{
  "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/hotoh521", 
        "name": "hotoh521", 
        "avatar": "https://cdn.v2ex.com/gravatar/4a95d0fef0f18361d3a0c328606890f3?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1226804", 
      "title": "\u6211\u5f00\u53d1\u4e86\u4e00\u4e2a AI \u7a0b\u5e8f\u5316\u5efa\u6a21\u7684\u5de5\u5177", 
      "id": "https://www.v2ex.com/t/1226804", 
      "date_published": "2026-07-12T20:04:49+00:00", 
      "content_html": "<a target=\"_blank\" href=\"https://i.imgur.com/nk6V0U7.png\" rel=\"nofollow noopener\" target=\"_blank\"><img src=\"https://i.imgur.com/nk6V0U7.png\" class=\"embedded_image\" rel=\"noreferrer\"></a><br /><br />\u73b0\u5728\u7684 AI 3D \u5f88\u64c5\u957f\u751f\u6210\u7b2c\u4e00\u7248\uff1a\u8f93\u5165\u4e00\u53e5\u8bdd\u6216\u4e00\u5f20\u56fe\u7247\uff0c\u5f88\u5feb\u5f97\u5230\u4e00\u4e2a\u6a21\u578b\u3002<br /><br />\u4f46\u6e38\u620f\u751f\u4ea7\u66f4\u5173\u5fc3\u4e0b\u4e00\u6b65\u3002\u8f66\u8eab\u592a\u7a84\uff0c\u80fd\u5426\u53ea\u6539\u5bbd\u5ea6\uff1f\u8f66\u9876\u592a\u9ad8\uff0c\u80fd\u5426\u53ea\u6539\u9ad8\u5ea6\uff1f\u6750\u8d28\u9519\u4e86\uff0c\u80fd\u5426\u53ea\u6362\u6750\u8d28\uff0c\u4e0d\u91cd\u505a\u51e0\u4f55\uff1f\u534a\u5e74\u540e\uff0c\u80fd\u5426\u7528\u540c\u6837\u7684\u8f93\u5165\u91cd\u65b0\u5f97\u5230\u540c\u6837\u7684\u6a21\u578b\uff1f<br /><br />\u5982\u679c\u6bcf\u6b21\u4fee\u6539\u90fd\u8981\u91cd\u65b0\u751f\u6210\u5b8c\u6574\u6a21\u578b\u3001\u91cd\u65b0\u63cf\u8ff0\u5168\u90e8\u8981\u6c42\u3001\u518d\u6b21\u6d88\u8017\u5927\u91cf Token \uff0c\u6a21\u578b\u5c31\u5f88\u96be\u771f\u6b63\u8fdb\u5165\u751f\u4ea7\u6d41\u7a0b\u3002<br /><br />Meshova \u91c7\u7528\u53e6\u4e00\u6761\u8def\u7ebf\uff1a**\u6a21\u578b\u5c31\u662f\u811a\u672c**\u3002<br /><br />\u6a21\u578b\u7531 TypeScript \u811a\u672c\u548c\u53c2\u6570\u751f\u6210\u3002AI \u4e0d\u53ea\u4ea4\u4ed8\u4e00\u6b21\u6027\u7684\u7f51\u683c\uff0c\u8fd8\u4ea4\u4ed8\u751f\u6210\u65b9\u6cd5\u3002\u7ed3\u679c\u4e0d\u6ee1\u610f\uff0c\u53ea\u6539\u76f8\u5173\u53c2\u6570\u6216\u5c40\u90e8\u89c4\u5219\uff0c\u4e0d\u5fc5\u4ece\u5934\u518d\u6765\u3002<br /><br />\u8fd9\u6837\u505a\u6709\u51e0\u4e2a\u76f4\u63a5\u597d\u5904\uff1a<br /><br />- AI \u6613\u4e8e\u9605\u8bfb\uff1a\u4ee3\u7801\u3001\u53c2\u6570\u548c\u7ed3\u6784\u90fd\u662f\u5927\u6a21\u578b\u719f\u6089\u7684\u8868\u8fbe\u3002<br />- AI \u6613\u4e8e\u6821\u9a8c\uff1a\u811a\u672c\u80fd\u505a\u7c7b\u578b\u68c0\u67e5\u3001\u6d4b\u8bd5\u3001\u622a\u56fe\u5bf9\u6bd4\u548c\u89c6\u89c9\u8bc4\u5206\u3002<br />- \u6587\u4ef6\u5c0f\u3001\u6613\u4f20\u64ad\uff1a\u5206\u4eab\u811a\u672c\u3001\u53c2\u6570\u3001\u7248\u672c\u548c\u968f\u673a\u79cd\u5b50\uff0c\u5373\u53ef\u590d\u73b0\u6a21\u578b\u3002<br />- \u975e\u8282\u70b9\u5316\uff1a\u4e0d\u7528\u8ba9 AI \u6a21\u62df\u9f20\u6807\u8fde\u63a5\u590d\u6742\u8282\u70b9\u56fe\u3002<br />- \u53ef\u53cd\u590d\u4fee\u6539\uff1a\u5c40\u90e8\u4fee\u6539\u5373\u53ef\uff0c\u4e0d\u5fc5\u591a\u6b21\u82b1\u8d39 Token \u91cd\u505a\u5168\u90e8\u5185\u5bb9\u3002<br />- \u6a21\u677f\u53ef\u590d\u7528\uff1a\u4ece\u73b0\u6709\u6848\u4f8b\u51fa\u53d1\uff0c\u6bd4\u6bcf\u6b21\u4ece\u7a7a\u767d\u5f00\u59cb\u66f4\u7a33\u5b9a\u3002<br /><br />## \u4e00\u3001\u4ec0\u4e48\u662f\u7a0b\u5e8f\u5316\u5efa\u6a21<br /><br />\u4f20\u7edf\u5efa\u6a21\u5e38\u901a\u8fc7\u79fb\u52a8\u9876\u70b9\u3001\u62c9\u9762\u3001\u96d5\u523b\u7b49\u65b9\u5f0f\u76f4\u63a5\u4fee\u6539\u7f51\u683c\u3002\u7a0b\u5e8f\u5316\u5efa\u6a21\u5219\u5148\u5199\u6e05\u751f\u6210\u89c4\u5219\uff0c\u518d\u7531\u7a0b\u5e8f\u8ba1\u7b97\u51fa\u7f51\u683c\u3002<br /><br />\u4ee5\u6c7d\u8f66\u4e3a\u4f8b\uff0c\u811a\u672c\u4f1a\u63cf\u8ff0\u8f66\u957f\u3001\u8f66\u5bbd\u3001\u8f66\u9ad8\u3001\u8f74\u8ddd\u3001\u8f6e\u80ce\u5c3a\u5bf8\u3001\u8f66\u7a97\u4f4d\u7f6e\u7b49\u53c2\u6570\u3002\u4fee\u6539\u8f66\u5bbd\u540e\uff0c\u7cfb\u7edf\u91cd\u65b0\u8ba1\u7b97\u8f66\u8eab\u3001\u73bb\u7483\u3001\u8f6e\u7ec4\u548c\u706f\u5177\u7684\u4f4d\u7f6e\uff0c\u5f97\u5230\u4e00\u8f86\u65b0\u8f66\u3002<br /><br />\u5b83\u4e0d\u662f\u628a\u6a21\u578b\u201c\u9501\u6b7b\u201d\u5728\u4e00\u4e2a\u7ed3\u679c\u91cc\uff0c\u800c\u662f\u4fdd\u7559\u4e00\u5957\u53ef\u4ee5\u7ee7\u7eed\u8c03\u6574\u7684\u751f\u6210\u65b9\u6cd5\u3002<br /><br />\u8fd9\u5f88\u9002\u5408\u9700\u8981\u6279\u91cf\u53d8\u4f53\u7684\u5185\u5bb9\uff1a\u8f66\u8f86\u3001\u5efa\u7b51\u3001\u9053\u8def\u3001\u5730\u5f62\u3001\u690d\u88ab\u3001\u5ca9\u77f3\u3001\u5bb6\u5177\uff0c\u90fd\u80fd\u4ece\u4e00\u5957\u6a21\u677f\u751f\u6210\u591a\u4e2a\u7a33\u5b9a\u7248\u672c\u3002<br /><br /><a target=\"_blank\" href=\"https://i.imgur.com/fMODqx8.png\" rel=\"nofollow noopener\" target=\"_blank\"><img src=\"https://i.imgur.com/fMODqx8.png\" class=\"embedded_image\" rel=\"noreferrer\"></a><br /><br /><br />\u540c\u4e00\u4e2a\u7403\u5f62\u8857\u533a\u6a21\u677f\uff0c\u53ef\u4ee5\u7ee7\u7eed\u8c03\u6574\u661f\u7403\u534a\u5f84\u3001\u5efa\u7b51\u6570\u91cf\u3001\u6811\u6728\u6570\u91cf\u548c\u968f\u673a\u79cd\u5b50\uff0c\u800c\u4e0d\u662f\u91cd\u65b0\u624b\u5de5\u6446\u653e\u5168\u90e8\u5185\u5bb9\u3002<br /><br />## \u4e8c\u3001\u4ec0\u4e48\u662f\u7a0b\u5e8f\u5316\u8d34\u56fe<br /><br />\u7a0b\u5e8f\u5316\u8d34\u56fe\u4e0d\u662f\u76f4\u63a5\u4fdd\u5b58\u4e00\u5f20\u56fa\u5b9a\u56fe\u7247\uff0c\u800c\u662f\u7528\u566a\u58f0\u3001\u989c\u8272\u6e10\u53d8\u3001\u56fe\u6848\u3001\u906e\u7f69\u548c\u6750\u8d28\u89c4\u5219\u8ba1\u7b97\u8868\u9762\u3002<br /><br />\u4f8b\u5982\u751f\u9508\u91d1\u5c5e\u53ef\u4ee5\u8fd9\u6837\u7406\u89e3\uff1a<br /><br />- \u5e95\u5c42\u662f\u91d1\u5c5e\u989c\u8272\u3002<br />- \u51f9\u9677\u548c\u8fb9\u7f18\u4f7f\u7528\u4e0d\u540c\u7684\u9508\u8680\u89c4\u5219\u3002<br />- \u7c97\u7cd9\u5ea6\u63a7\u5236\u8868\u9762\u4eae\u4e0d\u4eae\u3002<br />- \u9ad8\u5ea6\u548c\u6cd5\u7ebf\u5236\u9020\u7ec6\u5c0f\u8d77\u4f0f\u3002<br />- \u968f\u673a\u79cd\u5b50\u51b3\u5b9a\u9508\u6591\u5206\u5e03\u3002<br /><br />\u4fee\u6539\u9508\u8680\u7a0b\u5ea6\u3001\u989c\u8272\u6216\u7eb9\u7406\u5c3a\u5ea6\u540e\uff0c\u8d34\u56fe\u4f1a\u91cd\u65b0\u751f\u6210\u3002\u5b83\u4ecd\u7136\u53ef\u7f16\u8f91\uff0c\u4e5f\u80fd\u548c\u6a21\u578b\u5c3a\u5bf8\u4e00\u8d77\u53d8\u5316\u3002<br /><br />Meshova \u7684\u7a0b\u5e8f\u5316 PBR \u6750\u8d28\u5305\u542b\u57fa\u7840\u8272\u3001\u91d1\u5c5e\u5ea6\u3001\u7c97\u7cd9\u5ea6\u3001\u6cd5\u7ebf\u3001AO \u3001\u9ad8\u5ea6\u548c\u81ea\u53d1\u5149\u7b49\u901a\u9053\u3002\u76ee\u6807\u4e0d\u662f\u590d\u523b\u53c2\u8003\u56fe\u7684\u6bcf\u4e2a\u50cf\u7d20\uff0c\u800c\u662f\u4fdd\u8bc1\u6750\u8d28\u7c7b\u522b\u548c\u6574\u4f53\u8d28\u611f\u6b63\u786e\u3002<br /><br /><a target=\"_blank\" href=\"https://i.imgur.com/6vLvxQm.png\" rel=\"nofollow noopener\" target=\"_blank\"><img src=\"https://i.imgur.com/6vLvxQm.png\" class=\"embedded_image\" rel=\"noreferrer\"></a><br /><br /><br />## \u4e09\u3001\u4e3a\u4ec0\u4e48\u201c\u6a21\u578b\u5c31\u662f\u811a\u672c\u201d\u9002\u5408 AI<br /><br />AI \u64c5\u957f\u8bfb\u5199\u6587\u5b57\u548c\u4ee3\u7801\u3002\u8f66\u8eab\u592a\u7a84\uff0c\u5c31\u4fee\u6539\u201c\u8f66\u5bbd\u201d\uff1b\u8f66\u9876\u592a\u9ad8\uff0c\u5c31\u4fee\u6539\u201c\u8f66\u9ad8\u201d\u3002\u4e0d\u7528\u91cd\u65b0\u63cf\u8ff0\u6574\u8f86\u8f66\uff0c\u4e5f\u4e0d\u7528\u91cd\u65b0\u751f\u6210\u5168\u90e8\u5185\u5bb9\u3002<br /><br />\u811a\u672c\u8fd8\u662f\u666e\u901a\u6587\u672c\uff0c\u6587\u4ef6\u5c0f\uff0c\u65b9\u4fbf\u5206\u4eab\uff0c\u4e5f\u80fd\u8fdb\u5165 Git \u3002\u8c01\u6539\u4e86\u4ec0\u4e48\u3001\u54ea\u6b21\u4fee\u6539\u66f4\u597d\uff0c\u90fd\u80fd\u6bd4\u8f83\u548c\u56de\u9000\u3002<br /><br />Meshova \u4e0d\u628a\u8282\u70b9\u56fe\u4f5c\u4e3a\u4e3b\u8981\u683c\u5f0f\u3002\u8282\u70b9\u56fe\u9002\u5408\u4eba\u62d6\u62fd\uff0c\u4f46 AI \u8981\u53cd\u590d\u5bfb\u627e\u8282\u70b9\u3001\u63a5\u53e3\u548c\u8fde\u7ebf\u3002\u811a\u672c\u66f4\u76f4\u63a5\uff0c\u4e5f\u66f4\u5bb9\u6613\u68c0\u67e5\u662f\u5426\u5199\u9519\u3002<br /><br /><a target=\"_blank\" href=\"https://i.imgur.com/owos4qN.png\" rel=\"nofollow noopener\" target=\"_blank\"><img src=\"https://i.imgur.com/owos4qN.png\" class=\"embedded_image\" rel=\"noreferrer\"></a><br /><br /><br />## \u56db\u3001\u7a0b\u5e8f\u5316\u6a21\u578b\u5982\u4f55\u5de5\u4f5c<br /><br />\u53ef\u4ee5\u628a PCG \u6a21\u677f\u7406\u89e3\u6210\u4e00\u4efd\u201c\u53ef\u8c03\u6574\u7684\u6a21\u578b\u914d\u65b9\u201d\u3002\u6c7d\u8f66\u6a21\u677f\u5df2\u7ecf\u77e5\u9053\u8f66\u8eab\u3001\u8f66\u7a97\u3001\u8f66\u8f6e\u548c\u8f66\u706f\u5982\u4f55\u7ec4\u5408\uff1b AI \u53ea\u9700\u9009\u62e9\u63a5\u8fd1\u76ee\u6807\u7684\u6a21\u677f\uff0c\u518d\u4fee\u6539\u5c3a\u5bf8\u3001\u6bd4\u4f8b\u3001\u989c\u8272\u548c\u6750\u8d28\u3002<br /><br />\u6a21\u677f\u8d1f\u8d23\u5e38\u89c1\u7ed3\u6784\uff0c\u53c2\u6570\u8d1f\u8d23\u53d8\u5316\u3002AI \u4e0d\u5fc5\u6bcf\u6b21\u4ece\u7a7a\u767d\u5f00\u59cb\uff0c\u7ed3\u679c\u4e5f\u66f4\u7a33\u5b9a\u3002<br /><br />\u4ee5\u6d41\u7ebf\u57ce\u5e02\u8f7f\u8f66\u4e3a\u4f8b\uff0c\u540c\u4e00\u4efd\u811a\u672c\u53ea\u4fee\u6539\u8f66\u5bbd\u3001\u8f66\u9ad8\uff0c\u5c31\u80fd\u5f97\u5230\u4e0d\u540c\u9020\u578b\uff1a<br /><br />\u4e0b\u9762\u4e09\u5f20\u56fe\u56fa\u5b9a\u76f8\u673a\u548c\u89c6\u89d2\uff0c\u5206\u522b\u4f7f\u7528\u6807\u6ce8\u53c2\u6570\u91cd\u65b0\u8ba1\u7b97\u6a21\u578b\uff0c\u4e0d\u662f\u7f29\u653e\u56fe\u7247\uff0c\u4e5f\u4e0d\u662f\u91cd\u590d\u4f7f\u7528\u540c\u4e00\u5f20\u622a\u56fe\u3002<br /><br /><a target=\"_blank\" href=\"https://i.imgur.com/C9EFwxN.png\" rel=\"nofollow noopener\" target=\"_blank\"><img src=\"https://i.imgur.com/C9EFwxN.png\" class=\"embedded_image\" rel=\"noreferrer\"></a><br /><br />\u8fd9\u91cc\u53ea\u4fee\u6539\u4e86\u53c2\u6570\u3002\u8f66\u8eab\u3001\u73bb\u7483\u548c\u8f6e\u7ec4\u6309\u89c4\u5219\u81ea\u52a8\u8054\u52a8\u3002AI \u4e0d\u5fc5\u91cd\u65b0\u7f16\u5199\u6574\u8f86\u8f66\uff0c\u4fee\u6539\u8303\u56f4\u5c0f\uff0c\u91cd\u590d Token \u6d88\u8017\u4e5f\u66f4\u4f4e\u3002<br /><br />\u540c\u6837\u7684\u65b9\u6cd5\u4e5f\u9002\u7528\u4e8e\u5b8c\u6574\u573a\u666f\u3002\u56fa\u5b9a\u968f\u673a\u79cd\u5b50\uff0c\u53ea\u8c03\u6574\u623f\u5c4b\u5c3a\u5ea6\u3001\u6811\u6728\u548c\u82b1\u6735\u5bc6\u5ea6\uff0c\u573a\u666f\u5c31\u4f1a\u4ece\u7a00\u758f\u5ead\u9662\u771f\u5b9e\u91cd\u5efa\u4e3a\u8302\u5bc6\u82b1\u56ed\uff1a<br /><br /><a target=\"_blank\" href=\"https://i.imgur.com/aOnLeP0.png\" rel=\"nofollow noopener\" target=\"_blank\"><img src=\"https://i.imgur.com/aOnLeP0.png\" class=\"embedded_image\" rel=\"noreferrer\"></a><br /><br /><br />\u90fd\u5e02\u9ad8\u697c\u4e5f\u56fa\u5b9a\u76f8\u673a\u548c\u98ce\u683c\u3002\u6b63\u5e38\u7248\u548c\u52a0\u5bbd\u7248\u90fd\u662f 30 \u5c42\uff0c\u52a0\u5bbd\u7248\u53ea\u6269\u5927\u697c\u4f53\u5bbd\u5ea6\u548c\u8fdb\u6df1\uff1b\u589e\u9ad8\u7248\u63d0\u5347\u5230 40 \u5c42\u3002\u4e09\u680b\u90fd\u4fdd\u6301\u9ad8\u697c\u4f53\u91cf\uff1a<br /><br /><a target=\"_blank\" href=\"https://i.imgur.com/crebHaA.png\" rel=\"nofollow noopener\" target=\"_blank\"><img src=\"https://i.imgur.com/crebHaA.png\" class=\"embedded_image\" rel=\"noreferrer\"></a><br /><br /><br />## \u4e94\u3001\u4e3a\u4ec0\u4e48\u7ed3\u679c\u53ef\u4ee5\u53cd\u590d\u590d\u73b0<br /><br />Meshova \u4f1a\u4fdd\u5b58\u811a\u672c\u3001\u53c2\u6570\u548c\u968f\u673a\u79cd\u5b50\u3002\u4e09\u8005\u76f8\u540c\uff0c\u751f\u6210\u7ed3\u679c\u4e5f\u76f8\u540c\u3002<br /><br />\u968f\u673a\u79cd\u5b50\u53ef\u4ee5\u7406\u89e3\u4e3a\u201c\u53d8\u5316\u7f16\u53f7\u201d\u3002\u6362\u4e00\u4e2a\u7f16\u53f7\uff0c\u6811\u53f6\u3001\u77f3\u5757\u3001\u9508\u6591\u4f1a\u53d8\u5316\uff1b\u7f16\u53f7\u4e0d\u53d8\uff0c\u7ed3\u679c\u4e0d\u4f1a\u5077\u5077\u6539\u53d8\u3002\u8fd9\u6837\u624d\u80fd\u653e\u5fc3\u5206\u4eab\u3001\u7ee7\u7eed\u4fee\u6539\u548c\u6bd4\u8f83\u524d\u540e\u7248\u672c\u3002<br /><a target=\"_blank\" href=\"https://i.imgur.com/rzeMeap.png\" rel=\"nofollow noopener\" target=\"_blank\"><img src=\"https://i.imgur.com/rzeMeap.png\" class=\"embedded_image\" rel=\"noreferrer\"></a><br /><br /><br />## \u516d\u3001\u7f51\u9875\u7aef\u76f4\u63a5\u751f\u6210\u548c\u6e32\u67d3<br /><br />Meshova \u4f7f\u7528 TypeScript \uff0c\u540c\u4e00\u5957\u6a21\u578b\u903b\u8f91\u53ef\u4ee5\u5728\u547d\u4ee4\u884c\u8fd0\u884c\uff0c\u4e5f\u53ef\u4ee5\u5728\u6d4f\u89c8\u5668\u8fd0\u884c\u3002<br /><br />\u9879\u76ee\u90e8\u7f72\u5230 GitHub Pages \u540e\uff0c\u5176\u4ed6\u4eba\u6253\u5f00\u94fe\u63a5\u5373\u53ef\u67e5\u770b\u6a21\u578b\u3001\u5207\u6362\u89c6\u89d2\u3001\u8c03\u6574\u53c2\u6570\u3002\u5206\u4eab\u7684\u4e0d\u53ea\u662f\u622a\u56fe\u6216\u7f51\u683c\uff0c\u4e5f\u53ef\u4ee5\u662f\u4e00\u4e2a\u4ecd\u80fd\u7ee7\u7eed\u4fee\u6539\u7684\u6a21\u578b\u9875\u9762\u3002<br /><br />\u6d4f\u89c8\u5668\u8fd8\u662f AI \u7684\u89c2\u5bdf\u7a97\u53e3\u3002\u7cfb\u7edf\u53ef\u4ee5\u81ea\u52a8\u6253\u5f00\u6a21\u578b\u3001\u8bbe\u7f6e\u53c2\u6570\u3001\u4ece\u591a\u4e2a\u89c6\u89d2\u622a\u56fe\uff0c\u518d\u68c0\u67e5\u8f6e\u5ed3\u3001\u6bd4\u4f8b\u548c\u6750\u8d28\u3002\u4ee3\u7801\u901a\u8fc7\u4e0d\u4ee3\u8868\u6a21\u578b\u4e00\u5b9a\u597d\u770b\uff0c\u6700\u7ec8\u4ecd\u8981\u770b\u6e32\u67d3\u7ed3\u679c\u3002<br /><br />\u5f53\u524d\u4e3b\u67e5\u770b\u5668\u4f7f\u7528 Three.js WebGLRenderer \u3002WebGPU \u7528\u4e8e\u9010\u6b65\u6269\u5c55\u8ba1\u7b97\u80fd\u529b\uff0c\u4e0d\u628a\u5c1a\u672a\u5b8c\u6210\u7684\u8fc1\u79fb\u5199\u6210\u73b0\u6210\u529f\u80fd\u3002<br /><a target=\"_blank\" href=\"https://i.imgur.com/nXh1fsL.png\" rel=\"nofollow noopener\" target=\"_blank\"><img src=\"https://i.imgur.com/nXh1fsL.png\" class=\"embedded_image\" rel=\"noreferrer\"></a><br /><br />## \u4e03\u3001\u4ece\u56fe\u7247\u751f\u6210\u53ef\u7f16\u8f91\u6a21\u578b<br /><br />\u56fe\u7247\u53ef\u4ee5\u4f5c\u4e3a\u5efa\u6a21\u8f93\u5165\uff0c\u4f46 Meshova \u4e0d\u5e0c\u671b\u628a\u56fe\u7247\u76f4\u63a5\u53d8\u6210\u4e00\u5757\u96be\u4ee5\u4fee\u6539\u7684\u6b7b\u7f51\u683c\u3002<br /><br />\u5b83\u91c7\u7528\u66f4\u5bb9\u6613\u7ef4\u62a4\u7684\u6d41\u7a0b\uff1a<br /><br />1. AI \u5148\u8bc6\u522b\u56fe\u7247\u4e2d\u7684\u7269\u4f53\u548c\u90e8\u4ef6\uff0c\u4f8b\u5982\u8f66\u8eab\u3001\u8f66\u7a97\u3001\u8f66\u8f6e\u548c\u8f66\u706f\u3002<br />2. \u4ece PCG \u6848\u4f8b\u5e93\u9009\u62e9\u63a5\u8fd1\u7684\u6a21\u677f\u3002<br />3. \u6839\u636e\u56fe\u7247\u4f30\u8ba1\u957f\u5bbd\u9ad8\u3001\u90e8\u4ef6\u4f4d\u7f6e\u548c\u6750\u8d28\u7c7b\u522b\u3002<br />4. \u751f\u6210\u6216\u4fee\u6539\u811a\u672c\uff0c\u5728\u7f51\u9875\u7aef\u6e32\u67d3\u3002<br />5. \u628a\u622a\u56fe\u548c\u53c2\u8003\u56fe\u6bd4\u8f83\uff0c\u53ea\u4fdd\u7559\u771f\u6b63\u53d8\u597d\u7684\u7248\u672c\u3002<br /><br />\u5355\u5f20\u56fe\u7247\u770b\u4e0d\u5230\u80cc\u9762\uff0c\u4e5f\u65e0\u6cd5\u51c6\u786e\u63d0\u4f9b\u6df1\u5ea6\uff0c\u6240\u4ee5\u7cfb\u7edf\u4e0d\u4f1a\u5047\u88c5\u5b8c\u5168\u6062\u590d\u771f\u5b9e\u6a21\u578b\u3002\u5b83\u7684\u76ee\u6807\u662f\u751f\u6210\u7ed3\u6784\u5408\u7406\u3001\u9020\u578b\u63a5\u8fd1\u3001\u8fd8\u80fd\u7ee7\u7eed\u4fee\u6539\u7684\u7a0b\u5e8f\u5316\u8d44\u4ea7\u3002<br /><br />\u9020\u578b\u4f18\u5148\u4e8e\u7eb9\u7406\u590d\u523b\u3002\u8f6e\u5ed3\u548c\u591a\u89c6\u89d2\u6bd4\u4f8b\u5148\u6b63\u786e\uff0c\u518d\u5224\u65ad\u91d1\u5c5e\u3001\u5851\u6599\u3001\u6728\u6750\u3001\u5e03\u6599\u7b49\u6750\u8d28\u7c7b\u522b\uff0c\u907f\u514d\u628a\u91d1\u5c5e\u505a\u6210\u76ae\u9769\u3002<br /><a target=\"_blank\" href=\"https://i.imgur.com/udoiK4p.png\" rel=\"nofollow noopener\" target=\"_blank\"><img src=\"https://i.imgur.com/udoiK4p.png\" class=\"embedded_image\" rel=\"noreferrer\"></a><br /><br />## \u516b\u3001\u53c2\u6570\u5fc5\u987b\u8ba9\u4eba\u548c AI \u90fd\u770b\u5f97\u61c2<br /><br />\u7a0b\u5e8f\u5316\u7cfb\u7edf\u4e0d\u80fd\u53ea\u589e\u52a0\u53c2\u6570\u6570\u91cf\uff0c\u8fd8\u8981\u4fdd\u8bc1\u53c2\u6570\u6709\u610f\u4e49\u3002<br /><br />Meshova \u4f7f\u7528\u201c\u8f66\u8eab\u5916\u58f3\u201d\u201c\u524d\u6321\u98ce\u73bb\u7483\u201d\u201c\u524d\u8f6e\u80ce\u201d\u8fd9\u7c7b\u8bed\u4e49\u540d\u79f0\uff0c\u4e0d\u628a `root.0`\u3001`component_1` \u7b49\u5bfc\u5165\u5668\u540d\u79f0\u5f53\u4f5c\u4e3b\u8981\u6807\u7b7e\u3002<br /><br />\u5f53\u89c6\u89c9\u68c0\u67e5\u53d1\u73b0\u201c\u8f66\u8eab\u8fc7\u7a84\u201d\u65f6\uff0cAI \u53ef\u4ee5\u76f4\u63a5\u4fee\u6539\u8f66\u5bbd\uff1b\u53d1\u73b0\u201c\u524d\u8f6e\u8fc7\u5c0f\u201d\u65f6\uff0c\u53ef\u4ee5\u4fee\u6539\u524d\u8f6e\u534a\u5f84\u3002\u95ee\u9898\u80fd\u843d\u56de\u660e\u786e\u53c2\u6570\uff0c\u81ea\u52a8\u8fed\u4ee3\u624d\u771f\u6b63\u53ef\u7528\u3002<br /><br />## \u4e5d\u3001PCG \u6a21\u677f\u540c\u65f6\u8986\u76d6\u6a21\u578b\u548c\u6750\u8d28<br /><br />Meshova \u4e0d\u8981\u6c42 AI \u6bcf\u6b21\u4ece\u7a7a\u767d\u5f00\u59cb\u3002\u6848\u4f8b\u65e2\u662f\u5c55\u793a\u5185\u5bb9\uff0c\u4e5f\u662f\u53ef\u8bfb\u53d6\u3001\u53ef\u4fee\u6539\u3001\u53ef\u7ec4\u5408\u7684\u6a21\u677f\u3002<br /><br />\u6309\u6a21\u578b\u5b9a\u4e49\u3001\u6750\u8d28\u6a21\u677f\u548c\u53c2\u6570\u53d8\u4f53\u8ba1\u7b97\uff0c\u9879\u76ee\u5185\u5bb9\u603b\u91cf\u5df2\u8d85\u8fc7 1000 \u9879\uff1b\u7f51\u9875\u6a21\u578b\u5e93\u53bb\u91cd\u540e\u63a5\u8fd1 1000 \u4e2a\u53ef\u6d4f\u89c8\u6761\u76ee\u3002<br /><br />\u6a21\u578b\u6a21\u677f\u8986\u76d6\u8f66\u8f86\u3001\u5efa\u7b51\u3001\u9053\u8def\u3001\u5730\u5f62\u3001\u690d\u88ab\u3001\u5ca9\u77f3\u3001\u89d2\u8272\u4f53\u5757\u548c\u786c\u8868\u9762\u7269\u4ef6\u3002\u6750\u8d28\u6a21\u677f\u8986\u76d6\u91d1\u5c5e\u3001\u6728\u6750\u3001\u5e03\u6599\u3001\u9676\u74f7\u3001\u73bb\u7483\u3001\u5ca9\u77f3\u3001\u7816\u5899\u7b49\u5e38\u89c1\u7c7b\u522b\u3002<br /><br />\u51e0\u4f55\u548c\u6750\u8d28\u5171\u7528\u53c2\u6570\u3001\u968f\u673a\u548c\u7a7a\u95f4\u89c4\u5219\u3002\u4f8b\u5982\u540c\u4e00\u7ec4\u4fb5\u8680\u89c4\u5219\u65e2\u53ef\u4ee5\u6539\u53d8\u5ca9\u77f3\u8f6e\u5ed3\uff0c\u4e5f\u53ef\u4ee5\u5f71\u54cd\u8868\u9762\u7684\u989c\u8272\u3001\u7c97\u7cd9\u5ea6\u548c\u9ad8\u5ea6\uff0c\u8ba9\u9020\u578b\u4e0e\u6750\u8d28\u4fdd\u6301\u4e00\u81f4\u3002<br /><br />## \u7ed3\u8bed\uff1aAI \u65f6\u4ee3\uff0c\u751f\u6210\u65b9\u6cd5\u4e5f\u662f\u8d44\u4ea7<br /><br />\u672a\u6765\u7684 AI 3D \u5de5\u5177\u4e0d\u5e94\u53ea\u6bd4\u8f83\u8c01\u80fd\u66f4\u5feb\u751f\u6210\u4e00\u5f20\u597d\u770b\u7684\u622a\u56fe\u3002\u5bf9\u6e38\u620f\u548c\u5b9e\u65f6\u5185\u5bb9\u751f\u4ea7\u6765\u8bf4\uff0c\u66f4\u91cd\u8981\u7684\u662f\u7ed3\u679c\u80fd\u5426\u4fee\u6539\u3001\u590d\u73b0\u3001\u6d4b\u8bd5\u3001\u5206\u4eab\u548c\u6301\u7eed\u7ef4\u62a4\u3002<br /><br />Meshova \u7684\u7b54\u6848\u662f\u811a\u672c\u3002<br /><br />\u4eba\u63d0\u51fa\u5ba1\u7f8e\u76ee\u6807\u548c\u751f\u4ea7\u7ea6\u675f\uff0cAI \u7f16\u5199\u4e0e\u4fee\u6539\u7a0b\u5e8f\u5316\u811a\u672c\uff0cMeshova \u8d1f\u8d23\u51e0\u4f55\u3001\u6750\u8d28\u3001\u6e32\u67d3\u548c\u6821\u9a8c\u3002\u6700\u7ec8\u6a21\u578b\u53ea\u662f\u67d0\u6b21\u8ba1\u7b97\u7ed3\u679c\uff0c\u811a\u672c\u548c\u53c2\u6570\u624d\u662f\u53ef\u4ee5\u957f\u671f\u4f7f\u7528\u7684\u8d44\u4ea7\u3002<br /><br />\u9879\u76ee\u5730\u5740\uff1a&lt;<a target=\"_blank\" href=\"https://github.com/wellingfeng/Meshova\" rel=\"nofollow noopener\">https://github.com/wellingfeng/Meshova</a>&gt;<br /><br />\u5728\u7ebf\u6a21\u578b\u5e93\uff1a&lt;<a target=\"_blank\" href=\"https://wellingfeng.github.io/Meshova/index.html\" rel=\"nofollow noopener\">https://wellingfeng.github.io/Meshova/index.html</a>&gt;"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/sw042", 
        "name": "sw042", 
        "avatar": "https://cdn.v2ex.com/avatar/4396/e9d2/100723_large.png?m=1501612539"
      }, 
      "url": "https://www.v2ex.com/t/1226782", 
      "title": "\u50cf ZCode \u8fd9\u79cd\u4e00\u5929\u4e00\u66f4\u65b0\u662f\u600e\u4e48\u505a\u5230\u7684\uff1f", 
      "id": "https://www.v2ex.com/t/1226782", 
      "date_published": "2026-07-12T14:47:51+00:00", 
      "content_html": "<p>\u5982\u9898 <a href=\"https://zcode.z.ai/cn/changelog\" rel=\"nofollow\">https://zcode.z.ai/cn/changelog</a>\n\u73b0\u5728\u5c31\u7b97\u6709 AI \u5de5\u5177\u52a0\u7801\uff0c\u4e5f\u53ea\u63d0\u5347\u4e86\u6574\u4e2a\u7f16\u7801\u7684\u5f00\u53d1\u901f\u5ea6\uff0c\u540e\u9762\u8fd8\u6709\u8c03\u8bd5\u3001\u6d4b\u8bd5\u3001\u53d1\u7248\u7b49\u4e00\u7cfb\u5217\u76f8\u5173\u6d41\u7a0b\u8981\u8d70\u3002\u5982\u679c\u4e00\u4e2a\u4eba\u505a\uff0c\u4e00\u5929\u4e00\u66f4\u65b0\u611f\u89c9\u4e5f\u6bd4\u8f83\u6781\u9650\uff0c\u5f88\u96be\u6301\u7eed\uff1b\u5982\u679c\u591a\u4e2a\u4eba\u4e00\u8d77\u505a\uff0c\u53c8\u5982\u4f55\u4fdd\u8bc1\u5927\u5bb6\u5e76\u53d1\u5f00\u53d1\u7684\u529f\u80fd\u5728\u5408\u5e76\u65f6\u4e0d\u4f1a\u53d1\u751f\u51b2\u7a81\uff1f</p>\n<p>\u5728\u591a\u6a21\u5757\u3001\u591a\u4eba\u534f\u4f5c\u7684\u573a\u666f\u4e0b\uff0cAI \u6709\u6ca1\u6709\u597d\u7684\u63d0\u6548\u548c\u63a7\u5236\u71b5\u589e\u7684\u65b9\u6848\uff1f</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/tcping", 
        "name": "tcping", 
        "avatar": "https://cdn.v2ex.com/avatar/3dd4/f2e4/752504_large.png?m=1783604373"
      }, 
      "url": "https://www.v2ex.com/t/1226772", 
      "date_modified": "2026-07-12T13:46:48+00:00", 
      "content_html": "\u6211\u770b\u5f88\u591a\u4eba\u7528\uff0c\u51e0\u5341\u5757\u94b1\u8e6c\u4e0d\u5b8c\u3002<br />\u6211\u751f\u4ea7\u73af\u5883\u4e0a\u6ca1\u7528\uff0c\u6015\u63ba\u6c34\u4e8b\u5c0f\uff0c\u8fd8\u690d\u5165\u70b9\u4ec0\u4e48\u540e\u95e8<br />\u4f46\u662f\u4ef7\u683c\u6709\u70b9\u906d\u8001\u7f6a\u4e86\uff0c\u5144\u5f1f\u4eec\u90fd\u662f\u4ec0\u4e48\u89e3\u51b3\u65b9\u6848", 
      "date_published": "2026-07-12T13:46:29+00:00", 
      "title": "\u5144\u5f1f\u4eec\u7684 codex \u548c claude code \u7528\u4e2d\u8f6c\u5417", 
      "id": "https://www.v2ex.com/t/1226772"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/q378648220", 
        "name": "q378648220", 
        "avatar": "https://cdn.v2ex.com/gravatar/dc62d377407737ada38d4bd8e5db4054?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1226765", 
      "title": "\u5404\u4f4d\u5927\u4f6c\u6bcf\u6708\u5728 AI \u5de5\u5177\u4e0a\u7684\u652f\u51fa\u90fd\u662f\u591a\u5c11\uff1f\u591a\u5c11\u662f\u56e0\u4e3a\u5de5\u4f5c\u652f\u51fa\uff1f", 
      "id": "https://www.v2ex.com/t/1226765", 
      "date_published": "2026-07-12T13:25:59+00:00", 
      "content_html": "<p>\u6700\u8fd1\u770b\u5230\u4e00\u7bc7\u5386\u53f2\u7684 <a href=\"https://v2ex.com/t/1173165\" rel=\"nofollow\">https://v2ex.com/t/1173165</a> \u7684\u62a5\u544a\uff0c\u73b0\u5728 GLM5.2 \u4e5f\u51fa\u6765\u4e86\uff0c\u56fd\u5185\u4e0d\u4ec5\u6709\u591a\u91cd coding plan \u3001token plan \uff0c\u800c\u4e14\u4e2d\u8f6c\u7ad9\u4e5f\u8f6c\u4e86\u591a\u6b21\u3002</p>\n<p>\u672c\u4eba\u662f\u4e4b\u524d\u963f\u91cc\u6709 40 \u5143 coding plan \u65f6\u5c31\u8ba2\u9605\u76f4\u81f3\u6ca1\u6cd5\u7eed\u8ba2\u4e86\uff0c\u73b0\u5728\u5c31\u662f\u9760\u4e4b\u524d iflow cli \u7684\u514d\u8d39\u5957\u9910\uff0cxiaomi mimo \u5957\u9910\u8d60\u9001+\u7eed\u8d39 1 \u4e2a\u6708\uff0c\u7f8e\u56e2 longcat 2.0 \u4ece\u6d4b\u8bd5\u9636\u6bb5\u5230\u73b0\u5728\u8d60\u9001\u7684 1 \u4e2a\u6708\uff0c\u6bcf\u4e2a\u6708\u7684\u8d39\u7528\u5927\u6982\u662f 40~90 \u5143\uff1f</p>\n<p>\u4e3b\u8981\u90fd\u662f\u5de5\u4f5c\u4e0a\u4e00\u4e9b\u7f16\u7a0b\u5de5\u4f5c\u7684\uff0c\u4ee5\u524d\u624b\u5de5\u81ea\u5df1\u5199\uff0c\u5199\u5b8c\u540e\u6bd4\u8f83\u65b9\u4fbf\u6539\uff0c\u4f46\u662f\u9762\u4e34\u9700\u6c42\u53d8\u5316\u5feb\uff0c\u5199\u7684\u8fc7\u7a0b\u5f88\u7d2f\u3002\u73b0\u5728\u7528 AI \u540e\uff0c\u5c31\u662f\u611f\u89c9 AI \u5199\u6bd4\u8f83\u5feb\uff0c\u81ea\u5df1\u8981\u6539\u8fd8\u8981\u8bfb\u597d\u51e0\u904d\uff0c\u624d\u77e5\u9053\u600e\u4e48\u6539\uff0c\u4f46\u662f\u9762\u4e34\u9700\u6c42\u53d8\u5316\uff0c\u76f4\u63a5\u8ba9 AI \u91cd\u65b0\u5199\u5c31\u884c\u4e86\uff0c\u5c31\u662f\u611f\u89c9\u7528\u7684\u6a21\u578b\u90fd\u6bd4\u8f83\u4fbf\u5b9c\uff0c\u53ca\u65f6\u7528 skills \u6216\u63d0\u793a\u8bcd\u5404\u79cd\u7ea6\u675f\u4e86\uff0c\u8fd8\u662f\u4f1a\u51fa\u73b0\u5199\u7684\u98ce\u683c\u548c\u65b9\u5f0f\u4e0d\u4e00\u81f4\u7684\u60c5\u51b5\u3002</p>\n<p>\u73b0\u5728\uff0c\u56e0\u4e3a\u5de5\u4f5c\u9700\u6c42\u91cf\u5927\uff0c\u611f\u89c9\u73b0\u5728 AI \u5de5\u5177\u7684 token \u4e0d\u591f\u7528\u4e86\uff0c\u770b\u4e86\u4e00\u4e0b\uff0c\u8fd9 1 \u4e2a\u6708\uff0c\u7528 openroute 190M + Longcat 25M + Mimo 99 \u5143\u5957\u9910\u5927\u6982 1 \u534a\u7528\u91cf\uff08 mimo \u4f7f\u7528 credit \uff0c\u6362\u7b97 token \u80a1\u5219\u6709\u70b9\u641e\u4e0d\u6e05\uff09\u3002\n\u73b0\u5728\u56e0\u4e3a\u53c8\u6709\u4e00\u4e9b\u6587\u672c\u5904\u7406\u7684\u5de5\u4f5c\uff0c\u56e0\u4e3a\u6211\u4f1a AI \u5de5\u5177\uff0c\u4e5f\u4ea4\u7ed9\u6211\u5904\u7406\u4e86\u3002\n\u60f3\u8bf7\u6559\u5927\u5bb6\u4e00\u4e0b\uff1a</p>\n<p>1.\u5927\u5bb6\u4e00\u822c\u6bcf\u6708\u4f1a\u82b1\u591a\u5c11\u94b1\uff1f</p>\n<p>2.\u5927\u6982 100~400 \u5143\u8fd9\u4e2a\u8303\u56f4\uff0c\u5927\u6982\u8d2d\u4e70\u4ec0\u4e48\u6700\u65b9\u4fbf\uff1f\u56fd\u5916\u76f4\u63a5\u8d2d\u4e70\uff0c\u5982\u679c\u4ee5\u540e\u9047\u5230\u7f51\u7edc\u95ee\u9898\uff0c\u600e\u4e48\u529e\uff1f\u6bd4\u5982 Gemini \uff0c\u9700\u8981\u9650\u5236\u5730\u533a\uff0c\u8fd9\u4e2a\u611f\u89c9\u5728\u5f88\u591a\u7f51\u7edc\u73af\u5883\u4e0b\u53d7\u9650\uff1f</p>\n<p>3.\u5927\u5bb6\u600e\u4e48\u770b\u5230\u81ea\u5df1\u4ed8\u8d39\u4e70 AI \u5de5\u5177\u7528\u5728\u5de5\u4f5c\u91cc\u7684\u5462\uff1f\u5927\u6982\u81ea\u5df1\u4ed8\u8d39\u591a\u5c11\u5408\u9002\u5462\uff1f</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/jackerbauer", 
        "name": "jackerbauer", 
        "avatar": "https://cdn.v2ex.com/avatar/b31d/7645/536249_large.png?m=1711436800"
      }, 
      "url": "https://www.v2ex.com/t/1226764", 
      "date_modified": "2026-07-12T13:18:00+00:00", 
      "content_html": "<p>\u6536\u4e86\u4e2a\u8054\u901a VN007+\uff0c\u63d2\u4e0a\u5361\u7528\u4e0a\u53bb\u5f88\u4e0d\u9519\u3002<br/>\n\u4e8e\u662f Vibe Coding \u4e86\u4e00\u4e2a\u5c0f\u5de5\u5177\u3002<br/>\n\u7528\u6765\u770b\u6d41\u91cf\u548c\u6536\u53d1\u77ed\u4fe1\u3002  </p>\n<p>\u9879\u76ee\u5730\u5740\uff1a <a href=\"https://gitee.com/assad2008/5g-traffic-monitoring-system\" rel=\"nofollow\">https://gitee.com/assad2008/5g-traffic-monitoring-system</a></p>\n<p>\u535a\u5ba2\u6587\u7ae0\uff1a <a href=\"https://blog.wangjiang.me/posts/fiveg_traffic_monitor.html\" rel=\"nofollow\">https://blog.wangjiang.me/posts/fiveg_traffic_monitor.html</a></p>\n", 
      "date_published": "2026-07-12T13:17:38+00:00", 
      "title": "\u7ed9\u8054\u901a VN007+ 5G CPE \u5199\u4e00\u4e2a\u4efb\u52a1\u680f\u6d41\u91cf\u76d1\u63a7 + \u77ed\u4fe1\u6536\u53d1\u5c0f\u5de5\u5177", 
      "id": "https://www.v2ex.com/t/1226764"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/lerongwan1", 
        "name": "lerongwan1", 
        "avatar": "https://cdn.v2ex.com/gravatar/95236964f9c640fb7112b98cf56aa7f9?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1226749", 
      "title": "LLM \u77e5\u8bc6\u5e93\uff0c\u5982\u4f55\u7edf\u4e00\u672c\u5730\u4e0e\u4e91\u7aef\u4fee\u6539", 
      "id": "https://www.v2ex.com/t/1226749", 
      "date_published": "2026-07-12T11:50:50+00:00", 
      "content_html": "<h1>LLM \u77e5\u8bc6\u5e93\uff0c\u5982\u4f55\u7edf\u4e00\u672c\u5730\u4e0e\u4e91\u7aef\u4fee\u6539</h1>\n<p><img alt=\"\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://static.notedeep.com/upload/1783844460854-cover.png\"/></p>\n<p><a href=\"https://www.notedeep.com\" rel=\"nofollow\">\u7acb\u5373\u4f53\u9a8c NoteDeep</a></p>\n<p>\u505a NoteDeep Desktop \u65f6\uff0c\u6211\u5e0c\u671b\u672c\u5730\u77e5\u8bc6\u5e93\u4e0d\u53ea\u662f\u4e91\u7aef\u6570\u636e\u7684\u7f13\u5b58\uff1a\u7528\u6237\u53ef\u4ee5\u79bb\u7ebf\u7f16\u8f91 Markdown \uff0cCodex \u3001Claude Code \u6216 Cursor \u53ef\u4ee5\u76f4\u63a5\u6539\u6587\u4ef6\uff0c\u4e91\u7aef\u4ecd\u7136\u4fdd\u7559\u5bcc\u6587\u672c\u7f16\u8f91\u3001\u5386\u53f2\u7248\u672c\u4e0e\u534f\u4f5c\u80fd\u529b\u3002</p>\n<p>\u771f\u6b63\u56f0\u96be\u7684\u4e0d\u662f\u4e0a\u4f20\u6587\u4ef6\uff0c\u800c\u662f\u4e09\u7c7b\u4fee\u6539\u53ef\u80fd\u540c\u65f6\u53d1\u751f\uff1a\u5b83\u4eec\u4ece\u54ea\u91cc\u8fdb\u5165\u3001\u4ee5\u8c01\u4e3a\u51c6\u3001\u65ad\u7f51\u540e\u5982\u4f55\u6062\u590d\u3001\u4e91\u7aef\u9886\u5148\u65f6\u53c8\u5982\u4f55\u5408\u5e76\uff1f\u6700\u540e\uff0c\u6211\u628a\u5b83\u4eec\u6536\u655b\u5230\u540c\u4e00\u5957\u672c\u5730\u72b6\u6001\u548c JSON0 \u540c\u6b65\u94fe\u8def\u4e2d\u3002</p>\n<h2>\u80cc\u666f\u4e0e\u76ee\u6807</h2>\n<p>\u8fd9\u4e2a\u65b9\u6848\u5148\u786e\u5b9a\u4e86\u4e24\u4e2a\u4ea7\u54c1\u8fb9\u754c\uff1a\u672c\u5730\u76ee\u5f55\u5fc5\u987b\u5728\u6ca1\u6709\u7f51\u7edc\u3001\u751a\u81f3\u6ca1\u6709\u767b\u5f55\u65f6\u6b63\u5e38\u5de5\u4f5c\uff1b Markdown \u5fc5\u987b\u662f\u4eba\u548c AI \u5de5\u5177\u90fd\u80fd\u76f4\u63a5\u8bfb\u5199\u7684\u5f00\u653e\u6587\u4ef6\uff0c\u800c\u4e0d\u662f\u67d0\u79cd\u53ea\u80fd\u7531 NoteDeep \u89e3\u6790\u7684\u7f13\u5b58\u683c\u5f0f\u3002</p>\n<p>\u56e0\u6b64\uff0c\u672c\u5730\u4e0e\u4e91\u7aef\u5206\u522b\u62e5\u6709\u81ea\u5df1\u7684\u4e8b\u5b9e\u6e90\uff1a</p>\n<ul>\n<li>\u9875\u9762\u6b63\u6587\u7684\u672c\u5730\u4e8b\u5b9e\u6e90\u662f Markdown \u6587\u4ef6\u3002</li>\n<li>\u9875\u9762\u6811\u7684\u672c\u5730\u4e8b\u5b9e\u6e90\u662f <code>.notedeep/manifest.json</code> \u4e2d\u7684 <code>manifest.pages</code>\u3002</li>\n<li>\u4e91\u7aef\u4e8b\u5b9e\u6e90\u662f ShareDB \u7684 <code>workspaces/{workspaceUuid}</code> \u4e0e <code>pages/{pageUuid}</code>\u3002</li>\n<li><code>.notedeep/state/</code> \u4fdd\u5b58\u540c\u6b65\u57fa\u7ebf\u548c\u5f85\u63d0\u4ea4 ops \uff0c\u4e0d\u5192\u5145\u4e1a\u52a1\u4e8b\u5b9e\u6e90\u3002</li>\n<li><code>sync-index.json</code> \u53ea\u7528\u4e8e\u8df3\u8fc7\u672a\u53d8\u5316\u6587\u4ef6\uff0c\u4e22\u5931\u540e\u53ef\u4ee5\u91cd\u5efa\u3002</li>\n</ul>\n<p>\u8fd9\u5c42\u533a\u5206\u5f88\u91cd\u8981\u3002\u5982\u679c\u628a snapshot \u3001\u6587\u4ef6\u7d22\u5f15\u548c\u4e1a\u52a1\u6570\u636e\u6df7\u5728\u4e00\u8d77\uff0c\u540c\u6b65\u5f02\u5e38\u540e\u5f88\u96be\u5224\u65ad\u5e94\u8be5\u76f8\u4fe1\u8c01\u3002</p>\n<h2>\u4e09\u7c7b\u4fee\u6539\u5982\u4f55\u6c47\u6d41</h2>\n<p>\u4ea7\u54c1\u89c6\u89d2\u4e0b\u6709\u4e09\u7c7b\u8f93\u5165\uff0c\u4f46\u5f53\u524d\u5b9e\u73b0\u6ca1\u6709\u4e3a\u5b83\u4eec\u5404\u5199\u4e00\u5957\u540c\u6b65\u5668\u3002</p>\n<p><img alt=\"mermaid\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://static.notedeep.com/publish/c02791b1-b6a8-4214-b29c-a417b633d6b5/1783846616399-mermaid.png\"/></p>\n<p>\u672c\u5730\u7f16\u8f91\u5668\u4ea7\u751f\u7684\u662f JsonML \uff0c\u4f46\u4fdd\u5b58\u524d\u5148\u8f6c\u6362\u4e3a Markdown \uff1b Codex \u7b49\u5916\u90e8\u5de5\u5177\u76f4\u63a5\u4fee\u6539 Markdown \u3002\u4e24\u8005\u5230\u4e86\u540c\u6b65\u5c42\u90fd\u8868\u73b0\u4e3a\u6587\u4ef6\u53d8\u5316\uff0c\u5e76\u4ee5 <code>source: filesystem</code> \u5199\u5165 pending ops \u3002</p>\n<p>\u8fd9\u662f\u4e00\u4e2a\u523b\u610f\u7684\u6536\u655b\uff1a\u65e0\u8bba\u5185\u5bb9\u6765\u81ea\u5bcc\u6587\u672c\u7f16\u8f91\u5668\u8fd8\u662f\u5916\u90e8\u5de5\u5177\uff0c\u78c1\u76d8\u4e0a\u7684 Markdown \u90fd\u662f\u672c\u5730\u6b63\u6587\u4e8b\u5b9e\u3002\u540c\u6b65\u5f15\u64ce\u4e0d\u9700\u8981\u731c\u6d4b\u4fee\u6539\u6765\u81ea\u54ea\u4e2a UI \uff0c\u4e5f\u4e0d\u4f1a\u5f62\u6210\u4e24\u6761\u4e92\u76f8\u7ade\u4e89\u7684\u672c\u5730\u5199\u5165\u94fe\u8def\u3002</p>\n<p>\u4e91\u7aef\u7f16\u8f91\u5668\u5219\u76f4\u63a5\u5411 ShareDB \u63d0\u4ea4 JSON0 ops \u3002\u672c\u5730\u540c\u6b65\u65f6\u53d1\u73b0\u4e91\u7aef\u7248\u672c\u9886\u5148\uff0c\u62c9\u53d6\u8fdc\u7aef ops \uff0c\u66f4\u65b0\u672c\u5730 snapshot \uff0c\u518d\u628a JsonML \u8f6c\u56de Markdown \u3002\u8fd9\u6837\u4e09\u7c7b\u4fee\u6539\u6700\u7ec8\u90fd\u7ecf\u8fc7\u540c\u4e00\u4e2a <code>LocalDocState</code> \u5bf9\u9f50\u3002</p>\n<h2>\u4e00\u8f6e\u540c\u6b65\u505a\u4e86\u4ec0\u4e48</h2>\n<p>\u7edf\u4e00\u5165\u53e3\u662f <code>flushLocalWorkspaceSync</code>\u3002\u5b83\u4f1a\u5408\u5e76\u540c\u4e00 workspace \u7684\u5e76\u53d1\u540c\u6b65\u8bf7\u6c42\uff0c\u907f\u514d\u4fdd\u5b58\u3001watcher \u548c\u5b9a\u65f6\u4efb\u52a1\u540c\u65f6\u8dd1\u591a\u8f6e\u540c\u6b65\u3002</p>\n<p>\u4e00\u8f6e\u540c\u6b65\u7684\u4e3b\u94fe\u8def\u662f\uff1a</p>\n<ol>\n<li>\u7528 workspace tree hash \u5224\u65ad\u9875\u9762\u6811\u662f\u5426\u53d8\u5316\u3002</li>\n<li>\u7528\u6587\u4ef6\u7684 path \u3001size \u3001mtime \u548c content hash \u7b5b\u51fa\u771f\u6b63\u53d8\u5316\u7684 Markdown \u3002</li>\n<li>\u5c06 Markdown \u8f6c\u6210 JsonML \uff0c\u4e0e\u65e7 snapshot \u505a diff \u3002</li>\n<li><code>stageSnapshot</code> \u5148\u628a JSON0 ops \u6301\u4e45\u5316\u5230 <code>pendingOps</code>\u3002</li>\n<li>\u767b\u5f55\u4e14\u8d26\u53f7\u5339\u914d\u65f6\uff0c\u6279\u91cf\u67e5\u8be2 ShareDB \u5f53\u524d\u7248\u672c\u3002</li>\n<li>\u4e91\u7aef\u9886\u5148\u65f6\u5148\u62c9\u53d6\u8fdc\u7aef ops \uff0c\u5e76 transform \u672c\u5730 pending ops \u3002</li>\n<li>\u63d0\u4ea4\u672c\u5730 ops \uff1b\u8fdc\u7aef\u9875\u9762\u53d8\u5316\u518d\u5199\u56de Markdown \u3002</li>\n</ol>\n<p><img alt=\"mermaid\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://static.notedeep.com/publish/c02791b1-b6a8-4214-b29c-a417b633d6b5/1783846617260-mermaid.png\"/></p>\n<p>\u8fd9\u91cc\u6700\u91cd\u8981\u7684\u987a\u5e8f\u662f\u201c\u5148 stage \uff0c\u518d\u8054\u7f51\u201d\u3002\u672a\u767b\u5f55\u3001\u79bb\u7ebf\u6216\u8bf7\u6c42\u5931\u8d25\uff0c\u53ea\u4f1a\u8ba9\u540c\u6b65\u6682\u505c\uff0c\u4e0d\u4f1a\u963b\u585e Markdown \u4fdd\u5b58\u3002\u4e0b\u6b21\u6253\u5f00\u3001\u4fdd\u5b58\u3001\u6587\u4ef6\u53d8\u5316\u3001\u624b\u52a8\u540c\u6b65\u6216 60 \u79d2\u5b9a\u65f6\u4efb\u52a1\u89e6\u53d1\u65f6\uff0c\u7ee7\u7eed\u6d88\u8d39\u672c\u5730 pending ops \u3002</p>\n<h2>\u9875\u9762\u6811\u4e3a\u4ec0\u4e48\u5355\u72ec\u540c\u6b65</h2>\n<p>\u6b63\u6587\u53d8\u5316\u548c\u9875\u9762\u6811\u53d8\u5316\u4e0d\u662f\u4e00\u56de\u4e8b\u3002\u6b63\u6587\u8fdb\u5165 <code>pages/{pageUuid}</code>\uff0c\u9875\u9762\u8def\u5f84\u3001\u6807\u9898\u3001\u7236\u5b50\u5173\u7cfb\u3001\u6392\u5e8f\u548c\u5220\u9664\u72b6\u6001\u8fdb\u5165 <code>workspaces/{workspaceUuid}</code>\u3002</p>\n<p>\u672c\u5730\u9875\u9762\u6811\u7531 <code>manifest.pages</code> \u6784\u9020\u4e3a WorkspaceDoc \uff0c\u518d\u901a\u8fc7\u5b57\u6bb5\u7ea7 JSON0 ops \u4e0a\u884c\u3002\u8fdc\u7aef\u65b0\u589e\u9875\u9762\u4e0b\u884c\u65f6\uff0c\u5148\u628a WorkspaceDoc \u6295\u5f71\u56de manifest \uff0c\u4e3a\u65b0 <code>pageUuid</code> \u751f\u6210\u672c\u5730\u8def\u5f84\uff0c\u518d\u62c9\u53d6\u5bf9\u5e94 page doc \u5e76\u5199\u6210 Markdown \u3002</p>\n<p>\u8fd9\u8ba9\u201c\u4e91\u7aef\u65b0\u5efa\u4e00\u9875\u201d\u4e0d\u53ea\u662f\u591a\u51fa\u4e00\u4efd\u8fdc\u7aef\u6b63\u6587\uff0c\u800c\u662f\u80fd\u591f\u5b8c\u6574\u843d\u5230\u672c\u5730\u76ee\u5f55\u7ed3\u6784\u4e2d\u3002</p>\n<h2>\u8fd9\u5957\u65b9\u6848\u7684\u53d6\u820d</h2>\n<p>\u5f53\u524d\u6b63\u6587 diff \u662f block \u7c92\u5ea6\u7684 JsonML \u66ff\u6362\uff0c\u4e0d\u505a\u5b57\u7b26\u7ea7 Markdown diff \u3002\u597d\u5904\u662f\u590d\u7528\u7f16\u8f91\u5668\u73b0\u6709\u7684 JsonML \u4e0e JSON0 \u534f\u8bae\uff0c\u4e5f\u80fd\u7edf\u4e00\u5904\u7406\u81ea\u5b9a\u4e49 block \uff1b\u4ee3\u4ef7\u662f\u540c\u4e00 block \u5185\u7684\u5e76\u53d1\u4fee\u6539\u4e0d\u591f\u7ec6\u3002</p>\n<p>\u76ee\u524d\u5e76\u53d1\u51b2\u7a81\u4f9d\u8d56 JSON0 transform \uff0c\u6ca1\u6709\u4eba\u5de5\u51b2\u7a81\u9009\u62e9\u754c\u9762\u3002Markdown \u4e0e JsonML \u7684\u5f80\u8fd4\u4e5f\u4f1a\u6267\u884c\u683c\u5f0f\u89c4\u8303\u5316\uff0c\u56e0\u6b64\u5b83\u4e0d\u662f\u4fdd\u7559\u6bcf\u4e2a\u7a7a\u683c\u548c\u6392\u7248\u7ec6\u8282\u7684\u6587\u672c\u540c\u6b65\u5de5\u5177\u3002</p>\n<p>\u6b64\u5916\uff0c<code>appliedOps</code> \u76ee\u524d\u4f1a\u6301\u7eed\u589e\u957f\uff0c\u538b\u7f29\u7b56\u7565\u4ecd\u5f85\u786e\u5b9a\u3002\u8fd9\u4e9b\u90fd\u662f\u5f53\u524d\u5b9e\u73b0\u8fb9\u754c\uff0c\u800c\u4e0d\u662f\u5df2\u7ecf\u89e3\u51b3\u7684\u95ee\u9898\u3002</p>\n<h2>\u7ed3\u679c\u4e0e\u540e\u7eed</h2>\n<p>\u8fd9\u5957\u8bbe\u8ba1\u6700\u7ec8\u628a\u4e09\u7c7b\u4fee\u6539\u6536\u655b\u6210\u4e86\u4e00\u4e2a\u7b80\u5355\u539f\u5219\uff1a\u672c\u5730\u5148\u53ef\u9760\u5730\u5199 Markdown \uff0c\u518d\u7531\u6301\u4e45\u5316\u72b6\u6001\u628a\u7ed3\u6784\u5316\u53d8\u5316\u540c\u6b65\u5230 ShareDB \uff1b\u4e91\u7aef\u53d8\u5316\u6cbf\u76f8\u53cd\u65b9\u5411\u5199\u56de\u672c\u5730\u3002</p>\n<p>\u5b83\u6ca1\u6709\u6d88\u706d\u540c\u6b65\u7cfb\u7edf\u7684\u590d\u6742\u5ea6\uff0c\u4f46\u628a\u590d\u6742\u5ea6\u96c6\u4e2d\u5728 <code>LocalDocState</code> \u548c <code>flushDocState</code>\uff0c\u6ca1\u6709\u6269\u6563\u5230\u7f16\u8f91\u5668\u3001\u6587\u4ef6 watcher \u548c\u6bcf\u4e00\u79cd\u5916\u90e8\u5de5\u5177\u4e2d\u3002\u5bf9\u4e00\u4e2a\u9700\u8981\u540c\u65f6\u670d\u52a1\u4eba\u3001AI coding tools \u548c\u4e91\u7aef\u534f\u4f5c\u7684\u77e5\u8bc6\u5e93\u6765\u8bf4\uff0c\u8fd9\u4e2a\u8fb9\u754c\u6bd4\u201c\u5b9e\u65f6\u4e0a\u4f20\u6587\u4ef6\u201d\u66f4\u91cd\u8981\u3002</p>\n<p>\u5982\u679c\u4f60\u4e5f\u5728\u8bbe\u8ba1\u79bb\u7ebf\u4f18\u5148\u6216\u672c\u5730\u4f18\u5148\u5e94\u7528\uff0c\u5e0c\u671b\u8fd9\u5957\u53d6\u820d\u80fd\u63d0\u4f9b\u4e00\u4e9b\u53c2\u8003\u3002</p>\n<p><a href=\"https://www.notedeep.com\" rel=\"nofollow\">\u4f7f\u7528 NoteDeep \u5f00\u59cb\u6574\u7406\u4f60\u7684\u672c\u5730\u77e5\u8bc6\u5e93</a></p>\n<p>#\u67b6\u6784\u8bbe\u8ba1 #\u79bb\u7ebf\u4f18\u5148 #\u672c\u5730\u4f18\u5148 #\u534f\u540c\u7f16\u8f91 #NoteDeep</p>\n"
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      "content_html": "<p>\u5927\u5bb6\u597d\uff0c</p>\n<p>\u6211\u5f00\u53d1\u7684\u81ea\u6258\u7ba1 DevOps \u5e73\u53f0 <strong>Gisia</strong> \u4eca\u5929\u53d1\u5e03\u4e86 <strong>1.4.1</strong> \u7248\u672c\u3002</p>\n<p>Gisia \u4e13\u6ce8\u4e8e\u4e3a<strong>\u4e2a\u4eba\u5f00\u53d1\u8005\u548c\u5c0f\u56e2\u961f</strong>\u63d0\u4f9b\u8f7b\u91cf\u3001\u7eaf\u7cb9\u3001\u81ea\u63a7\u529b\u5f3a\u7684\u4ee3\u7801\u6258\u7ba1\u89e3\u51b3\u65b9\u6848\u3002\u5b83\u96c6\u6210\u4e86 Git \u4ed3\u5e93\u6258\u7ba1\u3001CI/CD \u6d41\u6c34\u7ebf\u3001\u8bae\u9898\u7ba1\u7406\u3001Merge Request \u7b49\u6838\u5fc3\u529f\u80fd\uff0c\u57fa\u672c\u80fd\u6ee1\u8db3\u65e5\u5e38\u5f00\u53d1\u534f\u4f5c\u9700\u6c42\uff0c\u540c\u65f6\u4fdd\u6301\u6781\u7b80\u4e0d\u81c3\u80bf\u3002</p>\n<p><strong>\u6838\u5fc3\u4f18\u52bf\uff1a</strong></p>\n<ul>\n<li>\u5b8c\u5168\u81ea\u6258\u7ba1\uff0c\u4ee3\u7801\u548c\u6570\u636e\u5168\u5728\u81ea\u5df1\u624b\u91cc</li>\n<li>Docker \u4e00\u952e\u90e8\u7f72\uff0c\u51e0\u5206\u949f\u5c31\u80fd\u8dd1\u8d77\u6765\uff0c\u975e\u5e38\u9002\u5408 NAS / \u670d\u52a1\u5668\u81ea\u5efa</li>\n<li>\u8f7b\u91cf\u9ad8\u6548\uff0c\u8d44\u6e90\u5360\u7528\u4f4e</li>\n<li>\u5f00\u53d1\u8005\u4f18\u5148\u8bbe\u8ba1\uff0c\u754c\u9762\u7b80\u6d01\uff0c\u64cd\u4f5c\u6d41\u7545</li>\n</ul>\n<p><strong>\u4eae\u70b9\u7279\u6027 \u2014\u2014 AI \u5c31\u7eea</strong><br/>\n\u667a\u80fd\u4f53\u53ea\u9700\u4e00\u4e2a <code><a href=\"http://skill.md\" rel=\"nofollow\">skill.md</a></code> URL \u5373\u53ef\u5b66\u4f1a\u4f60\u7684\u9879\u76ee API \u3002<br/>\n\u6bcf\u4e2a Gisia \u9879\u76ee\u90fd\u5728\u53ef\u9884\u6d4b\u7684 URL \uff08<code>/-/<a href=\"http://skill.md\" rel=\"nofollow\">skill.md</a></code>\u3001<code>/-/issues/<a href=\"http://skill.md\" rel=\"nofollow\">skill.md</a></code> \u7b49\uff09\u63d0\u4f9b\u7eaf Markdown \u6280\u80fd\u6587\u4ef6\u3002\u53ea\u9700\u5c06\u4e00\u6761\u6307\u4ee4\u7c98\u8d34\u7ed9\u4efb\u4f55\u80fd\u6293\u53d6 URL \u7684\u667a\u80fd\u4f53 \u2014 OpenClaw \u3001Claude Code \u6216\u4f60\u81ea\u5df1\u7684\u673a\u5668\u4eba \u2014 \u5b83\u5c31\u80fd\u5b66\u4f1a\u901a\u8fc7 REST API \u514b\u9686\u3001\u63a8\u9001\u5e76\u7ba1\u7406\u95ee\u9898\u3001\u53f2\u8bd7\u548c\u6807\u7b7e\u3002\u65e0\u9700\u63d2\u4ef6\uff0c\u65e0\u9700\u5b89\u88c5\u96c6\u6210\u3002</p>\n<p><strong>1.4.1 \u4e3b\u8981\u66f4\u65b0\uff1a</strong></p>\n<ol>\n<li>\u652f\u6301\u914d\u7f6e<strong>\u7fa4\u7ec4\u548c\u9879\u76ee\u7ea7\u522b</strong>\u7684\u6d41\u6c34\u7ebf\u8fd0\u884c\u5668\uff08 Runner \uff09</li>\n<li>\u4e2a\u4eba\u4e3b\u9875\u652f\u6301<strong>\u7f6e\u9876\u9879\u76ee</strong></li>\n<li>\u4f18\u5316\u4e86\u8bae\u9898\u641c\u7d22\u529f\u80fd\uff0c\u4f53\u9a8c\u663e\u8457\u63d0\u5347</li>\n</ol>\n<p>\u76ee\u524d\u9879\u76ee\u529f\u80fd\u5df2\u7ecf\u6bd4\u8f83\u5b8c\u6574\uff0c\u6b22\u8fce\u4e2a\u4eba\u5f00\u53d1\u8005\u3001NAS \u73a9\u5bb6\u548c\u5c0f\u56e2\u961f\u670b\u53cb\u4eec\u6765\u8bd5\u7528\u548c\u53cd\u9988\uff01</p>\n<p><strong>\u9879\u76ee\u94fe\u63a5\uff1a</strong><br/>\n\u5b98\u7f51\uff1a <a href=\"https://gisia.dev\" rel=\"nofollow\">https://gisia.dev</a><br/>\nGitHub\uff1a <a href=\"https://github.com/gisiahq/gisia\" rel=\"nofollow\">https://github.com/gisiahq/gisia</a></p>\n<p>\u6b22\u8fce star \u652f\u6301\uff0c\u4e5f\u6b22\u8fce\u5927\u5bb6\u5728\u4e0b\u9762\u7559\u8a00\u4ea4\u6d41\u4f7f\u7528\u4f53\u9a8c\u6216\u5efa\u8bae\uff01</p>\n"
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      "title": "grok-4.5 \u771f\u7684\u6bd4 gpt-5.6 sol \u597d\u7528\u5427", 
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      "url": "https://www.v2ex.com/t/1226635", 
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      "title": "\u6709\u6ca1\u6709\u4e00\u8d77\u7814\u7a76\u5b66\u4e60 NautilusTrader \u7684\u9053\u53cb", 
      "id": "https://www.v2ex.com/t/1226635"
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      "url": "https://www.v2ex.com/t/1226630", 
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      "title": "Claude \u7a81\u7136\u7684\uff0c\u5c31\u6765\u4e86\uff01\u745f\u745f\u53d1\u6296\u4e2d\u3002\u3002\u3002\u3002", 
      "id": "https://www.v2ex.com/t/1226625", 
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      "content_html": "<p><img alt=\"1783779328988.png\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://picui.ogmua.cn/s1/2026/07/11/6a525010570ca.webp\"/></p>\n<p>API Error: Unable to connect to API: SSL certificate hostname mismatch</p>\n<p>cli \u6b63\u5e38\uff0cdesktop \u7aef\u63d0\u793a\u8fd9\u4e2a\uff0c\u5927\u5bb6\u53c8\u9047\u5230\u8fd9\u4e2a\u60c5\u51b5\u7684\u5417\uff1f\u5df2\u7ecf\u88ab\u5c01\u597d\u51e0\u4e2a\u53f7\u4e86\uff0c\u65e0\u7f18\u7531\u7684\uff01</p>\n"
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      "title": "\u5206\u4eab\u4e00\u4e2a Codex \u5199\u7b80\u5386, Markdown \u8f6c PDF \u795e\u7ea7\u5de5\u4f5c\u6d41", 
      "id": "https://www.v2ex.com/t/1226621", 
      "date_published": "2026-07-11T14:27:00+00:00", 
      "content_html": "<ol>\n<li>\u5199\u4e00\u4e2a\u7b80\u5386\u5927\u7eb2 Markdown</li>\n<li>Codex prompt: \u6839\u636e\u5927\u7eb2\u5b8c\u5584\u7b80\u5386</li>\n<li>Codex prompt: \u627e\u5230\u7b80\u5386\u91cc\u9762\u7684\u95ee\u9898, \u53ef\u4ee5\u4f18\u5316\u7684\u5730\u65b9, \u8f93\u51fa\u5efa\u8bae, \u548c\u539f\u56e0, \u8868\u683c\u5f62\u5f0f</li>\n<li>\u6839\u636e\u7ed3\u679c\u7ee7\u7eed\u5b8c\u5584 Markdown, \u76f4\u5230\u6ee1\u610f</li>\n<li>\u4f7f\u7528 markdown-to-resume \u5de5\u5177\u751f\u6210 PDF, \u667a\u80fd\u4e00\u9875, \u5b8c\u7f8e\u7684 GitHub \u6837\u5f0f</li>\n</ol>\n<p><img alt=\"\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://cdn.jarvans.com/blog/202320260711221750452.png\"/></p>\n<p>\u8fd9\u4e2a\u5de5\u5177\u6211\u5f00\u6e90\u4e86, \u6b22\u8fce\u54c1\u9274, \u7ed9\u5efa\u8bae</p>\n<p><a href=\"https://jarvanstack.github.io/markdown-to-resume/\" rel=\"nofollow\">https://jarvanstack.github.io/markdown-to-resume/</a></p>\n"
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      "title": "codex \u6709\u6ca1\u6709\u8c03\u7528\u5176\u4ed6 AI \u8fdb\u884c\u5bf9\u6297\u7684 skills?", 
      "id": "https://www.v2ex.com/t/1226593", 
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      "content_html": "\u6709\u4e9b\u95ee\u9898\u6bd4\u8f83\u6709\u96be\u5ea6,\u5e0c\u671b AI \u5706\u684c\u4f1a\u8bae\u4e00\u4e0b. \u6bd4\u5982 \"\u4e0e /claude \u8ba8\u8bba\u540e\u786e\u8ba4\u6700\u7ec8\u65b9\u6848\u540e\u6267\u884c\"<br />\u662f\u4e0d\u662f\u80fd\u76f4\u63a5\u770b\u5230\u70e7\u949e\u7968\u7684\u611f\u89c9?"
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      "title": "\u60f3\u8bd5\u8bd5 Fable 5 200 \u5200\u7684\u591f\u7528\u5417\uff1f", 
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      "id": "https://www.v2ex.com/t/1226581", 
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      "title": "\u62d6\u4e86 4 \u5e74\u7684\u5185\u90e8\u8425\u9500\u5de5\u5177\uff0c\u8fd9\u6b21 5 \u5929\u505a\u5230\u80fd\u4e0a\u7ebf\u8bd5\u8dd1\uff0c\u8bb0\u5f55\u4e00\u4e0b", 
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      "id": "https://www.v2ex.com/t/1226448"
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        "url": "https://www.v2ex.com/member/albin504", 
        "name": "albin504", 
        "avatar": "https://cdn.v2ex.com/gravatar/de2d528207fa8e8f4fd3b4e4365e3626?s=73&d=retro"
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      "url": "https://www.v2ex.com/t/1226444", 
      "title": "\u817e\u8baf\u4e91\u5927\u6a21\u578b\u4e5f 429 \u4e86", 
      "id": "https://www.v2ex.com/t/1226444", 
      "date_published": "2026-07-10T09:40:28+00:00", 
      "content_html": "<p>exceeded retry limit, last status: 429 Too Many Requests, request id: eb42ca40-940c-4fbc-bafd-972dde8814f6</p>\n<p>\u8fd9\u4f1a\u513f\u53cd\u590d 429 \uff0c\u6ca1\u6cd5\u4f7f\u7528\u3002\n\u817e\u8baf\u4e91\u5927\u6a21\u578b api \uff08\u4e3b\u8981\u662f deepseek \u3001glm \u6a21\u578b\uff09\u7528\u4e86\u633a\u4e45\uff0c\u76f4\u89c2\u611f\u89c9\u6bd4\u963f\u91cc\u4e91\u6d41\u7545\u592a\u591a\uff0c\u51e0\u4e4e\u4e0d\u5361\u3002</p>\n<p>\u4eca\u5929\u7b2c\u4e00\u6b21\u9047\u5230\u4e25\u91cd\u9650\u6d41\u3002</p>\n"
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      "url": "https://www.v2ex.com/t/1226430", 
      "title": "\u505a\u4e86\u4e00\u4e2a\u7f51\u9875\u5212\u8bcd\u6807\u6ce8\u6269\u5c55 Markwise\uff0c\u652f\u6301\u9ad8\u4eae\u3001\u7b14\u8bb0\u3001\u5237\u65b0\u6062\u590d\u548c\u672c\u5730\u7ba1\u7406\uff0c\u6b22\u8fce\u8bd5\u7528\u548c\u62cd\r\n \u7816", 
      "id": "https://www.v2ex.com/t/1226430", 
      "date_published": "2026-07-10T08:59:08+00:00", 
      "content_html": "Chrome \u5546\u5e97\u5730\u5740\uff1a&lt;<a target=\"_blank\" href=\"https://chromewebstore.google.com/detail/markwise/gockcnafglkplkplfacoiapepoeilegj?authuser=0&amp;hl=zh-CN\" rel=\"nofollow noopener\">https://chromewebstore.google.com/detail/markwise/gockcnafglkplkplfacoiapepoeilegj?authuser=0&amp;hl=zh-CN</a>&gt;<br />\u6700\u8fd1\u505a\u7684\u4e00\u4e2a Chrome \u6269\u5c55 Markwise \u5df2\u7ecf\u5ba1\u6838\u901a\u8fc7\u4e0a\u67b6\u4e86\uff0c\u60f3\u53d1\u51fa\u6765\u8bf7\u5927\u5bb6\u8bd5\u7528<br />  \u4e00\u4e0b\uff0c\u4e5f\u6b22\u8fce\u63d0\u5efa\u8bae\u3002<br /><br />  Markwise \u7684\u5b9a\u4f4d\u6bd4\u8f83\u7b80\u5355\uff1a\u628a\u7f51\u9875\u53d8\u6210\u4e00\u4e2a\u53ef\u4ee5\u968f\u624b\u6807\u8bb0\u548c\u56de\u770b\u7684\u9605\u8bfb\u5de5\u4f5c\u533a\u3002<br /><br />  \u5e73\u65f6\u770b\u6280\u672f\u6587\u6863\u3001\u535a\u5ba2\u3001\u4ea7\u54c1\u8d44\u6599\u3001\u8bba\u6587\u7f51\u9875\u6216\u8005\u957f\u6587\u7ae0\u65f6\uff0c\u5f53\u770b<br />  \u5230\u4e00\u6bb5\u91cd\u8981\u5185\u5bb9\uff0c\u590d\u5236\u5230\u7b14\u8bb0\u8f6f\u4ef6\u53c8\u6709\u70b9\u6253\u65ad\u9605\u8bfb\uff0c\u4e0d\u590d\u5236\u540e\u9762\u53c8\u5f88\u96be\u627e\u56de\u6765\u3002\u6240\u4ee5\u6211\u505a\u4e86\u8fd9<br />  \u4e2a\u6269\u5c55\uff0c\u5e0c\u671b\u80fd\u66f4\u81ea\u7136\u5730\u5b8c\u6210\u201c\u5212\u8bcd\u3001\u6807\u6ce8\u3001\u8bb0\u4e00\u70b9\u60f3\u6cd5\u3001\u4e0b\u6b21\u8fd8\u80fd\u627e\u56de\u6765\u201d\u8fd9\u4ef6\u4e8b\u3002<br /><br />  \u76ee\u524d\u652f\u6301\u7684\u529f\u80fd\uff1a<br /><br />  - \u7f51\u9875\u5212\u8bcd\u540e\u5f39\u51fa\u60ac\u6d6e\u5de5\u5177\u6761<br />  - \u652f\u6301\u591a\u79cd\u6807\u6ce8\u6837\u5f0f\uff1a\u7eff\u8272\u3001\u7c89\u8272\u3001\u84dd\u8272\u3001\u9ec4\u8272\u9ad8\u4eae\u3001\u6ce2\u6d6a\u7ebf\u3001\u53cc\u4e0b\u5212\u7ebf\u3001\u5220\u9664\u7ebf\u3001\u906e\u6321\u3001\u9713<br />    \u8679\u53d1\u5149<br /><br />  - \u53ef\u4ee5\u7ed9\u9009\u4e2d\u7684\u6587\u5b57\u6dfb\u52a0\u7b14\u8bb0<br />  - \u5237\u65b0\u9875\u9762\u6216\u518d\u6b21\u8bbf\u95ee\u65f6\u81ea\u52a8\u6062\u590d\u6807\u6ce8<br />  - \u70b9\u51fb\u6269\u5c55\u56fe\u6807\u53ef\u4ee5\u5feb\u901f\u67e5\u770b\u5f53\u524d\u9875\u6807\u6ce8\u548c\u7b14\u8bb0<br />  - \u652f\u6301\u5bfc\u51fa\u5f53\u524d\u9875\u6807\u6ce8\u4e3a Markdown<br />  - \u8bbe\u7f6e\u9875\u91cc\u53ef\u4ee5\u67e5\u770b\u5df2\u4fdd\u5b58\u9875\u9762\u3001\u6807\u6ce8\u6570\u91cf\u3001\u9884\u4f30\u7a7a\u95f4\u5360\u7528\u548c\u4e00\u4e9b\u624b\u7ed8\u98ce\u7edf\u8ba1\u56fe<br />  - \u652f\u6301\u6e05\u7406\u957f\u671f\u672a\u66f4\u65b0\u7684\u65e7\u6807\u6ce8<br />  - \u6570\u636e\u9ed8\u8ba4\u4fdd\u5b58\u5728\u672c\u673a Chrome \u6269\u5c55\u5b58\u50a8\u4e2d<br /><br /><br />  Chrome \u5546\u5e97\u5730\u5740\uff1a <a target=\"_blank\" href=\"https://chromewebstore.google.com/detail/markwise/gockcnafglkplkplfacoiapepoeilegj?authuser=0&amp;hl=zh-CN\" rel=\"nofollow noopener\">https://chromewebstore.google.com/detail/markwise/gockcnafglkplkplfacoiapepoeilegj?authuser=0&amp;hl=zh-CN</a><br /><br />  \u76ee\u524d\u4ea7\u54c1\u8fd8\u6bd4\u8f83\u65e9\u671f\uff0c\u6211\u81ea\u5df1\u4e3b\u8981\u62ff\u5b83\u770b\u6587\u6863\u548c\u6587\u7ae0\u3002\u5982\u679c\u5927\u5bb6\u6709\u7c7b\u4f3c\u7f51\u9875\u9605\u8bfb\u3001\u8d44\u6599\u6574\u7406\u3001<br />  \u6807\u6ce8\u56de\u987e\u7684\u573a\u666f\uff0c\u6b22\u8fce\u8bd5\u8bd5\u770b\u3002<br /><br />  \u4e5f\u975e\u5e38\u5e0c\u671b\u542c\u5230\u5927\u5bb6\u7684\u5efa\u8bae\uff0c\u6bd4\u5982\uff1a<br /><br />  - \u54ea\u4e9b\u6807\u6ce8\u6837\u5f0f\u6709\u7528\uff0c\u54ea\u4e9b\u662f\u591a\u4f59\u7684<br />  - \u662f\u5426\u9700\u8981\u6807\u7b7e\u3001\u641c\u7d22\u3001\u6587\u4ef6\u5939<br />  - \u662f\u5426\u9700\u8981 Notion / Obsidian / Readwise \u5bfc\u51fa<br />  - \u662f\u5426\u9700\u8981\u4e91\u540c\u6b65<br />  - \u5f53\u524d\u4ea4\u4e92\u6709\u6ca1\u6709\u6253\u6270\u9605\u8bfb<br /><br />  \u6b22\u8fce\u8bd5\u7528\uff0c\u4e5f\u6b22\u8fce\u76f4\u63a5\u62cd\u7816\u3002"
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        "name": "workbest", 
        "avatar": "https://cdn.v2ex.com/avatar/3f0d/63a0/784404_large.png?m=1772172632"
      }, 
      "url": "https://www.v2ex.com/t/1226399", 
      "title": "AI \u65f6\u4ee3\uff0c\u7adf\u7136\u6709\u4eba\u8981\u82b1 3 \u4e07\u53bb\u5b66 AI \u7f16\u7a0b", 
      "id": "https://www.v2ex.com/t/1226399", 
      "date_published": "2026-07-10T07:23:43+00:00", 
      "content_html": "<p>\u8fd9\u8fdc\u8fdc\u8d85\u51fa\u6211\u7684\u8ba4\u77e5\u4e86\u3002\u3002\u3002\u3002</p>\n<p>\u8fd8\u6709\u524d\u51e0\u5929\u7684\u505a SEO GEO \u7684\u5927 V \u4e0d\u77e5\u9053 CDN</p>\n<p>\u770b\u6765\u641e\u94b1\u8fd8\u662f\u4e0b\u6c89\u5e02\u573a\u6bd4\u8f83\u597d</p>\n"
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    {
      "author": {
        "url": "https://www.v2ex.com/member/Orangeee", 
        "name": "Orangeee", 
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      "url": "https://www.v2ex.com/t/1226385", 
      "title": "TypeScript 7.0 \u53d1\u5e03\u4e86\uff0c\u7f16\u8bd1\u901f\u5ea6\u6bd4\u4e4b\u524d\u5feb 10 \u500d", 
      "id": "https://www.v2ex.com/t/1226385", 
      "date_published": "2026-07-10T06:36:56+00:00", 
      "content_html": "<ul>\n<li>Go \u7248\u672c\u7f16\u8bd1\u901f\u5ea6\u6bd4\u4e4b\u524d\u5feb 10 \u500d</li>\n<li>\u66f4\u4f4e\u5185\u5b58\u5360\u7528\uff08eg: VsCode -18%\uff09</li>\n</ul>\n<p>\u539f\u6587\uff1a <a href=\"https://devblogs.microsoft.com/typescript/announcing-typescript-7-0/\" rel=\"nofollow\">https://devblogs.microsoft.com/typescript/announcing-typescript-7-0/</a></p>\n"
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    {
      "author": {
        "url": "https://www.v2ex.com/member/he123", 
        "name": "he123", 
        "avatar": "https://cdn.v2ex.com/gravatar/eea48c3dabb885b92a5422490430ad23?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1226379", 
      "title": "\u6781\u9650\u4e8c\u9009\u4e00", 
      "id": "https://www.v2ex.com/t/1226379", 
      "date_published": "2026-07-10T06:28:17+00:00", 
      "content_html": "<p>\u5bb6\u7528\u4e94\u5ea7 suv \uff0c\u6700\u591a 3 \u4eba\u51fa\u884c\uff0c\u5927\u90e8\u5206 2 \u4eba\u51fa\u884c\uff0c\u5750\u6807\u676d\u5dde\uff0c\u6781\u6c2a 7x \u548c\u851a\u6765 es6 \u9009\u62e9\u54ea\u4e2a</p>\n"
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    {
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        "url": "https://www.v2ex.com/member/anviod", 
        "name": "anviod", 
        "avatar": "https://cdn.v2ex.com/avatar/eecc/7819/205389_large.png?m=1782959684"
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      "url": "https://www.v2ex.com/t/1226370", 
      "title": "[\u5410\u69fd] CodePass \u6700\u8fd1\u662f\u4e0d\u662f\u5f7b\u5e95\u4e0d\u884c\u4e86\uff1f", 
      "id": "https://www.v2ex.com/t/1226370", 
      "date_published": "2026-07-10T05:56:15+00:00", 
      "content_html": "<p>\u4e4b\u524d\u770b\u8bba\u575b\u4e00\u5806\u4eba\u63a8\u8350 CodePass \uff0c\u8bf4\u4ec0\u4e48 Composer / Auto \u65e0\u9650\u7528\uff0c\u60f3\u7740\u5f00\u53d1\u9700\u6c42\u5927\uff0c\u4e00\u4e2a\u6708\u4e5f\u80fd\u5403 2 \u5230 3 \u4e2a\u4ebf token \uff0c\u5c31\u4e0a\u8f66\u8bd5\u4e86\u4e00\u4e0b\u3002</p>\n<p>\u7ed3\u679c\u6700\u8fd1\u4f53\u9a8c\u771f\u7684\u6709\u70b9\u79bb\u8c31\u3002</p>\n<p>\u5148\u662f\u75af\u72c2\u6389\u7ebf\uff1a</p>\n<p>\u5199\u4ee3\u7801\u5199\u5230\u4e00\u534a\uff0c\u7a81\u7136\u63d0\u793a\u9519\u8bef\u4fe1\u606f\uff0c\u4efb\u52a1\u8d85\u65f6\uff0c\u4e00\u5957\u6d41\u7a0b\u4e0b\u6765\u4eba\u90fd\u9ebb\u4e86\u3002</p>\n<p>\u7136\u540e\u73b0\u5728\u66f4\u72e0\uff1a</p>\n<p>\u76f4\u63a5\u63d0\u793a <strong>\u201c\u4efb\u52a1\u7e41\u5fd9\uff0c\u53f7\u6c60\u989d\u5ea6\u4e0d\u8db3\u201d</strong>\u3002 \u6216\u8005\u4e00\u76f4\u5361\u4f4f <strong>Planing next moves</strong> \u51e0\u4e2a\u5c0f\u65f6\u90fd\u4e0d\u52a8\u4e86</p>\n<p>\uff1f\uff1f\uff1f</p>\n<p>\u4e0d\u662f\u5ba3\u4f20\u65e0\u9650\u7528\u5417\uff1f</p>\n<p>\u600e\u4e48\u73b0\u5728\u611f\u89c9\u50cf\u5f00\u76f2\u76d2\uff0c\u7528\u4e0d\u7528\u5f97\u4e0a\u5168\u770b\u5f53\u5929\u670d\u52a1\u5668\u5fc3\u60c5\u3002</p>\n<p>\u9650\u5236\u5176\u5b9e\u53ef\u4ee5\u7406\u89e3\uff0c\u6bd5\u7adf AI \u6210\u672c\u6446\u5728\u90a3\u91cc\u3002</p>\n<p>\u4f46\u95ee\u9898\u662f\uff1a</p>\n<p>\u4e00\u5f00\u59cb\u5ba3\u4f20\u5f97\u50cf\u751f\u4ea7\u529b\u795e\u5668\uff0c\u7ed3\u679c\u7528\u8d77\u6765\u5404\u79cd\u9650\u5236\uff0c\u8fd9\u843d\u5dee\u771f\u7684\u6709\u70b9\u5927\u3002</p>\n<p>\u53bb\u8bba\u575b\u770b\u4e86\u4e00\u5708\uff0c\u597d\u50cf\u4e0d\u5c11\u4eba\u90fd\u9047\u5230\u4e86\u7c7b\u4f3c\u95ee\u9898\u3002</p>\n<p>\u4e0d\u77e5\u9053\u662f\u7528\u6237\u592a\u591a\u6491\u4e0d\u4f4f\u4e86\uff0c\u8fd8\u662f\u4e0a\u6e38\u9650\u5236\u4e86\uff0c\u53cd\u6b63\u73b0\u5728\u7a33\u5b9a\u6027\u662f\u771f\u7684\u62c9\u80ef\u3002</p>\n<p>\u4fbf\u5b9c\u6ca1\u95ee\u9898\uff0c\u4f46\u5f00\u53d1\u7528\u7684\u4e1c\u897f\u6700\u91cd\u8981\u5c31\u662f\u7a33\u5b9a\u3002</p>\n<p>\u6709\u6ca1\u6709\u5927\u4f6c\u63a8\u8350\u4e2a\u9760\u8c31\u7684 AI Coding \u670d\u52a1\uff1f</p>\n<p>\u9700\u6c42\uff1a</p>\n<ul>\n<li>\u6bcf\u6708\u5927\u6982 2-3 \u4ebf token</li>\n<li>\u4e3b\u8981\u5199\u4ee3\u7801</li>\n<li>\u4e0d\u6c42\u65e0\u9650\uff0c\u53ea\u6c42\u7a33\u5b9a</li>\n<li>\u80fd\u957f\u671f\u7528</li>\n</ul>\n<p>\u73b0\u5728\u771f\u7684\u4e0d\u60f3\u6bcf\u5929\u548c AI \u670d\u52a1\u6597\u667a\u6597\u52c7\u4e86</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/Victor42", 
        "name": "Victor42", 
        "avatar": "https://cdn.v2ex.com/avatar/db2b/cfda/284083_large.png?m=1766590192"
      }, 
      "url": "https://www.v2ex.com/t/1226367", 
      "title": "\u901a\u8fc7 ChatGPT \u548c Codex \u7684\u5408\u5e76\uff0c\u89c2\u5bdf\u548c\u5bf9\u6bd4\u5404\u5bb6\u7684 AI \u4ea7\u54c1\u6574\u5408\u60c5\u51b5", 
      "id": "https://www.v2ex.com/t/1226367", 
      "date_published": "2026-07-10T05:53:17+00:00", 
      "content_html": "\u5176\u5b9e\u8fd9\u6b21 ChatGPT \u548c Codex \u5408\u5e76\uff0c\u6211\u6700\u5173\u5fc3\u7684\u4e00\u4e2a\u4e8b\u60c5\u662f Agent \u4ea7\u54c1\u7684\u6574\u5408\u8def\u5f84\u3002\u6bcf\u5bb6 AI \u5382\u5546\u7684\u6587\u672c\u6a21\u578b\u4ea7\u54c1\u90fd\u53ef\u4ee5\u7c97\u7565\u5206\u5230 3 \u6761\u7ebf\u91cc\uff1a\u5bf9\u8bdd\u3001\u672c\u5730 Agent \u3001\u4e91\u7aef Agent \u3002\u8fd9 3 \u79cd\u6211\u90fd\u6709\u4f7f\u7528\u573a\u666f\uff0c\u751a\u81f3\u8fd8\u9700\u8981\u63a7\u5236\u4e91\u624b\u673a\uff0c\u6240\u4ee5\u6211\u7684 AI \u5de5\u5177\u88c5\u5f97\u975e\u5e38\u6742\u975e\u5e38\u788e\uff0c\u8ba9\u4eba\u6709\u70b9\u5fc3\u667a\u8d1f\u62c5\u3002<br /><br />\u6211\u7279\u522b\u5173\u6ce8\u5b83\u4eec\u7684\u6574\u5408\u8d8b\u52bf\uff0c\u7279\u610f\u505a\u4e86\u8fd9\u5f20\u8868\uff0c\u53ef\u4ee5\u4e00\u76ee\u4e86\u7136\u770b\u5404\u5bb6\u516c\u53f8\u5185\u90e8\u7684\u4ea7\u54c1\u751f\u6001\u4f4d\u5206\u522b\u60c5\u51b5\uff1a<br /><a target=\"_blank\" href=\"https://my.feishu.cn/sheets/V8WdsqSbyh1yEKtD7Cbc3emQn4g?from=from_copylink\" rel=\"nofollow noopener\">https://my.feishu.cn/sheets/V8WdsqSbyh1yEKtD7Cbc3emQn4g?from=from_copylink</a><br /><br />\u53ef\u4ee5\u89c2\u5bdf\u51fa\u4e00\u4e9b\u6709\u610f\u601d\u7684\u7ed3\u8bba\uff1a<br />1. \u5927\u8d8b\u52bf\u662f\u5bf9\u8bdd AI \u4e00\u8def\u5411\u4e91\u7aef\u548c\u672c\u5730\u6269\u5f20\u3002<br />2. \u56fd\u5916\u5fa1\u4e09\u5bb6\u5404\u81ea\u6709\u6210\u719f\u6574\u5408\u65b9\u6848\uff0cOpenAI \u548c\u5b57\u8282\u6700\u8fd1\u624d\u521a\u5b8c\u6210\u6574\u5408\u3002<br />3. \u5176\u4f59\u5382\u5546\u5e76\u6ca1\u6709\u5360\u6ee1\u5404\u6761\u80fd\u529b\u7ebf\u3002<br />4. Cursor \u8d77\u6b65\u65e9\uff0c\u53d1\u5c55\u51fa\u4e00\u6761\u72ec\u7279\u8def\u7ebf\uff0c\u7531\u672c\u5730\u5411\u4e91\u7aef\u6269\u5f20\u3002<br />5. \u667a\u8c31\u6bcf\u6761\u7ebf\u80fd\u529b\u9f50\u5907\uff0c\u4f46\u7f3a\u4e4f\u6574\u5408\u3002"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/vultr", 
        "name": "vultr", 
        "avatar": "https://cdn.v2ex.com/gravatar/7ee92fc40a6c8ab3e4ebba24675b6e8e?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1226358", 
      "title": "\u7528 AI \u91cd\u65b0\u5199\u4e2a\u624b\u673a\u64cd\u4f5c\u7cfb\u7edf\u662f\u4e0d\u662f\u53ef\u884c\u7684\uff1f", 
      "id": "https://www.v2ex.com/t/1226358", 
      "date_published": "2026-07-10T05:27:17+00:00", 
      "content_html": "<p>\u6709\u6ca1\u6709\u4eba\u6709\u5174\u8da3\uff0c\u4e00\u8d77\u73a9\uff1f</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/hansonl", 
        "name": "hansonl", 
        "avatar": "https://cdn.v2ex.com/gravatar/ab7b1a5c43c0ea20b1a74ca2e315eaf8?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1226332", 
      "date_modified": "2026-07-10T03:29:44+00:00", 
      "content_html": "<p>\u4e2d\u8f6c\u7ad9, \u7528 cc switch \u5f3a\u5207 5.6 \u540e,  app \u663e\u793a custom\n\u6709\u5927\u4f6c\u89e3\u51b3\u4e86\u8fd9\u4e2a\u95ee\u9898\u5417\n<img alt=\"\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://cdn.jarvans.com/blog/202320260710112924922.png\"/></p>\n", 
      "date_published": "2026-07-10T03:29:36+00:00", 
      "title": "codex app \u5207 5.6 \u663e\u793a custom, \u600e\u4e48\u89e3\u51b3?", 
      "id": "https://www.v2ex.com/t/1226332"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/yangwa", 
        "name": "yangwa", 
        "avatar": "https://cdn.v2ex.com/gravatar/2f5c2cdb9404a1425f280b72db0e6b66?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1226327", 
      "title": "\u6709\u4f7f\u7528 codebuddy \u7684 IDEA \u63d2\u4ef6\u5417\uff1f\u600e\u4e48\u6027\u80fd\u600e\u4e48\u5dee\uff0c\u817e\u8baf\u7684\u5f00\u53d1\u6c34\u5e73\u8fd9\u4e48\u5dee\u4e86\uff1f", 
      "id": "https://www.v2ex.com/t/1226327", 
      "date_published": "2026-07-10T03:14:48+00:00", 
      "content_html": "<ul>\n<li>\u5bf9\u8bdd\u7a0d\u5fae\u591a\u51e0\u8f6e\uff0c\u5bfc\u81f4\u63d2\u4ef6\u529f\u80fd\u5361\u6b7b\uff0c\u6dfb\u52a0\u6587\u4ef6\u3001\u6253\u5f00\u5386\u53f2\u8bb0\u5f55\u3001\u8f93\u5165\u6846\u5361\u6b7b</li>\n<li>\u4ee3\u7801\u6587\u4ef6 2k-3k \u884c\u7684\u60c5\u51b5\uff0c\u6dfb\u52a0\u5230\u5bf9\u8bdd\u5927\u6982\u7387\u5361\u6b7b<br/>\n\u4ee5\u4e0a\u662f\u4e0a\u4e00\u4e2a\u7248\u672c\u7684\u95ee\u9898\uff0c\u6628\u5929\u53d1\u73b0\u6709\u66f4\u65b0\uff0c\u70b9\u4e86\u66f4\u65b0\uff0c<strong>\u5bf9\u8bdd\u8bb0\u5f55\u88ab\u6e05\u7a7a\uff0c\u521a\u597d\u5347\u7ea7\u524d\u6709\u5728\u65b0\u5f00\u53d1\u4e00\u4e2a\u529f\u80fd\uff0c\u5bf9\u8bdd\u4e86\u51e0\u8f6e\u8fd8\u6ca1\u5b9e\u65bd\uff0c\u5de5\u4f5c\u5185\u5bb9\u4e22\u5931 IDEA \u7248\u672c\u662f 2025.1.7.1</strong><br/>\n\u770b\u4ed6\u4eec\u7684\u66f4\u65b0\u5185\u5bb9\uff1a\u5f88\u591a\u4e5f\u662f\u89e3\u51b3\u5361\u6b7b\u7684\u95ee\u9898\uff0c\u6000\u7591\u4ee3\u7801\u662f AI \u751f\u6210\u6216\u8005\u662f\u5b9e\u4e60\u751f\u5f00\u53d1\u7684\u5427</li>\n</ul>\n<pre><code>[4.9.14]\n\u65b0\u589e Agent \u7f16\u8f91\u65f6\u6a21\u578b\u9009\u62e9\u652f\u6301\u7ee7\u627f\u81ea\u5b9a\u4e49 Agent \u7684\u914d\u7f6e\n\u4f18\u5316\u7f16\u7801\u65f6\u5185\u8054\u8865\u5168\u8f93\u5165\u4f53\u9a8c\uff0c\u4fee\u590d\u5361\u987f\u95ee\u9898\n\u4fee\u590d Agent \u6267\u884c\u7ec8\u7aef\u547d\u4ee4\u540e\u83b7\u53d6\u7ed3\u679c\u5361\u987f\u7684\u95ee\u9898\n\u4fee\u590d\u6267\u884c\u4efb\u52a1\u65f6\u5076\u73b0\u957f\u65f6\u95f4\u5361\u4f4f\u65e0\u54cd\u5e94\u7684\u95ee\u9898\n\u4fee\u590d\u68c0\u67e5\u70b9\u300c\u4fdd\u7559\u300d\u6309\u94ae\u5076\u73b0\u70b9\u51fb\u4e0d\u751f\u6548\u7684\u95ee\u9898\n\u4fee\u590d\u5bf9\u8bdd\u56de\u9000\u540e\u6587\u4ef6\u53d8\u66f4\u65e0\u6cd5\u63a5\u53d7/\u62d2\u7edd\u7684\u95ee\u9898\n\u4fee\u590d\u6a21\u578b\u9009\u62e9\u5076\u73b0\u81ea\u52a8\u8df3\u56de Auto \u6a21\u5f0f\u7684\u95ee\u9898\n\u4fee\u590d\u81ea\u5b9a\u4e49\u6a21\u578b\u5076\u73b0 400 \u62a5\u9519\u7684\u95ee\u9898\n\u4fee\u590d\u8fdc\u7a0b\u8fde\u63a5\u4e0b\u6587\u4ef6\u5217\u8868\u5076\u73b0\u663e\u793a\u5f02\u5e38\u7684\u95ee\u9898\n\u4fee\u590d\u8d26\u53f7\u5207\u6362\u540e\u6b63\u5728\u8fdb\u884c\u4e2d\u7684\u4efb\u52a1\u5076\u73b0\u4e22\u5931\u7684\u95ee\u9898\n\u4fee\u590d\u5b50\u4ee3\u7406\u5076\u73b0\u65e0\u6cd5\u5173\u95ed\u7684\u95ee\u9898\n\u4fee\u590d\u5207\u6362\u8d26\u53f7\u767b\u5f55\u540e\u5bf9\u8bdd\u9762\u677f\u7a7a\u767d\u7684\u95ee\u9898\n\u4fee\u590d\u81ea\u5b9a\u4e49 Agent \u8fdb\u5165\u8bbe\u7f6e\u9875\u9000\u51fa\u540e\u6a21\u5f0f\u88ab\u91cd\u7f6e\u7684\u95ee\u9898\n\u4fee\u590d\u5bf9\u8bdd\u6846\u8f93\u5165 Skill \u540d\u79f0\u5076\u73b0\u52a0\u8f7d\u4e0d\u5230\u7684\u95ee\u9898\n\u4fee\u590d\u5185\u7f6e\u6d4f\u89c8\u5668\u6253\u5f00 Figma \u540e\u9875\u9762\u5d29\u6e83\u7684\u95ee\u9898\n\u4fee\u590d MCP \u670d\u52a1\u7981\u7528\u540e\u4ecd\u81ea\u52a8\u91cd\u8fde\u7684\u95ee\u9898\n\u4fee\u590d @ \u6587\u4ef6\u68c0\u7d22\u591a\u6839\u5de5\u4f5c\u533a\u540c\u540d\u6587\u4ef6\u5939\u53ea\u8fd4\u56de\u4e00\u4e2a\u7684\u95ee\u9898\n\u4fee\u590d\u589e\u5f3a\u63d0\u793a\u8bcd\u5931\u8d25\u65f6\u672a\u5c55\u793a\u53cb\u597d\u9519\u8bef\u63d0\u793a\u7684\u95ee\u9898\n\u4fee\u590d\u8fdc\u7a0b\u8fde\u63a5\u4e0b\u7c98\u8d34\u6587\u4ef6\u5076\u73b0\u5361\u6b7b\u7684\u95ee\u9898\n\u4fee\u590d Ask \u6a21\u5f0f\u4e0b\u5bf9\u8bdd\u6846\u5f39\u7a97\u906e\u6321\u64cd\u4f5c\u6309\u94ae\u7684\u95ee\u9898\n\u4fee\u590d\u4e0a\u4e0b\u6587\u8d85\u957f\u81ea\u52a8\u603b\u7ed3\u540e\u5bf9\u8bdd\u5361\u6b7b\u7684\u95ee\u9898\n\u4fee\u590d\u672a\u542f\u7528\u5185\u8054\u5bf9\u8bdd\u65f6\u5feb\u6377\u952e\u88ab\u5360\u7528\u7684\u95ee\u9898\n\u4fee\u590d\u5371\u9669\u6307\u4ee4\u9700\u8981\u4e24\u6b21\u786e\u8ba4\u624d\u80fd\u6267\u884c\u7684\u95ee\u9898```</code></pre>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/DeepSIeep", 
        "name": "DeepSIeep", 
        "avatar": "https://cdn.v2ex.com/avatar/142d/6dc1/758918_large.png?m=1774259572"
      }, 
      "url": "https://www.v2ex.com/t/1226313", 
      "title": "\u8ba9 5.6 sol \u6839\u636e\u9879\u76ee\u9664\u4e86\u4e00\u5957\u4e09\u4e2a\u89c6\u89d2\u7684\u4eba\u4f53\u6a21\u578b\u56fe\u7247\uff0c\u8017\u8d39\u4e86 50%\u70b9\u989d\u5ea6", 
      "id": "https://www.v2ex.com/t/1226313", 
      "date_published": "2026-07-10T02:48:50+00:00", 
      "content_html": "\u597d\u7528\u4e48\uff1a \u597d\u7528\uff0c\u771f\u9999<br />\u8fd8\u60f3\u7528\u4e48\uff1a \u7a77\uff08\u5fc5\u987b\u662f\u5927 pro \u624d\u80fd\u655e\u5f00\u7528\uff09"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/shineonme", 
        "name": "shineonme", 
        "avatar": "https://cdn.v2ex.com/avatar/4591/5ed1/592401_large.png?m=1779412251"
      }, 
      "url": "https://www.v2ex.com/t/1226310", 
      "date_modified": "2026-07-10T02:47:15+00:00", 
      "content_html": "<p>\u9759\u6001\u56fe\u653e\u5728\u4e86\u5e16\u5b50\u6700\u4e0b\u9762\uff0c\u7f51\u5740\uff1a <a href=\"https://gpt-5-6-cn-intro.familiar-nova.workers.dev\" rel=\"nofollow\">https://gpt-5-6-cn-intro.familiar-nova.workers.dev</a></p>\n<p>Prompt:</p>\n<pre><code>\u53c2\u8003 https://openai.com/index/gpt-5-6/ \u7684\u6587\u5b57\u5185\u5bb9\uff0c\u751f\u6210\u4e00\u4e2a Web \u4ecb\u7ecd\u9875\u9762\uff0c\u4e0d\u8981\u8c03\u7528\u4efb\u4f55 Skill \uff0c\u7f51\u9875\u6587\u5b57\u4e3a\u4e2d\u6587\n</code></pre>\n<p>\u751f\u6210\u540e\u53c8\u7528\u4e24\u53e5\u5bf9\u8bdd\u8ba9\u4ed6\u5c06\u5176\u90e8\u7f72\u5728\u4e86\u6700\u8fd1 Cloudflare \u63a8\u51fa\u7684\u4e34\u65f6\u516c\u5f00\u90e8\u7f72\u529f\u80fd\u4e0a</p>\n<p><img alt=\"1\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://i.imgur.com/gsiJTcx.png\"/></p>\n<p><img alt=\"2\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://i.imgur.com/NLQHbCl.png\"/></p>\n<p>\u5176\u4e2d\u7684\u4e00\u4e9b\u52a8\u6001\u6548\u679c\u611f\u89c9\u633a\u60ca\u8273\u7684\uff0c\u770b\u4e0b\u9762\u7684\u9759\u6001\u56fe\u53ef\u80fd\u770b\u4e0d\u51fa\u4ec0\u4e48\uff0c\u5efa\u8bae\u53bb\u4e0a\u9762\u7684\u7f51\u5740\u67e5\u770b\u6548\u679c</p>\n<p><img alt=\"gpt-5.6\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://i.imgur.com/sJh9kbH.png\"/></p>\n", 
      "date_published": "2026-07-10T02:42:59+00:00", 
      "title": "GPT-5.6 Sol Ultra \u8dd1\u534a\u4e2a\u5c0f\u65f6\u5199\u51fa\u6765\u7684\u7f51\u9875\u957f\u8fd9\u6837", 
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        "url": "https://www.v2ex.com/member/knight0zh", 
        "name": "knight0zh", 
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      "date_published": "2026-07-10T02:21:43+00:00", 
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      "title": "\u5982\u4f55\u5c4f\u853d\u6ee1\u5c4f\u7684 AI \u76f8\u5173\u7684\u4e3b\u9898\uff0c\u771f\u65e0\u804a", 
      "id": "https://www.v2ex.com/t/1226270", 
      "date_published": "2026-07-10T01:45:42+00:00", 
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    {
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        "name": "PythoneerDev6", 
        "avatar": "https://cdn.v2ex.com/avatar/cbd8/985b/230281_large.png?m=1783620332"
      }, 
      "url": "https://www.v2ex.com/t/1226210", 
      "date_modified": "2026-07-09T18:09:39+00:00", 
      "content_html": "<p><a href=\"https://github.com/xiyouMc/grok-hud\" rel=\"nofollow\">https://github.com/xiyouMc/grok-hud</a> </p>\n<p>Grok4.5 \u6574\u7684\u8fd8\u884c\uff0c\u6709\u90a3\u4e48\u70b9\u610f\u601d</p>\n<p><img alt=\"grok-hud\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://raw.githubusercontent.com/xiyouMc/grok-hud/main/grok-hud-preview.png\"/></p>\n", 
      "date_published": "2026-07-09T18:05:45+00:00", 
      "title": "Grok4.5 \u521a\u53d1\u5e03\uff0c\u5c31\u7528\u5b83\u6413\u4e86\u4e2a grok-hud", 
      "id": "https://www.v2ex.com/t/1226210"
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    {
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        "url": "https://www.v2ex.com/member/zhangbuda", 
        "name": "zhangbuda", 
        "avatar": "https://cdn.v2ex.com/avatar/d6de/01ee/636983_large.png?m=1750237042"
      }, 
      "url": "https://www.v2ex.com/t/1226209", 
      "title": "\u5f53\u6211\u4e00\u5929\u82b1\u5149\u4e86 300 \u7f8e\u5200\u7528\u6765 ai \u5199\u4ee3\u7801\uff0c\u6211\u7684\u95ee\u9898\u8fd8\u662f\u6ca1\u6709\u5f97\u5230\u89e3\u51b3\uff0c\u6211\u610f\u8bc6\u5230 ai \u53ea\u6709\u5728\u8f85\u4f50\u6ca1\u6709\u601d\u60f3", 
      "id": "https://www.v2ex.com/t/1226209", 
      "date_published": "2026-07-09T17:28:07+00:00", 
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        "url": "https://www.v2ex.com/member/bwnjnOEI", 
        "name": "bwnjnOEI", 
        "avatar": "https://cdn.v2ex.com/gravatar/4e7301254e43636901dae3c071e739ca?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1226195", 
      "date_modified": "2026-07-09T15:35:50+00:00", 
      "content_html": "<p>\u524d\u63d0\u4e0d\u4f7f\u7528\u4efb\u4f55 LLM Gateway</p>\n<p>\u5982\u9898\uff0c\u4eca\u5929\u51fa\u95ee\u9898\u4e86 zcode \u52a0\u4e86\u5b57\u6bb5 opencode \u90a3\u8fb9\u4e0d\u8ba4</p>\n<pre><code>ZCode \u62a5\u9519\u4fe1\u606f\n\n\u62a5\u9519\u6458\u8981\nError from provider: Extra inputs are not permitted, field: 'extra_body'\n\nTraceID: a3c0beb8-c0db-4d7f-a8f7-b2fd7e44f26a\n\n\u62a5\u9519\u8be6\u60c5\nTurn execution failed\nprovider=e6946690-f10b-4b8d-8fd1-4fe4895658ff provider_code=invalid_request_error model=glm-5.2 request=ba64ec8b-2a19-4db1-8391-f76b18f5d290 reason=invalid_request status=400 retryable=false\n</code></pre>\n<p>\u8ba9 cc opus \u4fee\u590d\u4e86\u5185\u5bb9\u5982\u4e0b\uff0c\u53d1\u7ed9\u4f60\u7684 agent \u8ba9\u4ed6\u5e2e\u4f60\u4fee\uff0c\u66ff\u4f60\u7701 token\uff1a</p>\n<pre><code class=\"language-md\">\u505a\u4e86\u4ec0\u4e48\n\u5907\u4efd\u4e86\u539f\u59cb\u6587\u4ef6\uff1a/opt/ZCode/resources/glm/zcode.cjs.bak\n\nPatch \u4e86 hbn() \u51fd\u6570\uff08 zcode.cjs \u4f4d\u7f6e ~1958824 \uff09\uff1a\n\n\u4e4b\u524d\uff1aextra_body: { chat_template_kwargs: { reasoning_effort: \"max\" } } \u2192 \u88ab\u5c55\u5f00\u5230\u8bf7\u6c42\u4f53\u9876\u5c42\uff0copencode \u4ee3\u7406\u4e0d\u8ba4\n\u4e4b\u540e\uff1areasoningEffort: \"max\" \u2192 \u6807\u51c6 OpenAI \u517c\u5bb9\u5b57\u6bb5\uff0c\u88ab AI SDK \u63d0\u53d6\u4e3a reasoning_effort\nPatch \u4e86 fPo() \u51fd\u6570\uff08\u4f4d\u7f6e ~8919210 \uff09\uff1a\n\n\"off\" \u63a8\u7406\u7ea7\u522b\u7684 extra_body: { thinking: { type: \"disabled\" } } \u2192 reasoningEffort: \"low\"\nconfig.json \u4e5f\u4fdd\u7559\u4e86 reasoning \u914d\u7f6e\uff08\u4f5c\u4e3a\u989d\u5916\u4fdd\u62a4\u5c42\uff0c\u867d\u7136\u5b9e\u9645\u4e0a\u88ab bbn defaults \u8986\u76d6\u4e86\uff09\n\n\u4e3a\u4ec0\u4e48 config.json \u5355\u72ec\u4e0d\u591f\nZCode \u7684 bbn \u6a21\u578b\u9ed8\u8ba4\u914d\u7f6e\u6570\u7ec4\u4e2d\u6709\u4e24\u6761\u89c4\u5219\u5339\u914d glm-5.2\uff1a\n\nglm-thinking-toggle \uff08\u5339\u914d\u6240\u6709\u542b \"glm\" \u7684\u6a21\u578b\uff09\nglm-5.2-reasoning-depth \uff08\u5339\u914d glm-5.2 \uff09\n\u4e24\u6761\u90fd\u8bbe\u7f6e\u4e86 replaceReasoning: true \uff0c\u5728 AZt() \u51fd\u6570\u4e2d\u5f3a\u5236\u8986\u76d6 config.json \u4e2d\u7684 reasoning \u914d\u7f6e\u3002\u6240\u4ee5\u5fc5\u987b patch \u6e90\u7801\u3002\n</code></pre>\n<p>\u4e5f\u4e0d\u77e5\u9053 glm coding plan \u4e70\u4e0d\u5230\u7528\u522b\u4eba\u5bb6\u7684\u4e5f\u4e0d\u8ba9\u7528\u662f\u600e\u4e48\u4e2a\u610f\u601d\uff1f</p>\n<p>\u53e6\u5916\u4f60\u8fd8\u9700\u751f\u6210\u914d\u5957\u7684\u5347\u7ea7\u9632\u8986\u76d6\u811a\u672c</p>\n", 
      "date_published": "2026-07-09T15:30:43+00:00", 
      "title": "\u4f60\u4eec\u5728 zcode v3.3.3 \u4f7f\u7528 opencode go glm-5.2 \u51fa\u95ee\u9898\u4e86\u5417\uff1f", 
      "id": "https://www.v2ex.com/t/1226195"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/xinjingliu05", 
        "name": "xinjingliu05", 
        "avatar": "https://cdn.v2ex.com/gravatar/96d77d06442319b2407659a98a61d0f7?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1226163", 
      "title": "AI \u7f16\u8bd1\u5668\u6280\u672f\u6c99\u9f99 0801 \u5317\u4eac\u7ad9\uff01", 
      "id": "https://www.v2ex.com/t/1226163", 
      "date_published": "2026-07-09T11:22:30+00:00", 
      "content_html": "<p>AI Compiler \u6280\u672f\u6c99\u9f99 8.1 \u8981\u6765\u5317\u4eac\u529e\u4e86\uff01 HyperAI \u9080\u8bf7\u5230\u6765\u81ea\u667a\u6e90\u3001TileRT \u56e2\u961f\u3001\u817e\u8baf\u3001\u534e\u4e3a\u6607\u817e\u3001\u667a\u5143\u521b\u65b0\u7684\u591a\u4f4d\u4e13\u5bb6\uff0c\u56f4\u7ed5\u4ee5\u4e0b\u65b9\u5411\u8fdb\u884c\u5206\u4eab\uff1a</p>\n<ul>\n<li>\n<p>FlagTree \u8bed\u8a00\u6269\u5c55</p>\n</li>\n<li>\n<p>TileRT \u8d85\u4f4e\u5ef6\u8fdf\u63a8\u7406</p>\n</li>\n<li>\n<p>FalconGEMM \u7b97\u5b50\u4f18\u5316</p>\n</li>\n<li>\n<p>AscendNPU IR \u5f00\u6e90\u5171\u5efa</p>\n</li>\n<li>\n<p>\u9762\u5411\u5177\u8eab\u667a\u80fd\u7684\u5e94\u7528\u5b9e\u8df5</p>\n</li>\n<li>\n<p>\u6d3b\u52a8\u94fe\u63a5\uff1a<a href=\"https://go.hyper.ai/TuhIj\" rel=\"nofollow\">https://go.hyper.ai/TuhIj</a></p>\n</li>\n</ul>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/1874w", 
        "name": "1874w", 
        "avatar": "https://cdn.v2ex.com/avatar/9921/b66e/626951_large.png?m=1782749574"
      }, 
      "url": "https://www.v2ex.com/t/1226154", 
      "title": "\u7ec8\u4e8e\u8f6e\u5230\u6211\u4e86\uff0c Codex \u53c8\u53c8\u53c8\u91cd\u7f6e\u4e86", 
      "id": "https://www.v2ex.com/t/1226154", 
      "date_published": "2026-07-09T10:06:42+00:00", 
      "content_html": "<p><img alt=\"\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://i.imgur.com/0jVuaNR.png\"/></p>\n"
    }
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}