185\u5bb9\u505a\u591a\u6b65\u5904\u7406\u3002Reducto \u7684 DeepExtract \u548c LlamaIndex \u7684\u667a\u80fd\u68c0\u7d22\u90fd\u4f53\u73b0\u4e86\u8fd9\u79cd\u65b9\u5411\u3002<br /><br />- \u6df7\u5408\u6d41\u7a0b\uff1a\u6309\u6587\u6863\u7c7b\u578b\u7ec4\u5408\u4e0d\u540c\u5de5\u5177\u3002\u4f01\u4e1a\u5b9e\u9645\u4f7f\u7528\u65f6\uff0c\u901a\u5e38\u8fd8\u4f1a\u52a0\u5165\u6e05\u6d17\u3001\u5207\u7247\u3001\u5411\u91cf\u5316\u3001\u8def\u7531\u548c\u4eba\u5de5\u5ba1\u6838\uff0c\u4e0d\u4f1a\u53ea\u4f9d\u8d56\u4e00\u4e2a\u89e3\u6790\u5668\u5b8c\u6210\u6240\u6709\u5de5\u4f5c\u3002<br /><br />\u6280\u672f\u8def\u7ebf\u6ca1\u6709\u7edd\u5bf9\u9ad8\u4e0b\u3002\u6587\u6863\u7b80\u5355\u3001\u91cf\u5927\u3001\u8981\u6c42\u4f4e\u65f6\uff0c\u8f7b\u91cf\u65b9\u6848\u5f80\u5f80\u66f4\u5212\u7b97\uff1b\u6587\u6863\u590d\u6742\u3001\u9519\u8bef\u4ee3\u4ef7\u9ad8\u65f6\uff0c\u5219\u8981\u4f18\u5148\u8003\u8651\u7ed3\u6784\u8fd8\u539f\u3001\u53ef\u8ffd\u6eaf\u6027\u548c\u4eba\u5de5\u590d\u6838\u3002<br /><br />\u4e09\u3001\u5e38\u89c1\u7684\u89e3\u6790\u5de5\u5177\u4ecb\u7ecd<br /><br /><a target=\"_blank\" href=\"https://i.imgur.com/YESyZCP.png\" rel=\"nofollow noopener\" target=\"_blank\"><img src=\"https://i.imgur.com/YESyZCP.png\" class=\"embedded_image\" rel=\"noreferrer\"></a><br /><br />\u5b83\u4eec\u5e76\u4e0d\u5b8c\u5168\u4e92\u65a5\u3002\u6bd4\u5982\uff0c\u56e2\u961f\u53ef\u4ee5\u7528 Knowhere \u5904\u7406\u590d\u6742 PDF \uff0c\u7528 LlamaIndex \u8d1f\u8d23\u7d22\u5f15\u3001\u68c0\u7d22\u548c\u5de5\u5177\u7f16\u6392\uff0c\u518d\u8ba9 MinerU \u8865\u5145\u67d0\u4e9b\u626b\u63cf\u4ef6\u3001\u591a\u8bed\u79cd\u6216\u590d\u6742\u7248\u5f0f\u3002\u8fd9\u79cd\u7ec4\u5408\u662f\u5426\u503c\u5f97\uff0c\u53d6\u51b3\u4e8e\u6587\u6863\u79cd\u7c7b\u548c\u7ef4\u62a4\u6210\u672c\u3002<br /><br />\u56db\u3001\u6309\u573a\u666f\u9009\u62e9\u5de5\u5177<br /><br />- \u79d1\u7814\u8bba\u6587\u548c\u5b66\u672f\u8d44\u6599<br /><br />\u79d1\u7814\u573a\u666f\u901a\u5e38\u4e0d\u53ea\u662f\u201c\u751f\u6210\u6458\u8981\u201d\uff0c\u8fd8\u9700\u8981\u51c6\u786e\u5b9a\u4f4d\u7ae0\u8282\u3001\u516c\u5f0f\u3001\u56fe\u8868\u548c\u5b9e\u9a8c\u7ed3\u679c\uff0c\u5e76\u4fdd\u7559\u5b83\u4eec\u4e4b\u95f4\u7684\u5f15\u7528\u5173\u7cfb\u3002<br /><br />\u5e0c\u671b\u6df1\u5ea6\u63a7\u5236\u6a21\u578b\u548c\u89e3\u6790\u6d41\u7a0b\u7684\u56e2\u961f\uff0c\u53ef\u4ee5\u8003\u8651 MinerU \uff1b\u60f3\u5feb\u901f\u642d\u5efa\u8bba\u6587\u95ee\u7b54\u548c\u68c0\u7d22\u7cfb\u7edf\uff0c\u53ef\u4ee5\u4f7f\u7528 LlamaIndex \uff1b\u65e2\u9700\u8981\u7ed3\u6784\u5316\u5207\u7247\uff0c\u53c8\u91cd\u89c6\u9875\u7801\u5f15\u7528\u548c\u7ed3\u679c\u6eaf\u6e90\u65f6\uff0c\u53ef\u4ee5\u628a Knowhere \u4f5c\u4e3a\u8bba\u6587\u89e3\u6790\u5c42\u3002<br /><br />- \u8d22\u62a5\u3001\u5e74\u62a5\u548c\u7814\u7a76\u62a5\u544a<br /><br />\u91d1\u878d\u6587\u6863\u7684\u96be\u70b9\u4e3b\u8981\u5728\u590d\u6742\u8868\u683c\u3001\u811a\u6ce8\u3001\u5355\u4f4d\u548c\u4ea4\u53c9\u5f15\u7528\u3002\u94f6\u884c\u3001\u79c1\u52df\u548c\u8d44\u4ea7\u7ba1\u7406\u673a\u6784\u5982\u679c\u5df2\u6709\u6210\u719f\u7684 AI \u57fa\u7840\u8bbe\u65bd\uff0c\u5e76\u4e14\u9700\u8981\u6279\u91cf\u5904\u7406\u548c\u5ba1\u8ba1\u80fd\u529b\uff0c\u53ef\u4ee5\u8003\u8651 Reducto \u3002\u5b83\u63d0\u4f9b\u6309\u7ed3\u6784\u62bd\u53d6\u3001\u5b57\u6bb5\u7f6e\u4fe1\u5ea6\u548c\u539f\u6587\u5f15\u7528\u7b49\u80fd\u529b\u3002<br /><br />\u5982\u679c\u91cd\u70b9\u662f\u628a\u5e74\u62a5\u548c\u7814\u7a76\u62a5\u544a\u6574\u7406\u6210\u9002\u5408\u68c0\u7d22\u7684\u7ed3\u6784\u5316\u5207\u7247\uff0cKnowhere \u53ef\u4ee5\u4f5c\u4e3a\u9ad8\u4ef7\u503c PDF \u7684\u4e13\u7528\u5904\u7406\u5c42\uff0c\u51cf\u5c11\u4e0b\u6e38\u68c0\u7d22\u4e2d\u7684\u65e0\u6548\u5185\u5bb9\u548c\u4eba\u5de5\u6838\u5bf9\u3002<br /><br />- \u533b\u7597\u3001\u653f\u52a1\u548c\u5176\u4ed6\u9ad8\u5408\u89c4\u6587\u6863<br /><br />\u8fd9\u7c7b\u6587\u6863\u5f80\u5f80\u5305\u542b\u4f4e\u6e05\u626b\u63cf\u4ef6\u3001\u624b\u5199\u5185\u5bb9\u548c\u654f\u611f\u4fe1\u606f\u3002\u90e8\u7f72\u4f4d\u7f6e\u3001\u6743\u9650\u7ba1\u7406\u4e0e\u5ba1\u6838\u6d41\u7a0b\uff0c\u901a\u5e38\u548c\u89e3\u6790\u7cbe\u5ea6\u540c\u6837\u91cd\u8981\u3002<br /><br />\u6709\u79c1\u6709\u5316\u90e8\u7f72\u8981\u6c42\u65f6\uff0c\u53ef\u4ee5\u5173\u6ce8 MinerU \u3001Knowhere \u6216\u652f\u6301\u79c1\u6709\u73af\u5883\u7684 Unstructured \u3002\u89e3\u6790\u7ed3\u679c\u8fdb\u5165\u4e1a\u52a1\u7cfb\u7edf\u524d\uff0c\u8fd8\u5e94\u8bbe\u7f6e\u7f6e\u4fe1\u5ea6\u9608\u503c\u548c\u4eba\u5de5\u590d\u6838\uff0c\u786e\u4fdd\u5ba1\u67e5\u4eba\u5458\u80fd\u76f4\u63a5\u67e5\u770b\u5b57\u6bb5\u5bf9\u5e94\u7684\u539f\u6587\u548c\u9875\u7801\u3002<br /><br />- \u4f01\u4e1a\u77e5\u8bc6\u5e93\u548c\u5185\u90e8\u641c\u7d22<br /><br />\u4f01\u4e1a\u77e5\u8bc6\u5e93\u901a\u5e38\u540c\u65f6\u5305\u542b PDF \u3001PPT \u3001\u7f51\u9875\u3001\u90ae\u4ef6\u548c\u5de5\u5355\uff0c\u4e0d\u592a\u53ef\u80fd\u7531\u4e00\u4e2a\u5de5\u5177\u5904\u7406\u6240\u6709\u95ee\u9898\u3002<br /><br />Unstructured \u9002\u5408\u8d1f\u8d23\u591a\u683c\u5f0f\u6587\u6863\u7684\u63a5\u5165\u548c\u6807\u51c6\u5316\uff1b LlamaIndex \u8d1f\u8d23\u7d22\u5f15\u3001\u68c0\u7d22\u548c\u8def\u7531\uff1b Knowhere \u53ef\u4ee5\u4e13\u95e8\u5904\u7406\u8d22\u62a5\u3001\u6280\u672f\u62a5\u544a\u7b49\u7ed3\u6784\u590d\u6742\u7684 PDF \u3002\u4e09\u8005\u5bf9\u5e94\u7684\u5206\u522b\u662f\u6570\u636e\u9884\u5904\u7406\u3001\u68c0\u7d22\u7f16\u6392\u548c\u590d\u6742\u6587\u6863\u89e3\u6790\u3002<br /><br />- \u4e2a\u4eba\u77e5\u8bc6\u5e93\u548c\u684c\u9762 Agent<br /><br />\u4e2a\u4eba\u7528\u6237\u6700\u5e38\u89c1\u7684\u9700\u6c42\uff0c\u662f\u628a\u5c0f\u8bf4\u3001\u7b14\u8bb0\u548c\u62a5\u544a\u89e3\u6790\u4e00\u6b21\uff0c\u4e4b\u540e\u6309\u9700\u68c0\u7d22\uff0c\u800c\u4e0d\u662f\u6bcf\u6b21\u5bf9\u8bdd\u90fd\u628a\u6574\u4efd PDF \u585e\u8fdb\u4e0a\u4e0b\u6587\u3002<br /><br />LlamaIndex \u9002\u5408\u642d\u5efa\u672c\u5730\u77e5\u8bc6\u52a9\u7406\uff0c\u5e76\u63a5\u5165\u6587\u4ef6\u3001\u7f51\u9875\u548c SaaS \u6570\u636e\uff1b Knowhere \u7684\u89e3\u6790 API \u548c MCP \u63a5\u53e3\uff0c\u5219\u9002\u5408\u628a\u6587\u6863\u9884\u5148\u6574\u7406\u6210\u53ef\u590d\u7528\u7684\u7ed3\u6784\u5316\u77e5\u8bc6\u3002\u9009\u62e9\u4e91\u7aef\u8fd8\u662f\u672c\u5730\u65b9\u6848\uff0c\u8981\u770b\u9690\u79c1\u8981\u6c42\u3001\u4f7f\u7528\u9891\u7387\u548c\u7ef4\u62a4\u80fd\u529b\u3002<br /><br />\u4e94\u3001\u9009\u578b\u548c\u6d4b\u8bd5<br /><br />\u8bc4\u4ef7\u4e00\u4e2a\u89e3\u6790\u5de5\u5177\u9760\u4e0d\u9760\u8c31\uff0c\u6211\u4eec\u4e00\u822c\u770b\u4ee5\u4e0b\u51e0\u4e2a\u6307\u6807\uff1a<br /><br />1. \u6587\u6863\u8fd8\u539f\u5ea6<br /><br />\u89e3\u6790\u5668\u80fd\u5426\u6b63\u786e\u8bc6\u522b\u6807\u9898\u5c42\u7ea7\u3001\u6bb5\u843d\u987a\u5e8f\u3001\u9875\u7709\u9875\u811a\u3001\u5206\u680f\u548c\u811a\u6ce8\u3002\u8fd9\u4e2a\u4f1a\u5f71\u54cd\u591a\u680f\u8bba\u6587\u548c\u590d\u6742\u8d22\u62a5\u7684\u9605\u8bfb\u3002<br /><br />2. \u8868\u683c\u548c\u516c\u5f0f\u5904\u7406<br /><br />\u884c\u5217\u3001\u8868\u5934\u3001\u5355\u4f4d\u6216\u5e01\u79cd\u7ecf\u5e38\u88ab\u62c6\u6563\u3002\u8de8\u9875\u8868\u683c\u3001\u5408\u5e76\u5355\u5143\u683c\u548c\u516c\u5f0f\uff0c\u4e5f\u662f\u62c9\u5f00\u89e3\u6790\u5de5\u5177\u5dee\u8ddd\u7684\u5730\u65b9\u3002<br /><br />3. OCR \u548c\u591a\u6a21\u6001\u80fd\u529b<br /><br />\u626b\u63cf\u4ef6\u6ca1\u6709\u53ef\u76f4\u63a5\u63d0\u53d6\u7684\u6587\u672c\uff0c\u5fc5\u987b\u4f9d\u8d56 OCR \uff1b\u590d\u6742\u56fe\u8868\u548c\u56fe\u7247\u578b\u6587\u6863\u8fd8\u9700\u8981\u89c6\u89c9\u6a21\u578b\u53c2\u4e0e\u3002MinerU \u5728\u89c6\u89c9\u6a21\u578b\u4e0e OCR \u7ed3\u5408\u65b9\u9762\u6295\u5165\u8f83\u591a\uff0c\u9002\u5408\u56fe\u7247\u578b PDF \u3001\u591a\u8bed\u79cd\u548c\u590d\u6742\u7248\u5f0f\u3002Unstructured \u5219\u628a OCR \u653e\u8fdb\u66f4\u5b8c\u6574\u7684\u6570\u636e\u9884\u5904\u7406\u6d41\u7a0b\u4e2d\u3002<br /><br />4. \u8f93\u51fa\u7ed3\u6784<br /><br />\u8f93\u51fa\u7eaf\u6587\u672c\u3001Markdown \u3001\u901a\u7528 JSON \uff0c\u8fd8\u662f\u5df2\u7ecf\u5207\u597d\u7684 RAG \u6570\u636e\uff0c\u5dee\u522b\u5f88\u5927\u3002LlamaParse \u66f4\u65b9\u4fbf\u63a5\u5165 LlamaIndex \u7684 RAG \u6d41\u7a0b\uff1b Unstructured \u8f93\u51fa\u901a\u7528\u7684\u7ed3\u6784\u5316\u6570\u636e\uff1b Knowhere \u4fa7\u91cd\u751f\u6210\u53ef\u76f4\u63a5\u7528\u4e8e RAG \u7684\u5207\u7247\u548c\u7ed3\u6784\u5316 JSON \u3002\u9009\u62e9\u65f6\u8981\u770b\u5b83\u80fd\u5426\u987a\u7545\u63a5\u5165\u73b0\u6709\u6280\u672f\u6808\uff0c\u800c\u4e0d\u662f\u53ea\u770b\u5c55\u793a\u9875\u9762\u662f\u5426\u6f02\u4eae\u3002<br /><br />5. \u53ef\u8ffd\u6eaf\u6027\u548c\u7f6e\u4fe1\u5ea6<br /><br />\u5728\u91d1\u878d\u3001\u533b\u7597\u548c\u5408\u89c4\u573a\u666f\uff0c\u7b54\u6848\u5fc5\u987b\u80fd\u56de\u5230\u539f\u6587\u3002\u9875\u7ea7\u5f15\u7528\u3001\u5b57\u6bb5\u7f6e\u4fe1\u5ea6\u548c\u4eba\u5de5\u590d\u6838\u961f\u5217\u90fd\u5f88\u91cd\u8981\u3002\u53ea\u6709\u201c\u62bd\u53d6\u7ed3\u679c\u201d\u800c\u6ca1\u6709\u6765\u6e90\u4f4d\u7f6e\uff0c\u5f88\u96be\u7528\u4e8e\u9ad8\u98ce\u9669\u4e1a\u52a1\u3002<br /><br />6. \u89c4\u6a21\u3001\u7a33\u5b9a\u6027\u548c\u6570\u636e\u6cbb\u7406<br /><br />\u6279\u91cf\u5904\u7406\u65f6\u8981\u770b\u5e76\u53d1\u80fd\u529b\u3001\u5931\u8d25\u91cd\u8bd5\u3001\u76d1\u63a7\u3001\u670d\u52a1\u7b49\u7ea7\u534f\u8bae\u4ee5\u53ca\u6743\u9650\u7ba1\u7406\u3002Reducto \u66f4\u5f3a\u8c03\u5927\u89c4\u6a21\u5904\u7406\u548c\u4f01\u4e1a\u7ea7\u670d\u52a1\uff1b Unstructured \u652f\u6301\u79c1\u6709\u4e91\u3001VPC \u548c\u88f8\u91d1\u5c5e\u90e8\u7f72\uff0c\u66f4\u9002\u5408\u91cd\u89c6\u6570\u636e\u6cbb\u7406\u548c\u6570\u636e\u4e3b\u6743\u7684\u7ec4\u7ec7\u3002<br /><br />7. \u603b\u6210\u672c<br /><br />\u4ef7\u683c\u4e0d\u80fd\u53ea\u770b\u6bcf\u9875\u591a\u5c11\u94b1\u3002Reducto \u3001LlamaParse \u548c Unstructured \u7684\u4e91\u670d\u52a1\u901a\u5e38\u6309\u7528\u91cf\u6216\u9875\u6570\u6536\u8d39\uff1b MinerU \u867d\u7136\u5f00\u6e90\uff0c\u4f46\u9700\u8981\u627f\u62c5 GPU \u3001\u5b58\u50a8\u3001\u8fd0\u7ef4\u548c\u5de5\u7a0b\u6295\u5165\uff1b Knowhere \u540c\u65f6\u63d0\u4f9b API \u548c\u672c\u5730\u90e8\u7f72\u65b9\u6848\u3002\u8fd8\u8981\u628a\u540e\u7eed\u7684 token \u6d88\u8017\u3001\u4eba\u5de5\u6821\u5bf9\u548c\u5931\u8d25\u91cd\u8dd1\u7b97\u8fdb\u53bb\uff0c\u624d\u80fd\u770b\u5230\u771f\u5b9e\u6210\u672c\u3002<br /><br />\u6700\u540e\uff0c\u6572\u5b9a\u4e86\u65b9\u5411\uff0c\u5e94\u8be5\u600e\u4e48\u6d4b\u8bd5\u5462\uff1f<br /><br />1. \u7528\u81ea\u5df1\u7684\u6587\u6863\u505a\u8bc4\u6d4b<br /><br />\u6311\u4e00\u6279\u771f\u5b9e\u6587\u6863\u7ec4\u6210\u8bc4\u6d4b\u96c6\uff0c\u5176\u4e2d\u65e2\u8981\u6709\u666e\u901a PDF \uff0c\u4e5f\u8981\u6709\u626b\u63cf\u4ef6\u3001\u591a\u680f\u8bba\u6587\u3001\u8de8\u9875\u8868\u683c\u3001\u811a\u6ce8\u5bc6\u96c6\u9875\u9762\u548c\u957f\u6587\u6863\u3002\u9488\u5bf9\u6bcf\u7c7b\u6587\u6863\uff0c\u63d0\u524d\u5b9a\u4e49\u4ec0\u4e48\u7b97\u89e3\u6790\u6210\u529f\u3001\u54ea\u4e9b\u9519\u8bef\u53ef\u4ee5\u63a5\u53d7\u3002<br /><br />\u540c\u4e00\u5957\u8bc4\u6d4b\u96c6\u65e2\u53ef\u4ee5\u6bd4\u8f83 Reducto \u3001LlamaParse \u3001Unstructured \u3001MinerU \u548c Knowhere \uff0c\u4e5f\u53ef\u4ee5\u7528\u6765\u5224\u65ad\u81ea\u5efa\u65b9\u6848\u4e0e\u6258\u7ba1 API \u7684\u5dee\u8ddd\u3002<br /><br />2. \u8bc4\u4f30\u4e0b\u6e38\u6548\u679c<br /><br />\u5b57\u6bb5\u8bc6\u522b\u51c6\u786e\u7387\u53ea\u662f\u4e00\u4e2a\u6307\u6807\uff0c\u66f4\u91cd\u8981\u7684\u662f\u89e3\u6790\u7ed3\u679c\u8fdb\u5165 RAG \u6216 Agent \u540e\u8868\u73b0\u5982\u4f55\u3002\u5efa\u8bae\u81f3\u5c11\u8bb0\u5f55\uff1a<br /><br />- \u68c0\u7d22\u547d\u4e2d\u7387\uff1b<br /><br />- \u7b54\u6848\u662f\u5426\u80fd\u8ffd\u6eaf\u5230\u539f\u6587\uff1b<br /><br />- \u6bcf\u4efd\u6587\u6863\u7684\u4eba\u5de5\u6821\u5bf9\u65f6\u95f4\uff1b<br /><br />- token \u6d88\u8017\u3001\u5ef6\u8fdf\u548c\u603b\u4f53\u6210\u672c\uff1b<br /><br />- \u5931\u8d25\u7c7b\u578b\u3001\u91cd\u8bd5\u6b21\u6570\u548c\u4fee\u590d\u6210\u672c\u3002<br /><br />\u6709\u4e9b\u5de5\u5177\u89e3\u6790\u7ed3\u679c\u770b\u4e0a\u53bb\u5f88\u6574\u9f50\uff0c\u4f46\u5207\u7247\u4e0d\u9002\u5408\u68c0\u7d22\uff1b\u6709\u4e9b\u5de5\u5177\u5355\u9875\u6210\u672c\u8f83\u9ad8\uff0c\u5374\u80fd\u660e\u663e\u51cf\u5c11\u4eba\u5de5\u6821\u5bf9\u548c\u540e\u7eed token \u6d88\u8017\u3002\u53ea\u6709\u653e\u5230\u5b8c\u6574\u6d41\u7a0b\u91cc\u6d4b\u8bd5\uff0c\u624d\u80fd\u5224\u65ad\u662f\u5426\u5212\u7b97\u3002<br /><br />3. \u51b3\u5b9a\u7528\u5355\u4e00\u5e73\u53f0\u8fd8\u662f\u7ec4\u5408\u65b9\u6848<br /><br />\u5df2\u7ecf\u6709\u6210\u719f AI \u5e73\u53f0\u3001\u6587\u6863\u91cf\u5927\u4e14\u5408\u89c4\u8981\u6c42\u9ad8\u7684\u673a\u6784\uff0c\u53ef\u4ee5\u56f4\u7ed5 Reducto \u6216 Unstructured \u5efa\u7acb\u4e3b\u6d41\u7a0b\uff0c\u518d\u7528\u4e13\u7528\u89e3\u6790\u5668\u8865\u5145\u590d\u6742\u6587\u6863\u3002<br /><br />\u4ee5\u5f00\u53d1\u8005\u4e3a\u4e3b\u3001\u573a\u666f\u53d8\u5316\u8f83\u591a\u7684\u56e2\u961f\uff0c\u53ef\u4ee5\u7528 LlamaIndex \u8d1f\u8d23 RAG \u548c Agent \u7f16\u6392\uff0c\u518d\u6309\u9700\u63a5\u5165 Knowhere \u3001MinerU \u7b49\u5de5\u5177\u3002\u4e2a\u4eba\u9879\u76ee\u5219\u4e0d\u5fc5\u4e00\u5f00\u59cb\u5c31\u642d\u590d\u6742\u67b6\u6784\uff0c\u5148\u7528\u5c11\u91cf\u771f\u5b9e\u6587\u6863\u9a8c\u8bc1\u89e3\u6790\u8d28\u91cf\u548c\u68c0\u7d22\u6548\u679c\uff0c\u518d\u51b3\u5b9a\u662f\u5426\u589e\u52a0\u7ec4\u4ef6\u3002<br /><br />\u603b\u7ed3\u4e00\u4e0b\uff0c\u9009 PDF \u89e3\u6790\u5de5\u5177\uff0c\u4e0d\u662f\u8bf4\u8981\u627e\u4e00\u4e2a\u5168\u80fd\u51a0\u519b\uff0c\u53ea\u8981\u5b83\u80fd\u6ee1\u8db3\u4f60\u7684\u4e1a\u52a1\u9700\u6c42\uff0c\u6210\u672c\u53c8\u53ef\u4ee5\u63a5\u53d7\uff0c\u90a3\u5c31 OK \u3002<br /><br />\u6211\u81ea\u5df1\u7684\u8bdd\u4e5f\u662f\u8fd9\u4e48\u64cd\u4f5c\u7684\uff0c\u9762\u5bf9\u590d\u6742 PDF \u8f83\u591a\u3001\u53c8\u5e0c\u671b\u4fdd\u7559\u9875\u7801\u5f15\u7528\u548c\u6587\u6863\u7ed3\u6784\u7684\u79d1\u7814\u573a\u666f\uff0c\u6211\u4f1a\u628a Knowhere \u4f5c\u4e3a\u524d\u7f6e\u89e3\u6790\u5c42\uff0c\u518d\u63a5\u5165\u5df2\u6709\u7684 RAG \u6216 Agent \u6846\u67b6\u3002\u5148\u7528\u771f\u5b9e\u6587\u6863\u9a8c\u8bc1\u89e3\u6790\u548c\u68c0\u7d22\u6548\u679c\uff0c\u518d\u51b3\u5b9a\u662f\u5426\u6269\u5927\u4f7f\u7528\u8303\u56f4\uff0c\u901a\u5e38\u6bd4\u4e00\u5f00\u59cb\u91cd\u6784\u6574\u5957\u7cfb\u7edf\u66f4\u7a33\u59a5\u3002<br /><br />\u628a\u8fd9\u4e00\u6b65\u505a\u597d\uff0cAgent \u624d\u80fd\u62ff\u5230\u7ed3\u6784\u6e05\u695a\u3001\u6765\u6e90\u53ef\u4fe1\u3001\u771f\u6b63\u53ef\u7528\u7684\u4e0a\u4e0b\u6587\u3002<br /><br />\u540c\u884c\u7684\u670b\u53cb\u5982\u679c\u6709\u9700\u8981\uff0c\u53ef\u4ee5\u8bd5\u8bd5\uff1a <a target=\"_blank\" href=\"https://knowhereto.ai/github?utm_source=v2ex\" rel=\"nofollow noopener\">https://knowhereto.ai/github?utm_source=v2ex</a>"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/maryshaw", 
        "name": "maryshaw", 
        "avatar": "https://cdn.v2ex.com/gravatar/a2a854e3d6290485dc95aad539b56138?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1232814", 
      "date_modified": "2026-08-07T12:32:59+00:00", 
      "content_html": "<p>\u6bcf\u5468\u4f7f\u7528\u9650\u989d\n\u5c06\u4e8e 8 \u6708 8 \u65e5 \u91cd\u7f6e\n\u5269\u4f59 4%</p>\n<p>\u4f7f\u7528\u9650\u989d\u91cd\u7f6e\n\u53ef\u7528 2 \u6b21\nFull reset\n\u5c06\u4e8e 8/12 GMT+8 05:08 \u5230\u671f\nFull reset\n\u5c06\u4e8e 8/13 GMT+8 01:37 \u5230\u671f</p>\n<p>\u8981\u600e\u4e48\u7528\u5b8c\u4ed6\u4eec\u3002\u3002</p>\n", 
      "date_published": "2026-08-07T12:27:40+00:00", 
      "title": "\u4e0b\u5468 2 \u4e2a codex \u91cd\u7f6e\u5238\u5230\u671f\u3002\u7b97\u4e86\u4e00\u4e0b\uff0c\u4e0b\u5468\u6bcf\u4e00\u5929\u90fd\u8981\u7528\u5b8c\u4e00\u5468\u7684\u989d\u5ea6\uff0c\u624d\u80fd\u5728\u6240\u6709\u7684\u91cd\u7f6e\u5238\u5230\u671f\u524d\u7528\u5b8c\u4ed6\u4eec\u3002", 
      "id": "https://www.v2ex.com/t/1232814"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/oabnew", 
        "name": "oabnew", 
        "avatar": "https://cdn.v2ex.com/avatar/803c/a7a1/434117_large.png?m=1786097942"
      }, 
      "url": "https://www.v2ex.com/t/1232802", 
      "title": "RNote \u7b14\u8bb0\u8f6f\u4ef6", 
      "id": "https://www.v2ex.com/t/1232802", 
      "date_published": "2026-08-07T10:20:19+00:00", 
      "content_html": "<p>\u7ed9\u5927\u5bb6\u63a8\u8350\u4e00\u6b3e\u81ea\u5df1\u5f00\u53d1\u7684\u7b14\u8bb0\u8f6f\u4ef6\uff0cRNote \uff0c<a href=\"https://rnote.oabnew.com/index.html\" rel=\"nofollow\">\u5b98\u7f51</a>\uff0c\u4e3b\u6253\u52a0\u5bc6\u5b58\u50a8\uff0c\u591a\u7aef\u540c\u6b65\uff08\u652f\u6301 linux \u3001windows \u3001macos \u3001\u5b89\u5353\u3001ios \uff09\uff0chtml \u3001pdf \u5bfc\u51fa\u7b49\u529f\u80fd\uff0c\u672c\u5730\u4f7f\u7528\u5b8c\u5168\u514d\u8d39\uff0c\u539f\u751f\u652f\u6301 Markdown \u3001\u5bcc\u6587\u672c\u3001\u5f3a\u5927\u56fe\u8868\u8868\u8fbe\u80fd\u529b\uff08 drawio \u3001\u624b\u5199\u677f\u3001mermaid \u7b49\u7b49\uff09\uff0c\u8986\u76d6\u65e5\u5e38\u751f\u6d3b\u3001\u5b66\u4e60\u529e\u516c\u3001\u6c47\u62a5\u6f14\u8bb2\u7b49\u7b49\u573a\u666f\uff0c\u5e0c\u671b\u5927\u5bb6\u559c\u6b22\uff0c\u4e5f\u6b22\u8fce\u5927\u5bb6\u591a\u63d0\u5efa\u8bae\u3002</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/lizhe150111", 
        "name": "lizhe150111", 
        "avatar": "https://cdn.v2ex.com/gravatar/4a322e85775200eee53b267de41dfe62?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1232797", 
      "title": "\u53d1\u5e03\u8fd9\u4e2a\u5185\u5bb9\u9700\u8981\u4f60\u5df2\u7ecf\u6ce8\u518c\u6ee1 480 \u5929", 
      "id": "https://www.v2ex.com/t/1232797", 
      "date_published": "2026-08-07T10:06:23+00:00", 
      "content_html": "\u521b\u5efa\u65b0\u56de\u590d\u8fc7\u7a0b\u4e2d\u9047\u5230\u4e00\u4e9b\u95ee\u9898\uff1a<br />\u53d1\u5e03\u8fd9\u4e2a\u5185\u5bb9\u9700\u8981\u4f60\u5df2\u7ecf\u6ce8\u518c\u6ee1 480 \u5929<br />\u600e\u4e48\u56de\u4e8b \u4e4b\u524d\u8fd8\u53ef\u4ee5\u56de\u590d\u522b\u4eba<br />\u600e\u4e48\u6700\u8fd1\u4e0d\u80fd\u56de\u590d\u4e86"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/humbass", 
        "name": "humbass", 
        "avatar": "https://cdn.v2ex.com/avatar/c043/fd31/478037_large.png?m=1785214304"
      }, 
      "url": "https://www.v2ex.com/t/1232794", 
      "title": "\u8bf7\u6559\u4e00\u4e2a\u5c0f\u7a0b\u5e8f\u652f\u4ed8\u7684\u95ee\u9898", 
      "id": "https://www.v2ex.com/t/1232794", 
      "date_published": "2026-08-07T09:55:37+00:00", 
      "content_html": "\u5728\u5c0f\u7a0b\u5e8f\u4e2d\uff0c\u7ebf\u4e0b\u8bfe\u7a0b\uff0c\u7ebf\u4e0a\u8d2d\u4e70\uff0c\u7ebf\u4e0b\u6838\u9500\uff0c\u8fd9\u79cd\u652f\u4ed8\u8981\u7533\u8bf7\u4ec0\u4e48\u7c7b\u76ee\uff1f\u6709\u6ca1\u6709\u4e86\u89e3\u7684\u670b\u53cb\u6307\u5bfc\u7684\uff0c\u4e0d\u751a\u611f\u6fc0\uff01"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/calmcabin", 
        "name": "calmcabin", 
        "avatar": "https://cdn.v2ex.com/avatar/695f/d686/438546_large.png?m=1786091882"
      }, 
      "url": "https://www.v2ex.com/t/1232772", 
      "title": "Opencode Go \u5957\u9910\u7684 DeepSeek V4 Flash \u6da8\u4ef7\u4e86\uff0c\u6ce8\u610f\u7528\u91cf", 
      "id": "https://www.v2ex.com/t/1232772", 
      "date_published": "2026-08-07T08:39:19+00:00", 
      "content_html": "<p>\u4eca\u5929\u7528\u7740\u7528\u7740\u53d1\u73b0 oepncode \u5ba2\u6237\u7aef\u4e0b\u9762 \u53d8\u6210\u4e86 2x usage \uff0c\u5404\u4f4d\u6ce8\u610f\u7528\u91cf</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/pqpo", 
        "name": "pqpo", 
        "avatar": "https://cdn.v2ex.com/avatar/4591/74fd/223837_large.png?m=1786089769"
      }, 
      "url": "https://www.v2ex.com/t/1232758", 
      "date_modified": "2026-08-07T08:08:53+00:00", 
      "content_html": "<p>\u6700\u8fd1\u628a\u81ea\u5df1\u505a\u7684\u9879\u76ee <strong>Pragma</strong> \u6b63\u5f0f\u516c\u5f00\u4e86\uff0c\u4f60\u89c9\u5f97\u6709\u610f\u601d\u6216\u8005\u5bf9\u4f60\u6709\u5e2e\u52a9\u7684\u8bdd\u6c42\u4e2a star \uff0c\u6709\u5174\u8da3\u7684\u4e5f\u6b22\u8fce\u63d0\u4ea4 pr\uff1a</p>\n<p><a href=\"https://github.com/pqpo/pragma\" rel=\"nofollow\">https://github.com/pqpo/pragma</a></p>\n<p>Pragma \u4e0d\u662f\u60f3\u518d\u505a\u4e00\u4e2a Claude Code \u6216 Codex \uff0c\u800c\u662f\u60f3\u89e3\u51b3\u4e00\u4e2a\u6211\u5728\u957f\u671f\u4f7f\u7528 AI Agent \u65f6\u8d8a\u6765\u8d8a\u660e\u663e\u7684\u95ee\u9898\uff1a</p>\n<p><strong>\u4e0d\u540c Agent \u5f88\u5f3a\uff0c\u4f46\u5de5\u4f5c\u65b9\u5f0f\u3001\u4e0a\u4e0b\u6587\u548c\u7ecf\u9a8c\u90fd\u88ab\u56f0\u5728\u5404\u81ea\u7684 Session \u91cc\u3002</strong></p>\n<p>\u6bd4\u5982\u4e00\u4e2a\u5f00\u53d1\u4efb\u52a1\u53ef\u80fd\u662f\uff1a</p>\n<pre><code class=\"language-text\">Claude Code \u505a\u9700\u6c42\u5206\u6790\n        \u2193\nCodex \u505a\u6280\u672f\u65b9\u6848\n        \u2193\nCodex \u5b9e\u73b0\u4ee3\u7801\n        \u2193\nClaude Code \u505a\u72ec\u7acb Review\n</code></pre>\n<p>\u6bcf\u4e00\u6b65\u53ef\u4ee5\u4f7f\u7528\u4e0d\u540c\u7684\u6a21\u578b\u3001\u4e0d\u540c\u7684 Harness \u3002</p>\n<p>\u771f\u6b63\u9ebb\u70e6\u7684\u4e0d\u662f\u600e\u4e48\u8c03\u7528\u5b83\u4eec\uff0c\u800c\u662f\uff1a</p>\n<p><strong>\u524d\u4e00\u4e2a Agent \u5b66\u5230\u7684\u4e1c\u897f\uff0c\u600e\u4e48\u8ba9\u540e\u4e00\u4e2a Agent \u7ee7\u7eed\u5229\u7528\uff1f</strong></p>\n<h2>\u4e0d\u8fc1\u79fb Session \uff0c\u800c\u662f\u8fc1\u79fb\u5de5\u4f5c\u8bed\u4e49</h2>\n<p>\u4e00\u5f00\u59cb\u5f88\u81ea\u7136\u4f1a\u60f3\u5230\uff1a\u80fd\u4e0d\u80fd\u628a Claude Code \u7684 Session \u76f4\u63a5\u4ea4\u7ed9 Codex \uff1f</p>\n<p>\u4f46\u4e0d\u540c Harness \u6709\u5b8c\u5168\u4e0d\u540c\u7684 Session \u3001Message \u3001Tool Call \u3001Compaction \u7b49\u5185\u90e8\u673a\u5236\uff0c\u800c\u4e14\u771f\u6b63\u6709\u4ef7\u503c\u7684\u901a\u5e38\u4e5f\u4e0d\u662f\u5b8c\u6574\u7684\u804a\u5929\u8bb0\u5f55\u3002</p>\n<p>\u6bd4\u5982\u4e00\u6b21\u4efb\u52a1\u4e2d\u53d1\u73b0\uff1a</p>\n<pre><code class=\"language-text\">\u8fd9\u4e2a\u9879\u76ee\u4e0d\u80fd\u4f7f\u7528 UUID \uff0c\n\u56e0\u4e3a\u5386\u53f2\u6570\u636e\u548c\u63a5\u53e3\u90fd\u4f9d\u8d56 ULID \u3002\n</code></pre>\n<p>\u771f\u6b63\u503c\u5f97\u7559\u4e0b\u7684\u662f\u8fd9\u4e2a<strong>\u4e8b\u5b9e</strong>\u3002</p>\n<p>\u6216\u8005\u4e00\u6b21\u6392\u969c\u8fc7\u7a0b\uff1a</p>\n<pre><code class=\"language-text\">\u4fee\u6539\u65b9\u6848\n\u2192 \u6d4b\u8bd5\u5931\u8d25\n\u2192 \u627e\u5230\u5386\u53f2\u517c\u5bb9\u903b\u8f91\n\u2192 \u8c03\u6574\u5b9e\u73b0\n\u2192 \u6700\u7ec8\u901a\u8fc7\n</code></pre>\n<p>\u503c\u5f97\u7559\u4e0b\u7684\u662f\u8fd9\u6b21<strong>\u7ecf\u9a8c</strong>\uff0c\u800c\u4e0d\u662f\u51e0\u5341\u8f6e\u804a\u5929\u8bb0\u5f55\u3002</p>\n<p>\u6240\u4ee5 Pragma \u7684\u6838\u5fc3\u601d\u8def\u662f\uff1a</p>\n<blockquote>\n<p><strong>\u4e0d\u8fc1\u79fb Session \uff0c\u800c\u662f\u8fc1\u79fb\u5de5\u4f5c\u8bed\u4e49\u3002</strong></p>\n</blockquote>\n<h2>\u6240\u6709 Harness \u8fdb\u5165\u540c\u4e00\u6761 Memory Pipeline</h2>\n<p>Pragma \u4f1a\u628a Claude Code \u3001Codex \u3001PI \u7b49\u4e0d\u540c Runtime \u7684\u6267\u884c\u8fc7\u7a0b\u5f52\u4e00\u5316\uff0c\u6700\u7ec8\u8fdb\u5165\u7edf\u4e00\u7684 Memory Pipeline\uff1a</p>\n<pre><code class=\"language-text\">Claude Code / Codex / PI\n          \u2193\n      Execution\n          \u2193\n       Evidence\n          \u2193\n        Memory\n</code></pre>\n<p>Memory \u76ee\u524d\u4e3b\u8981\u5206\u6210\u4e24\u7c7b\uff1a</p>\n<p><strong>Episodic Memory</strong></p>\n<p>\u8bb0\u5f55\u300c\u4ee5\u524d\u53d1\u751f\u8fc7\u4ec0\u4e48\u300d\uff0c\u4f8b\u5982\u4e00\u6b21\u4efb\u52a1\u7684\u76ee\u6807\u3001\u5c1d\u8bd5\u3001\u5931\u8d25\u3001\u6062\u590d\u548c\u6700\u7ec8\u7ed3\u679c\u3002</p>\n<p><strong>Semantic Memory</strong></p>\n<p>\u8bb0\u5f55\u300c\u73b0\u5728\u8ba4\u4e3a\u54ea\u4e9b\u4e8b\u60c5\u662f\u771f\u7684\u300d\uff0c\u4f8b\u5982\u9879\u76ee\u7ea6\u675f\u3001\u7528\u6237\u504f\u597d\u548c\u7a33\u5b9a\u4e8b\u5b9e\u3002</p>\n<p>\u6240\u4ee5\u6700\u7ec8\u4e0d\u4f1a\u5b58\u5728\uff1a</p>\n<pre><code class=\"language-text\">Claude Code Memory\nCodex Memory\n</code></pre>\n<p>\u800c\u53ea\u6709\uff1a</p>\n<pre><code class=\"language-text\">Pragma Memory\n</code></pre>\n<p>\u4e0b\u4e00\u6b21\u65e0\u8bba\u6362\u6210 Codex \u3001Claude Code \uff0c\u8fd8\u662f\u672a\u6765\u5176\u4ed6 Harness \uff0c\u90fd\u53ef\u4ee5\u7ee7\u7eed\u5229\u7528\u8fd9\u4e9b\u7ecf\u9a8c\u3002</p>\n<h2>Context \u548c Memory \u662f\u4e24\u56de\u4e8b</h2>\n<p>\u8fd9\u4e2a\u8fb9\u754c\u6211\u89c9\u5f97\u4e5f\u5f88\u91cd\u8981\u3002</p>\n<p>\u521a\u521a\u751f\u6210\u7684\uff1a</p>\n<pre><code class=\"language-text\">requirements.md\narchitecture.md\nreview findings\nTODO\n</code></pre>\n<p>\u5c5e\u4e8e\u5f53\u524d\u4efb\u52a1\u7684 <strong>Context</strong>\uff0c\u5e94\u8be5\u76f4\u63a5\u5728 Agent \u4e4b\u95f4\u6d41\u52a8\u3002</p>\n<p>\u800c\uff1a</p>\n<pre><code class=\"language-text\">\u8fd9\u4e2a\u9879\u76ee\u8fc7\u53bb\u8e29\u8fc7\u4ec0\u4e48\u5751\n\u7528\u6237\u957f\u671f\u6709\u4ec0\u4e48\u504f\u597d\n\u4ec0\u4e48\u65b9\u6848\u4ee5\u524d\u5931\u8d25\u8fc7\n\u6709\u54ea\u4e9b\u7a33\u5b9a\u7ea6\u675f\n</code></pre>\n<p>\u624d\u66f4\u9002\u5408\u8fdb\u5165 <strong>Memory</strong>\u3002</p>\n<p>\u6211\u73b0\u5728\u4f1a\u7b80\u5355\u7406\u89e3\u6210\uff1a</p>\n<blockquote>\n<p><strong>Context \u662f\u8fd9\u6b21\u5de5\u4f5c\u6b63\u5728\u77e5\u9053\u4ec0\u4e48\u3002</strong></p>\n<p><strong>Memory \u662f\u8fc7\u53bb\u7684\u5de5\u4f5c\u6709\u4ec0\u4e48\u503c\u5f97\u7ee7\u7eed\u77e5\u9053\u3002</strong></p>\n</blockquote>\n<h2>\u6700\u540e</h2>\n<p>Pragma \u60f3\u505a\u7684\u4e8b\u60c5\u5176\u5b9e\u53ef\u4ee5\u6d53\u7f29\u6210\u4e00\u53e5\u8bdd\uff1a</p>\n<blockquote>\n<p><strong>\u8ba9 AI \u7684\u5de5\u4f5c\u65b9\u5f0f\u548c\u7ecf\u9a8c\u8131\u79bb\u67d0\u4e2a\u5177\u4f53 Agent \uff0c\u53d8\u6210\u53ef\u4ee5\u6301\u7eed\u79ef\u7d2f\u3001\u590d\u7528\u548c\u8fc1\u79fb\u7684\u8d44\u4ea7\u3002</strong></p>\n</blockquote>\n<p>\u6a21\u578b\u548c Agent Harness \u4f1a\u4e0d\u65ad\u53d8\u5316\u3002</p>\n<p>\u4eca\u5929\u662f Claude Code \u3001Codex \uff0c\u660e\u5929\u4e00\u5b9a\u8fd8\u4f1a\u6709\u66f4\u597d\u7684\u5de5\u5177\u3002</p>\n<p>\u4f46\u5982\u679c\u6bcf\u6362\u4e00\u4e2a\u5de5\u5177\uff0c\u6211\u4eec\u79ef\u7d2f\u7684\u7ecf\u9a8c\u5c31\u91cd\u65b0\u5f52\u96f6\uff0c\u90a3\u5176\u5b9e\u5f88\u53ef\u60dc\u3002</p>\n<p>\u6240\u4ee5\u6211\u66f4\u5e0c\u671b\u6700\u7ec8\u7559\u4e0b\u6765\u7684\u4e0d\u662f\u67d0\u4e00\u4e2a Agent \uff0c\u800c\u662f\uff1a</p>\n<pre><code class=\"language-text\">Workflow\n+ Context\n+ Memory\n+ Evaluation\n</code></pre>\n<p>\u9879\u76ee\u76ee\u524d\u8fd8\u5728\u6bd4\u8f83\u65e9\u671f\uff0c\u6b22\u8fce\u8ba8\u8bba\u8fd9\u79cd\u8de8 Harness \u7684 Context / Memory \u8bbe\u8ba1\u3002</p>\n<p>GitHub\uff1a</p>\n<p><a href=\"https://github.com/pqpo/pragma\" rel=\"nofollow\">https://github.com/pqpo/pragma</a></p>\n", 
      "date_published": "2026-08-07T08:07:30+00:00", 
      "title": "[\u9879\u76ee\u5206\u4eab] Pragma\uff1a\u5c1d\u8bd5\u89e3\u51b3\u4e0d\u540c Agent Harness \u4e4b\u95f4\u7684\u8bb0\u5fc6\u65ad\u88c2", 
      "id": "https://www.v2ex.com/t/1232758"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/hsuchifeng9", 
        "name": "hsuchifeng9", 
        "avatar": "https://cdn.v2ex.com/gravatar/10301f287768fdb45359b1691653a715?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1232751", 
      "title": "\u505a\u4e86\u4e2a CLI:\u628a\u56e2\u961f\u7684 AI \u7f16\u7a0b\u89c4\u5219/\u6280\u80fd\u4e00\u952e\u540c\u6b65\u5230 Claude Code\u3001Cursor\u3001Codex", 
      "id": "https://www.v2ex.com/t/1232751", 
      "date_published": "2026-08-07T07:43:44+00:00", 
      "content_html": "<p>\u6211\u4eec\u56e2\u961f\u5341\u51e0\u53f7\u4eba,\u90fd\u5728\u7528 AI \u5199\u4ee3\u7801,\u4f46\u5de5\u5177\u5f88\u6742:\u6709\u4eba Claude Code,\u6709\u4eba Cursor,\u6709\u4eba Codex \u3002\u7528\u7684\u8fc7\u7a0b\u4e2d\u53d1\u73b0\u4e00\u4e2a\u5f88\u70e6\u7684\u95ee\u9898\u2014\u2014</p>\n<p><strong>\u6bcf\u4e2a\u4eba\u7684 AI \u914d\u7f6e\u4e0d\u4e00\u81f4,\u800c\u4e14\u5404\u6539\u5404\u7684\u3002</strong></p>\n<ul>\n<li>\u8001\u540c\u4e8b\u672c\u5730\u6512\u4e86\u4e00\u5957 <a href=\"http://CLAUDE.md\" rel=\"nofollow\">CLAUDE.md</a> \u3001\u81ea\u5b9a\u4e49 skills \u3001\u4e00\u5806\u73af\u5883\u53d8\u91cf\u548c\"\u6211\u4eec\u8fd9\u513f\u7684\u89c4\u77e9\";\u65b0\u4eba\u7684 AI \u57fa\u672c\u662f\u53f0\u7a7a\u767d\u51fa\u5382\u8f66\u3002</li>\n<li>\u540c\u4e00\u4e2a\u5751,AI \u4f1a\u5e26\u7740\u6bcf\u4e2a\u4eba\u518d\u8e29\u4e00\u904d:A \u82b1\u4e24\u5c0f\u65f6\u641e\u6e05\u695a\u67d0\u6761\u5185\u90e8\u94fe\u8def\u600e\u4e48\u914d,\u4e00\u5468\u540e B \u95ee\u51e0\u4e4e\u4e00\u6837\u7684\u95ee\u9898,\u53c8\u82b1\u4e24\u5c0f\u65f6\u3002</li>\n<li>\u5c31\u7b97\u628a rules \u3001skills \u4e22\u8fdb\u4e00\u4e2a\u5171\u4eab Git \u4ed3,\u4e5f\u53ea\u89e3\u51b3\u4e86\"\u6709\u6ca1\u6709\u6e90\"\u2014\u2014<strong>\u5408\u5e76\u4e4b\u540e\u6ca1\u4eba\u8bb0\u5f97 pull,pull \u4e86\u4e5f\u4e0d\u77e5\u9053\u8be5\u62f7\u5230\u54ea\u4e2a\u5de5\u5177\u7684\u54ea\u4e2a\u76ee\u5f55\u3002</strong></li>\n</ul>\n<p>\u6240\u4ee5\u6211\u505a\u4e86\u4e2a CLI,\u601d\u8def\u5f88\u7b80\u5355:<strong>\u628a\u56e2\u961f\u7684 skills / rules / docs / \u73af\u5883\u53d8\u91cf / hooks / MCP \u914d\u7f6e\u653e\u5728\u4e00\u4e2a Git \u4ed3\u91cc,\u8bc4\u5ba1\u5408\u5e76\u540e,\u81ea\u52a8\u540c\u6b65\u8fdb\u6bcf\u4e2a\u4eba\u672c\u5730\u7684 AI \u5de5\u5177\u3002</strong></p>\n<pre><code>teamai push  \u2192 \u81ea\u52a8\u5f00\u5206\u652f + \u5efa MR \u2192 Reviewer \u8bc4\u5ba1\u5408\u5e76\n                                        \u2193\n             \u4f1a\u8bdd\u542f\u52a8\u65f6 SessionStart hook \u81ea\u52a8 teamai pull \u2192 \u5199\u8fdb\u5404\u5de5\u5177\u76ee\u5f55\n</code></pre>\n<p>\u51e0\u4e2a\u6211\u81ea\u5df1\u89c9\u5f97\u8fd8\u7b97\u6709\u7528\u7684\u70b9:</p>\n<ul>\n<li><strong>\u591a\u5de5\u5177\u4e00\u4efd\u7ef4\u62a4</strong>:skills \u4f1a\u5206\u522b\u5199\u8fdb <code>~/.claude/skills/</code>\u3001<code>~/.cursor/skills/</code>\u3001<code>~/.codex/skills/</code>\u2026\u2026\u4e0d\u7528\u5728\u6bcf\u4e2a\u5de5\u5177\u91cc\u5404\u62f7\u4e00\u5957\u3002</li>\n<li><strong>\u73af\u5883\u53d8\u91cf\u5f53\u4e00\u7b49\u516c\u6c11</strong>:\u6d4b\u8bd5\u73af\u5883\u5730\u5740\u3001\u8bbf\u95ee\u51ed\u8bc1\u8fd9\u7c7b\u914d\u7f6e\u80fd\u968f pull \u6ce8\u5165 shell \u3002\u5f88\u591a\"\u65b0\u4eba\u8fde\u4e0d\u4e0a\u6d4b\u8bd5\u73af\u5883\"\u5176\u5b9e\u4e0d\u662f\u77e5\u8bc6\u95ee\u9898,\u662f\u914d\u7f6e\u6ca1\u5230\u4f4d\u3002</li>\n<li><strong>\u4e0d\u7ed5\u8fc7\u8bc4\u5ba1</strong>:push \u9ed8\u8ba4\u5f00 MR,\u5fc5\u987b\u8fc7\u4eba\u3002\u81ea\u52a8\u7684\u662f\"\u540c\u6b65\"\u548c\"\u6ce8\u5165\",\u4e0d\u662f\"\u5199\u5165\"\u2014\u2014\u5199\u4ec0\u4e48\u4f9d\u7136\u7531\u4eba\u628a\u5173\u3002</li>\n<li><strong>\u7ecf\u9a8c\u6c89\u6dc0</strong>:\u4f1a\u8bdd\u7ed3\u675f\u65f6\u5982\u679c\u68c0\u6d4b\u5230\"\u6469\u64e6\u4fe1\u53f7\"(\u4f60\u6253\u65ad/\u7ea0\u6b63\u4e86 AI \u3001\u62d2\u4e86\u5de5\u5177\u8c03\u7528\u3001\u6a21\u578b\u53cd\u590d\u91cd\u8bd5),\u4f1a\u63d0\u793a\u4f60\u628a\u8fd9\u6b21\u8e29\u7684\u5751\u603b\u7ed3\u6210\u4e00\u7bc7 learning \u63a8\u7ed9\u56e2\u961f,\u4e4b\u540e\u522b\u4eba\u80fd\u68c0\u7d22\u5230\u3002</li>\n</ul>\n<p>\u5f00\u6e90\u3001MIT \u3001\u8fd8\u5728\u8fed\u4ee3:</p>\n<pre><code class=\"language-bash\">npm install -g teamai-cli\n# \u5355\u4eba\u7528\u4e5f\u884c,\u4e0d\u7528\u5148\u5efa\u4ed3,init \u4f1a\u68c0\u67e5\u5e76\u81ea\u52a8\u521b\u5efa\nteamai init --repo https://github.com/yourorg/yourrepo\n</code></pre>\n"
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      }, 
      "url": "https://www.v2ex.com/t/1232743", 
      "title": "\u539f\u6765 Claude \u89e3\u5c01\u8fd8\u4f1a\u9001 10 \u5200\u989d\u5ea6", 
      "id": "https://www.v2ex.com/t/1232743", 
      "date_published": "2026-08-07T07:34:41+00:00", 
      "content_html": "\u6709\u603b\u6bd4\u6ca1\u6709\u5f3a<br /><br /><a target=\"_blank\" href=\"https://i.imgur.com/NC9zHRH.png\" rel=\"nofollow noopener\" target=\"_blank\"><img src=\"https://i.imgur.com/NC9zHRH.png\" class=\"embedded_image\" rel=\"noreferrer\"></a>"
    }, 
    {
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        "url": "https://www.v2ex.com/member/edgeedge", 
        "name": "edgeedge", 
        "avatar": "https://cdn.v2ex.com/avatar/1ac9/be13/420212_large.png?m=1786001011"
      }, 
      "url": "https://www.v2ex.com/t/1232732", 
      "title": "AI Coding \u8fd8\u770b\u6e90\u4ee3\u7801\u5417\uff1f\u8981\u662f\u4e0d\u770b\uff0c\u4f1a\u5bb3\u6015\u8840\u5d29\u5417\uff1f", 
      "id": "https://www.v2ex.com/t/1232732", 
      "date_published": "2026-08-07T07:23:53+00:00", 
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      "url": "https://www.v2ex.com/t/1232730", 
      "title": "\u7ed9\u5927\u5bb6\u63a8\u8350\u4e00\u4e2a\u8d5a\u94b1\u7684\u601d\u8def \u6211\u81ea\u5df1\u53d1\u73b0\u7684", 
      "id": "https://www.v2ex.com/t/1232730", 
      "date_published": "2026-08-07T07:20:52+00:00", 
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      "author": {
        "url": "https://www.v2ex.com/member/T1ght", 
        "name": "T1ght", 
        "avatar": "https://cdn.v2ex.com/avatar/270b/eae0/799763_large.png?m=1775732092"
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      "url": "https://www.v2ex.com/t/1232718", 
      "title": "\u9ed1\u5ba2\u677e\u521d\u6b65", 
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      "title": "ChatGPT \u8fd9\u6b21\u771f\u8981\u89e3\u7981\u6210\u4eba\u5185\u5bb9\u4e86\uff1f", 
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      "url": "https://www.v2ex.com/t/1232681", 
      "title": "\u4e3a\u4e86\u8ba9\u5973\u670b\u53cb\u5b66 AI\uff0c\u7ed9\u5979\u4e70\u4e86 MacBook Pro\uff0c\u5f00\u4e86\u6bcf\u6708 200 \u5200\u7684 GPT\uff0c\u5979\u5374\u8bf4\u6211\u4e00\u76f4\u5728\u538b\u8feb\u5979 ... \u540e\u7eed", 
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      "id": "https://www.v2ex.com/t/1232651", 
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\u91cc\u9010\u9879\u53ef\u7f16\u8f91\u3001\u53ef\u4ee5\u7a33\u5b9a\u4fee\u6539\u7684\u4f53\u9a8c\u3002\u4e8e\u662f\u5c31\u5f00\u59cb\u6298\u817e\u3002</p>\n<ul>\n<li>\u5f00\u6e90\u9879\u76ee\uff0c\u53ef\u6cdb\u7528\uff0c\u9ad8\u81ea\u5b9a\u4e49\u6027\uff0c\u4e14\u4e0d\u7ed1\u5b9a\u5546\u4e1a\u4ea7\u54c1\u3002</li>\n<li>\u6700\u7ec8\u4ea7\u7269\u65f6 <code>.pptx</code> \u6587\u4ef6\u3002\u867d\u7136 html/css \u80fd\u591f\u5236\u4f5c\u66f4\u52a0\u7cbe\u826f\u7684\u89c6\u89c9\u6548\u679c\uff0c\u4f46\u662f\u5e76\u4e0d\u662f\u6240\u6709\u573a\u5408\u90fd\u53ef\u4ea4\u4ed8\uff0c\u7279\u522b\u662f\u4f20\u7edf\u884c\u4e1a\u3002</li>\n<li>\u53ef\u4ee5\u6301\u7eed\u96c6\u6210\uff0c\u53ef\u4ee5\u7248\u672c\u7ba1\u7406\u3002</li>\n<li>\u89c6\u89c9\u8bbe\u8ba1\u57fa\u4e8e\u8bbe\u8ba1\u65b9\u6cd5\u548c\u7406\u5ff5\uff0c\u800c\u4e0d\u662f\u5957\u6a21\u7248\u3002\uff08\u6211\u4e5f\u641e\u4e0d\u6765\u90a3\u4e48\u591a\u6a21\u7248\uff09</li>\n</ul>\n<h2>\u4ece PptxGenJS \u5230 JSX</h2>\n<p>\u6211\u6700\u65e9\u8d70\u7684\u662f\u6700\u76f4\u63a5\u7684\u8def\u7ebf\uff1a\u8ba9 Agent \u5199 PptxGenJS \u3002</p>\n<p>\u5982\u679c\u5199\u8fc7 Python \uff0c\u53ef\u4ee5\u628a PptxGenJS \u7406\u89e3\u6210 JS/TS \u751f\u6001\u91cc\u7c7b\u4f3c <code>python-pptx</code> \u7684\u5e93\uff1a\u7528\u4ee3\u7801\u751f\u6210 <code>.pptx</code>\uff0c\u6587\u5b57\u3001\u5f62\u72b6\u3001\u56fe\u7247\u3001\u8868\u683c\u3001\u56fe\u8868\u548c\u5907\u6ce8\u90fd\u8fd8\u662f PowerPoint \u91cc\u7684\u539f\u751f\u5bf9\u8c61\uff0c\u53ef\u4ee5\u7ee7\u7eed\u7f16\u8f91\u3002</p>\n<p>\u76f4\u63a5\u5199\u4e00\u5806 <code>slide.addText()</code>\u3001<code>slide.addShape()</code> \u5f53\u7136\u80fd\u505a\uff0c\u4f46\u4ee3\u7801\u6bd4\u8f83\u547d\u4ee4\u5f0f\uff0c\u91cd\u590d\u5185\u5bb9\u591a\uff0c\u9875\u9762\u4e4b\u95f4\u4e5f\u4e0d\u592a\u597d\u590d\u7528\u3002\u5750\u6807\u3001\u6837\u5f0f\u548c\u56fe\u8868\u90fd\u5806\u5728\u4e00\u8d77\u540e\uff0c\u7ef4\u62a4\u6210\u672c\u4f1a\u6162\u6162\u4e0a\u6765\u3002</p>\n<p>\u540e\u6765\u6211\u770b\u5230\u4e86 Artifact Kit \u7684 <a href=\"https://github.com/artifact-kit/pptxgenjs-jsx\" rel=\"nofollow\"><code>pptxgenjs-jsx</code></a>\u3002\u7528 JSX \u63cf\u8ff0\u9875\u9762\u7ed3\u6784\u987a\u624b\u5f88\u591a\uff1aPPT \u672c\u6765\u5c31\u662f\u9875\u9762\u3001\u6587\u5b57\u3001\u56fe\u7247\u548c\u56fe\u5f62\u7ec4\u6210\u7684 jsx \u6811\uff0c\u7ec4\u4ef6\u5316\u80fd\u628a\u91cd\u590d\u7684\u89c6\u89c9\u5143\u7d20\u62bd\u8c61\uff0c\u4e5f\u6bd4\u8f83\u7b26\u5408 Coding Agent \u7684\u5de5\u4f5c\u65b9\u5f0f\u3002</p>\n<p>\u5b9e\u9645\u62ff\u6765\u505a\u5b8c\u6574 PPT \u540e\uff0c\u6211\u8fd8\u9700\u8981 async component \u3001\u6309\u9875\u61d2\u52a0\u8f7d\u3001\u7528 Group \u7ec4\u7ec7\u548c\u590d\u7528\u5143\u7d20\u3001\u901a\u8fc7 Context Hooks \u83b7\u53d6\u8fd0\u884c\u65f6\u4e0a\u4e0b\u6587\uff0c\u4ee5\u53ca\u66f4\u9002\u5408\u5f53\u524d\u5de5\u4f5c\u6d41\u7684\u6821\u9a8c\u80fd\u529b\u3002\u8fd9\u4e9b\u9700\u6c42\u7275\u6d89 JSX runtime \u672c\u8eab\u7684\u6267\u884c\u548c\u89e3\u6790\u65b9\u5f0f\uff0c\u4e0d\u592a\u9002\u5408\u5728\u539f\u5305\u5916\u9762\u8865\u51e0\u4e2a\u7ec4\u4ef6\u5c31\u5b8c\u6210\uff0c\u6240\u4ee5\u6211\u53e6\u8d77\u4e86 <code>@zythum02/pptxgenjsx</code>\u3002</p>\n<p>\u8fd9\u6837\u4e00\u6765\uff0c\u9875\u9762\u751f\u6210\u65f6\u53ef\u4ee5\u5f02\u6b65\u51c6\u5907\u6570\u636e\u6216\u7d20\u6750\uff0c\u9875\u9762\u53ef\u4ee5\u6309\u6587\u4ef6\u62c6\u5f00\u52a0\u8f7d\uff0c\u4e00\u7ec4\u5143\u7d20\u53ef\u4ee5\u57fa\u4e8e\u76f8\u5bf9\u5750\u6807\u590d\u7528\uff0c\u7ec4\u4ef6\u5185\u4e5f\u80fd\u77e5\u9053\u5f53\u524d\u9875\u7801\u548c\u753b\u5e03\u5c3a\u5bf8\u3002</p>\n<h2>Runtime \u4ee5\u5916\uff1a\u5de5\u5177\u548c\u65b9\u6cd5</h2>\n<p>\u540e\u6765\u53d1\u73b0\uff0c\u80fd\u628a PPT \u5199\u51fa\u6765\uff0c\u548c\u80fd\u7a33\u5b9a\u5730\u505a\u51fa\u4e00\u5957\u53ef\u7528\u7684 PPT \uff0c\u662f\u4e24\u56de\u4e8b\u3002</p>\n<p>\u6240\u4ee5 <code>pptxgen-ts-starter</code> \u8fd8\u6709\u4e24\u5757\u4e1c\u897f\uff1a\u5de5\u7a0b\u5de5\u5177\u548c\u8bbe\u8ba1\u65b9\u6cd5\u3002</p>\n<h3>\u5de5\u7a0b\u5de5\u5177</h3>\n<p>starter \u63d0\u4f9b\u4e86\u4e00\u4e2a\u8f7b\u91cf\u7684 Web \u5f00\u53d1/\u9884\u89c8\u73af\u5883\uff0c\u7528\u6765\u5199 TSX \u3001\u770b\u751f\u6210\u7ed3\u679c\u548c\u5bfc\u51fa PPTX \uff0c\u6bd4\u5728 PowerPoint \u91cc\u53cd\u590d\u62d6\u5143\u7d20\u8f7b\u4e00\u4e9b\u3002</p>\n<p>\u53e6\u5916\u653e\u4e86\u51e0\u4e2a\u5c0f\u5de5\u5177\uff1a</p>\n<ul>\n<li>**<code>estimate-text.ts</code>**\uff1aAI \u5f88\u96be\u51c6\u786e\u7b97\u51fa\u201c\u8fd9\u6bb5\u5b57\u5728\u8fd9\u4e2a\u5b57\u4f53\u3001\u5b57\u53f7\u548c\u5bbd\u5ea6\u4e0b\u5230\u5e95\u4f1a\u5360\u51e0\u884c\u201d\u3002\u4e2d\u6587\u8fd8\u6709\u9010\u5b57\u6362\u884c\u3001\u884c\u9996\u884c\u5c3e\u7981\u5219\u3001emoji \u548c fallback font \u3002\u8fd9\u4e2a\u5de5\u5177\u5148\u6d4b\u6587\u5b57\u9ad8\u5ea6\uff0c\u518d\u51b3\u5b9a\u6587\u672c\u6846\u9ad8\u5ea6\uff0c\u76ee\u7684\u662f\u51cf\u5c11\u6587\u5b57\u6ea2\u51fa\u3001\u622a\u65ad\u548c\u5185\u5bb9\u78b0\u649e\u3002</li>\n<li>**<code>image-tool.ts</code>**\uff1a\u68c0\u67e5\u56fe\u7247\u5c3a\u5bf8\u548c\u6bd4\u4f8b\uff0c\u5fc5\u8981\u65f6\u88c1\u5207\u6216\u7f29\u653e\uff0c\u907f\u514d\u56fe\u7247\u5728 PPT \u91cc\u88ab\u62c9\u53d8\u5f62\u3002</li>\n<li>**<code>color-tool.ts</code>**\uff1a\u4ece\u4e3b\u8272\u6d3e\u751f\u6d45\u8272\u3001\u6df1\u8272\u548c\u7070\u9636\uff0c\u68c0\u67e5\u524d\u666f/\u80cc\u666f\u5bf9\u6bd4\u5ea6\uff0c\u518d\u628a\u7ed3\u679c\u5199\u56de\u7edf\u4e00\u7684 design token \u3002\u8fd9\u6837\u989c\u8272\u4e0d\u662f\u4e34\u65f6\u51ed\u611f\u89c9\u51d1\uff0c\u800c\u662f\u6709\u4e00\u5957\u53ef\u590d\u7528\u7684\u4f9d\u636e\u3002</li>\n</ul>\n<p>\u8fd9\u4e00\u5c42\u89e3\u51b3\u7684\u662f\uff1a<strong>\u5199\u5b8c\u540e\u600e\u4e48\u66f4\u5feb\u5730\u751f\u6210\u3001\u67e5\u770b\u548c\u68c0\u67e5\u3002</strong></p>\n<h3>\u8bbe\u8ba1\u65b9\u6cd5</h3>\n<p>\u5de5\u5177\u53ea\u80fd\u4fdd\u8bc1\u80fd\u751f\u6210\uff0c\u4e0d\u80fd\u4fdd\u8bc1\u597d\u7528\u3002</p>\n<p>\u53c2\u8003\u4e86:</p>\n<ul>\n<li>Guizang PPT Skill <a href=\"https://github.com/op7418/guizang-ppt-skill\" rel=\"nofollow\">https://github.com/op7418/guizang-ppt-skill</a></li>\n<li>ppt-master <a href=\"https://github.com/hugohe3/ppt-master\" rel=\"nofollow\">https://github.com/hugohe3/ppt-master</a></li>\n</ul>\n<p>\u6211\u73b0\u5728\u628a\u505a\u4e00\u5957 PPT \u7684\u8fc7\u7a0b\u62c6\u6210\uff1a</p>\n<pre><code class=\"language-text\">\u660e\u786e brief\n  \u2192 \u51b3\u5b9a\u662f\u5426\u8981\u8c03\u7814\n  \u2192 \u6574\u7406 research\n  \u2192 \u786e\u8ba4 outline\n  \u2192 \u5b9a\u8bbe\u8ba1 spec\n  \u2192 \u9010\u9875\u7ec4\u5408\u5185\u5bb9\u548c\u89c6\u89c9\n  \u2192 QA\n</code></pre>\n<p>\u6bcf\u4e2a\u9879\u76ee\u4f1a\u6709\u4e00\u4e2a <code>.deck/</code> \u76ee\u5f55\uff1a</p>\n<ul>\n<li><code><a href=\"http://brief.md\" rel=\"nofollow\">brief.md</a></code>\uff1a\u542c\u4f17\u662f\u8c01\u3001\u62ff\u6765\u5e72\u4ec0\u4e48\u3001\u8bb2\u591a\u4e45\u3001\u6709\u4ec0\u4e48\u9650\u5236\uff1b</li>\n<li><code><a href=\"http://research.md\" rel=\"nofollow\">research.md</a></code>\uff1a\u54ea\u4e9b\u662f\u6709\u6765\u6e90\u7684\u4e8b\u5b9e\uff0c\u54ea\u4e9b\u662f\u7528\u6237\u6750\u6599\uff0c\u54ea\u4e9b\u8fd8\u8981\u786e\u8ba4\uff1b</li>\n<li><code><a href=\"http://outline.md\" rel=\"nofollow\">outline.md</a></code>\uff1a\u6bcf\u4e00\u9875\u8d1f\u8d23\u8bb2\u4ec0\u4e48\uff0c\u524d\u540e\u600e\u4e48\u4e32\u8d77\u6765\uff1b</li>\n<li><code><a href=\"http://spec.md\" rel=\"nofollow\">spec.md</a></code>\uff1a\u989c\u8272\u3001\u5b57\u4f53\u3001\u5e03\u5c40\u3001\u5bc6\u5ea6\u3001\u56fe\u7247\u548c\u56fe\u8868\u600e\u4e48\u5904\u7406\u3002</li>\n</ul>\n<p>\u4ee3\u7801\u91cc\u518d\u7528 <code>token</code> \u7ba1\u989c\u8272\u548c\u5b57\u53f7\uff0c\u7528 <code>components</code> \u63d0\u53d6\u516c\u5171\u7ec4\u4ef6\u3002\u8fd9\u6837 Agent \u4e0d\u81f3\u4e8e\u6bcf\u9875\u4e34\u65f6\u53d1\u660e\u4e00\u5957\u6837\u5f0f\u3002</p>\n<p>\u6b64\u5916\u8fd8\u6709\u4e00\u4e2a design Skill \uff0c\u91cc\u9762\u653e\u6a21\u677f\u3001\u914d\u8272\u3001\u6392\u7248\u3001\u9875\u9762\u5bc6\u5ea6\u3001\u53d9\u4e8b\u7ed3\u6784\u548c QA \u89c4\u5219\u3002</p>\n<p>\u73b0\u5728\u8fd9\u5957\u4e1c\u897f\u53ef\u4ee5\u5206\u6210\u4e09\u5c42\uff1a</p>\n<ul>\n<li><code>pptxgenjsx</code>\uff1a<strong>\u80fd\u4e0d\u80fd\u8868\u8fbe</strong>\uff1b</li>\n<li>scripts \u548c\u9884\u89c8\u73af\u5883\uff1a<strong>\u80fd\u4e0d\u80fd\u751f\u6210\u3001\u770b\u7ed3\u679c\u3001\u67e5\u95ee\u9898</strong>\uff1b</li>\n<li>design Skill \u548c <code>.deck/</code>\uff1a<strong>\u8be5\u600e\u4e48\u505a\uff0c\u624d\u4e0d\u5bb9\u6613\u505a\u6210\u4e00\u5957\u80fd\u6253\u5f00\u4f46\u4e0d\u597d\u7528\u7684 PPT</strong>\u3002</li>\n</ul>\n<h2>\u73b0\u5728\u600e\u4e48\u7528</h2>\n<p>\u5927\u81f4\u94fe\u8def\u662f\uff1a</p>\n<pre><code class=\"language-text\">brief / research / outline / design spec\n                    \u2193\n          Coding Agent \u7f16\u5199 TSX\n                    \u2193\n             pptxgenjsx runtime\n                    \u2193\n                 PptxGenJS\n                    \u2193\n        \u539f\u751f\u3001\u53ef\u4ee5\u7ee7\u7eed\u7f16\u8f91\u7684 .pptx\n</code></pre>\n<p>\u6700\u7b80\u5355\u7684\u542f\u52a8\u65b9\u5f0f\uff1a</p>\n<pre><code class=\"language-bash\">npx tiged zythum/pptxgen-ts-starter my-presentation\ncd my-presentation\nnpm install\nnpm run dev\n</code></pre>\n<p>\u8fd0\u884c\u540e\u4f1a\u6253\u5f00\u6d4f\u89c8\u5668\uff0c\u4e5f\u53ef\u4ee5\u624b\u52a8\u8bbf\u95ee <code>http://localhost:5173</code>\u3002</p>\n<p>\u63a5\u7740\u628a\u4ed3\u5e93\u4ea4\u7ed9\u5e38\u7528\u7684 Coding Agent \uff0c\u544a\u8bc9\u5b83\u4e3b\u9898\u3001\u542c\u4f17\u3001\u7528\u9014\u3001\u9875\u6570\u3001\u5df2\u6709\u6750\u6599\u548c\u89c6\u89c9\u65b9\u5411\u3002\u4f8b\u5982\uff1a</p>\n<pre><code class=\"language-text\">\u8bf7\u57fa\u4e8e\u5f53\u524d\u9879\u76ee\u505a\u4e00\u4efd 10 \u9875\u5de6\u53f3\u7684 PPT \u3002\n\u4e3b\u9898\u662f\u2026\u2026\uff0c\u542c\u4f17\u662f\u2026\u2026\uff0c\u7528\u4e8e\u2026\u2026\u3002\n</code></pre>\n<p>\u9879\u76ee\u672c\u8eab\u6ca1\u6709\u5185\u7f6e LLM \uff0cAI \u80fd\u529b\u6765\u81ea\u7528\u6237\u81ea\u5df1\u7684 Agent \uff0c\u53ea\u8981\u6298\u817e\u8fc7\u4e00\u4e9b\u57fa\u7840\u7684 ai \u5de5\u5177\uff0c\u5e94\u8be5\u90fd\u80fd\u7528\u5f97\u4e0a\u3002</p>\n<h2>\u5b83\u662f / \u5b83\u4e0d\u662f</h2>\n<p>\u5b83\u662f\uff1a\u4e00\u4e2a\u628a PPT \u653e\u8fdb\u4ee3\u7801\u3001\u6570\u636e\u548c\u81ea\u52a8\u5316\u6d41\u7a0b\u91cc\u7684 starter \u3002\u6700\u7ec8\u4ea4\u4ed8\u662f\u539f\u751f\u53ef\u7f16\u8f91 PPTX \uff1b\u4ee3\u7801\u3001\u6570\u636e\u3001\u8bbe\u8ba1 token \u548c\u7ec4\u4ef6\u90fd\u5728\u9879\u76ee\u91cc\uff0c\u53ef\u4ee5\u63a5 API \u3001\u6570\u636e\u5e93\u3001CI \u6216\u5b9a\u65f6\u4efb\u52a1\u3002</p>\n<p>\u5b83\u4e0d\u662f\uff1a\u4e00\u7ad9\u5f0f AI PPT \u4ea7\u54c1\uff0c\u4e0d\u662f\u5728\u7ebf\u534f\u4f5c\u7f16\u8f91\u5668\uff0c\u4e5f\u4e0d\u662f Gamma \u3001Canva \u3001Copilot \u6216 Presenton \u7684\u66ff\u4ee3\u54c1\u3002\u5b83\u9700\u8981 Node.js \u3001Coding Agent \u548c\u4e00\u70b9\u4ee3\u7801\u80fd\u529b\uff1b PPT \u4ecd\u7136\u662f\u56fa\u5b9a\u753b\u5e03\uff0c\u5f88\u591a\u5e03\u5c40\u6700\u540e\u8fd8\u662f\u7edd\u5bf9\u5750\u6807\u3002</p>\n<h2>\u6709\u51e0\u4ef6\u4e8b\u6211\u8fd8\u6ca1\u89e3\u51b3\uff0c\u60f3\u542c\u542c\u5927\u5bb6\u5efa\u8bae</h2>\n<h3>1. \u7cfb\u7edf\u5b57\u4f53\u548c\u5b89\u5168\u5b57\u4f53</h3>\n<p>PPTX \u5bf9\u5185\u7f6e\u5b57\u4f53\u7684\u652f\u6301\u6709\u9650\uff0c\u5b9e\u9645\u7ecf\u5e38\u8981\u4f9d\u8d56\u7cfb\u7edf\u5b57\u4f53\u3002\u4f46\u4e0d\u540c\u7cfb\u7edf\u4e0a\u7684\u5b57\u4f53\u5dee\u5f02\u5f88\u5927\uff1a<code>estimate-text.ts</code> \u53ef\u4ee5\u5728\u5f53\u524d\u73af\u5883\u628a\u9ad8\u5ea6\u7b97\u5f97\u6bd4\u8f83\u51c6\uff0c\u6362\u4e00\u53f0\u7535\u8111\u540e\u4ecd\u7136\u53ef\u80fd\u6709\u51fa\u5165\u3002</p>\n<p>\u73b0\u5728\u53ea\u80fd\u901a\u8fc7\u9009\u62e9\u66f4\u7a33\u7684\u5b57\u4f53\u3001\u9884\u7559 buffer \u6765\u964d\u4f4e\u98ce\u9669\u3002\u5927\u5bb6\u6709\u6ca1\u6709\u66f4\u53ef\u9760\u7684\u8de8\u5e73\u53f0\u5b57\u4f53\u7b56\u7565\uff1f</p>\n<h3>2. \u56fe\u7247\u548c\u80cc\u666f\u600e\u4e48\u878d\u5408</h3>\n<p>\u4ece\u56fe\u5e93\u627e\u56fe\u5230\u56fe\u7247\u751f\u6210\uff0cAI \u5f80\u5f80\u80fd\u7406\u89e3\u201c\u56fe\u91cc\u5e94\u8be5\u6709\u4ec0\u4e48\u201d\uff0c\u4f46\u4e0d\u592a\u64c5\u957f\u8ba9\u56fe\u7247\u3001\u6587\u5b57\u548c\u80cc\u666f\u771f\u6b63\u878d\u6210\u4e00\u9875\u3002\u56fe\u7247\u53ef\u80fd\u8fd8\u4e0d ai \u7528 pptx \u4e2d\u7684\u5f62\u72b6\uff08\u77e9\u5f62\u5706\u5f62\u7b49\uff09\u642d\u51fa\u6765\u7684\u62bd\u8c61\u5f62\u72b6\u597d\u770b\u3002</p>\n<h3>3. PptxGenJS \u7684\u6301\u7eed\u7ef4\u62a4\u95ee\u9898</h3>\n<p>\u76ee\u524d\u5bf9\u4e8e PptxGenJS \u9047\u5230\u4e00\u4e9b\u95ee\u9898</p>\n<ul>\n<li>\u56fe\u8868\u7684 bug <a href=\"https://github.com/gitbrent/PptxGenJS/pull/1327\" rel=\"nofollow\">https://github.com/gitbrent/PptxGenJS/pull/1327</a></li>\n<li>\u6e10\u53d8\u8272\u7684\u652f\u6301 <a href=\"https://github.com/gitbrent/PptxGenJS/pull/1470\" rel=\"nofollow\">https://github.com/gitbrent/PptxGenJS/pull/1470</a></li>\n</ul>\n<p>\u4f46\u662f\u8fd9\u4e2a\u4e1c\u897f\u5df2\u7ecf\u4e00\u5e74\u6ca1\u6709 commit \u4e86\uff0c\u4f30\u8ba1\u7ef4\u62a4\u9065\u9065\u65e0\u671f\u3002\n\u56fe\u8868\u7684 bug \uff0c\u6211 hack \u7684\u65b9\u5f0f\u901a\u8fc7\u4fee\u6539 ooxml \u7684\u65b9\u5f0f\u89e3\u51b3\u4e86\u3002\u5982\u679c\u540e\u7eed bug \u4ee5\u53ca feature \u4e5f\u9700\u8981\u7ee7\u7eed\u6539 ooxml \u90a3\u5c31\u5f88\u96be\u53d7\u4e86\u3002</p>\n<h2>\u7b80\u5355\u6848\u4f8b</h2>\n<p>\u4e0b\u9762\u7ed9\u4e00\u4e9b\u7b80\u5355\u6848\u4f8b, \u4f7f\u7528\u7684\u662f deepseek-v4-flash \u3002</p>\n<pre><code class=\"language-text\">\u8bf7\u57fa\u4e8e https://github.com/zythum/pptxgen-ts-starter \u521b\u5efa\u4e00\u4e2a PPT \u9879\u76ee\uff0c\u4e3b\u9898\u662f\u201c\u4ecb\u7ecd Kimi K3 \u6a21\u578b\u201d\u3002\u8bf7\u81ea\u884c\u67e5\u627e\u5e76\u6838\u5b9e\u516c\u5f00\u8d44\u6599\uff0c\u91c7\u7528\u5c0f\u7ea2\u4e66\u98ce\u683c\uff0c\u5236\u4f5c 5 \u9875\u5de6\u53f3\u7684\u5185\u5bb9\u3002\u8bf7\u6807\u6ce8\u91cd\u8981\u4fe1\u606f\u7684\u6765\u6e90\uff0c\u4e0d\u8981\u7f16\u9020\u672a\u7ecf\u9a8c\u8bc1\u7684\u4e8b\u5b9e\u3002\n</code></pre>\n<p><img alt=\"\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://i.v2ex.co/rgcqSa6N.jpeg\"/></p>\n<pre><code class=\"language-text\">\u8bf7\u57fa\u4e8e https://github.com/zythum/pptxgen-ts-starter \u521b\u5efa\u4e00\u4e2a PPT \u4f5c\u4e3a\u4e2d\u5b66\u8bed\u6587\u8bfe\u4ef6\u3002\u4e3b\u9898\u4e3a\u201c\u300a\u6c5f\u96ea\u300b\u53e4\u8bd7\u89e3\u6790\u201d\uff0c\u91c7\u7528\u6c34\u58a8\u98ce\u683c\uff0c\u65f6\u957f\u5927\u6982 20 \u5206\u949f\u3002\u8bf7\u7ed3\u5408\u8bfe\u6587\u5185\u5bb9\u8bbe\u8ba1\u6559\u5b66\u7ed3\u6784\u3001\u8bb2\u89e3\u91cd\u70b9\u548c\u8bfe\u5802\u4e92\u52a8\u3002\n</code></pre>\n<p><img alt=\"\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://i.v2ex.co/5cv2UE1m.jpeg\"/></p>\n<ul>\n<li><a href=\"https://github.com/zythum/pptxgen-ts-starter\" rel=\"nofollow\"><code>pptxgen-ts-starter</code></a>\uff1a <a href=\"https://github.com/zythum/pptxgen-ts-starter\" rel=\"nofollow\">https://github.com/zythum/pptxgen-ts-starter</a></li>\n<li><a href=\"https://github.com/zythum/pptxgenjsx\" rel=\"nofollow\"><code>@zythum02/pptxgenjsx</code></a>\uff1a <a href=\"https://github.com/zythum/pptxgenjsx\" rel=\"nofollow\">https://github.com/zythum/pptxgenjsx</a></li>\n</ul>\n", 
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      "id": "https://www.v2ex.com/t/1232600", 
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        "url": "https://www.v2ex.com/member/bingkunzhao", 
        "name": "bingkunzhao", 
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      "url": "https://www.v2ex.com/t/1232579", 
      "title": "\u5927\u6a21\u578b API \u6210\u672c\u53c2\u8003\u5de5\u5177", 
      "id": "https://www.v2ex.com/t/1232579", 
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      "content_html": "\u6211\u505a\u4e86\u4e00\u4e2a\u5927\u6a21\u578b API \u6210\u672c\u53c2\u8003\u5de5\u5177\uff0c\u7528\u6765\u6bd4\u8f83\u5b98\u65b9\u4f9b\u5e94\u5546 API \u548c OpenRouter \u7684\u4ef7\u683c\u3002\u8fd9\u4e2a\u9879\u76ee\u91cd\u70b9\u89e3\u51b3\u7684\u662f\u4e0d\u8981\u628a\u4e24\u7c7b\u6e20\u9053\u6df7\u6210\u4e00\u4e2a\u6570\u5b57\uff1a\u9875\u9762\u5206\u522b\u5c55\u793a\u4e0d\u540c\u6e20\u9053\u7684\u4ef7\u683c\u3001\u6765\u6e90\u548c\u9a8c\u8bc1\u65f6\u95f4\uff0c\u5e76\u53ef\u4ee5\u6309\u8f93\u5165\u548c\u8f93\u51fa Token \u4f30\u7b97\u5b9e\u9645\u5de5\u4f5c\u8d1f\u8f7d\u6210\u672c\u3002<br /><br />\u5982\u679c\u4f60\u6b63\u5728\u4e3a\u771f\u5b9e\u9879\u76ee\u6bd4\u8f83\u6a21\u578b\uff0c\u53ef\u4ee5\u5148\u770b [LLM API \u4ef7\u683c\u6307\u5357]( <a target=\"_blank\" href=\"https://llmapiprices.com/pricing/)\u3002\u6b63\u5f0f\u4f7f\u7528\u524d\u4ecd\u5efa\u8bae\u4ee5\u4f9b\u5e94\u5546\u6700\u65b0\u6587\u6863\u4e3a\u51c6\uff0c\u5e76\u53e6\u5916\u786e\u8ba4\u901f\u7387\u9650\u5236\u3001\u5ef6\u8fdf\u3001\u4e0a\u4e0b\u6587\u548c\u6570\u636e\u653f\u7b56\u3002\" rel=\"nofollow noopener\">https://llmapiprices.com/pricing/)\u3002\u6b63\u5f0f\u4f7f\u7528\u524d\u4ecd\u5efa\u8bae\u4ee5\u4f9b\u5e94\u5546\u6700\u65b0\u6587\u6863\u4e3a\u51c6\uff0c\u5e76\u53e6\u5916\u786e\u8ba4\u901f\u7387\u9650\u5236\u3001\u5ef6\u8fdf\u3001\u4e0a\u4e0b\u6587\u548c\u6570\u636e\u653f\u7b56\u3002</a>"
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        "url": "https://www.v2ex.com/member/edgeedge", 
        "name": "edgeedge", 
        "avatar": "https://cdn.v2ex.com/avatar/1ac9/be13/420212_large.png?m=1786001011"
      }, 
      "url": "https://www.v2ex.com/t/1232578", 
      "title": "\u6211\u521a\u521a\u9a82\u4e86 codex\uff0c\u7136\u540e\u611f\u89c9\uff0c\u5b83\u5f00\u59cb\u6545\u610f\u7ed9\u6211\u51fa\u5c94\u5b50", 
      "id": "https://www.v2ex.com/t/1232578", 
      "date_published": "2026-08-06T14:20:05+00:00", 
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        "url": "https://www.v2ex.com/member/szboy", 
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      "url": "https://www.v2ex.com/t/1232563", 
      "title": "\u5927\u5bb6\u5e73\u65f6\u90fd\u4ece\u54ea\u4e9b\u6e20\u9053\u83b7\u53d6\u6700\u65b0\u7684 AI \u8d44\u8baf\u548c\u52a8\u6001\uff1f", 
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      "id": "https://www.v2ex.com/t/1232429", 
      "date_published": "2026-08-06T03:42:34+00:00", 
      "content_html": "<ul>\n<li>\u524d\u4e9b\u5929\u83f2\u5c14\u5179\u5956\u4e00\u987f\u706b\u70ed\uff0c\u90fd\u5728\u5173\u6ce8 AI \u8f85\u52a9\u6570\u5b66\u7814\u7a76\u3002</li>\n<li>\u6211\u770b\u5230 C++ 20 \u7684\u8bed\u6cd5\uff0c\u5c31\u89c9\u5f97\u633a\u7ea0\u7ed3\u7684\u3002</li>\n</ul>\n<pre><code class=\"language-cpp\">template &lt;typename T&gt;\n  requires requires (T x) { x + x; } // `requires` \u540c\u65f6\u4f7f\u7528\u5728 concept \u7684\u5b9a\u4e49\u548c\u4f7f\u7528\u4e0a\nT add(T a, T b) {\n  return a + b;\n}\n</code></pre>\n<ul>\n<li>\u5c31\u662f\u8fd9\u4e2a <code>requires requires</code> \u5c31\u5f88\u602a\u5f02\u3002</li>\n<li>\u5047\u5982\u8ba9 ai \u6765\u53c2\u4e0e\u8bbe\u8ba1\u8bed\u8a00\uff0c\u5e94\u8be5\u4f1a\u5f88\u5389\u5bb3\u5427\u3002</li>\n</ul>\n"
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        "name": "luis1180", 
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      }, 
      "url": "https://www.v2ex.com/t/1232424", 
      "title": "vibe coding \u65f6\uff0c\u600e\u4e48\u8bbe\u8ba1\u51fa\u81ea\u5df1\u6ee1\u610f\u7684\u524d\u7aef UI\uff1f", 
      "id": "https://www.v2ex.com/t/1232424", 
      "date_published": "2026-08-06T03:27:37+00:00", 
      "content_html": "\u6211\u73b0\u5728\u8bbe\u8ba1\u524d\u7aef\uff0c\u90fd\u662f\u627e\u5230\u81ea\u5df1\u559c\u6b22\u7684\u76ee\u6807\u7f51\u7ad9/app \u53c2\u8003\u8bbe\u8ba1\uff0c\u5982\u679c\u6ca1\u6709\u73b0\u6210\u7684\u7f51\u7ad9\u6216\u8005 app \u53ef\u4ee5\u53c2\u8003\uff0c\u5c31\u53bb\u5c0f\u7ea2\u4e66\u4e0a\u770b\u522b\u4eba\u5206\u4eab\u7684\u8bbe\u8ba1\u56fe;\u7136\u540e\u8ba9\u5927\u6a21\u578b\u53c2\u8003\u7740\u53bb\u5b9e\u73b0\uff0c\u5f53\u7136\u4e86\u5927\u6a21\u578b\u53ea\u80fd\u5b9e\u73b0\u4e2a\u5927\u6982\uff0c\u5f88\u591a\u7ec6\u8282\u8fd8\u662f\u9700\u8981\u81ea\u5df1\u4e00\u70b9\u70b9\u53bb\u6253\u78e8\uff08\u5f53\u7136\u4e86\u8fd8\u662f vibe coding \u6253\u78e8\uff09\u3002<br />    \u4f46\u662f\u603b\u6709\u4e00\u4e9b\u9875\u9762\u662f\u81ea\u5df1\u4ece\u6765\u6ca1\u89c1\u8fc7\u7c7b\u4f3c\u7684\u8bbe\u8ba1\uff0c\u6ca1\u6709\u53ef\u53c2\u8003\u7684\uff0c\u8fd9\u79cd\u76f4\u63a5 vide coding \u51fa\u6765\u7684\u5f88\u53ef\u80fd\u4e0d\u6ee1\u610f\uff0c\u53ef\u662f\u6211\u53c8\u65e0\u6cd5\u660e\u786e\u544a\u8bc9 AI \u6211\u60f3\u8981\u600e\u6837\u7684\u6548\u679c\uff0c\u6211\u53ea\u77e5\u9053\u8fd9\u4e2a\u6548\u679c\u4e0d\u6ee1\u610f\uff0c\u5374\u8bf4\u4e0d\u51fa\u6765\u6211\u60f3\u8981\u600e\u6837\u7684\u8bbe\u8ba1\u3002<br />    \u9047\u5230\u8fd9\u79cd\u95ee\u9898\u600e\u4e48\u89e3\u51b3\u7684\uff1f"
    }, 
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        "name": "uiosun", 
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      }, 
      "url": "https://www.v2ex.com/t/1232418", 
      "title": "\u7528 AI \u5199\u9879\u76ee\uff0c\u9762\u5bf9\u9700\u6c42\u6539\u52a8\uff0c\u5982\u4f55\u4ea4\u6d41\u80fd\u964d\u4f4e\u6539\u51fa\u65b0 bug \u7684\u6982\u7387\uff1f", 
      "id": "https://www.v2ex.com/t/1232418", 
      "date_published": "2026-08-06T03:19:09+00:00", 
      "content_html": "<p>\u6700\u8fd1\u7528 AI \u505a\u4e2a\u6e38\u620f\u7684\u5c0f\u9879\u76ee\uff0c\u6211\u662f\u670d\u52a1\u7aef\uff0c\u6240\u4ee5\u4e0d\u592a\u719f\u6089\u5ba2\u6237\u7aef\uff08 web \u4ee3\u7801\uff09\uff0c\u4e3b\u8981\u5c31\u662f\u770b\u770b\u670d\u52a1\u7aef\u4ee3\u7801\u3001\u8bd5\u73a9\u3001\u8c03\u6574\u914d\u7f6e\u8868\u3002</p>\n<p>\u6700\u521d\u662f\u89c4\u5212\u597d\u6280\u672f\u6808\u3001\u4e8c\u5341\u6761 todo list \uff0c\u7ed9 AI \u8ba9\u5b83\u505a\uff0c\u7136\u540e\u6548\u679c\u8fd8\u4e0d\u9519\uff0c\u5b83\u751a\u81f3\u4f1a\u81ea\u5df1\u5199\u5355\u5143\u6d4b\u8bd5\uff0c\u4ee3\u7801\u8d28\u91cf\u76f8\u5f53\u53ef\u4ee5\u3002</p>\n<p>\u4f46\u6211\u53d1\u73b0\uff0c\u968f\u7740\u81ea\u5df1\u6709\u66f4\u591a\u60f3\u6cd5\uff0c\u5bf9 AI \u63d0\u9700\u6c42\u4e4b\u540e\uff0c\u65b0\u7684\u4ee3\u7801\u66f4\u5bb9\u6613\u51fa\u73b0 bug\u2014\u2014\u4e3b\u8981\u5c31\u662f\u5f00\u59cb\u5bf9\u8001\u9700\u6c42\u3001\u8001\u4ee3\u7801\u51fa\u73b0\u4e0d\u5b8c\u5907\u3001\u4e92\u65a5\u7684\u60c5\u51b5\u3002</p>\n<p>\u8fd9\u4e2a\u95ee\u9898\u5927\u5bb6\u6709\u9047\u5230\u5417\uff0c\u8bf7\u6559\u5e73\u65f6\u662f\u600e\u4e48\u89e3\u51b3/\u9884\u9632\u7684\u5462\uff1f</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/Sorrel", 
        "name": "Sorrel", 
        "avatar": "https://cdn.v2ex.com/avatar/6601/50cd/591940_large.png?m=1776159482"
      }, 
      "url": "https://www.v2ex.com/t/1232413", 
      "title": "\u5927\u5bb6\u662f\u600e\u4e48\u8ba9 AI \u4e56\u4e56\u9006\u5411\u6570\u636e\u7684", 
      "id": "https://www.v2ex.com/t/1232413", 
      "date_published": "2026-08-06T03:09:41+00:00", 
      "content_html": "<p><img alt=\"\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://i.imgur.com/3urVOoL.png\"/> </p>\n<p>\u4ed6\u59cb\u7ec8\u62d2\u7edd\u6211\uff0c\u6362\u4e2a\u5f88\u591a\u5927\u6a21\u578b\u90fd\u4e00\u6837</p>\n"
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    {
      "author": {
        "url": "https://www.v2ex.com/member/andie", 
        "name": "andie", 
        "avatar": "https://cdn.v2ex.com/avatar/659f/4561/619885_large.png?m=1785327170"
      }, 
      "url": "https://www.v2ex.com/t/1232392", 
      "title": "DeepSeek V4 Flash \u63a5\u5165 Codex \u4f53\u9a8c\u5982\u4f55", 
      "id": "https://www.v2ex.com/t/1232392", 
      "date_published": "2026-08-06T02:35:40+00:00", 
      "content_html": "\u54ea\u4e00\u5bb6 Token Plan \u6216\u8005\u8d39\u7528\u65b9\u6848\u6bd4\u8f83\u5408\u7406<br />\u8fd8\u662f\u8bf4\u5b98\u65b9 API / OpenRouter"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/qxmqh", 
        "name": "qxmqh", 
        "avatar": "https://cdn.v2ex.com/avatar/2a36/708f/643486_large.png?m=1784277481"
      }, 
      "url": "https://www.v2ex.com/t/1232381", 
      "title": "\u8ba1\u5212\u8fd1\u671f\u6574\u4f53\u4e0a\u8c03 DeepSeek API \u670d\u52a1\u7684\u5b9a\u4ef7\uff0c\u9884\u8ba1\u6da8\u5e45\u8f83\u5927\uff0c\u8bf7\u5408\u7406\u5b89\u6392\u60a8\u7684\u4f7f\u7528\u3002\u5177\u4f53\u65b9\u6848\u4ee5\u6b63\u5f0f\u901a\u77e5\u4e3a\u51c6\u3002", 
      "id": "https://www.v2ex.com/t/1232381", 
      "date_published": "2026-08-06T02:13:23+00:00", 
      "content_html": ""
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/0x097336a2", 
        "name": "0x097336a2", 
        "avatar": "https://cdn.v2ex.com/gravatar/1de23a0df3c64799f1ed804dd337038e?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1232327", 
      "title": "\ud83d\udc4f\u9999\u6e2f\u9ad8\u624d\u901a\u6279\u590d\u4e86,\u53ef\u4ee5\u529e\u9999\u6e2f ID \u4e86", 
      "id": "https://www.v2ex.com/t/1232327", 
      "date_published": "2026-08-05T16:14:13+00:00", 
      "content_html": "<h1>\u9999\u6e2f\u9ad8\u624d\u901a\u65f6\u95f4\u7ebf</h1>\n<h2>\ud83d\udcc5 Timeline</h2>\n<ul>\n<li><strong>6 \u6708 23 \u65e5</strong>\uff1a\u63d0\u4ea4\u9ad8\u624d\u901a\u7533\u8bf7</li>\n<li><strong>7 \u6708 23 \u65e5</strong>\uff1a\u6536\u5230\u8865\u4ef6\u901a\u77e5</li>\n<li><strong>7 \u6708 31 \u65e5</strong>\uff1a\u6b63\u5f0f\u6279\u590d</li>\n<li><strong>\uff08\u60b2\u5267\uff09 8 \u6708\u521d\u624d\u770b\u5230\u7ed3\u679c</strong> \u2192 \u767d\u767d\u6d6a\u8d39 <strong>5 \u5929</strong>\n<img alt=\"\u6279\u590d\u622a\u56fe\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://cdn.nodeimage.com/i/IPZBpp1n7wIICUEZRQbjqXbYLElvt2SS.webp\"/></li>\n</ul>\n<hr/>\n<h2>\ud83d\ude05 \u5410\u69fd\u4e00\u4e0b</h2>\n<p>\u4eca\u5929\u4e0a\u73ed\u548c\u540c\u4e8b\u804a\u5929\u624d\u53d1\u73b0\u6279\u590d\u5df2\u7ecf\u4e0b\u6765\u4e86\u2026\u2026\n\u6574\u6574\u665a\u770b\u4e86 5 \u5929\uff0c\u76f4\u63a5\u8840\u4e8f\u3002</p>\n<hr/>\n<h2>\ud83e\udeaa HKID \u9884\u7ea6\u95ee\u9898</h2>\n<p>\u7ed3\u679c\u4e00\u67e5\u9999\u6e2f\u8eab\u4efd\u8bc1\u9884\u7ea6\uff1a</p>\n<p>\ud83d\udc49 <strong>\u6700\u65e9\u65f6\u95f4\uff1a9 \u6708 24 \u53f7</strong></p>\n<p>\u4f46\u6211\u8fd9\u8fb9\uff1a</p>\n<p>\ud83d\udc49 <strong>9 \u6708\u521d\u5c31\u8981\u5f00\u5b66</strong></p>\n<h2>= \u5b8c\u5168\u4e0d\u53ef\u80fd\u4e3a\u4e86\u529e\u4e2a HKID \u518d\u98de\u4e00\u8d9f\u9999\u6e2f \ud83d\ude05\n<img alt=\"\u9884\u7ea6\u622a\u56fe\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://cdn.nodeimage.com/i/IFiDVxT2qUPyLhalVJ3aqnqH6U4AXJno.webp\"/></h2>\n<h2>\ud83e\udd16 \u81ea\u6551\u65b9\u6848</h2>\n<p>\u4e0b\u5348\u76f4\u63a5\u5f00\u59cb\u5e72\u6d3b\uff1a</p>\n<ul>\n<li>\u5199\u6d4f\u89c8\u5668\u811a\u672c</li>\n<li>\u81ea\u52a8\u5237\u65b0\u9884\u7ea6\u9875\u9762</li>\n<li>\u62a2\u66f4\u65e9\u65f6\u95f4 slot</li>\n</ul>\n<p>\u76ee\u524d\u72b6\u6001\uff1a</p>\n<p>\ud83d\udc49 <strong>\u8fd8\u5728\u75af\u72c2\u5237\u2026</strong></p>\n<hr/>\n<h2>\ud83e\udde0 \u6559\u8bad</h2>\n<ul>\n<li>\u4e00\u5b9a\u8981<strong>\u6bcf\u5929\u67e5\u7533\u8bf7\u72b6\u6001</strong></li>\n<li>\u9999\u6e2f\u8fd9\u79cd\u9884\u7ea6\u7cfb\u7edf = <strong>\u62fc\u624b\u901f + \u62fc\u8fd0\u6c14</strong></li>\n<li>\u63d0\u524d\u5199\u811a\u672c\u53ef\u80fd\u662f\u552f\u4e00\u89e3</li>\n</ul>\n<hr/>\n<p>\u5982\u679c\u6709\u4eba\u6700\u8fd1\u4e5f\u5728\u62a2 HKID \u9884\u7ea6\uff0c\u53ef\u4ee5\u4ea4\u6d41\u4e00\u4e0b\u811a\u672c\u601d\u8def or \u65f6\u95f4\u5237\u65b0\u89c4\u5f8b \ud83d\udc40</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/knowckx", 
        "name": "knowckx", 
        "avatar": "https://cdn.v2ex.com/avatar/7891/3b36/337005_large.png?m=1754991763"
      }, 
      "url": "https://www.v2ex.com/t/1232318", 
      "title": "AI Coding \u63a8\u8350\u628a\u8fd9\u6761\u63d0\u793a\u8bcd\u52a0\u5165\u5230\u7ea6\u675f\u4e2d", 
      "id": "https://www.v2ex.com/t/1232318", 
      "date_published": "2026-08-05T14:14:34+00:00", 
      "content_html": "<pre><code>- \u7981\u6b62\u4e3a\u7eaf\u7406\u8bba\u3001\u4f4e\u6982\u7387\u7684\u8fb9\u754c\u60c5\u51b5\u589e\u52a0\u515c\u5e95\u903b\u8f91\u3002\u4f8b\u5916\uff1a\u7528\u6237\u660e\u786e\u8981\u6c42\uff0c\u6216\u6d89\u53ca\u6570\u636e\u635f\u574f\u3001\u8d44\u6e90\u6cc4\u6f0f\u3001\u5b89\u5168\u95ee\u9898\u3002\n</code></pre>\n<p>\u5047\u5982\u4e0d\u52a0\u8fd9\u4e00\u6761\uff0cAI \u4f1a\u4e60\u60ef\u628a\u5404\u79cd\u6781\u7aef\u5047\u8bbe\u60c5\u51b5\u90fd\u8003\u8651\u5230\uff0c\u5199\u957f\u957f\u7684\u9632\u5fa1\u6027\u4ee3\u7801\u5360\u6ee1\u4f60\u7684\u5c4f\u5e55</p>\n<p><strong>\u8fd9\u79cd\u4ee3\u7801\u64b8\u68d2\u6027\u62c9\u6ee1</strong>\uff0c\u4f46\u662f\u5bf9\u4eba\u7c7b\u6765\u8bf4\u9605\u8bfb\u7ef4\u62a4\u6210\u672c\u66f4\u9ad8\uff0c\u4e0d\u7b26\u5408\u5f00\u53d1\u6548\u7387\u4f18\u5148\u7684\u73b0\u72b6</p>\n"
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    {
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        "url": "https://www.v2ex.com/member/badboy200600", 
        "name": "badboy200600", 
        "avatar": "https://cdn.v2ex.com/avatar/86a7/250f/151776_large.png?m=1775106733"
      }, 
      "url": "https://www.v2ex.com/t/1232311", 
      "title": "minimax h3 \u5f00\u6e90\u6a21\u578b\u652f\u6301\u5728 mbp m5 32G \u5185\u5b58\u4e0a\u672c\u5730\u90e8\u7f72\u5417", 
      "id": "https://www.v2ex.com/t/1232311", 
      "date_published": "2026-08-05T13:26:17+00:00", 
      "content_html": "\u5982\u9898\uff0c\u5404\u4f4d\u5927\u4f6c"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/Authorization", 
        "name": "Authorization", 
        "avatar": "https://cdn.v2ex.com/gravatar/0f1606b8a8a08dc609bb0ef0f347a997?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1232296", 
      "title": "\u778e\u804a\u4e0b\u6211\u7528 AI \u5199\u4ee3\u7801\u3002", 
      "id": "https://www.v2ex.com/t/1232296", 
      "date_published": "2026-08-05T10:29:55+00:00", 
      "content_html": "\u6211\u7528 AI \u5199\u4ee3\u7801\u7b2c\u4e00\u4e2a\u4ea7\u54c1\uff0c\u5168\u90e8\u8bb8\u613f\u5b8c\u6210\uff0c\u8fde\u670d\u52a1\u5668\u90fd\u6ca1\u767b\u5f55\u8fc7\u3002\u7edf\u7edf\u8bb8\u613f\uff0c\u6211\u7528\u7684 CLAUDE \uff0c\u6ca1\u6709\u8bbe\u7f6e\u8fc7\u4ec0\u4e48\u89c4\u5219\uff0c\u6bd4\u5982 <a target=\"_blank\" href=\"http://agents.md\" rel=\"nofollow noopener\">agents.md</a> \uff0c\u4e3b\u6253\u5c31\u662f\u5f00\u653e\u601d\u7ef4\uff0c\u6211\u662f\u4e00\u884c\u4ee3\u7801\u770b\u4e0d\u660e\u767d\uff0c\u7136\u540e\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u6211\u5c31\u8ba9 chatgpt \u5e2e\u6211\u770b\uff0c\u5e2e\u6211\u6307\u51fa\u6709\u4ec0\u4e48\u95ee\u9898\uff0c\u7136\u540e\u628a\u53cd\u9988\u7ed9 CLAUDE,\u5982\u6b64\u53cd\u590d\uff0c\u5c31\u6210\u4e86\u3002<br /><br />\u7ecf\u8fc7\u5927\u91cf\u7684\u8bb8\u613f\uff0c\u6211\u89c9\u5f97\u601d\u7ef4\u5f88\u91cd\u8981\uff0c\u4f60\u80fd\u60f3\u5230\uff0c\u4ed6\u4eec\u5c31\u80fd\u7ed9\u4f60\u505a\u5230\uff0c\u81f3\u4e8e\u4ee3\u7801\u5199\u7684\u600e\u4e48\u6837\uff0c\u5176\u5b9e\u6211\u5e76\u4e0d\u662f\u5f88\u5173\u5fc3\uff0c\u56e0\u4e3a\u8fbe\u5230\u4e86\u6211\u7684\u76ee\u7684\uff0cchatgpt \u6211\u89c9\u5f97\u4e0d\u9002\u5408\u7ed9\u6211\u5199\u4ee3\u7801\uff0c\u56e0\u4e3a\u4ed6\u5f88\u5570\u55e6\uff0c\u628a\u4e00\u4e2a\u95ee\u9898\u590d\u6742\u5316\uff0c\u4ed6\u53ef\u80fd\u53ea\u9002\u5408 \u5ba1\u8ba1\uff1f<br />\u5ba1\u8ba1\u8fd9\u4e2a\u8bcd \u6211\u4e5f\u4e0d\u77e5\u9053\u4ece\u54ea\u91cc\u770b\u5230\u7684\uff0c\u603b\u4e4b\u6211\u8bf4\u5ba1\u8ba1\u4ed6\u5c31\u7ed9\u6211\u627e\u95ee\u9898\u3002\u5168\u90e8\u4ee3\u7801\u5dee\u4e0d\u591a 10 \u4e07\u884c\u3002<br /><br />\u7136\u540e\u8bf4\u4e0b\u6536\u76ca\uff0c\u4ee5\u524d\u9760\u5e7f\u544a\u6bcf\u4e2a\u6708\u80fd\u6536\u5230 ADSENSE \u7684\u6c47\u6b3e\uff0c\u73b0\u5728\u9760\u8ba2\u9605\uff0c\u6bd4\u5e7f\u544a\u5212\u7b97\u3002\u7136\u540e\u5c31\u6446\u70c2\uff0c\u653e\u5728\u90a3\u91cc\u3002<br /><br />\u50cf\u8fd9\u79cd\u7f51\u7ad9\u5176\u5b9e\u5bf9\u4e8e\u7a0b\u5e8f\u5458\u6765\u8bf4\u76f8\u5f53\u7b80\u5355\uff0c\u4f46\u662f\u6211\u89c9\u5f97\u53ea\u8981\u6709\u4e00\u4e2a\u8ba2\u9605\u5c31\u4f1a\u6709\u4e24\u4e2a\uff0c\u5c31\u4f1a\u6709\u66f4\u591a\u3002<br /><br />CLAUDE CHATGPT \u73b0\u5728\u4e0d\u65ad\u5347\u7ea7\uff0c\u53cd\u800c\u6211\u89c9\u5f97\u5f88\u96be\u63a7\u5236\uff0c\u5982\u679c\u8ba9\u6211\u91cd\u65b0\u5f00\u59cb\u5199\uff0c\u6211\u4e0d\u4e00\u5b9a\u80fd\u641e\u5f97\u51fa\u6765\u3002<br /><a target=\"_blank\" href=\"https://i.imgur.com/r3LOiam.png\" rel=\"nofollow noopener\" target=\"_blank\"><img src=\"https://i.imgur.com/r3LOiam.png\" class=\"embedded_image\" rel=\"noreferrer\"></a>"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/yujianwjj", 
        "name": "yujianwjj", 
        "avatar": "https://cdn.v2ex.com/gravatar/1f488ec8d742b28f39e69f9ad297e139?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1232293", 
      "title": "\u5982\u4f55\u5feb\u901f\u7406\u89e3 ai \u751f\u6210\u7684\u4ee3\u7801\uff1f", 
      "id": "https://www.v2ex.com/t/1232293", 
      "date_published": "2026-08-05T10:08:54+00:00", 
      "content_html": "<p>\u5468 1 \u9047\u5230\u4e86\u4e00\u4e2a\u95ee\u9898\uff0c\u544a\u8bc9 ai \uff0cai \u5e2e\u6211\u751f\u6210\u4e86\u5dee\u4e0d\u591a 1k \u884c\u4ee3\u7801\uff0c\u5dee\u4e0d\u591a\u82b1\u4e86 3 \u5929\u65f6\u95f4\u5b8c\u5168\u641e\u6e05\u695a ai \u7684\u903b\u8f91\uff0c\u4e3b\u8981\u662f\u4e00\u4e2a\u5206\u5e03\u5f0f\u7684\u95ee\u9898\uff0c\u8981\u8003\u8651\u5f88\u591a\u4e2a\u8fb9\u754c\u60c5\u51b5\u3002ai \u7684\u4ee3\u7801\u6574\u4f53\u8bbe\u8ba1\u90fd\u633a\u597d\u7684\uff0c\u601d\u8def\u4e5f\u6b63\u786e\u3002\u552f\u4e00\u4e00\u4e2a\u95ee\u9898\u5c31\u662f\uff1a\u56e0\u4e3a\u6211\u5f15\u5165\u7684\u4e00\u4e2a\u7b2c\u4e09\u65b9\u5e93\u7248\u672c\u8f83\u4f4e\uff0c\u7f3a\u5c11\u4e00\u4e9b\u83b7\u53d6\u72b6\u6001\u7684\u63a5\u53e3\uff0cai \u4e3a\u4e86\u83b7\u53d6\u72b6\u6001\u989d\u5916\u5f15\u5165\u4e86\u4e00\u4e9b\u5b57\u6bb5\u53bb\u5904\u7406\uff0c\u589e\u52a0\u4e86\u590d\u6742\u5ea6\uff0c\u540e\u6765\u63d0\u793a ai \u53ef\u4ee5\u5347\u7ea7\u4f9d\u8d56\u7684\u7b2c\u4e09\u65b9\u5e93\uff0cai \u7b80\u5316\u4e86\u5904\u7406\u903b\u8f91\u3002</p>\n<p>\u5f53\u7136\u7406\u89e3 ai \u4ee3\u7801\u7684\u8fc7\u7a0b\u4e2d\uff0c\u4e5f\u5728\u4e0d\u505c\u7684\u95ee\u4ed6 xx \u4f5c\u7528\u662f\u4ec0\u4e48\uff0c\u4ec0\u4e48\u573a\u666f\u4f1a\u89e6\u53d1\u8fd9\u4e2a\u95ee\u9898\u3002\u6574\u4f53\u611f\u89c9\u7528 ai \u7406\u89e3\u4ee3\u7801\u8fd8\u662f\u6709\u6548\u7387\u63d0\u5347\u7684\uff0c\u524d\u51e0\u5e74\u6ca1\u6709 ai \u7684\u65f6\u5019\uff0c\u770b raft \u7684\u5b9e\u73b0\uff0c\u7279\u522b\u75db\u82e6\uff0c\u524d\u540e\u4f30\u8ba1\u82b1\u4e86 1 \u4e2a\u6708\u7684\u65f6\u95f4\u624d\u7406\u89e3\u3002</p>\n<p>\u5f53\u7136\u73b0\u5728\u7684\u72b6\u6001\u786e\u5b9e\u662f review ai \u4ee3\u7801\u82b1\u7684\u65f6\u95f4\u66f4\u591a\uff0c\u60f3\u95ee\u95ee\u5927\u5bb6\uff0c\u65e5\u5e38\u5de5\u4f5c\u4e2d\uff0c\u5982\u4f55\u5feb\u901f review ai \u751f\u6210\u7684\u4ee3\u7801\uff0c\u6709\u6ca1\u6709\u5feb\u901f\u7406\u89e3\u4ee3\u7801\u7684\u5c0f\u6280\u5de7\u3002</p>\n"
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}