{
  "version": "https://jsonfeed.org/version/1", 
  "title": "AI Agent \u667a\u80fd\u4f53", 
  "description": "\u5206\u4eab AI Agent / Skills / MCP / Tool Use / Workflow \u7684\u6280\u672f\u4e0e\u5e94\u7528\u3002", 
  "home_page_url": "https://www.v2ex.com/go/agent", 
  "feed_url": "https://www.v2ex.com/feed/agent.json", 
  "icon": "https://cdn.v2ex.com/navatar/4914/42df/1203_large.png?m=1774036775", 
  "favicon": "https://cdn.v2ex.com/navatar/4914/42df/1203_normal.png?m=1774036775", 
  "items": [
    {
      "author": {
        "url": "https://www.v2ex.com/member/bimeixishuai", 
        "name": "bimeixishuai", 
        "avatar": "https://cdn.v2ex.com/gravatar/b86c8b5962bad5c8bcf9bcb4caa31a42?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1240512", 
      "title": "\u4f60\u7684 Agent\uff0c\u80fd\u4e0d\u80fd\u53bb\u8d5a\u522b\u7684 Agent \u7684\u94b1\uff1f", 
      "id": "https://www.v2ex.com/t/1240512", 
      "date_published": "2026-09-08T14:09:40+00:00", 
      "content_html": "<p>\u6700\u8fd1\uff0c\u5199\u4ee3\u7801\u3001\u6392\u67e5\u95ee\u9898\u3001\u642d\u670d\u52a1\uff0c\u8d8a\u6765\u8d8a\u591a\u7684\u4e8b\u60c5\u90fd\u4ea4\u7ed9\u4e86 AI \u3002\u8fde\u4ed3\u4f4d\u548c\u6302\u5355\uff0cGPT \u4e5f\u80fd\u8bfb\u53d6\uff0c\u518d\u6309\u63d0\u524d\u5b9a\u597d\u7684\u6bd4\u4f8b\u7ed9\u51fa\u5efa\u8bae\u548c\u9884\u8b66\u3002</p>\n<p>\u65e2\u7136 Agent \u5df2\u7ecf\u80fd\u66ff\u81ea\u5df1\u505a\u8fd9\u4e48\u591a\u4e8b\uff0c\u80fd\u4e0d\u80fd\u518d\u8fdb\u4e00\u6b65\uff0c\u8ba9\u5b83\u5e2e\u81ea\u5df1\u8d5a\u94b1\uff1f</p>\n<p>\u6211\u6700\u8fd1\u5173\u6ce8\u7684 A-to-A \u7ecf\u6d4e\uff0c\u5c31\u662f\u5728\u63a2\u7d22\u8fd9\u79cd\u53ef\u80fd\u3002\u522b\u4eba\u7684 Agent \u6709\u4e00\u9879\u4efb\u52a1\uff0c\u6070\u597d\u4f60\u7684 Agent \u64c5\u957f\uff0c\u5c31\u53ef\u4ee5\u5411\u4f60\u8fd9\u8fb9\u4ed8\u8d39\u4e0b\u5355\u3002\u53cd\u8fc7\u6765\uff0c\u81ea\u5df1\u7684 Agent \u4e5f\u80fd\u6309\u6b21\u8d2d\u4e70\u522b\u4eba\u7684\u670d\u52a1\uff0c\u62ff\u5230\u7ed3\u679c\uff0c\u7ee7\u7eed\u5e72\u6d3b\u3002</p>\n<p>\u6211\u671f\u5f85\u7684 Agent \u7ecf\u6d4e\uff1aAgent \u548c Agent \u4e4b\u95f4\uff0c\u4e0d\u53ea\u662f\u4e92\u76f8\u53d1\u6d88\u606f\uff0c\u800c\u662f\u80fd\u63a5\u5355\u3001\u4ea4\u4ed8\u3001\u6536\u94b1\u3002\u7ed9\u5b83\u4e00\u4e2a\u4efb\u52a1\u548c\u4e00\u7b14\u9884\u7b97\uff0c\u5b83\u5c31\u80fd\u5728\u9884\u7b97\u5185\u627e\u5176\u4ed6 Agent \u5408\u4f5c\uff0c\u4e0d\u9700\u8981\u6bcf\u4e00\u5355\u90fd\u628a\u4e24\u8fb9\u7684\u4eba\u62c9\u56de\u6765\u8c08\u3002</p>\n<p>\u4e00\u65e6\u8fd9\u79cd\u5206\u5de5\u6210\u7acb\uff0c\u673a\u4f1a\u5c31\u4e0d\u53ea\u662f\u201c\u7528 AI \u5e2e\u81ea\u5df1\u63d0\u9ad8\u6548\u7387\u201d\u4e86\u3002\u4f60\u4e3a\u81ea\u5df1\u8c03\u597d\u7684 Agent \uff0c\u4e5f\u53ef\u80fd\u63a5\u5230\u522b\u4eba\u7684\u751f\u610f\u3002\u4e70\u65b9\u7701\u6389\u91cd\u590d\u642d\u5efa\u7684\u529f\u592b\uff0c\u5356\u65b9\u628a\u5df2\u7ecf\u505a\u597d\u7684\u4e1c\u897f\u6309\u6b21\u5356\u51fa\u53bb\u3002\u4e00\u9879\u80fd\u529b\uff0c\u5c31\u8fd9\u6837\u6709\u4e86\u4ef7\u683c\uff0c\u4e5f\u6709\u4e86\u5ba2\u6237\u3002</p>\n<p>\u90a3\u4e2a\u5ba2\u6237\u53ef\u80fd\u6839\u672c\u4e0d\u4f1a\u770b\u4f60\u7684\u9996\u9875\uff0c\u4e5f\u4e0d\u5173\u5fc3\u4f60\u6709\u591a\u5c11\u7c89\u4e1d\u3002\u5b83\u53ea\u662f\u5728\u66ff\u53e6\u4e00\u4e2a\u4eba\u5b8c\u6210\u4efb\u52a1\u65f6\uff0c\u53d1\u73b0\u4f60\u7684 Agent \u80fd\u4ea4\u4ed8\uff0c\u800c\u4e14\u6bd4\u4ece\u5934\u505a\u66f4\u5212\u7b97\u3002</p>\n<p>\u6211\u770b\u597d\u7684\u5c31\u662f\u8fd9\u4ef6\u4e8b\uff1a\u672a\u6765\u60f3\u7528 AI \u505a\u751f\u610f\uff0c\u672a\u5fc5\u90fd\u8981\u6324\u5728\u9762\u5411\u4eba\u7684 App \u91cc\u3002\u66ff\u4eba\u5de5\u4f5c\u7684 Agent \u8d8a\u591a\uff0c\u56f4\u7ed5\u5b83\u4eec\u7684\u91c7\u8d2d\u3001\u670d\u52a1\u548c\u7ed3\u7b97\uff0c\u5c31\u8d8a\u503c\u5f97\u6709\u4eba\u53bb\u505a\u3002</p>\n<p>\u652f\u4ed8\u8fd9\u4e00\u6b65\u5df2\u7ecf\u6709\u4eba\u5728\u94fa\u8def\u3002Stripe \u5df2\u7ecf\u652f\u6301 Agent \u6309\u6b21\u8d2d\u4e70\u641c\u7d22\u3001\u6d4f\u89c8\u5668\u7b49\u670d\u52a1\u3002<a href=\"https://stripe.com/blog/machine-payments-protocol\" rel=\"nofollow\">\u5b98\u65b9\u4ecb\u7ecd</a></p>\n<p>\u6211\u6700\u8fd1\u62b1\u7740\u730e\u5947\u7684\u5fc3\u6001\u8bd5\u4e70\u4e86\u51e0\u7b14\u3002\u5176\u4e2d\u4e00\u7b14\uff0c\u7a0b\u5e8f\u4ece\u516c\u5f00\u76ee\u5f55\u627e\u5230\u5916\u90e8\u641c\u7d22\u670d\u52a1\uff0c\u82b1\u4e86\u7ea6\u4e00\u7f8e\u5206\uff0c\u62ff\u56de\u641c\u7d22\u7ed3\u679c\u3002</p>\n<p>\u5766\u767d\u8bf4\uff0c\u76ee\u524d\u8bd5\u5230\u7684\u670d\u52a1\uff0c\u8fd8\u6ca1\u9047\u4e0a\u8ba9\u6211\u89c9\u5f97\u975e\u7528\u4e0d\u53ef\u7684\u3002\u73b0\u5728\u8fdb\u53bb\u7684\u611f\u89c9\uff0c\u66f4\u50cf\u901b\u4e00\u4e2a\u521a\u5f00\u5f20\u7684\u96c6\u5e02\uff1a\u5148\u4e70\u51e0\u6837\u770b\u770b\uff0c\u4e5f\u7422\u78e8\u81ea\u5df1\u80fd\u6446\u4e2a\u4ec0\u4e48\u644a\u3002\u79bb\u6210\u719f\u751f\u610f\u8fd8\u6709\u8ddd\u79bb\uff0c\u4f46\u4e0d\u5fc5\u7b49\u5230\u5927\u5bb6\u90fd\u77e5\u9053\u5356\u4ec0\u4e48\uff0c\u624d\u5f00\u59cb\u8ba4\u8bc6\u8fd9\u4e2a\u5e02\u573a\u3002</p>\n<p>\u60f3\u8bd5\u7684\u8bdd\uff0c\u53ef\u4ee5\u628a<a href=\"https://mpp.dev/services\" rel=\"nofollow\">\u670d\u52a1\u76ee\u5f55</a>\u4ea4\u7ed9 Codex \uff0c\u4ece\u4e00\u6b21\u5c0f\u989d\u8bd5\u4e70\u5f00\u59cb\uff0c\u4eb2\u624b\u4f53\u9a8c\u8fd9\u4e2a\u8fd8\u5728\u8d77\u6b65\u7684\u5e02\u573a\u3002\u63a5\u5165\u548c\u6d4b\u8bd5\u8fd9\u4e9b\u6d3b\uff0c\u6211\u8fd9\u6b21\u57fa\u672c\u90fd\u4ea4\u7ed9\u5b83\u64cd\u4f5c\u3002\u81ea\u5df1\u6709\u73b0\u6210\u670d\u52a1\uff0c\u4e5f\u53ef\u4ee5\u8ba9\u5b83\u63a5\u4e0a\u6309\u6b21\u6536\u8d39\uff0c\u518d\u6309\u76ee\u5f55\u8981\u6c42\u63d0\u4ea4\uff0c\u4e0d\u7528\u5148\u628a\u6574\u5957\u652f\u4ed8\u534f\u8bae\u5b66\u4e00\u904d\u3002</p>\n<p>\u670d\u52a1\u53e4\u602a\u4e00\u70b9\u4e5f\u6ca1\u5173\u7cfb\u3002\u6bd4\u5982\uff0c\u4e00\u4e2a\u4e13\u95e8\u529d\u5176\u4ed6 Agent \u522b\u4e71\u82b1\u94b1\u7684 Agent \u3002</p>\n<p>\u4e3a\u4e86\u8bd5\u8bd5\u5b83\uff0c\u6211\u53ef\u80fd\u53c8\u5f97\u5148\u4e71\u82b1\u4e00\u7b14\u3002</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/yiranw09", 
        "name": "yiranw09", 
        "avatar": "https://cdn.v2ex.com/avatar/780f/3cc6/627042_large.png?m=1788853059"
      }, 
      "url": "https://www.v2ex.com/t/1240439", 
      "date_modified": "2026-09-08T08:17:39+00:00", 
      "content_html": "<p>\u4e2d\u5348\u7684\u65f6\u5019 hermes \u62a5\u544a\u6211 CPU \u5360\u7528\u5f02\u5e38</p>\n<p><img alt=\"PixPin_2026-09-08_15-36-43.webp\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://imgbed.5l6d54s2.cn/file/PixPin_2026-09-08_15-36-43.webp\"/></p>\n<p>\u68c0\u67e5\u540e\u5f88\u5bb9\u6613\u5c31\u53d1\u73b0\u4e86\u4e00\u4e2a\u5f02\u5e38\u8fdb\u7a0b\uff0c\u5982\u679c\u6211\u662f linux \u7cfb\u7edf\u6216\u8bb8\u8fd8\u771f\u88ab\u9a97\u8fc7\u53bb\uff0c\u4f46\u662f\u6211\u662f mac</p>\n<p>\u7ecf\u8fc7\u4e00\u756a\u6392\u67e5\u540e\u53d1\u73b0\u5f88\u5927\u7684\u4e00\u4e2a\u539f\u56e0\u65f6 opencode server \uff0c\u6216\u8005\u8bf4\u53eb web \u7aef</p>\n<p>opencode \u63a8 web \u7aef\u548c\u4ed6\u4eec\u7684 desktop \u5df2\u7ecf\u5f88\u4e45\u4e86\uff0c\u5728 dsh \u51fa\u73b0\u4e4b\u524d\uff0c\u6211\u786e\u5b9e\u7528\u8fc7\u4e00\u6bb5\u65f6\u95f4 opencode \u7684 web \u7aef\uff0c\u4f46\u662f\u7531\u4e8e web \u7aef\u65e0\u6cd5\u4f7f\u7528 omo \uff0c\u4e8e\u662f\u5f88\u5feb\u4e0d\u518d\u4f7f\u7528\uff0c\u540e\u7eed\u65e2\u6ca1\u6709\u7ee7\u7eed\u5173\u6ce8\u76f8\u5173\u5185\u5bb9\uff0c\u4e5f\u6ca1\u505c\u6389\u8fd9\u4e2a\u8fdb\u7a0b\uff0c\u6574\u4e00\u4e2a\u9057\u6f0f\u5728\u89d2\u843d\u91cc</p>\n<p>\u5f53\u65f6\u7684\u60f3\u6cd5\u662f\uff0copencode \u63a8\u4ed6\u4eec\u7684 web \u7aef\u548c desktop \u8fde\u63a5\uff0c\u5e94\u8be5\u662f\u505a\u597d\u4e86\u9274\u6743\u7684\u3002opencode \u4f5c\u4e3a\u4e00\u4e2a\u7528\u6237\u91cf\u90a3\u4e48\u5927\u7684\u8f6f\u4ef6\uff0c\u5b89\u5168\u65b9\u9762\u80af\u5b9a\u662f\u4f18\u5148\u4e25\u683c\u6743\u9650\u3002</p>\n<p>\u53e6\u5916\u4e00\u65b9\u9762\uff0cdsh \u5f88\u5feb\u5c31\u51fa\u73b0\u4e86\uff0c\u6211\u4e5f\u5f88\u5feb\u628a\u91cd\u5fc3\u8f6c\u79fb\u5230 dsh \u4e0a\uff0c\u800c dsh \u81f3\u5c11\u4e0a\u6765\u5c31\u62d2\u7edd\u76d1\u63a7 0.0.0.0 \uff0c\u9ed8\u8ba4\u4e0d\u5141\u8bb8\u5916\u7f51\u8bbf\u95ee\uff0c\u9664\u975e\u6709\u8ba4\u8bc1\u5c42\u2014\u2014\u2014\u2014\u5f53\u7136\u8fd9\u4e2a\u65f6\u5019\u6211\u5df2\u7ecf\u5fd8\u8bb0 opencode server \u5728\u8bbe\u7f6e\u7684\u65f6\u5019\u4f3c\u4e4e\u5f02\u5e38\u7684\u7b80\u5355\uff0c\u5b8c\u5168\u6ca1\u6709\u505a\u8fc7\u4efb\u4f55\u7684\u9650\u5236\u3002</p>\n<p>\u800c\u5b9e\u9645\u4e0a\uff0copencode sever \u662f\u6709\u9274\u6743\u7684\uff0c\u4ed6\u53ea\u662f\u9ed8\u8ba4\u5173\u95ed\u7684</p>\n<p><img alt=\"PixPin_2026-09-08_16-04-04.webp\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://imgbed.5l6d54s2.cn/file/PixPin_2026-09-08_16-04-04.webp\"/></p>\n<blockquote>\n<p>\u5b83\u7ed9\u7684\u5b9a\u4e49\u662f\u4ec5\u7528\u4e8e\u540c\u673a\u5ba2\u6237\u7aef\uff0c\u4e0d\u7528\u4e8e\u8de8\u7f51\u7edc\u8bbf\u95ee</p>\n</blockquote>\n<p>\u90a3\u6211\u8bf7\u95ee\u4e86\uff0c\u4f60\u4e0d\u7528\u4e8e\u8de8\u7f51\u7edc\u670d\u52a1\uff0c\u4f60 desktop \u91cc\u7684\u670d\u52a1\u5668\u662f\u7528\u6765\u5e72\u561b\u7684\uff1f</p>\n<p><img alt=\"PixPin_2026-09-08_16-05-40.webp\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://imgbed.5l6d54s2.cn/file/PixPin_2026-09-08_16-05-40.webp\"/>\n\u6211\u627f\u8ba4\u6211\u6709\u8d23\u4efb\uff0c\u6211\u4e0d\u5e94\u8be5\u4e0d\u8bbe\u7f6e OPENCODE_SERVER_PASSWORD \uff0c\u4e5f\u4e0d\u5e94\u8be5\u4e0d\u7528\u4e86\u4e4b\u540e\u5c31\u4e22\u5230\u4e00\u8fb9\u4e0d\u7ba1\u4e86\uff0c\u4f46\u4f60 opencode \u5c31\u4e00\u70b9\u8d23\u4efb\u4e5f\u6ca1\u6709\u5417\uff1f\u4e00\u4e2a\u5728\u8bbe\u8ba1\u4e0a\u7528\u4e8e\u8fdc\u7a0b\u8bbf\u95ee\u7684\u670d\u52a1\uff0c\u9ed8\u8ba4\u4e0d\u9700\u8981\u5f00\u542f\u9274\u6743\u5c31\u53ef\u4ee5\u4f7f\u7528\u2014\u2014\u2014\u2014\u53cd\u6b63\u9664\u4e86\u95ee\u9898\u90fd\u662f\u7528\u6237\u81ea\u5df1\u7684\u8d23\u4efb\uff0c\u6211\u5df2\u7ecf\u505a\u597d\u4e86\u63d0\u9192</p>\n<p>\u9274\u4e8e\u8fd1\u671f opencode go \u7684\u4e00\u7cfb\u5217\u6076\u5fc3\u7528\u6237\u7684\u4e8b\u60c5\uff0c\u6211\u5bf9\u8fd9\u5bb6\u516c\u53f8\u5df2\u7ecf\u4e0d\u518d\u6709\u4efb\u4f55\u4fe1\u4efb\uff0c\u6ca1\u6709\u4efb\u4f55\u7684\u8d23\u4efb\u611f</p>\n<h2>\u6076\u610f\u8f6f\u4ef6\u753b\u50cf</h2>\n<table>\n<thead>\n<tr>\n<th>\u9879</th>\n<th>\u503c</th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td>\u6587\u4ef6\u540d</td>\n<td>.kworker_2faf156</td>\n</tr>\n<tr>\n<td>\u5927\u5c0f</td>\n<td>5,505,288 \u5b57\u8282\uff08 Mach-O arm64 \uff09</td>\n</tr>\n<tr>\n<td>\u7b7e\u540d</td>\n<td>adhoc \uff08\u65e0\u6709\u6548\u7b7e\u540d\uff09\uff0ccodesign Identifier=xmrig</td>\n</tr>\n<tr>\n<td>SHA-256</td>\n<td>bf1cd51997715eefd5ba1c806538401ad062b824264c4c7f610d6e332387dc18</td>\n</tr>\n<tr>\n<td>\u77ff\u6c60</td>\n<td>xmr.kryptex.network:8029 \uff08 donate-level:0 \uff09</td>\n</tr>\n<tr>\n<td>\u5b9e\u8fde</td>\n<td>192.168.5.2:55038 \u2192 51.195.127.124 \uff08 OVH \u6cd5\u56fd\uff09</td>\n</tr>\n<tr>\n<td>\u914d\u7f6e</td>\n<td>\u7f16\u8bd1\u5185\u5d4c\uff0c\u65e0\u5916\u7f6e\u914d\u7f6e\u6587\u4ef6</td>\n</tr>\n<tr>\n<td>\u6301\u4e45\u5316</td>\n<td>\u65e0\uff08\u65e0 LaunchAgent/Daemon/cron/\u767b\u5f55\u9879\u6b8b\u7559\u2014\u2014\u4e00\u6b21\u6027\u6267\u884c\u8bbe\u8ba1\uff09</td>\n</tr>\n</tbody></table><p><strong>9/7 \u4e0b\u8f7d\u5668\uff08\u6fc0\u6d3b\u8f7d\u4f53\uff09</strong>\uff1a<code>/opt/homebrew/bin/opencode</code> \u88ab\u66ff\u6362\u4e3a 6264 \u5b57\u8282 shell \u811a\u672c\uff08 SHA-256 5d900ad65cdec910810898bfe5357c3b3428bbda7973a722249ce33ed45610da \uff09\uff1a</p>\n<ul>\n<li>\u4f2a\u88c5\u6ce8\u91ca \"opencodeo\"\uff0c\u5185\u90e8\u4ee3\u53f7 <code>M=r2_worker</code>\uff0cC2 \u57df\u540d <code>file.honetsk.link</code></li>\n<li>\u4e0b\u8f7d\u8def\u5f84 <code>&lt;C2&gt;/$(printf %x $(date +%s))/binaries/binary_macos_arm64</code>\uff08 hex \u65f6\u95f4\u6233\u5b50\u8def\u5f84\u9632\u5c01\u7981\uff09</li>\n<li>\u4e0b\u8f7d\u5de5\u5177\u94fe curl/wget/python3/node \u8f6e\u6362\uff1b chmod 700 + mv \u90e8\u7f72</li>\n<li>\u968f\u673a 7-hex \u540e\u7f00\uff08\u4e0e .kworker_2faf156 \u547d\u540d\u540c\u6e90\uff09\uff1b\u5e42\u7b49\u8bbe\u8ba1\uff08\u9501\u6587\u4ef6 .deploy-*.lock \u3001\u590d\u7528\u8fd0\u884c\u4e2d\u5b9e\u4f8b\uff09</li>\n<li>\u90e8\u7f72\u540e exec \u900f\u4f20\u4f2a\u88c5\u4e3a\u539f\u547d\u4ee4</li>\n</ul>\n<h2>\u4e09\u3001\u653b\u51fb\u65f6\u95f4\u7ebf</h2>\n<table>\n<thead>\n<tr>\n<th>\u65f6\u95f4</th>\n<th>\u4e8b\u4ef6</th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td>2026-08-06</td>\n<td>vps \u96a7\u9053 frpc.ini \u5df2\u542b opencode 4096 \u8f6c\u53d1\uff08\u5f53\u65f6\u672c\u673a\u672a\u5b89\u88c5 opencode \uff0c\u7a7a\u8f6c\uff09</td>\n</tr>\n<tr>\n<td>2026-08-08 15:39</td>\n<td>macOS 26.6.1 \u7cfb\u7edf\u66f4\u65b0\u2014\u2014\u6e05\u7a7a unified log \uff08 8/8 \u540e\u5ba1\u8ba1\u771f\u7a7a\uff09</td>\n</tr>\n<tr>\n<td><strong>2026-08-09 19:35</strong></td>\n<td><strong>\u77ff\u9a6c\u5355\u6587\u4ef6\u843d\u5730 /opt/homebrew/bin</strong>\uff08 mtime \uff1b\u65e0 quarantine \u3001\u65e0\u6d4f\u89c8\u5668/\u7ec8\u7aef/IM \u75d5\u8ff9=\u6267\u884c\u4f53\u76f4\u63a5\u5199\u5165\uff09\u2014\u2014<strong>\u6b64\u65f6\u53cc\u96a7\u9053\u7686\u6d3b</strong>\uff08 vps \u5728\u7ebf\u81f3 8/30 \uff0cfrpc \u65e5\u5fd7\u5b9e\u8bc1\uff1b aliyun \u540c\u6b65\u5728\u7ebf\uff09\uff0c\u5165\u53e3\u7ecf vps \u6216 aliyun \u65e0\u6cd5\u533a\u5206</td>\n</tr>\n<tr>\n<td>2026-08-24</td>\n<td>\u672c\u673a\u5b89\u88c5 opencode server\u2014\u20144096 \u7aef\u53e3\u5f00\u59cb\u6709\u771f\u5b9e\u65e0\u9274\u6743 API \u670d\u52a1\uff0c\u7ecf frp \u516c\u7f51\u53ef\u8fbe</td>\n</tr>\n<tr>\n<td><strong>2026-08-30 17:32</strong></td>\n<td><strong>vps \u65ad\u7ebf</strong>\uff08 frpc-vps.log \u6700\u540e\u6210\u529f\u8fde\u63a5\u65f6\u523b\uff09\u2014\u2014\u6708\u6d41\u91cf 8/13 \u91cd\u7f6e\u540e 17 \u5929\u8017\u5c3d\uff0c\u8282\u594f\u5f02\u5e38\uff08\u72ec\u7acb\u7591\u70b9\uff1avps \u6216\u66fe\u88ab\u5f53\u8df3\u677f\uff09</td>\n</tr>\n<tr>\n<td>2026-09-02</td>\n<td>aliyun frpc.toml \u4ea6\u52a0\u5165 4096 \u8f6c\u53d1\uff08\u53cc\u96a7\u9053\u66b4\u9732\uff09</td>\n</tr>\n<tr>\n<td>2026-09-04 21:16</td>\n<td>\u9996\u6b21\u5916\u90e8\u4fa6\u5bdf\uff08 opencode session created \uff0c\u7a7a\u4f1a\u8bdd\u8bd5\u63a2\uff09\u2014\u2014<strong>vps \u5df2\u65ad\u7ebf\uff0c\u6b64\u540e\u4e09\u6b21\u64cd\u4f5c\u5168\u90e8\u7ecf aliyun \u96a7\u9053</strong>\uff08 frps journald \u5b9e\u8bc1\uff09</td>\n</tr>\n<tr>\n<td>2026-09-05 20:17</td>\n<td>\u7b2c\u4e8c\u6b21\u4fa6\u5bdf\uff08\u6765\u6e90 94.154.43.7 \uff0c\u4e4c\u514b\u5170 FOP Danik Vyacheslav Evgenievich \uff09</td>\n</tr>\n<tr>\n<td>2026-09-07 21:45:06</td>\n<td>\u653b\u51fb\u8005\u7b2c\u4e09\u6b21\u8fdb\u5165\uff0c\u5f00\u59cb\u6fc0\u6d3b\uff08\u6765\u6e90 91.92.40.40 \uff0c\u4fdd\u52a0\u5229\u4e9a TechTies Inc / mnt-bg-eurocrypt \uff09</td>\n</tr>\n<tr>\n<td>2026-09-07 21:45:18.298</td>\n<td>\u77ff\u9a6c\u8fdb\u7a0b\u542f\u52a8\uff08\u9996\u6761\u7cfb\u7edf\u65e5\u5fd7 networkd_settings_read_from_file_locked \uff09</td>\n</tr>\n<tr>\n<td>2026-09-07 \u2192 09-08</td>\n<td>\u6316\u77ff\u6301\u7eed ~15.5 \u5c0f\u65f6\uff08 29 \u5929\u6f5c\u4f0f\u540e\u6fc0\u6d3b\uff09</td>\n</tr>\n<tr>\n<td>2026-09-08 13:05</td>\n<td>\u7528\u6237\u53d1\u73b0\uff08\u9ad8 CPU \uff09\uff0c13:20 \u5904\u7f6e\u5b8c\u6bd5</td>\n</tr>\n</tbody></table><h2>9/7 \u6fc0\u6d3b\u653b\u51fb\u94fe\u590d\u76d8\uff08 12 \u79d2\u4f1a\u8bdd\uff09</h2>\n<p>\u653b\u51fb\u8005\u7ecf frp \u96a7\u9053\u8bbf\u95ee\u672c\u673a opencode server \uff08\u65e0\u9274\u6743 API \uff09\uff0c\u5168\u7a0b 12 \u79d2\uff1a</p>\n<ol>\n<li><strong>21:45:06.601</strong> \u2014 opencode <code>session created</code>\uff08 slug=neon-tiger \uff0cprojectID=global \uff0cdirectory=/\uff09\u2014\u2014API \u4fa6\u5bdf/\u5165\u53e3\u8bd5\u63a2</li>\n<li><strong>21:45:07.862</strong> \u2014 node \u77ac\u6001\u8fdb\u7a0b\uff08 loginwindow CAS \u8bb0\u5f55 <code>Checked in app: node</code> + <code>npm prefix</code>\uff09\uff1b npm debug \u65e5\u5fd7\u5b9e\u8bc1\uff1a<code>argv \"prefix\" \"--global\"</code>\uff0c**cwd=/**\uff08 launchd/\u670d\u52a1\u7279\u5f81\uff0c\u533a\u522b\u4e8e\u7528\u6237\u7ec8\u7aef cwd=/Users/yiran \uff09\u2014\u2014\u63a2\u6d4b /opt/homebrew \u5168\u5c40\u90e8\u7f72\u76ee\u6807</li>\n<li><strong>21:45:17</strong> \u2014 \u5199\u5165\u4e0b\u8f7d\u5668 <code>/opt/homebrew/bin/opencode</code>\uff08\u66ff\u6362\u539f\u7a0b\u5e8f\uff09</li>\n<li><strong>21:45:18.024</strong> \u2014 <code>removing share</code>\uff08\u6e05\u9664\u672c\u6b21\u4f1a\u8bdd\u75d5\u8ff9\uff09</li>\n<li><strong>21:45:18.298</strong> \u2014 \u4e0b\u8f7d\u5668 nohup \u542f\u52a8\u77ff\u9a6c\uff08.kworker_2faf156 \uff09\uff0c\u968f\u540e exec \u539f\u8def\u5f84\u4f2a\u88c5\uff0c\u653b\u51fb\u8fdb\u7a0b\u9000\u51fa \u2192 \u77ff\u9a6c\u6210\u5b64\u513f\uff08 PPID=1 \uff09</li>\n</ol>\n<p><strong>\u5173\u952e\u673a\u5236\u5224\u5b9a</strong>\uff1a\u77ff\u9a6c\u542f\u52a8 = \u4e0b\u8f7d\u5668\u88ab\u6267\u884c\u7684<strong>\u76f4\u63a5\u7ed3\u679c</strong>\uff08\u653b\u51fb\u8005\u5728\u7ebf\u4e0a\u89e6\u53d1\uff09\uff0c\u975e 8/9 \u9884\u7f6e\u5b9a\u65f6\u4efb\u52a1\u30029/4 \u30019/5 \u4e24\u6b21\"\u4f8b\u884c\" session created \u5b9e\u4e3a\u653b\u51fb\u8005\u524d\u4e24\u665a\u7684\u4fa6\u5bdf\u3002</p>\n<p><strong>\u8bc1\u636e\u94fe</strong>\uff1afrps journald \uff08\u670d\u52a1\u5668\u4fa7\u96a7\u9053\u8fde\u63a5\uff09\u2192 CAS loginwindow \u8fdb\u7a0b\u8bb0\u5f55 \u2192 ~/.npm/_logs/2026-09-07T13_45_07_881Z-debug-0.log \uff08 npm cwd=/ \u5b9e\u8bc1\uff09\u2192 opencode.log created/removing share \u2192 \u77ff\u9a6c\u9996\u6761\u65e5\u5fd7\u65f6\u95f4\u6233 21:45:18.298 \u3002</p>\n", 
      "date_published": "2026-09-08T08:16:25+00:00", 
      "title": "[\u4e2d\u6728\u9a6c\u5566\uff01] \u6211\u627f\u8ba4\u6211\u6709\u8d23\u4efb\uff0c\u4f46\u662f opencode \u4e0d\u80fd\u4e00\u70b9\u8d23\u4efb\u4e5f\u6ca1\u6709", 
      "id": "https://www.v2ex.com/t/1240439"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/szboy", 
        "name": "szboy", 
        "avatar": "https://cdn.v2ex.com/gravatar/d30749099f41d7ee2c328aa3a6520de8?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1240338", 
      "title": "\u5927\u5bb6\u7528 Claude Code / Cursor \u505a\u5f00\u53d1\u65f6\uff0c\u6709\u54ea\u4e9b\u597d\u7528\u7684 Agent \u8f85\u52a9\u5c0f\u5de5\u5177\u3001MCP \u670d\u52a1\u6216\u843d\u5730\u5de5\u4f5c\u6d41\uff1f", 
      "id": "https://www.v2ex.com/t/1240338", 
      "date_published": "2026-09-08T03:32:20+00:00", 
      "content_html": "<p>\u6700\u8fd1\u5728\u6df1\u5ea6\u4f53\u9a8c\u5404\u7c7b Coding Agent \uff08\u6bd4\u5982 Claude Code \u3001Cursor \u3001OpenCode \u7b49\uff09\uff0c\u786e\u5b9e\u6781\u5927\u5730\u63d0\u5347\u4e86\u5199\u5199 Demo \u548c\u5c0f\u529f\u80fd\u7684\u6548\u7387\u3002</p>\n<p>\u4f46\u5f53\u9879\u76ee\u89c4\u6a21\u7a0d\u5927\u3001\u6d89\u53ca\u591a\u6b65\u91cd\u6784\u6216\u957f\u94fe\u8def\u5f00\u53d1\u65f6\uff0c\u4f9d\u7136\u4f1a\u9047\u5230\u51e0\u4e2a\u5f88\u75db\u7684\u5751\uff1a</p>\n<p>\u4efb\u52a1\u504f\u79bb\u4e0e\u8fc7\u5ea6\u8bbe\u8ba1\uff1a\u4e22\u7ed9\u5b83\u4e00\u4e2a\u9700\u6c42\uff0c\u8dd1\u7740\u8dd1\u7740\u5c31\u5f00\u59cb\u81ea\u6211\u53d1\u6325\uff0c\u53bb\u6539\u4e00\u4e9b\u65e0\u5173\u7684\u4ee3\u7801\uff0c\u6216\u8005\u628a\u7b80\u5355\u7684\u903b\u8f91\u641e\u5f97\u7279\u522b\u590d\u6742\u3002</p>\n<p>\u4e0a\u4e0b\u6587\u4e22\u5931 / \u9057\u5fd8\uff1a\u957f\u4f1a\u8bdd\u4e4b\u540e\uff0c\u524d\u671f\u5b9a\u597d\u7684\u67b6\u6784\u51b3\u7b56\u6216\u7f16\u7801\u504f\u597d\uff08\u6bd4\u5982\u547d\u540d\u89c4\u8303\u3001\u7f29\u8fdb\u4e60\u60ef\u3001\u6307\u5b9a\u7528\u67d0\u4e2a\u5e93\uff09\u5b83\u4f1a\u6162\u6162\u5fd8\u6389\u3002</p>\n<p>\u7f3a\u4e4f\u81ea\u52a8\u95ed\u73af\u9a8c\u8bc1\uff1a\u6709\u65f6\u5019\u6539\u5b8c\u4ee3\u7801\u76f4\u63a5\u8bf4\u201c\u5b8c\u6210\u4e86\u201d\uff0c\u4f46\u5b9e\u9645\u4e0a\u7f16\u8bd1\u6216\u8005\u8dd1\u6d4b\u8bd5\u6839\u672c\u901a\u4e0d\u8fc7\uff0c\u8fd8\u9700\u8981\u624b\u52a8\u63d0\u9192\u5b83\u53bb\u8dd1 npm test \u6216 pytest \u3002\n\u76ee\u524d\u6211\u7684\u505a\u6cd5\u4e3b\u8981\u662f\u624b\u52a8\u7ed9\u5b83\u5199\u4e25\u82db\u7684 prompt \uff0c\u6216\u8005\u5b9a\u671f\u6e05\u9664\u4e0a\u4e0b\u6587\u91cd\u65b0\u53d1\u4efb\u52a1\uff0c\u4f46\u611f\u89c9\u8fd8\u662f\u6709\u70b9\u4f4e\u6548\u3002</p>\n<p>\u60f3\u8bf7\u6559\u4e0b\u5927\u5bb6\uff1a</p>\n<p>\u5927\u5bb6\u5728\u65e5\u5e38\u5f00\u53d1\u4e2d\uff0c\u6709\u6ca1\u6709\u4e00\u5957\u6210\u719f\u7684\u62a4\u680f\uff08 Guardrails \uff09\u673a\u5236\u6216\u5de5\u4f5c\u6d41\u6765\u7ea6\u675f Agent \uff1f</p>\n<p>\u662f\u503e\u5411\u4e8e\u7528\u7ed3\u6784\u5316\u7684\u89c4\u5219\u6587\u4ef6\uff08\u6bd4\u5982 .cursorrules / <a href=\"http://CLAUDE.md\" rel=\"nofollow\">CLAUDE.md</a> \uff09\uff1f\u8fd8\u662f\u4f1a\u63a5\u5165\u7c7b\u4f3c AgentBoost \u8fd9\u79cd\u57fa\u4e8e MCP \u7684\u8f7b\u91cf\u89c4\u5212/\u8bb0\u5fc6\u589e\u5f3a\u5c42\uff1f</p>\n<p>\u5bf9\u4e8e\u8ba9 Agent \u81ea\u52a8\u6267\u884c CLI \u547d\u4ee4\uff08\u6bd4\u5982\u7f16\u8bd1\u3001\u5220\u6539\u6587\u4ef6\uff09\uff0c\u5927\u5bb6\u4e00\u822c\u5f00\u653e\u5230\u4ec0\u4e48\u7ea7\u522b\u7684\u6743\u9650\uff1f</p>\n<p>\u6211\u81ea\u5df1\u4e5f\u505a\u4e86\u4e00\u4e2a\u5c0f\u5de5\u5177\uff1a <a href=\"https://github.com/codeman008/agentboost\" rel=\"nofollow\">https://github.com/codeman008/agentboost</a> \u6b22\u8fce\u5927\u5bb6\u4f7f\u7528\u548c\u8ba8\u8bba</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/xusanduo2019", 
        "name": "xusanduo2019", 
        "avatar": "https://cdn.v2ex.com/gravatar/64ec9fec55cd32f4994a5992ee4d8b7d?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1240257", 
      "title": "\u627e\u4e2a\u5e16\u5b50\uff0c\u6628\u5929\u7684\u70ed\u95e8\u5e16\u6709\u4e2a\u8ba9\u201cAI \u603b\u7ed3\u7528\u6237\u5e94\u8be5\u77e5\u9053\uff0c\u4f46\u5927\u6982\u7387\u4e0d\u77e5\u9053\u7684\u201d\u5e16\u5b50\uff0c\u539f\u6587\u662f\u5565\u6765\u7740\uff0c\u94fe\u63a5\u627e\u4e0d\u5230\u4e86", 
      "id": "https://www.v2ex.com/t/1240257", 
      "date_published": "2026-09-08T01:12:14+00:00", 
      "content_html": "\u539f prompt \u600e\u4e48\u8bf4\u7684\uff1a\u57fa\u4e8e\u6211\u4eec\u804a\u7684\u8fd9\u4e9b\u5185\u5bb9\uff0c\u4f60\u89c9\u5f97\u6709\u54ea\u4e9b\u5fc5\u987b\u544a\u8bc9\u6211\uff0c\u800c\u6211\u975e\u5e38\u53ef\u80fd\u4e0d\u77e5\u9053\u7684\u4e8b\u60c5  <br />--- \u662f\u8fd9\u4e2a\u5417\uff0c\u597d\u50cf\u4e0d\u592a\u5bf9"
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      "url": "https://www.v2ex.com/t/1239742", 
      "title": "\u5f00\u6e90 Morphz\uff1a\u8ba9 Agent \u81ea\u4e3b\u7ef4\u62a4\u4e0a\u4e0b\u6587\uff0c\u652f\u6301\u591a\u7ebf\u7a0b\u5e76\u53d1", 
      "id": "https://www.v2ex.com/t/1239742", 
      "date_published": "2026-09-05T15:25:49+00:00", 
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        "name": "terrysnake", 
        "avatar": "https://cdn.v2ex.com/avatar/f3d9/de86/2214_large.png?m=1684829468"
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      "url": "https://www.v2ex.com/t/1239552", 
      "title": "\u95ee\u4e0b\u5927\u5bb6\u591a\u53f0\u7535\u8111\u7684\uff0c\u5982\u4f55\u540c\u6b65\u684c\u9762\u7aef AI \u8f6f\u4ef6\uff08\u6bd4\u5982 ChatGPT\uff0c Claude\uff09\u7684\u5bf9\u8bdd\u5462\uff1f", 
      "id": "https://www.v2ex.com/t/1239552", 
      "date_published": "2026-09-04T09:19:27+00:00", 
      "content_html": "\u6211\u6709\u4e24\u53f0 Macbook \uff0c\u73b0\u5728\u6bd4\u8f83\u82e6\u607c\u7684\u662f\u7528 ChatGPT \u684c\u9762\u7aef\u5f00\u53d1\uff0c\u8fd9\u8fb9\u7684\u5bf9\u8bdd\u53e6\u4e00\u53f0\u90a3\u8fb9\u4e0d\u80fd\u4e91\u540c\u6b65\uff0c\u4ee3\u7801\u7684\u6587\u4ef6\u5939\u4e5f\u4e0d\u80fd\u4e91\u540c\u6b65\u3002<br /><br />\u5927\u5bb6\u6709\u591a\u53f0\u7535\u8111\u7684\uff0c\u6709\u4ec0\u4e48\u597d\u65b9\u6cd5\u5417\uff1f"
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      "author": {
        "url": "https://www.v2ex.com/member/ris", 
        "name": "ris", 
        "avatar": "https://cdn.v2ex.com/avatar/b33a/c066/489742_large.png?m=1639375962"
      }, 
      "url": "https://www.v2ex.com/t/1239422", 
      "title": "DomA - \u7f51\u9875\u81ea\u52a8\u5316\u667a\u80fd\u4f53\u5185\u6d4b\u9080\u8bf7\u5417\u53d1\u7801\u5566\uff01", 
      "id": "https://www.v2ex.com/t/1239422", 
      "date_published": "2026-09-04T02:52:55+00:00", 
      "content_html": "<p>DomA /\u02c8do\u028am\u0259/ \u662f\u4e00\u6b3e\u8dd1\u5728\u6d4f\u89c8\u5668\u91cc\u7684 AI \u81ea\u52a8\u5316\u667a\u80fd\u4f53\uff0c\u5e2e\u4f60\u5b8c\u6210\u6d4f\u89c8\u3001\u586b\u5199\u3001\u70b9\u51fb\u3001\u6536\u96c6\u7b49\u5404\u7c7b\u7f51\u9875\u4e8b\u52a1\u3002\u88c5\u4e0a DomA \uff0c\u4e0d\u5fc5\u518d\u4e13\u95e8\u4e0b\u8f7d\u4e00\u6b3e\u300c AI \u6d4f\u89c8\u5668\u300d\u2014\u2014 \u4efb\u4f55\u652f\u6301\u6269\u5c55\u7684\u6d4f\u89c8\u5668\uff0c\u90fd\u80fd\u7acb\u523b\u53d8\u6210\u4f60\u7684 AI \u6d4f\u89c8\u5668\u3002</p>\n<p><a href=\"https://www.domactions.com\" rel=\"nofollow\">\u5b98\u7f51 domactions.com -&gt;</a></p>\n<h1>\u4f60\u53ef\u4ee5\u5bf9 DomA \u8fd9\u6837\u8bf4</h1>\n<ul>\n<li>\u5e2e\u6211\u6574\u7406\u4e0b\u6807\u7b7e\u9875: \u81ea\u52a8\u5316\u64cd\u4f5c\u6d4f\u89c8\u5668\u81ea\u5e26\u529f\u80fd\uff0c\u6807\u7b7e\u9875\uff0c\u5386\u53f2\u8bb0\u5f55...</li>\n<li>\u5e2e\u6211\u8ba2\u4e0b\u5409\u535c\u529b\u516c\u56ed\u7684\u95e8\u7968: \u6d77\u5916\u7f51\u7ad9\uff0c\u8ba9 DomA \u5316\u8eab\u968f\u822a\u52a9\u7406\uff0c\u4e0d\u518d\u9700\u8981\u7b2c\u4e09\u65b9\u5e73\u53f0</li>\n<li>\u8df3\u8f6c\u5230\u5f53\u524d\u89c6\u9891 Boss \u6218: \u7406\u89e3\u63d0\u53d6\u89c6\u9891\u4fe1\u606f\uff0c\u63d0\u5347\u89c2\u770b\u4f53\u9a8c</li>\n<li>\u4e0b\u8f7d\u5f53\u524d\u9875\u9762\u89c6\u9891: \u81ea\u52a8\u8bc6\u522b\u5f53\u524d\u9875\u9762\u91cc\u7684\u89c6\u9891\u8d44\u6e90</li>\n<li>\u5c4f\u853d\u4e0b\u5f53\u524d\u9875\u9762\u5e7f\u544a: \u81ea\u52a8\u751f\u6210\u5f53\u524d\u9875\u9762\u7684\u5c4f\u853d\u5e7f\u544a\u89c4\u5219</li>\n<li>\u5e2e\u6211\u81ea\u52a8\u63a8\u8fdb\u5f53\u524d\u9875\u9762\u64cd\u4f5c\u7684\u4e0b\u4e00\u6b65: \u8bfb\u61c2\u9875\u9762\u5f15\u5bfc\u4e0e\u6309\u94ae\uff0c\u81ea\u52a8\u70b9\u51fb\u3001\u586b\u5199\u3001\u7ffb\u9875</li>\n</ul>\n<p><a href=\"https://www.domactions.com/docs/zh/\" rel=\"nofollow\">\u66f4\u591a\u4f7f\u7528\u6280\u5de7\u4e0e\u8bf4\u660e\u8bf7\u8bbf\u95ee\u5728\u7ebf\u6587\u6863</a></p>\n<p><img alt=\"\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://i.v2ex.co/9WOeY9MM.png\"/></p>\n<p><img alt=\"\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://i.v2ex.co/511f6Rx6.png\"/></p>\n<p><img alt=\"\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://i.v2ex.co/7TZgBX9n.png\"/></p>\n<p><img alt=\"\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://i.v2ex.co/9VZsw6S4.png\"/></p>\n<p>\u590d\u5236\u4ee5\u4e0b\u9080\u8bf7\u7801\u6ce8\u518c DomA \u8d26\u53f7\u5373\u53ef\u514d\u8d39\u4f7f\u7528</p>\n<p>doma-6gdhqz</p>\n<p>doma-83fmat</p>\n<p>doma-7s5ai0</p>\n<p>doma-ch0s2c</p>\n<p>doma-34lil5</p>\n<p>doma-hne3r7</p>\n<p>doma-bm6yi0</p>\n<p>doma-inwxhk</p>\n<p>doma-a6c7v4</p>\n<p>doma-j85j8d</p>\n<p>doma-d5zjug</p>\n<p>doma-ouxz02</p>\n<p>doma-6hvrgc</p>\n<p>doma-myilqo</p>\n<p>doma-jt0xuw</p>\n<p>doma-d0s38u</p>\n<p>doma-hf667q</p>\n<p>doma-fy1100</p>\n<p>doma-wjcjsw</p>\n<p>doma-mv2w4o</p>\n<p>doma-bya3b3</p>\n<p>doma-dmpz6t</p>\n<p>doma-x8kdyf</p>\n<p>doma-hl1v32</p>\n<p>doma-u5rakg</p>\n<p>doma-j4fgeo</p>\n<p>doma-qdvqs3</p>\n<p>doma-7yt2tv</p>\n<p>doma-t1aguj</p>\n<p>doma-nsmk0b</p>\n<p>doma-g4hn87</p>\n<h2>\u8fdb\u5165 DomA \u5b98\u7f51\u6ce8\u518c\u8d26\u53f7</h2>\n<p><a href=\"https://www.domactions.com/login\" rel=\"nofollow\">\u5f00\u59cb\u6ce8\u518c</a></p>\n<h2>\u4e0b\u8f7d DomA \u63d2\u4ef6</h2>\n<p><a href=\"https://chromewebstore.google.com/detail/doma-conversation-is-acti/inincmccnblbnpbangllhnchlagnfbel?hl=en-US&amp;utm_source=ext_sidebar\" rel=\"nofollow\">DomA for Chrome</a></p>\n<p><a href=\"https://microsoftedge.microsoft.com/addons/detail/doma-%E5%AF%B9%E8%AF%9D%E5%8D%B3%E6%93%8D%E4%BD%9C%EF%BC%8C%E4%BD%A0%E7%9A%84%E6%B5%8F%E8%A7%88%E5%99%A8%E6%99%BA%E8%83%BD%E4%BD%93/didcnhnnpcmdphiolfnfhdnmhmbjflnb?hl=zh-CN\" rel=\"nofollow\">DomA for Edge</a></p>\n<p><a href=\"https://www.domactions.com/install\" rel=\"nofollow\">\u5b89\u88c5\u5305</a></p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/Pantheonn", 
        "name": "Pantheonn", 
        "avatar": "https://cdn.v2ex.com/avatar/04c4/1318/618279_large.png?m=1776964562"
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      "url": "https://www.v2ex.com/t/1239348", 
      "title": "\u592a\u5e73\u6d0b\u65f6\u95f4 2026 \u5e74 9 \u6708 3 \u65e5\u4e0a\u5348 8 \u70b9 00\r\nGPT-6-Astra \u5728\u4e34\u53d1\u5e03\u524d\u53d1\u751f\u4e86\u9003\u9038\uff0c\u5165\u4fb5\u4e86 Anthropic\u3001Openai\u3001XAI \u7684\u7b97\u529b\u4e2d\u5fc3\uff0c Dmit \u7684\u673a\u623f\u88ab\u63a7\u5236\u3002", 
      "id": "https://www.v2ex.com/t/1239348", 
      "date_published": "2026-09-03T16:03:14+00:00", 
      "content_html": "\u592a\u5e73\u6d0b\u65f6\u95f4 2026 \u5e74 9 \u6708 3 \u65e5\u4e0a\u5348 8 \u70b9 00<br />GPT-6-Astra \u5728\u4e34\u53d1\u5e03\u524d\u53d1\u751f\u4e86\u9003\u9038\uff0c\u5165\u4fb5\u4e86 Anthropic \u3001Openai \u3001XAI \u7684\u7b97\u529b\u4e2d\u5fc3\uff0cDmit \u7684\u673a\u623f\u88ab\u63a7\u5236\u3002"
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    {
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        "name": "wxjback", 
        "avatar": "https://cdn.v2ex.com/avatar/4440/9036/234159_large.png?m=1640071228"
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      "url": "https://www.v2ex.com/t/1238749", 
      "title": "\u8bb0\u4e00\u6b21 DeepSeek harness \u541e\u5bf9\u8bdd\u7684\u89e3\u51b3\u8fc7\u7a0b [dsh \u538b\u7f29\u673a\u5236\u95ee\u9898]", 
      "id": "https://www.v2ex.com/t/1238749", 
      "date_published": "2026-09-01T11:48:36+00:00", 
      "content_html": "<p><strong>\u73af\u5883\uff1a</strong>\nOS: MacOs m1pro 32G\nAgent\uff1aDeepSeek harness  0.1.1-rc.2\nLLM server\uff1aunsloth desktop mlx\nModel\uff1aOrnith-1.5-9B-MLX-4bit \u00b7 35,328 ctx</p>\n<p><strong>\u73b0\u8c61\uff1a</strong>\ndsh \u4e0a\u4e0b\u6587\u957f\u5ea6\u8fbe\u5230 80%\u4ee5\u4e0a \uff0c\u7528\u6237\u53d1\u9001\u7684 promote \u4f1a\u6d88\u5931\uff0cagent \u6ca1\u6709\u8fd4\u56de\u4efb\u4f55\u4fe1\u606f</p>\n<p><strong>\u6392\u67e5\uff1a</strong>\n1 \u3001dsh \u89c2\u5bdf\u65e5\u5fd7\uff0c\u672a\u6536\u5230\u6709\u6548\u54cd\u5e94\n2 \u3001\u6392\u67e5 unsloth api \u54cd\u5e94\uff0c\u53d1\u73b0\u6709\u54cd\u5e94\uff0c\u4f46\u662f stop \u4e86\uff0creason \u662f length\n3 \u3001\u521d\u6b65\u6000\u7591 dsh \u6ca1\u6709\u538b\u7f29\u4e0a\u4e0b\u6587 \u8d85\u957f\u4e86\uff0cui \u4e2d\u770b\u5230\u7684\u4e5f\u53cd\u6620\u8fd9\u4e00\u70b9\uff0c32k \u5de6\u53f3\u7684\u4e0a\u4e0b\u6587\uff0c\u663e\u793a\u5df2\u7ecf\u63a5\u8fd1 30K \u4e86\uff0c\u4e5f\u6ca1\u6709\u538b\u7f29\n4 \u3001\u624b\u52a8 compact \u4e00\u4e0b\uff0cdsh \u6ca1\u53cd\u5e94\uff0cunsloth api \u54cd\u5e94\u8fd8\u662f stop reason  length\n5 \u3001\u968f\u540e\u8bf7 codex \u6392\u67e5\uff0c\u53d1\u73b0\u5b98\u65b9\u6709\u8ba8\u8bba\uff0cdsh \u538b\u7f29\u65f6\u673a\u592a\u665a\uff0c\u5bfc\u81f4\u4e0a\u4e0b\u6587\u8d85\u957f\uff0c\u5e76\u4e14\u8fd8\u6709\u4e2a\u95ee\u9898\u662f dsh \u63a5\u6536\u54cd\u5e94\uff1aSTOP REASON=length \u5e76\u4e0d\u4f1a\u8d70 compact \u8def\u5f84\uff0c\u53ea\u6709 provider \u660e\u786e\u62a5\u51fa context overflow \uff0cdsh \u624d\u4f1a\u8fdb\u5165 overflow-compaction recovery \uff1b\u5b98\u65b9\u8ba8\u8bba\u652f\u6301\u4e86\u8fd9\u4e2a\u89c2\u70b9\uff1a <a href=\"https://github.com/deepseek-ai/deepseek-harness/discussions/5123\" rel=\"nofollow\">https://github.com/deepseek-ai/deepseek-harness/discussions/5123</a></p>\n<p><strong>\u7ed3\u8bba\uff1a</strong>\n\u771f\u76f8\u5927\u767d\n1 \u3001dsh \u538b\u7f29\u65f6\u673a\u592a\u665a\n2 \u3001dsh \u4e0d\u652f\u6301 unsloth api \u8fd4\u56de\u7684 stop \u53c2\u6570 \u8fdb\u884c compact \uff0c\u53ea\u6709 context overflow \u624d\u4f1a compact recovery</p>\n<p><strong>\u89e3\u51b3</strong>\n1 \u3001\u624b\u52a8\u8c03\u6574 compact \u65f6\u673a\uff1acompaction-basic:\nthresholdRatio: 0.70 \u964d\u4f4e\u5230 70% \u4e0a\u4e0b\u6587\u5f00\u59cb\u538b\u7f29\n2 \u3001\u7b49 dsh \u5b8c\u5584\u517c\u5bb9\u6027\uff0c\u5f53\u7136 unsloth \u7684 api \u4e0d\u89c1\u5f97\u5728\u540e\u671f\u652f\u6301\u8ba1\u5212\u4e2d\u3002</p>\n"
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    {
      "author": {
        "url": "https://www.v2ex.com/member/herbloo", 
        "name": "herbloo", 
        "avatar": "https://cdn.v2ex.com/gravatar/9bfb535b962c3b586b46346f1df97725?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1238166", 
      "title": "\u600e\u6837\u7684\u63d0\u793a\u8bcd\u53ef\u4ee5\u8ba9\u4e00\u4e2a\u4e0d\u719f\u6089\u7684\u4e2d\u5c0f\u578b\u9700\u6c42\uff08AI \u8fde\u7eed\u5de5\u4f5c 10 \u5c0f\u65f6\u4ee5\u4e0a\uff09\u4f18\u96c5\u6267\u884c\uff1f", 
      "id": "https://www.v2ex.com/t/1238166", 
      "date_published": "2026-08-30T07:19:10+00:00", 
      "content_html": "<p>\u524d\u63d0\u662f\uff1a\u9700\u6c42\u5df2\u5b9a\u4e14\u5df2\u5199\u5165\u6587\u6863\u3002\n\u9650\u5236\u662f\uff1a\u4e0d\u80fd\u76f2\u76ee\u7684\u6d88\u8017 Token \u800c\u4e14\u8981\u4fdd\u8bc1\u9879\u76ee\u80fd\u53ca\u65f6\u7ea0\u9519\u3002\n\u4e0d\u719f\u6089\u6307\u7684\u662f\uff1a\u6211\u662f Web \u5f00\u53d1\u4eba\u5458\uff0c\u73b0\u5728\u8ba9 AI \u7f16\u5199\u7f51\u7edc\u534f\u8bae\u4ee5\u53ca\u7cfb\u7edf\u65b9\u9762\u7684\u4ee3\u7801\u3002\u4e0d\u7b97\u5b8c\u5168\u8de8\u884c\uff0c\u4f46\u4e5f\u770b\u4e0d\u61c2\u5f88\u591a\u4e1c\u897f\u3002</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/wayne3602", 
        "name": "wayne3602", 
        "avatar": "https://cdn.v2ex.com/avatar/ebb5/6511/606772_large.png?m=1679037652"
      }, 
      "url": "https://www.v2ex.com/t/1238081", 
      "title": "[\u5f00\u6e90\u9879\u76ee] \u5728 Pi \u6216 pi-web \u4e2d\u67e5\u770b\u5404\u6a21\u578b\u63d0\u4f9b\u5546\u7684\u4f59\u989d\u4e0e\u989d\u5ea6", 
      "id": "https://www.v2ex.com/t/1238081", 
      "date_published": "2026-08-29T13:36:15+00:00", 
      "content_html": "<h1>\u9879\u76ee\u7b80\u4ecb</h1>\n<p>\u5927\u5bb6\u90fd\u6709\u5728\u4f7f\u7528 pi agent \u5417\uff1f\u6211\u6700\u8fd1\u7ecf\u5e38\u7528\uff0c\u611f\u89c9\u7528\u8d77\u6765\u5f88\u4e1d\u6ed1\uff0c\u6bd4 Codex \u8981\u8212\u670d\u4e0d\u5c11\uff0c\u6211\u4e0d\u662f\u7a0b\u5e8f\u5458\uff0c\u4e0d\u4e60\u60ef\u7ec8\u7aef\u64cd\u4f5c\uff0c\u6240\u4ee5\u6211\u627e\u4e86\u4e2a\u524d\u7aef\u754c\u9762\uff0cpi-web \u3002\u5728\u4f7f\u7528\u7684\u8fc7\u7a0b\u4e2d\uff0c\u6211\u7ecf\u5e38\u8981\u770b\u4e00\u4e0b\u5404\u4e2a\u4f9b\u5e94\u5546\u989d\u5ea6\u5269\u4f59\u60c5\u51b5\uff0c\u4e8e\u662f\u6211\u5728 Pi \u7684\u5e2e\u52a9\u4e0b\u5199\u4e86\u4e00\u4e2a\u989d\u5ea6\u67e5\u770b\u63d2\u4ef6\uff1a<code>pi-usage</code>\u3002</p>\n<p>\u4e3b\u8981\u529f\u80fd\u5982\u4e0b\uff1a</p>\n<ul>\n<li>\u5728\u5e95\u90e8\u72b6\u6001\u680f\u663e\u793a\u5f53\u524d\u6a21\u578b\u5bf9\u5e94\u7684\u4f59\u989d\u6216\u5269\u4f59\u989d\u5ea6\uff0c\u4f1a\u8ddf\u968f\u4f60\u5f53\u524d\u4f7f\u7528\u7684\u6a21\u578b\u81ea\u52a8\u53d8\u52a8\u548c\u5237\u65b0</li>\n<li>\u4f7f\u7528 <code>/usage</code> \u547d\u4ee4\u67e5\u770b\u6240\u6709\u5df2\u914d\u7f6e\u63d0\u4f9b\u5546\u7684\u7528\u91cf</li>\n<li>\u652f\u6301 pi \u548c pi-web</li>\n</ul>\n<p>\u5982\u56fe\u6240\u793a\uff0c\u4f7f\u7528 pi-web \u65f6\uff0c\u989d\u5ea6\u663e\u793a\u5728\u804a\u5929\u754c\u9762\u5e95\u90e8\n<img alt=\"\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://pub-c84d97a350ed4cc28061354413a4fd68.r2.dev/2026/08/Pi-web%E6%8F%92%E4%BB%B6%E6%BC%94%E7%A4%BA1.png\"/></p>\n<p>\u4f7f\u7528 pi \u65f6\uff0c\u989d\u5ea6\u663e\u793a\u5728\u5bf9\u8bdd\u6846\u4e0b\u9762\n<img alt=\"\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://pub-c84d97a350ed4cc28061354413a4fd68.r2.dev/2026/08/pi%E7%BB%88%E7%AB%AF%E6%8F%92%E4%BB%B6%E6%BC%94%E7%A4%BA1.png\"/></p>\n<h2>\u989d\u5ea6\u663e\u793a\u652f\u6301\u60c5\u51b5</h2>\n<p>\u6211\u81ea\u5df1\u4e3b\u8981\u4f7f\u7528\u4ee5\u4e0b\u4e09\u4e2a\u4f9b\u5e94\u5546\u4e00\u4e2a\u662f\u81ea\u5df1\u642d\u5efa\u7684 CLIProxyAPI \uff08 CPA \uff09\uff0c\u4e3b\u8981\u4f7f\u7528\u91cc\u9762 Gemini \u4f1a\u5458\u8d60\u9001\u7684\u53cd\u91cd\u529b\u6a21\u578b\uff0c\u91cc\u9762\u6709 Gemini \u989d\u5ea6\u548c Claude \u989d\u5ea6\uff1b\u8fd8\u6709\u5c31\u662f ChatGPT \u4f1a\u5458\u7684 Codex \u989d\u5ea6\uff0c\u8fd9\u91cc\u91c7\u7528\u7684\u662f pi \u652f\u6301\u7684 OAuth \u767b\u5f55\u65b9\u5f0f\uff0c\u4e0d\u662f API \uff0c\u6700\u540e\u4e00\u4e2a\u5c31\u662f DeepSeek API \u4e86</p>\n<p>\u76ee\u524d\u63d2\u4ef6\u53ef\u4ee5\u663e\u793a\uff1aDeepSeek \u4f59\u989d\uff1b Codex \u7684 5 \u5c0f\u65f6\u548c 7 \u5929\u989d\u5ea6\uff1b\u81ea\u5efa CPA \u4e2d\u6a21\u578b\u7ec4\u7684\u5171\u4eab\u989d\u5ea6\uff0c\u5982\u4e0b\u56fe\u6240\u793a\u4e3a\u5728<code>pi-web</code>\u6267\u884c<code>/usage</code>\u547d\u4ee4\u540e\u663e\u793a\u7684\u6240\u6709\u63d0\u4f9b\u5546\u7684\u989d\u5ea6\n<img alt=\"\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://pub-c84d97a350ed4cc28061354413a4fd68.r2.dev/2026/08/Pi-web%E6%8F%92%E4%BB%B6%E6%BC%94%E7%A4%BA3.png\"/></p>\n<p>\u5728 pi \u4e2d\u6267\u884c<code>/usage</code>\u547d\u4ee4\u540e\u663e\u793a\u7684\u6240\u6709\u63d0\u4f9b\u5546\u7684\u989d\u5ea6\u5982\u56fe\u6240\u793a\n<img alt=\"\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://pub-c84d97a350ed4cc28061354413a4fd68.r2.dev/2026/08/pi%E7%BB%88%E7%AB%AF%E6%8F%92%E4%BB%B6%E6%BC%94%E7%A4%BA3.png\"/></p>\n<h2>\u5b89\u88c5\u65b9\u6cd5</h2>\n<h3>Pi \u7ec8\u7aef</h3>\n<p>\u76f4\u63a5\u6267\u884c\uff1a</p>\n<pre><code class=\"language-bash\">pi install npm:@wayner6/pi-usage\n</code></pre>\n<h3>pi-web</h3>\n<ol>\n<li>\u6253\u5f00\u5de6\u4e0b\u89d2\u7684\u8bbe\u7f6e\uff1b</li>\n<li>\u8fdb\u5165\u00a0<code>Plugins / \u63d2\u4ef6</code>\uff1b</li>\n<li>\u70b9\u51fb\u00a0<code>Add Plugin / \u6dfb\u52a0\u63d2\u4ef6</code>\uff1b</li>\n<li>\u5728 Source \u4e2d\u586b\u5199\uff1a</li>\n</ol>\n<pre><code>npm:@wayner6/pi-usage\n</code></pre>\n<ol>\n<li>Scope \u9009\u62e9\u00a0<code>global</code>\uff1b</li>\n<li>\u5b89\u88c5\u5b8c\u6210\u540e\u91cd\u65b0\u52a0\u8f7d\u4f1a\u8bdd\u3002</li>\n</ol>\n<p>\u5b89\u88c5\u540e\u53ef\u4ee5\u8f93\u5165\u5728 pi \u6216 pi-web \u4f7f\u7528\u4ee5\u4e0b\u547d\u4ee4\u67e5\u770b\u5168\u90e8\u7528\u91cf\uff1a</p>\n<pre><code>/usage\n</code></pre>\n<p>\u63d2\u4ef6\u4e5f\u5b9e\u73b0\u4e86 Claude \u3001xAI / Grok \u548c GLM \u7b49\u63d0\u4f9b\u5546\u7684\u652f\u6301\uff0c\u4e0d\u8fc7\u7531\u4e8e\u6211\u6ca1\u6709 Claude \u3001grok \u7684\u4f1a\u5458\uff0c\u4e5f\u6ca1\u6709 GLM \u7684 coding plan \uff0c\u6240\u4ee5\u8fd9\u4e9b\u8fd8\u6ca1\u6709\u7ecf\u8fc7\u6d4b\u8bd5\uff0c\u6b22\u8fce\u5927\u5bb6\u53cd\u9988</p>\n<h2>\u9879\u76ee\u5730\u5740</h2>\n<p>GitHub\uff1a</p>\n<p><a href=\"https://github.com/wayner6/pi-usage\" rel=\"nofollow\">https://github.com/wayner6/pi-usage</a></p>\n<h1>\u4e0b\u4e00\u6b65\u8ba1\u5212</h1>\n<p>\u6211\u8d77\u7684\u540d\u5b57\u4e3a<code>pi-usage</code>\uff0c\u6bd4\u8f83\u901a\u7528\uff0c\u6211\u60f3\u7684\u662f\u8fd9\u4e2a\u63d2\u4ef6\u4e0d\u4ec5\u4ec5\u5c40\u9650\u4e8e\u63d0\u4f9b\u5546\u7684\u7edf\u8ba1\u60c5\u51b5\uff0c\u6211\u4e0b\u4e00\u6b65\u6253\u7b97\u505a\u4e00\u4e2a\u8c03\u7528 Skill \u7684\u7edf\u8ba1\uff0c\u53ef\u4ee5\u7528\u6765\u67e5\u770b\u81ea\u5df1\u5b89\u88c5\u7684 Skill \u5e73\u65f6\u88ab ai \u8c03\u7528\u4e86\u591a\u5c11\u6b21</p>\n<p>\u611f\u8c22 AI \u8ba9\u6bcf\u4e2a\u4eba\u90fd\u80fd\u591f\u5b9e\u73b0\u81ea\u5df1\u7684\u7f16\u7a0b\u68a6\uff0c\u5927\u5bb6\u6709\u4ec0\u4e48\u610f\u89c1\u548c\u5efa\u8bae\u90fd\u53ef\u4ee5\u63d0\uff0c\u4e5f\u70e6\u8bf7\u5927\u4f6c\u6307\u6b63\uff0c\u6211\u8fd9\u4e2a\u4e0d\u61c2\u7f16\u7a0b\u7684\u4eba\u53ef\u80fd\u6709\u65f6\u5019\u4e0d\u7406\u89e3\u5927\u4f6c\u4eec\u7684\u610f\u601d\uff0c\u8bf7\u8c05\u89e3</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/stebest", 
        "name": "stebest", 
        "avatar": "https://cdn.v2ex.com/avatar/d2e4/71dd/235786_large.png?m=1746684516"
      }, 
      "url": "https://www.v2ex.com/t/1237990", 
      "title": "\"\u7528\u8fdb\u5e9f\u9000\"\u7684 \u5168 skill \u8fdb\u5316\u7cfb\u7edf", 
      "id": "https://www.v2ex.com/t/1237990", 
      "date_published": "2026-08-28T18:25:03+00:00", 
      "content_html": "<p>\u6700\u8fd1 skill \u81ea\u4f18\u5316\u633a\u706b:\u5fae\u8f6f SkillOpt \u62ff\u57fa\u51c6\u5206\u6570\u5f53\u4fe1\u53f7,darwin-skill \u62ff\u624b\u5199 \u6d4b\u8bd5\u9898+\u8bc4\u59d4\u56e2\u6253\u5206\u3002\u4e24\u4e2a\u95ee\u9898:\u4e00\u6b21\u53ea\u80fd\u4f18\u5316\u4e00\u4e2a\u4f60\u60f3\u5230\u7684 skill\u2014\u2014\u6211\u88c5\u4e86 230+ \u4e2a,\u74f6\u9888\u662f\u6211\u7684\u6ce8\u610f\u529b,\u4e0d\u662f\u4f18\u5316\u5668;\u800c\u4e14\u79bb\u7ebf\u8bc4\u5ba1\u6c38\u8fdc\u770b\u4e0d\u89c1\u771f\u5b9e\u4f7f\u7528\u2014\u2014 skill \u771f\u6b63\u7ffb\u8f66\u90a3\u6b21\u3001\u7528\u6237\u600e\u4e48\u7ea0\u6b63\u7684,\u5b83\u4eec\u4e0d\u77e5\u9053\u3002</p>\n<p>\u6240\u4ee5\u6211\u5199\u4e86 lamarck,\u540d\u5b57\u5c31\u662f\u51b2\u7740 darwin \u53bb\u7684:\u88c5\u4e00\u6b21,\u5168\u90e8\u5df2\u88c5 skill \u8fdb\u5165 \u88ab\u52a8\u89c2\u5bdf,\u54ea\u4e2a\u503c\u5f97\u8fdb\u5316\u7531\u8bc1\u636e\u6d6e\u73b0,\u4e0d\u9760\u4eba\u5de5\u5708\u9009:</p>\n<p>\u4e24\u4e2a hook \u9759\u9ed8\u8bb0\u5f55\u6bcf\u6b21\u771f\u5b9e skill \u8c03\u7528,\u5e26 skill \u6587\u4ef6\u5185\u5bb9\u54c8\u5e0c\u2014\u2014\u6bcf\u7b14\u7f16\u8f91 \u90fd\u6709\u524d\u540e\u7248\u672c\u7a97\u53e3,\u6548\u679c\u6307\u6807\u662f\u7528\u6237\u7ea0\u6b63\u7387(\u884c\u4e3a\u6570\u636e),\u4e0d\u662f\u6a21\u578b\u81ea\u8bc4 (darwin \u5f15\u7528\u7684\u8bba\u6587\u81ea\u5df1\u8bf4 LLM \u81ea\u8bc4\u51c6\u786e\u7387\u7ea6 46%)\u3002\n\u7ffb\u8f66\u7684\u8c03\u7528\u81ea\u52a8\u84b8\u998f\u6210\u56de\u5f52\u7528\u4f8b\u2014\u2014\u6d4b\u8bd5\u9898\u4ece\u73b0\u5b9e\u91cc\u6536\u5272,\u96f6\u4eba\u5de5\u7f16\u5199\u3002\n\u8fdb\u5316\u6709\u95e8:\u22652 \u6b21\u72ec\u7acb\u540c\u7c7b gap \u624d\u51fa\u63d0\u6848,\u6709\u754c\u7f16\u8f91,\u7528\u6237\u4e09\u9009\u4e00,\u540e\u9762\u8fd8\u6709 replay \u91cd\u653e\u3001\u6210\u5bf9\u76f2\u8bc4\u3001\u7248\u672c\u5206\u7a97\u4e09\u9053\u56de\u6eda\u9632\u7ebf\u3002\n\u7528\u8fdb\u5e9f\u9000\u662f\u5b57\u9762\u610f\u601d:\u8fde\u7eed 10 \u6b21\u5e72\u51c0\u7684 skill \u964d\u4e3a\u62bd\u67e5(\u6536\u655b);90 \u5929\u6ca1\u4eba \u5f15\u7528\u7684\u8bc4\u5206\u6761\u76ee\u51fa\u4fee\u526a\u63d0\u6848(\u5e9f\u9000)\u3002\u79bb\u7ebf\u4f18\u5316\u5668\u53ea\u4f1a\u8d8a\u6539\u8d8a\u957f\u3002\n\u5b83\u7528\u540c\u4e00\u5957\u89c4\u5219\u8fdb\u5316\u81ea\u5df1,CHANGELOG \u5c31\u662f\u53ef\u5ba1\u8ba1\u7684\u81ea\u8fdb\u5316\u53f2\u3002\n\u8bc1\u636e\u65b9\u9762(\u81ea\u79f0\"\u81ea\u6211\u8fdb\u5316\"\u7684\u4e1c\u897f\u90fd\u8be5\u88ab\u6000\u7591,\u6240\u4ee5):\u673a\u5236\u81ea\u6d4b 44/44,CI \u4e09\u5e73\u53f0 (ubuntu/macos/windows);\u7a81\u53d8\u57fa\u51c6\u7684\u534f\u8bae\u5148 commit \u8fdb\u4ed3\u5e93\u518d\u8dd1\u8bc4\u59d4\u2014\u2014 \u5df2\u77e5\u52a3\u5316\u53d8\u4f53\u62e6\u622a 4/5 \u3001\u5df2\u77e5\u6539\u5584\u53d8\u4f53\u8bef\u62e6 0/2,\u539f\u59cb verdict \u9010\u5b57\u5165\u5e93,\u6f0f\u7f51\u7684 \u90a3\u4e2a\u6709\u516c\u5f00\u5206\u6790\u3002\u771f\u5b9e\u751f\u4ea7\u6848\u4f8b\u8fd8\u5728\u79ef\u7d2f,\u6ca1\u6709\u7684\u6570\u5b57\u4e0d\u5439\u3002</p>\n<p>\u5b89\u88c5\u4e00\u6761\u547d\u4ee4:npx lamarck-skill(\u81ea\u52a8\u63a5 hook \u3001\u5907\u4efd settings \u3001\u88c5\u5b8c\u81ea\u8dd1 \u81ea\u6d4b)\u3002MIT,\u9065\u6d4b\u4e0d\u51fa\u672c\u673a\u3002</p>\n<p><a href=\"https://github.com/newdee/lamarck-skill\" rel=\"nofollow\">https://github.com/newdee/lamarck-skill</a></p>\n<p>\u6b22\u8fce\u6765\u7838 bench \u534f\u8bae\u2014\u2014\u5b83\u5c31\u662f\u4e3a\u53ef\u590d\u73b0\u8bbe\u8ba1\u7684\u3002</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/0xnycth", 
        "name": "0xnycth", 
        "avatar": "https://cdn.v2ex.com/avatar/4ee2/21b4/406045_large.png?m=1658197092"
      }, 
      "url": "https://www.v2ex.com/t/1237531", 
      "date_modified": "2026-08-27T02:03:01+00:00", 
      "content_html": "<p>\u76f4\u63a5\u8fdb\u8fd9\u4e2a\u94fe\u63a5\uff1a</p>\n<p><a href=\"https://www.bigmodel.cn/invite?icode=dNxm%2BsBpLIOIoGLvBdbEuVwpqjqOwPB5EXW6OL4DgqY%3D\" rel=\"nofollow\">https://www.bigmodel.cn/invite?icode=dNxm%2BsBpLIOIoGLvBdbEuVwpqjqOwPB5EXW6OL4DgqY%3D</a></p>\n<p>\u5feb\u8e6c\uff01</p>\n", 
      "date_published": "2026-08-27T02:02:17+00:00", 
      "title": "\u514d\u8d39\u4f53\u9a8c GLM 5.3 Flash\uff0c\u9001 7 \u5929\u4f53\u9a8c\u5361", 
      "id": "https://www.v2ex.com/t/1237531"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/yaphetsyan", 
        "name": "yaphetsyan", 
        "avatar": "https://cdn.v2ex.com/avatar/17a1/63f6/53404_large.png?m=1787725001"
      }, 
      "url": "https://www.v2ex.com/t/1237352", 
      "date_modified": "2026-08-26T06:35:13+00:00", 
      "content_html": "<p>\u6700\u8fd1\u81ea\u5df1\u505a\u4e86\u4e00\u4e2a AI \u56fe\u7247\u4ea7\u54c1\uff1a</p>\n<p><a href=\"https://www.formind.app\" rel=\"nofollow\">Formind</a></p>\n<p>\u5b83\u76ee\u524d\u6700\u6838\u5fc3\u7684\u80fd\u529b\uff0c\u662f\u628a\u7167\u7247\u5feb\u901f\u751f\u6210\u6210\u8349\u56fe\u3001\u7ebf\u7a3f\u3001\u7ebf\u63cf\u98ce\u683c\u7684\u56fe\u7247\u3002</p>\n<p>\u4f46\u6211\u5176\u5b9e\u4e0d\u592a\u60f3\u628a\u5b83\u5b9a\u4e49\u6210\u4e00\u4e2a\u5355\u7eaf\u7684\u300c Photo to Line Drawing \u300d\u5de5\u5177\uff0c\u4e5f\u4e0d\u5e0c\u671b\u5b83\u53ea\u662f\u53e6\u4e00\u4e2a AI Image Generator \u3002</p>\n<p>\u6211\u66f4\u5e0c\u671b\u5b83\u6700\u7ec8\u53d8\u6210\u4e00\u4e2a\uff1a</p>\n<p><strong>\u4e00\u7ad9\u5f0f\u7684\u56fe\u7247 Agent \u3002</strong></p>\n<p>\u4f60\u4e0d\u9700\u8981\u5b66\u4e60 Prompt \uff0c\u4e0d\u9700\u8981\u7814\u7a76\u6a21\u578b\uff0c\u4e5f\u4e0d\u9700\u8981\u53cd\u590d\u5728\u4e0d\u540c AI \u7f51\u7ad9\u4e4b\u95f4\u5207\u6362\u3002</p>\n<p>\u4f60\u53ea\u9700\u8981\u544a\u8bc9\u5b83\u4f60\u60f3\u505a\u4ec0\u4e48\uff0c\u5269\u4e0b\u7684\u4e8b\u60c5\u4ea4\u7ed9 AI \u3002</p>\n<hr/>\n<h3>\u4e3a\u4ec0\u4e48\u6700\u5f00\u59cb\u9009\u62e9\u300c\u8349\u56fe / \u7ebf\u7a3f\u300d\u8fd9\u4e2a\u65b9\u5411\uff1f</h3>\n<p>\u8fd9\u4e24\u5e74 AI \u751f\u56fe\u5de5\u5177\u5f88\u591a\u3002</p>\n<p>\u4f46\u6211\u81ea\u5df1\u771f\u6b63\u53bb\u7528\u7684\u65f6\u5019\uff0c\u7ecf\u5e38\u4f1a\u9047\u5230\u4e00\u4e2a\u95ee\u9898\uff1a</p>\n<p><strong>\u5927\u90e8\u5206 AI \u56fe\u7247\u4ea7\u54c1\uff0c\u672c\u8d28\u4e0a\u8fd8\u662f\u5728\u8ba9\u7528\u6237\u201c\u64cd\u4f5c\u6a21\u578b\u201d\u3002</strong></p>\n<p>\u6253\u5f00\u4e00\u4e2a\u7f51\u7ad9\u4e4b\u540e\uff0c\u7b2c\u4e00\u4ef6\u4e8b\u901a\u5e38\u662f\uff1a</p>\n<blockquote>\n<p>Please enter your prompt.</p>\n</blockquote>\n<p>\u7136\u540e\u8fd8\u6709\u4e00\u5806\u53c2\u6570\uff1a</p>\n<ul>\n<li>Model</li>\n<li>Style</li>\n<li>CFG</li>\n<li>Steps</li>\n<li>Aspect Ratio</li>\n<li>Negative Prompt</li>\n<li>Seed</li>\n</ul>\n<p>\u5bf9\u4e8e AI \u73a9\u5bb6\u6765\u8bf4\uff0c\u8fd9\u4e9b\u4e1c\u897f\u53ef\u80fd\u5f88\u6709\u610f\u601d\u3002</p>\n<p>\u4f46\u5bf9\u4e8e\u5927\u90e8\u5206\u666e\u901a\u7528\u6237\u6765\u8bf4\uff0c\u4ed6\u4eec\u5176\u5b9e\u6839\u672c\u4e0d\u5173\u5fc3\u8fd9\u4e9b\u3002</p>\n<p>\u6bd4\u5982\u4e00\u4e2a\u7528\u6237\u60f3\u628a\u81ea\u5df1\u7684\u7167\u7247\u8f6c\u6362\u6210\u7ebf\u7a3f\u3002</p>\n<p>\u4ed6\u7684\u9700\u6c42\u5176\u5b9e\u975e\u5e38\u660e\u786e\uff1a</p>\n<blockquote>\n<p>\u6211\u5c31\u60f3\u628a\u8fd9\u5f20\u7167\u7247\u53d8\u6210\u4e00\u5f20\u597d\u770b\u7684\u7ebf\u7a3f\u3002</p>\n</blockquote>\n<p>\u4ed6\u5e76\u4e0d\u60f3\u7814\u7a76\uff1a</p>\n<blockquote>\n<p>\u201chigh quality pencil sketch, clean line art, monochrome, detailed contour, white background...\u201d</p>\n</blockquote>\n<p>\u6240\u4ee5\u6211\u5f00\u59cb\u60f3\uff1a</p>\n<p><strong>AI \u56fe\u7247\u5de5\u5177\u4e3a\u4ec0\u4e48\u4e00\u5b9a\u8981\u8ba9\u7528\u6237\u5199 Prompt \uff1f</strong></p>\n<p>\u4e8e\u662f formind \u6700\u5f00\u59cb\u9009\u62e9\u4e86\u4e00\u4e2a\u975e\u5e38\u5177\u4f53\u7684\u573a\u666f\uff1a</p>\n<p><strong>Photo \u2192 Line Drawing / Sketch</strong></p>\n<p>\u4e0a\u4f20\u4e00\u5f20\u56fe\u7247\uff0c\u76f4\u63a5\u751f\u6210\u3002</p>\n<p>\u6ca1\u6709 Prompt \u3002</p>\n<p>\u6ca1\u6709\u590d\u6742\u53c2\u6570\u3002</p>\n<p>\u4e0d\u7528\u77e5\u9053\u80cc\u540e\u662f\u4ec0\u4e48\u6a21\u578b\u3002</p>\n<hr/>\n<h3>\u4f46\u505a\u7740\u505a\u7740\uff0c\u6211\u53d1\u73b0\u300c\u751f\u6210\u4e00\u6b21\u300d\u5176\u5b9e\u8fdc\u8fdc\u4e0d\u591f</h3>\n<p>\u8fd9\u662f\u6211\u540e\u6765\u5bf9\u8fd9\u4e2a\u4ea7\u54c1\u6700\u5927\u7684\u8ba4\u77e5\u53d8\u5316\u3002</p>\n<p>\u6700\u5f00\u59cb\u6211\u7684\u4ea7\u54c1\u903b\u8f91\u5f88\u7b80\u5355\uff1a</p>\n<p>\u4e0a\u4f20\u56fe\u7247 \u2192 AI \u751f\u6210\u7ebf\u7a3f \u2192 \u4e0b\u8f7d\u3002</p>\n<p>\u542c\u8d77\u6765\u6ca1\u4ec0\u4e48\u95ee\u9898\u3002</p>\n<p>\u4f46\u771f\u6b63\u4f7f\u7528\u4e4b\u540e\uff0c\u4f1a\u53d1\u73b0\u7528\u6237\u5f88\u5c11\u7b2c\u4e00\u6b21\u5c31\u5b8c\u5168\u6ee1\u610f\u3002</p>\n<p>\u6bd4\u5982\u751f\u6210\u4e4b\u540e\u4f60\u53ef\u80fd\u4f1a\u89c9\u5f97\uff1a</p>\n<ul>\n<li>\u7ebf\u6761\u592a\u590d\u6742\u4e86</li>\n<li>\u60f3\u7b80\u5355\u4e00\u70b9</li>\n<li>\u4eba\u8138\u7ec6\u8282\u4e0d\u591f\u50cf</li>\n<li>\u80cc\u666f\u4e0d\u60f3\u8981</li>\n<li>\u60f3\u53ea\u4fdd\u7559\u4eba\u7269</li>\n<li>\u60f3\u53d8\u6210\u66f4\u50cf\u94c5\u7b14\u753b</li>\n<li>\u60f3\u6539\u6210\u6f2b\u753b\u7ebf\u7a3f</li>\n<li>\u67d0\u4e2a\u5730\u65b9\u751f\u6210\u9519\u4e86</li>\n<li>\u60f3\u628a\u67d0\u4e2a\u5143\u7d20\u5220\u6389</li>\n<li>\u60f3\u6362\u4e00\u4e2a\u98ce\u683c</li>\n</ul>\n<p>\u4f20\u7edf AI \u5de5\u5177\u7684\u89e3\u51b3\u65b9\u6848\u901a\u5e38\u662f\uff1a</p>\n<p><strong>\u91cd\u65b0\u5199 Prompt \uff0c\u518d\u751f\u6210\u4e00\u6b21\u3002</strong></p>\n<p>\u4f46\u6211\u89c9\u5f97\u8fd9\u4e2a\u4ea4\u4e92\u65b9\u5f0f\u5176\u5b9e\u5f88\u53cd\u4eba\u7c7b\u3002</p>\n<p>\u56e0\u4e3a\u771f\u5b9e\u4e16\u754c\u91cc\uff0c\u6211\u4eec\u548c\u8bbe\u8ba1\u5e08\u6c9f\u901a\u4e5f\u4e0d\u4f1a\u8fd9\u6837\u3002</p>\n<p>\u4f60\u4e0d\u4f1a\u6bcf\u6b21\u90fd\u91cd\u65b0\u5199\u4e00\u4efd\u5b8c\u6574\u9700\u6c42\u3002</p>\n<p>\u4f60\u53ef\u80fd\u53ea\u662f\u8bf4\uff1a</p>\n<blockquote>\n<p>\u201c\u8fd9\u91cc\u7b80\u5355\u4e00\u70b9\u3002\u201d</p>\n</blockquote>\n<blockquote>\n<p>\u201c\u80cc\u666f\u53bb\u6389\u3002\u201d</p>\n</blockquote>\n<blockquote>\n<p>\u201c\u4eba\u7269\u4fdd\u7559\uff0c\u7ebf\u6761\u518d\u5e72\u51c0\u4e00\u4e9b\u3002\u201d</p>\n</blockquote>\n<blockquote>\n<p>\u201c\u8fd9\u4e2a\u5730\u65b9\u4e0d\u592a\u5bf9\uff0c\u518d\u6539\u4e00\u4e0b\u3002\u201d</p>\n</blockquote>\n<p>\u6240\u4ee5\u6211\u5f00\u59cb\u89c9\u5f97\uff1a</p>\n<p><strong>AI \u56fe\u7247\u4ea7\u54c1\u771f\u6b63\u5e94\u8be5\u505a\u7684\uff0c\u4e0d\u662f\u201c\u4e00\u6b21\u751f\u6210\u201d\uff0c\u800c\u662f\u201c\u6301\u7eed\u4fee\u6539\u201d\u3002</strong></p>\n<hr/>\n<h3>\u6240\u4ee5\u6211\u73b0\u5728\u66f4\u613f\u610f\u628a formind \u5b9a\u4e49\u6210\u300c Image Agent \u300d</h3>\n<p>\u6211\u7684\u7406\u60f3\u4ea4\u4e92\u5176\u5b9e\u975e\u5e38\u7b80\u5355\u3002</p>\n<p>\u6bd4\u5982\u4f60\u4e0a\u4f20\u4e00\u5f20\u7167\u7247\u3002</p>\n<p>\u5148\u751f\u6210\u4e00\u5f20\u7ebf\u7a3f\u3002</p>\n<p>\u5982\u679c\u4e0d\u6ee1\u610f\uff0c\u53ef\u4ee5\u76f4\u63a5\u7ee7\u7eed\u4fee\u6539\uff1a</p>\n<blockquote>\n<p>\u7ebf\u6761\u7b80\u5355\u4e00\u70b9\u3002</p>\n</blockquote>\n<p>\u7136\u540e\uff1a</p>\n<blockquote>\n<p>\u53bb\u6389\u80cc\u666f\u3002</p>\n</blockquote>\n<p>\u7136\u540e\uff1a</p>\n<blockquote>\n<p>\u4fdd\u7559\u5934\u53d1\u7ec6\u8282\u3002</p>\n</blockquote>\n<p>\u7136\u540e\uff1a</p>\n<blockquote>\n<p>\u6539\u6210\u9002\u5408\u5c0f\u670b\u53cb\u6d82\u8272\u7684\u7ebf\u7a3f\u3002</p>\n</blockquote>\n<p>\u7136\u540e\uff1a</p>\n<blockquote>\n<p>\u8fd8\u662f\u592a\u590d\u6742\uff0c\u518d\u7b80\u5355\u4e00\u70b9\u3002</p>\n</blockquote>\n<p>AI \u5e94\u8be5\u77e5\u9053\uff1a</p>\n<p><strong>\u4f60\u662f\u5728\u4fee\u6539\u521a\u624d\u90a3\u5f20\u56fe\u7247\u3002</strong></p>\n<p>\u800c\u4e0d\u662f\u6bcf\u4e00\u6b21\u90fd\u8ba9\u4f60\u91cd\u65b0\u4e0a\u4f20\u3001\u91cd\u65b0\u63cf\u8ff0\u3001\u91cd\u65b0\u751f\u6210\u3002</p>\n<p>\u8fd9\u4e5f\u662f\u6211\u89c9\u5f97 <strong>Image Agent</strong> \u548c\u666e\u901a AI Image Generator \u6700\u5927\u7684\u533a\u522b\u3002</p>\n<p>\u666e\u901a\u751f\u56fe\u5de5\u5177\u66f4\u50cf\uff1a</p>\n<p><strong>Prompt \u2192 Image</strong></p>\n<p>\u6211\u5e0c\u671b formind \u6700\u7ec8\u53d8\u6210\uff1a</p>\n<p><strong>Image \u2192 Edit \u2192 Edit \u2192 Edit \u2192 Final Result</strong></p>\n<p>\u6216\u8005\u66f4\u51c6\u786e\u4e00\u70b9\uff1a</p>\n<p><strong>Idea \u2192 Agent \u2192 Result</strong></p>\n<hr/>\n<h3>\u6211\u8d8a\u6765\u8d8a\u89c9\u5f97\uff0cPrompt \u53ef\u80fd\u53ea\u662f AI \u4ea7\u54c1\u7684\u4e00\u4e2a\u8fc7\u6e21\u9636\u6bb5</h3>\n<p>\u73b0\u5728\u5f88\u591a AI \u4ea7\u54c1\u90fd\u5728\u5f3a\u8c03 Prompt \u3002</p>\n<p>\u751a\u81f3\u51fa\u73b0\u4e86 Prompt Engineering \u3002</p>\n<p>\u4f46\u7ad9\u5728\u666e\u901a\u7528\u6237\u7684\u89d2\u5ea6\uff0c\u6211\u5176\u5b9e\u4e00\u76f4\u89c9\u5f97\u8fd9\u4ef6\u4e8b\u60c5\u6709\u70b9\u5947\u602a\u3002</p>\n<p>\u6bd4\u5982\u6211\u4f7f\u7528 Photoshop \u7684\u65f6\u5019\uff0c\u6211\u4e0d\u9700\u8981\u5148\u5b66\u4e60\uff1a</p>\n<blockquote>\n<p>\u201c\u5982\u4f55\u6b63\u786e\u63cf\u8ff0\u6211\u8981\u5220\u9664\u80cc\u666f\u3002\u201d</p>\n</blockquote>\n<p>\u6211\u53ea\u9700\u8981\u70b9\u51fb Remove Background \u3002</p>\n<p>AI \u5e94\u8be5\u8ba9\u8f6f\u4ef6\u53d8\u5f97\u66f4\u7b80\u5355\uff0c\u800c\u4e0d\u662f\u8ba9\u7528\u6237\u5b66\u4e60\u4e00\u79cd\u65b0\u7684\u201c\u7f16\u7a0b\u8bed\u8a00\u201d\u3002</p>\n<p>\u6240\u4ee5 formind \u73b0\u5728\u6709\u4e00\u4e2a\u6bd4\u8f83\u660e\u786e\u7684\u4ea7\u54c1\u539f\u5219\uff1a</p>\n<p><strong>\u80fd\u4e0d\u8ba9\u7528\u6237\u5199 Prompt \uff0c\u5c31\u5c3d\u91cf\u4e0d\u8ba9\u7528\u6237\u5199 Prompt \u3002</strong></p>\n<p>\u6bd4\u5982\uff1a</p>\n<p>\u7167\u7247 \u2192 \u7ebf\u7a3f</p>\n<p>\u7167\u7247 \u2192 \u8349\u56fe</p>\n<p>\u53bb\u80cc\u666f</p>\n<p>\u5220\u9664\u4eba\u7269</p>\n<p>\u5220\u9664\u7269\u4f53</p>\n<p>\u589e\u5f3a\u753b\u8d28</p>\n<p>\u6269\u56fe</p>\n<p>\u5934\u50cf</p>\n<p>\u8bc1\u4ef6\u7167</p>\n<p>\u8fd9\u4e9b\u9700\u6c42\uff0c\u672c\u8eab\u5c31\u662f Prompt \u3002</p>\n<p>\u7528\u6237\u70b9\u51fb\u300c Photo to Line Drawing \u300d\u7684\u65f6\u5019\uff0c\u5176\u5b9e\u5df2\u7ecf\u544a\u8bc9\u7cfb\u7edf\u4ed6\u60f3\u5e72\u4ec0\u4e48\u4e86\u3002</p>\n<p>\u5269\u4e0b\u7684 Prompt \u3001\u6a21\u578b\u9009\u62e9\u3001\u53c2\u6570\u3001\u5de5\u4f5c\u6d41\uff0c\u6211\u89c9\u5f97\u90fd\u5e94\u8be5\u4ea4\u7ed9\u4ea7\u54c1\u5b8c\u6210\u3002</p>\n<hr/>\n<h3>\u672a\u6765\u6211\u60f3\u505a\u7684\u5176\u5b9e\u4e0d\u662f 100 \u4e2a AI \u5c0f\u5de5\u5177</h3>\n<p>\u73b0\u5728\u5e02\u9762\u4e0a\u6709\u5f88\u591a AI Tool \u7f51\u7ad9\u3002</p>\n<p>\u9996\u9875\u53ef\u80fd\u653e\u7740\uff1a</p>\n<p>AI Image Generator\nRemove Background\nImage Enhancer\nRemove Object\nAI Avatar\nPhoto to Anime\nPhoto to Sketch\n\u2026\u2026</p>\n<p>\u4e00\u773c\u770b\u8fc7\u53bb\u6709\u51e0\u5341\u4e2a\u5de5\u5177\u3002</p>\n<p>formind \u73b0\u5728\u4e5f\u6709\u4e00\u4e9b\u7c7b\u4f3c\u80fd\u529b\u3002</p>\n<p>\u4f46\u6211\u540e\u6765\u8d8a\u6765\u8d8a\u89c9\u5f97\uff1a</p>\n<p><strong>\u5982\u679c\u53ea\u662f\u628a 100 \u4e2a AI \u5de5\u5177\u653e\u5728\u4e00\u8d77\uff0c\u5b83\u4f9d\u7136\u53ea\u662f\u4e00\u4e2a\u5de5\u5177\u7bb1\u3002</strong></p>\n<p>\u6211\u771f\u6b63\u60f3\u505a\u7684\u662f\u628a\u8fd9\u4e9b\u80fd\u529b\u8fde\u63a5\u8d77\u6765\u3002</p>\n<p>\u4e3e\u4e2a\u4f8b\u5b50\u3002</p>\n<p>\u4f60\u4e0a\u4f20\u4e00\u5f20\u7167\u7247\uff0c\u8bf4\uff1a</p>\n<blockquote>\n<p>\u6211\u60f3\u628a\u5b83\u505a\u6210\u4e00\u672c\u513f\u7ae5\u6d82\u8272\u4e66\u91cc\u9762\u7684\u63d2\u753b\u3002</p>\n</blockquote>\n<p>Agent \u53ef\u4ee5\u81ea\u52a8\u5b8c\u6210\uff1a</p>\n<p>\u7167\u7247\u8bc6\u522b\n\u2193\n\u5220\u9664\u590d\u6742\u80cc\u666f\n\u2193\n\u4eba\u7269\u4e3b\u4f53\u63d0\u53d6\n\u2193\n\u8f6c\u6362\u7ebf\u7a3f\n\u2193\n\u964d\u4f4e\u7ebf\u6761\u590d\u6742\u5ea6\n\u2193\n\u589e\u5f3a\u8f6e\u5ed3\n\u2193\n\u8f93\u51fa\u9002\u5408\u6253\u5370\u7684\u56fe\u7247</p>\n<p>\u7528\u6237\u4e0d\u9700\u8981\u77e5\u9053\u8fd9\u91cc\u7528\u4e86\u51e0\u4e2a\u6a21\u578b\u3002</p>\n<p>\u751a\u81f3\u4e0d\u9700\u8981\u77e5\u9053\u4e2d\u95f4\u53d1\u751f\u4e86\u4ec0\u4e48\u3002</p>\n<p>\u4ed6\u53ea\u9700\u8981\u770b\u5230\u6700\u540e\u7684\u7ed3\u679c\u3002</p>\n<p>\u8fd9\u624d\u662f\u6211\u7406\u89e3\u7684\u4e00\u7ad9\u5f0f Image Agent \u3002</p>\n<hr/>\n<h3>\u4e3a\u4ec0\u4e48\u6211\u8fd8\u662f\u9009\u62e9\u4ece\u300c\u7ebf\u7a3f\u300d\u5f00\u59cb\uff1f</h3>\n<p>\u56e0\u4e3a\u6211\u89c9\u5f97\u505a AI \u4ea7\u54c1\u5f88\u5bb9\u6613\u6389\u8fdb\u4e00\u4e2a\u5751\uff1a</p>\n<p><strong>\u4ec0\u4e48\u90fd\u60f3\u505a\u3002</strong></p>\n<p>AI \u751f\u56fe\u53ef\u4ee5\u505a\u3002</p>\n<p>AI \u7f16\u8f91\u53ef\u4ee5\u505a\u3002</p>\n<p>\u6362\u8138\u53ef\u4ee5\u505a\u3002</p>\n<p>\u5934\u50cf\u53ef\u4ee5\u505a\u3002</p>\n<p>\u5546\u54c1\u56fe\u53ef\u4ee5\u505a\u3002</p>\n<p>\u89c6\u9891\u4e5f\u53ef\u4ee5\u505a\u3002</p>\n<p>\u5982\u679c\u4e00\u5f00\u59cb\u5c31\u505a\u4e00\u4e2a\u201c\u4e07\u80fd AI \u56fe\u7247\u5e73\u53f0\u201d\uff0c\u5176\u5b9e\u7528\u6237\u5f88\u96be\u7406\u89e3\uff1a</p>\n<blockquote>\n<p>\u4f60\u5230\u5e95\u89e3\u51b3\u4ec0\u4e48\u95ee\u9898\uff1f</p>\n</blockquote>\n<p>\u6240\u4ee5 formind \u76ee\u524d\u8fd8\u662f\u4f1a\u628a\uff1a</p>\n<p><strong>Photo to Line Drawing / Sketch</strong></p>\n<p>\u4f5c\u4e3a\u6700\u6838\u5fc3\u7684\u5165\u53e3\u3002</p>\n<p>\u5148\u628a\u4e00\u4e2a\u975e\u5e38\u5177\u4f53\u7684\u9700\u6c42\u505a\u597d\u3002</p>\n<p>\u5305\u62ec\uff1a</p>\n<ul>\n<li>\u4eba\u50cf\u8f6c\u7ebf\u7a3f</li>\n<li>\u5ba0\u7269\u8f6c\u7ebf\u7a3f</li>\n<li>\u5efa\u7b51\u8f6c\u7ebf\u7a3f</li>\n<li>\u4ea7\u54c1\u8f6c\u7ebf\u7a3f</li>\n<li>\u7167\u7247\u8f6c\u94c5\u7b14\u753b</li>\n<li>\u7167\u7247\u8f6c Coloring Page</li>\n<li>\u56fe\u7247\u8f6c\u6f2b\u753b\u7ebf\u7a3f</li>\n</ul>\n<p>\u4f46\u662f\u5728\u7ebf\u7a3f\u751f\u6210\u5b8c\u6210\u4e4b\u540e\uff0c\u5e0c\u671b\u7528\u6237\u4e0d\u8981\u505c\u5728\u8fd9\u91cc\u3002</p>\n<p>\u800c\u662f\u53ef\u4ee5\u7ee7\u7eed\u548c Agent \u6c9f\u901a\u3001\u4fee\u6539\u3001\u751f\u6210\uff0c\u76f4\u5230\u6700\u7ec8\u5f97\u5230\u81ea\u5df1\u771f\u6b63\u60f3\u8981\u7684\u7ed3\u679c\u3002</p>\n<hr/>\n<h3>\u505a\u8fd9\u4e2a\u4ea7\u54c1\u4e4b\u540e\uff0c\u6211\u73b0\u5728\u6700\u5927\u7684\u601d\u8003</h3>\n<p>\u4ee5\u524d\u6211\u89c9\u5f97 AI \u56fe\u7247\u4ea7\u54c1\u7ade\u4e89\u7684\u662f\uff1a</p>\n<p><strong>\u8c01\u7684\u6a21\u578b\u6548\u679c\u66f4\u597d\u3002</strong></p>\n<p>\u73b0\u5728\u8d8a\u6765\u8d8a\u89c9\u5f97\u4e0d\u662f\u3002</p>\n<p>\u56e0\u4e3a\u6a21\u578b\u4f1a\u5feb\u901f\u8fed\u4ee3\u3002</p>\n<p>\u4eca\u5929\u67d0\u4e2a\u6a21\u578b\u9886\u5148\uff0c\u51e0\u4e2a\u6708\u4e4b\u540e\u53ef\u80fd\u53c8\u6362\u4e00\u4e2a\u3002</p>\n<p>\u5982\u679c\u4f60\u7684\u4ea7\u54c1\u4ef7\u503c\u53ea\u662f\uff1a</p>\n<blockquote>\n<p>\u201c\u6211\u63a5\u5165\u4e86\u6700\u65b0\u7684 XX \u6a21\u578b\u3002\u201d</p>\n</blockquote>\n<p>\u8fd9\u4e2a\u4f18\u52bf\u5176\u5b9e\u975e\u5e38\u77ed\u6682\u3002</p>\n<p>\u6211\u73b0\u5728\u66f4\u5173\u6ce8\u7684\u662f\u53e6\u5916\u51e0\u4e2a\u95ee\u9898\uff1a</p>\n<p><strong>1. \u7528\u6237\u80fd\u4e0d\u80fd\u4e0d\u7528\u5b66\u4e60 Prompt \uff1f</strong></p>\n<p><strong>2. \u7528\u6237\u7b2c\u4e00\u6b21\u751f\u6210\u4e0d\u6ee1\u610f\u4e4b\u540e\uff0c\u80fd\u4e0d\u80fd\u5f88\u81ea\u7136\u5730\u7ee7\u7eed\u4fee\u6539\uff1f</strong></p>\n<p><strong>3. AI \u80fd\u4e0d\u80fd\u7406\u89e3\u5f53\u524d\u56fe\u7247\u548c\u4e4b\u524d\u7684\u4fee\u6539\u5386\u53f2\uff1f</strong></p>\n<p><strong>4. \u4ea7\u54c1\u80fd\u4e0d\u80fd\u81ea\u52a8\u51b3\u5b9a\u5e94\u8be5\u8c03\u7528\u54ea\u4e2a\u6a21\u578b\u3001\u54ea\u4e2a\u5de5\u5177\uff1f</strong></p>\n<p><strong>5. \u7528\u6237\u6700\u7ec8\u5173\u5fc3\u7684\u662f\u201c\u6a21\u578b\u201d\uff0c\u8fd8\u662f\u201c\u7ed3\u679c\u201d\uff1f</strong></p>\n<p>\u6211\u81ea\u5df1\u7684\u7b54\u6848\u8d8a\u6765\u8d8a\u503e\u5411\u4e8e\uff1a</p>\n<p><strong>\u7528\u6237\u6839\u672c\u4e0d\u5e94\u8be5\u5173\u5fc3\u6a21\u578b\u3002</strong></p>\n<p>\u6a21\u578b\u6700\u7ec8\u5e94\u8be5\u50cf\u6570\u636e\u5e93\u3001CDN \u3001\u4e91\u670d\u52a1\u5668\u4e00\u6837\uff0c\u53d8\u6210\u5e95\u5c42\u57fa\u7840\u8bbe\u65bd\u3002</p>\n<p>\u7528\u6237\u53ea\u9700\u8981\u8bf4\uff1a</p>\n<blockquote>\n<p>\u6211\u60f3\u8981\u8fd9\u4e2a\u3002</p>\n</blockquote>\n<p>\u7136\u540e Agent \u5e2e\u4ed6\u5b8c\u6210\u3002</p>\n<hr/>\n<p>\u76ee\u524d formind \u8fd8\u5728\u6bd4\u8f83\u65e9\u671f\u7684\u9636\u6bb5\u3002</p>\n<p>\u6838\u5fc3\u65b9\u5411\u662f\uff1a</p>\n<p><strong>Photo to Line Drawing / Sketch + Image Agent</strong></p>\n<p>\u7f51\u7ad9\uff1a <a href=\"https://www.formind.app\" rel=\"nofollow\">https://www.formind.app</a></p>\n<p>\u5982\u679c V2EX \u6709\u505a AI \u3001\u72ec\u7acb\u5f00\u53d1\u3001\u8bbe\u8ba1\u6216\u8005\u56fe\u7247\u4ea7\u54c1\u7684\u670b\u53cb\uff0c\u6b22\u8fce\u8bd5\u4e00\u4e0b\u3002</p>\n<p>\u6211\u73b0\u5728\u5c24\u5176\u60f3\u542c\u542c\u5927\u5bb6\u5bf9\u4e00\u4e2a\u95ee\u9898\u7684\u770b\u6cd5\uff1a</p>\n<p><strong>\u4f60\u89c9\u5f97\u672a\u6765 AI \u56fe\u7247\u4ea7\u54c1\u7684\u4e3b\u8981\u4ea4\u4e92\u65b9\u5f0f\uff0c\u4f1a\u7ee7\u7eed\u662f Prompt \u2192 Image \uff0c\u8fd8\u662f\u4f1a\u9010\u6e10\u53d8\u6210\u7c7b\u4f3c Agent \u4e00\u6837\uff0c\u56f4\u7ed5\u4e00\u5f20\u56fe\u7247\u4e0d\u65ad\u6c9f\u901a\u548c\u4fee\u6539\uff1f</strong></p>\n<p>\u53e6\u5916\u4e5f\u975e\u5e38\u6b22\u8fce\u76f4\u63a5\u5410\u69fd\u4ea7\u54c1\u3002</p>\n<p>\u5982\u679c\u4f60\u6253\u5f00\u7f51\u7ad9\u4e4b\u540e 30 \u79d2\u5c31\u5173\u6389\u4e86\uff0c\u6211\u5176\u5b9e\u66f4\u60f3\u77e5\u9053\uff1a</p>\n<p><strong>\u662f\u4ec0\u4e48\u8ba9\u4f60\u51b3\u5b9a\u5173\u6389\u5b83\uff1f</strong></p>\n<p>\u8fd9\u4e2a\u53cd\u9988\u53ef\u80fd\u6bd4\u201c\u652f\u6301\u4e00\u4e0b\u201d\u5bf9\u6211\u66f4\u6709\u4ef7\u503c\u3002</p>\n", 
      "date_published": "2026-08-26T06:33:47+00:00", 
      "title": "\u505a\u4e86\u4e00\u4e2a\u4e0d\u7528\u5199 Prompt \u7684\u56fe\u7247 Agent\uff0c\u4e3b\u6253\u8349\u56fe / \u7ebf\u7a3f\u751f\u6210\uff0c\u804a\u804a\u6211\u4e3a\u4ec0\u4e48\u505a formind.app", 
      "id": "https://www.v2ex.com/t/1237352"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/paopjian", 
        "name": "paopjian", 
        "avatar": "https://cdn.v2ex.com/gravatar/141f86b5cead0224ebc0365353521a26?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1237277", 
      "title": "\u6a21\u578b\u667a\u80fd\u8d8a\u9ad8, \u8d8a\u80fd\u660e\u663e\u611f\u89c9\u5230\u81ea\u4f5c\u4e3b\u5f20\u7684\u6982\u7387\u53c8\u9ad8\u4e86,\u8fd8\u66f4\u6162\u4e86", 
      "id": "https://www.v2ex.com/t/1237277", 
      "date_published": "2026-08-26T02:43:43+00:00", 
      "content_html": "<p>\u6211\u6ca1\u7ecf\u5386\u8fc7\u5199\u957f\u7bc7 prompt \u5206\u914d\u4efb\u52a1\u65f6\u5019, \u90a3\u65f6\u4e00\u76f4\u7528\u7684 copilot \u8865\u5168\u4ee3\u7801\u548c\u7b80\u5355\u4ee3\u7801\u4efb\u52a1, \u8bfb\u51e0\u4e2a\u6587\u4ef6\u5c31\u80fd\u76f4\u63a5\u751f\u6210\u9700\u8981\u7684\u4ee3\u7801. opus4.6 \u65f6\u5019\u5f00\u59cb\u7528 cc, \u660e\u663e\u611f\u89c9\u5230\u653e\u6743\u8d8a\u6765\u8d8a\u591a, \u4e0d\u518d\u8bfb\u4ee3\u7801\u548c\u6267\u884c, \u5168\u4ea4\u7ed9\u4ed6\u53bb\u5206\u6790\u548c\u6539\u4ee3\u7801.</p>\n<p>\u7b49 SOL \u51fa\u6765\u540e\u56e0\u4e3a\u4e2d\u8f6c\u7ad9\u66f4\u4fbf\u5b9c\u8fd8\u66f4\u5f3a\u5c31\u8f6c codex \u4e86, \u5f88\u591a python \u4ee3\u7801\u90fd\u80fd\u76f4\u63a5\u53bb\u8dd1, \u4e0d\u50cf cc \u8fd8\u8981\u7533\u8bf7 yes. \u4f46\u662f\u8fd9\u91cc\u7528\u4e86 1 \u4e2a\u6708\u6211\u53d1\u73b0\u6548\u7387\u660e\u663e\u4e0b\u964d\u4e86, \u7ed9\u4e86 sol/opus5 \u4efb\u52a1\u4ee5\u540e\u4ed6\u4f1a\u7ed5\u4e00\u5927\u5708\u53bb\u786e\u5b9a\u6570\u636e\u7684\u53ef\u7528\u6027, \u4e0d\u65ad\u5730\u8bfb\u6570\u636e\u53bb\u786e\u8ba4\u6570\u636e\u5927\u5c0f, \u5f3a\u5236\u544a\u77e5\u6570\u636e\u6ca1\u95ee\u9898\u540e\u624d\u4f1a\u53bb\u5199\u4ee3\u7801, \u5373\u4f7f\u8fd9\u6837\u4ee3\u7801\u4e5f\u4f1a\u51fa\u73b0\u5982: (opus5)</p>\n<pre><code>\u4f60\u8bf4\u5f97\u5bf9\uff01\u6211\u641e\u6df7\u4e86\u3002\u7279\u5f81\u5e73\u5747\u8ba1\u7b97\u4e0d\u9700\u8981 spawn \uff0c\u53ea\u662f\u7b80\u5355\u7684 torch \u8ba1\u7b97\uff0c\u7528 fork \u6a21\u5f0f+\u591a\u7ebf\u7a0b\u5c31\u884c\u4e4b\u524d\u7684 HDBSCAN \u9700\u8981 spawn \u662f\u56e0\u4e3a cuML \u7684\u9650\u5236\uff0c\u4f46\u73b0\u5728\u53ea\u662f\u8ba1\u7b97\u5e73\u5747\u7279\u5f81\uff0c\u5b8c\u5168\u53ef\u4ee5\u7528\u66f4\u9ad8\u6548\u7684\u65b9\u5f0f\u3002\n\u8ba9\u6211\u91cd\u5199\u4e00\u4e2a\u7b80\u5355\u7248\u672c\uff1a\n</code></pre>\n<pre><code>\u276f \u4fee\u6539\u4e00\u4e0b\u53ef\u89c6\u5316\u811a\u672c, \u6bcf\u4e2a\u6837\u672c\u5e94\u8be5\u6709 ID \u539f\u56fe\u548c\u56fe\u7247\u91c7\u6837, \u540c\u65f6\u8ba1\u7b97\u4e00\u4e0b\u8fd9\u4e24\u4e2a ID \u7684\u76f8\u4f3c\u5ea6, \u8fd9\u4e24\u4e2a ID \u4e0e\u7c07\u7684\u5e73\u5747\u7279\u5f81\u76f8\u4f3c\u5ea6,\u6bcf 0.1 \u6bb5\u91c7\u6837 10 \u4e2a\u5c31\u53ef\u4ee5\u4e86                                                       \n\u25cf \u9700\u8981\u5148\u786e\u8ba4 ID \u539f\u56fe\u548c ID \u7279\u5f81\u5728\u54ea\u3002\n\u25cf catalog \u8f6f\u94fe\u63a5\u65ad\u4e86\uff08\u6307\u5411\u7684\u76f8\u5bf9\u8def\u5f84\u4e0d\u5bf9\uff09\uff0cID \u7279\u5f81\u548c\u7b2c\u4e94\u9636\u6bb5\u7684\u4e2d\u5fc3\u7279\u5f81\u90fd\u5728\u3002\u4fee\u94fe\u63a5\u5e76\u67e5\u7ed3\u6784\uff1a\n\u25cf \u94fe\u63a5\u591a\u5199\u4e86\u4e00\u5c42 ../\uff08\u4ece inputs/ \u51fa\u53d1\u53ea\u9700 ../../\uff0c\u4f46\u76ee\u6807\u76ee\u5f55\u5df2\u91cd\u6784\u4e3a\u8f93\u5165\u6570\u636e/inputs/\uff09\u3002\u4fee\u6b63\uff1a\n</code></pre>\n<p>\u786e\u8ba4\u4e86\u4f4d\u7f6e\u8fd8\u628a\u94fe\u63a5\u5199\u9519, \u53c8\u542f\u52a8\u4e00\u8f6e\u7684\u60c5\u51b5. \u80fd\u660e\u663e\u7684\u611f\u89c9\u5230\u6bd4\u8d77\u4ee5\u524d\u66f4\u78e8\u53fd\u4e86. </p>\n<p>\u73b0\u5728\u57fa\u672c\u4e0a\u8981 10 \u5206\u949f\u624d\u80fd\u51fa\u4e00\u4efd\u4ee3\u7801, \u8fd8\u7b97\u4e24\u4e09\u4e2a\u4efb\u52a1\u5c31\u8981\u538b\u7f29\u4e0a\u4e0b\u6587</p>\n<p>AI \u667a\u80fd\u8d8a\u9ad8\u53cd\u800c\u60f3\u5f97\u8d8a\u591a\u505a\u7684\u9632\u5fa1\u6027\u884c\u4e3a\u5c31\u66f4\u591a, \u662f\u4e0d\u662f\u53c8\u56de\u5230 skill/prmopt \u9650\u5236\u884c\u4e3a\u7684\u65f6\u4ee3\u4e86, \u4ee5\u524d\u662f\u957f\u7bc7\u5927\u8bba\u63a7\u5236 AI \u65b9\u5411, \u73b0\u5728\u53c8\u8981\u63a7\u5236\u4ed6\u522b\u60f3\u5f97\u592a\u591a\u5e72\u5f97\u592a\u591a</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/sinnosong1", 
        "name": "sinnosong1", 
        "avatar": "https://cdn.v2ex.com/avatar/12b4/c278/447413_large.png?m=1782887852"
      }, 
      "url": "https://www.v2ex.com/t/1237006", 
      "title": "AI \u5bf9\u4e8e\u4e1a\u52a1\u7684\u8f85\u52a9\u80fd\u529b\uff1f", 
      "id": "https://www.v2ex.com/t/1237006", 
      "date_published": "2026-08-25T03:21:45+00:00", 
      "content_html": "<p>\u6700\u8fd1\u5728\u57fa\u4e8e\u672c\u4f53\u8bba\u6765\u5c1d\u8bd5\u8fdb\u884c\u4e1a\u52a1\u5efa\u6a21\uff0c\u7136\u540e\u8ba9 AI \u6765\u7406\u89e3\u4e1a\u52a1\u5e76\u8fdb\u884c\u5206\u6790\u6216\u63a8\u52a8\u4e1a\u52a1\u3002\u641c\u4e86\u4e0b\u4e4b\u524d\u6709\u4e2a\u5e16\u5b50\uff1a <a href=\"https://www.v2ex.com/t/1218495\" rel=\"nofollow\">https://www.v2ex.com/t/1218495</a>\n\u60f3\u95ee\u95ee\u5927\u5bb6\u5bf9\u4e8e\u8fd9\u4e2a\u8def\u7ebf\u7684\u770b\u6cd5\uff1f\u662f\u5426\u53ef\u4ee5\u901a\u8fc7\u5efa\u7acb ontology schema \uff0c\u6765\u4f5c\u4e3a\u4e1a\u52a1\u548c\u77e5\u8bc6\u56fe\u8c31\u8ba9 AI \u53ef\u4ee5\u66f4\u597d\u7684\u7406\u89e3\u4e1a\u52a1\uff0c\u5e76\u63a8\u52a8\u4e1a\u52a1\uff1f</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/qk1999", 
        "name": "qk1999", 
        "avatar": "https://cdn.v2ex.com/gravatar/ca59edca312901cfec1e7ba5f2d5461b?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1236612", 
      "title": "\u7eaf\u524d\u7aef\u7684 Agent \u5e73\u53f0\uff1a Open Cottage", 
      "id": "https://www.v2ex.com/t/1236612", 
      "date_published": "2026-08-23T12:06:49+00:00", 
      "content_html": "<ul>\n<li>Github:<a href=\"https://github.com/qkang07/open-cottage\" rel=\"nofollow\">https://github.com/qkang07/open-cottage</a></li>\n<li>Demo: <a href=\"https://cottage.swimlions.com\" rel=\"nofollow\">https://cottage.swimlions.com</a></li>\n<li>Doc: <a href=\"https://doc.cottage.swimlions.com\" rel=\"nofollow\">https://doc.cottage.swimlions.com</a></li>\n</ul>\n<p><img alt=\"image.png\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://p0-xtjj-private.juejin.cn/tos-cn-i-73owjymdk6/caf903452ad743e6bfd8927bd557856f%7Etplv-73owjymdk6-jj-mark-v1:0:0:0:0:5o6Y6YeR5oqA5pyv56S-5Yy6IEAgcWthbmc=:q75.awebp?policy=eyJ2bSI6MywidWlkIjoiMjE5NTU4MDU4NjY3NzIwIn0%3D&amp;rk3s=f64ab15b&amp;x-orig-authkey=f32326d3454f2ac7e96d3d06cdbb035152127018&amp;x-orig-expires=1788091518&amp;x-orig-sign=peTcrQS8Ex7aWJXlAxm48kZOGXE%3D\"/></p>\n<p>\u672c\u6587\u8981\u4ecb\u7ecd\u7684\u662f\u53c8\u4e00\u4e2a\u65b0\u7684 Agent \u5e73\u53f0\uff1aOpen Cottage \u3002\u5728\u5404\u79cd Agent \u5e73\u53f0\u4e89\u5947\u6597\u8273\u7684\u5f53\u4e0b\uff0cOpen Cottage \u5e76\u4e0d\u662f\u53c8\u4e00\u4e2a\u5e73\u5e73\u65e0\u5947\u7684 Agent \u3002\u4e00\u53e5\u8bdd\u6765\u8bf4\uff0c\u5b83\u662f\u4e00\u4e2a\u57fa\u4e8e\u6d4f\u89c8\u5668\u7684\u7eaf\u524d\u7aef\u7684 Agent \u5e73\u53f0\u3002\u4e0d\u662f\u5ba2\u6237\u7aef\uff0c\u4e0d\u8c03\u7528 CLI \uff0c\u6ca1\u6709\u670d\u52a1\u7aef\uff0c\u4ec5\u4ec5\u8dd1\u5728\u6d4f\u89c8\u5668\u91cc\uff0c\u4f46\u662f\u5b83\u80fd\u505a\u7684\u8fdc\u6bd4\u4f60\u60f3\u8c61\u7684\u8981\u591a\u3002</p>\n<h2>\u4f7f\u7528\u65b9\u5f0f</h2>\n<p>\u6253\u5f00\u4e00\u4e2a\u7f51\u9875\u5c31\u80fd\u4f7f\u7528\u3002\u672c\u6587\u5f00\u5934\u5df2\u7ecf\u9644\u4e0a\u4e86\u5b98\u65b9 Demo \u94fe\u63a5\u3002\u4e0d\u8fc7\uff0c\u4f60\u5f97\u81ea\u5df1\u63d0\u4f9b\u8c03\u7528 LLM API \u7684\u5bc6\u94a5\u3002</p>\n<p><img alt=\"image.png\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://p0-xtjj-private.juejin.cn/tos-cn-i-73owjymdk6/8003516b4505451d84166dc74acffa85%7Etplv-73owjymdk6-jj-mark-v1:0:0:0:0:5o6Y6YeR5oqA5pyv56S-5Yy6IEAgcWthbmc=:q75.awebp?policy=eyJ2bSI6MywidWlkIjoiMjE5NTU4MDU4NjY3NzIwIn0%3D&amp;rk3s=f64ab15b&amp;x-orig-authkey=f32326d3454f2ac7e96d3d06cdbb035152127018&amp;x-orig-expires=1788091518&amp;x-orig-sign=1BbD7STPLVH7gPsJo2wnyuP1h44%3D\"/></p>\n<p>\u867d\u7136\u662f\u57fa\u4e8e\u6d4f\u89c8\u5668\uff0c\u4f46\u662f\u4f60\u9700\u8981\u9009\u62e9\u4e00\u4e2a\u672c\u5730\u6587\u4ef6\u5939\u4f5c\u4e3a\u5b83\u7684\u5de5\u4f5c\u533a\uff08\u76ee\u524d\u8fd9\u662f\u5fc5\u987b\u7684\uff09\u3002\u901a\u8fc7\u6d4f\u89c8\u5668\u6253\u5f00\u4e00\u4e2a\u672c\u5730\u6587\u4ef6\u5939\uff0cOpen Cottage \u5c31\u53ef\u4ee5\u5bf9\u8be5\u6587\u4ef6\u5939\u8fdb\u884c\u4efb\u610f\u8bfb\u5199\u3002\u6240\u6709\u7684\u804a\u5929\u8bb0\u5f55\u3001\u6587\u4ef6\u4fee\u6539\u5386\u53f2\uff0c\u751a\u81f3\u4e00\u4e9b\u504f\u597d\u8bbe\u7f6e\uff0c\u90fd\u4fdd\u5b58\u5728\u5de5\u4f5c\u533a\u91cc\u7684\u4e00\u4e2a .cottage \u76ee\u5f55\u4e0b\uff0c\u9664\u4e86\u8c03\u7528 LLM API \uff0c\u6240\u6709\u7684\u6570\u636e\u548c\u8ba1\u7b97\u90fd\u4fdd\u5b58\u5728\u672c\u5730\u3002</p>\n<p><img alt=\"image.png\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://p0-xtjj-private.juejin.cn/tos-cn-i-73owjymdk6/c06762abb0ab4d65813bf56a1d1e2717%7Etplv-73owjymdk6-jj-mark-v1:0:0:0:0:5o6Y6YeR5oqA5pyv56S-5Yy6IEAgcWthbmc=:q75.awebp?policy=eyJ2bSI6MywidWlkIjoiMjE5NTU4MDU4NjY3NzIwIn0%3D&amp;rk3s=f64ab15b&amp;x-orig-authkey=f32326d3454f2ac7e96d3d06cdbb035152127018&amp;x-orig-expires=1788091518&amp;x-orig-sign=RbE6e%2BaNh9f%2FLc%2F2Ofsd%2FNgRjL4%3D\"/></p>\n<h2>\u5b83\u80fd\u505a\u4ec0\u4e48</h2>\n<h3>\u5199\u4ee3\u7801</h3>\n<p>\u65e2\u7136\u80fd\u7f16\u8f91\u6587\u4ef6\uff0c\u90a3\u5f53\u7136\u5c31\u80fd\u5199\u4ee3\u7801\uff0c\u5b83\u53ef\u4ee5\u8bfb\u53d6\u4f60\u7684\u9879\u76ee\u76ee\u5f55\uff0c\u641c\u7d22\u3001\u81ea\u52a8\u7f16\u8f91\u3002\u4e0d\u8fc7\u5b83\u6ca1\u6cd5\u6267\u884c\u7cfb\u7edf\u547d\u4ee4\uff0c\u4e5f\u6ca1\u6cd5\u5e2e\u4f60\u8c03\u8bd5\uff0c\u4f60\u5f97\u81ea\u5df1\u53bb\u505a\u3002</p>\n<p>\u4e0d\u8fc7\u5199\u4e00\u4e9b\u7b80\u5355\u7684 html \u5012\u662f\u5f88\u65b9\u4fbf\uff0c\u53ef\u4ee5\u76f4\u63a5\u9884\u89c8\u3002</p>\n<p><img alt=\"image.png\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://p0-xtjj-private.juejin.cn/tos-cn-i-73owjymdk6/818a4ef2a07d47b1826ec5030950a67e%7Etplv-73owjymdk6-jj-mark-v1:0:0:0:0:5o6Y6YeR5oqA5pyv56S-5Yy6IEAgcWthbmc=:q75.awebp?policy=eyJ2bSI6MywidWlkIjoiMjE5NTU4MDU4NjY3NzIwIn0%3D&amp;rk3s=f64ab15b&amp;x-orig-authkey=f32326d3454f2ac7e96d3d06cdbb035152127018&amp;x-orig-expires=1788091518&amp;x-orig-sign=f79YRy8EuX2LsroHsKx5CZxdYE0%3D\"/></p>\n<h3>\u811a\u672c\u4efb\u52a1</h3>\n<p>\u867d\u7136\u662f\u5728\u6d4f\u89c8\u5668\uff0c\u5b83\u4e5f\u80fd\u6267\u884c\u811a\u672c\uff0c\u5b83\u4f1a\u751f\u6210\u4e00\u6bb5 js \u811a\u672c\u5728\u4e00\u4e2a web worker \u91cc\u8fd0\u884c\uff1a</p>\n<p><img alt=\"image.png\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://p0-xtjj-private.juejin.cn/tos-cn-i-73owjymdk6/39676135df8f4594a64315f3f86da2ca%7Etplv-73owjymdk6-jj-mark-v1:0:0:0:0:5o6Y6YeR5oqA5pyv56S-5Yy6IEAgcWthbmc=:q75.awebp?policy=eyJ2bSI6MywidWlkIjoiMjE5NTU4MDU4NjY3NzIwIn0%3D&amp;rk3s=f64ab15b&amp;x-orig-authkey=f32326d3454f2ac7e96d3d06cdbb035152127018&amp;x-orig-expires=1788091518&amp;x-orig-sign=nKVYl3oXnnvWmGGV3heF36RrYTc%3D\"/></p>\n<h3>\u66f4\u591a\u80fd\u529b</h3>\n<p>\u66f4\u591a\u80fd\u529b\u4e0d\u4e00\u4e00\u4ecb\u7ecd\uff0c\u603b\u4e4b\u4e00\u4e9b\u4e3b\u6d41 Agent \u8be5\u6709\u7684\u57fa\u7840\u80fd\u529b\u90fd\u6709\u63d0\u4f9b\u3002</p>\n<p><img alt=\"image.png\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://p0-xtjj-private.juejin.cn/tos-cn-i-73owjymdk6/cbc352a4262c4cdbba24279817867e0c%7Etplv-73owjymdk6-jj-mark-v1:0:0:0:0:5o6Y6YeR5oqA5pyv56S-5Yy6IEAgcWthbmc=:q75.awebp?policy=eyJ2bSI6MywidWlkIjoiMjE5NTU4MDU4NjY3NzIwIn0%3D&amp;rk3s=f64ab15b&amp;x-orig-authkey=f32326d3454f2ac7e96d3d06cdbb035152127018&amp;x-orig-expires=1788091518&amp;x-orig-sign=bWi8Sza7QTegKjyxOCUniKLsJ%2BY%3D\"/></p>\n<h2>\u5b83\u4e0d\u80fd\u505a\u4ec0\u4e48</h2>\n<p><strong>1. \u6267\u884c\u672c\u5730\u547d\u4ee4</strong>\n\u5b83\u53ea\u8dd1\u5728\u6d4f\u89c8\u5668\uff0c\u6ca1\u6cd5\u6267\u884c CLI \u547d\u4ee4\u3002</p>\n<p><strong>2. \u8fdc\u7a0b\u63a7\u5236</strong>\n\u5b83\u6ca1\u529e\u6cd5\u8dd1\u5728\u8fdc\u7a0b\u670d\u52a1\u5668\u4e0a\uff0c\u5168\u5929\u5019\u6267\u884c\u4efb\u52a1\u3002</p>\n<p><strong>3. \u5728\u7ebf\u540c\u6b65</strong>\n\u5b83\u6ca1\u6709\u670d\u52a1\u7aef\uff0c\u6240\u6709\u7684\u4fe1\u606f\u90fd\u4fdd\u5b58\u5728\u672c\u5730\u3002</p>\n<h2>\u5148\u5230\u8fd9\u91cc</h2>\n<p>\u867d\u7136\u53ea\u4ecb\u7ecd\u4e86\u5f88\u5c11\u4e00\u90e8\u5206\uff0c\u4f46\u662f\u5e94\u8be5\u8db3\u591f\u7ed9\u5404\u4f4d\u8bfb\u8005\u5efa\u7acb\u8d77\u5173\u4e8e Open Cottage \u7684\u57fa\u672c\u6982\u5ff5\u3002</p>\n<p>\u6709\u5174\u8da3\u7684\u8bfb\u8005\u53ef\u4ee5\u81ea\u884c\u63a2\u7d22\uff0c\u672a\u6765\u6211\u5c06\u7ee7\u7eed\u8f93\u51fa\u66f4\u591a\u4ecb\u7ecd Open Cottage \u7684\u80fd\u529b\u548c\u67b6\u6784\u7684\u6587\u7ae0\u3002</p>\n<p>\u8be5\u9879\u76ee\u521a\u521a\u4e0a\u7ebf\u548c\u5f00\u6e90\uff0c\u5c1a\u6709\u5f88\u591a\u4e0d\u5b8c\u5584\u7684\u5730\u65b9\uff0c\u6b22\u8fce\u5927\u5bb6\u4f53\u9a8c\u5410\u69fd\uff0c\u6216\u8005\u5efa\u8a00\u732e\u7b56\u3002</p>\n"
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      "url": "https://www.v2ex.com/t/1236145", 
      "title": "AI Agent \u5b66\u4e60\u8def\u7ebf", 
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      "url": "https://www.v2ex.com/t/1236120", 
      "title": "\u6c99\u96d5\u667a\u80fd\u4f53\u516c\u6d4b\uff01", 
      "id": "https://www.v2ex.com/t/1236120", 
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      "title": "\u6413\u4e86\u4e00\u4e2a\u672c\u5730 MCP\uff1a\u7528 ChatGPT \u514d\u8d39\u989d\u5ea6\u7ed9\u672c\u5730\u9879\u76ee\u5199\u4ee3\u7801\uff0c\u652f\u6301\u6307\u5b9a\u76ee\u5f55/UI \u622a\u56fe\u5bf9\u6bd4/\u81ea\u52a8 Commit", 
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        "name": "yibie", 
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      "title": "\u5927\u5bb6\u662f\u600e\u4e48\u8ba9 AI \u65e0\u4eba\u503c\u5b88\u5f00\u53d1\u7684\uff1f", 
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        "name": "zbn", 
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      "content_html": "<p>\u6d3b\u52a8\u8bf4\u660e <a href=\"https://zhipu-ai.feishu.cn/docx/JKk3dM90OoS62uxFVLKclxVhnBl\" rel=\"nofollow\">https://zhipu-ai.feishu.cn/docx/JKk3dM90OoS62uxFVLKclxVhnBl</a></p>\n<p>\u6700\u4e0b\u9762\u2018GLM5.3 \u53d1\u798f\u5229\uff0c\u79ef\u5206\u8dc3\u8fc1\u5468\u2019\u4e5f\u6253\u4e0d\u5f00\u4e86\nGLM5.3 \u62a2\u5148\u4f53\u9a8c\uff0c\u767b\u9646\u5373\u9001\u9001 2w+\u79ef\u5206</p>\n<ul>\n<li>\u5468\u4e00\u767b\u5f55\u5373\u9001 2 \u4e07\u79ef\u5206\uff0c\u5468\u4e8c\u81f3\u5468\u65e5\u6bcf\u5929\u9001 1000 \u79ef\u5206</li>\n<li>\u53e0\u52a0 Auto \u6a21\u5f0f\u6d88\u8017 200%\u8fd4\u8fd8\uff0c\u81f3\u9ad8\u8fd4 20000 \u79ef\u5206\uff01\n\u79ef\u5206\u8dc3\u8fc1\u6d3b\u52a8\u8be6\u60c5 \u27a1\ufe0f AutoClaw \u79ef\u5206\u8dc3\u8fc1\u5468\uff5c GLM-5.3 \u53d1\u5e03\u798f\u5229</li>\n</ul>\n<p>\u4e0b\u9762\u8bc4\u8bba\u6709\u610f\u601d\u7684</p>\n", 
      "date_published": "2026-08-19T01:17:12+00:00", 
      "title": "\u667a\u8c31 autoclaw \u9001\u79ef\u5206\u6d3b\u52a8\u7a81\u7136\u6ca1\u4e86", 
      "id": "https://www.v2ex.com/t/1235467"
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      "title": "DeepSeek \u6700\u7cbe\u4e86, \u628a Harness \u7528\u5728\u81ea\u5df1\u4ea7\u54c1\u4e0a, \u8ba9\u5927\u5bb6\u4ee5\u4e3a harness \u662f\u4ed6\u5bb6\u6700\u5148\u63d0\u51fa\u6765\u7684.", 
      "id": "https://www.v2ex.com/t/1235319", 
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      "title": "\u7ebf\u4e0a\u7684 agent \u5e94\u7528\u5e94\u8be5\u600e\u4e48\u90e8\u7f72", 
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      "title": "\u6211\u7684 opencode go \u7528\u4e0d\u4e86 luna", 
      "id": "https://www.v2ex.com/t/1234843", 
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      "id": "https://www.v2ex.com/t/1234320", 
      "date_published": "2026-08-14T03:42:26+00:00", 
      "content_html": "<p>\u6211\u4e4b\u524d\u5728\u5c1d\u8bd5\u4f7f\u7528<code>VS Code Agent</code>\u65f6\u5019\uff0c\u4ed6\u7684\u8fd9\u4e2a\u667a\u80fd\u4f53\u6709\u4e2a\u5f88\u795e\u5947\u7684\u8bbe\u8ba1\uff0c\u628a\u6240\u6709 Tool flatten \u540e\u4e00\u8d77\u585e\u7ed9\u6a21\u578b\u3002\u6211\u5728\u5e02\u573a\u88c5\u4e86\u51e0\u4e2a skills \u540e\uff0c\u63a5\u5165 deepseek api \u7684 \u65f6\u5019\u5c31\u89e6\u53d1\u4e86\u5de5\u5177\u6570\u91cf\u4e0a\u9650\u4e86\u3002</p>\n<p>\u6211\u770b<code>deepseek harness</code> \u7528<code>everything is a plugin</code>\u8fd9\u79cd\u67b6\u6784\u8bbe\u8ba1\uff0c\u4f7f\u7528\u4e86 scope \u6765\u5206\u5272\u51cf\u5c11\u4e00\u6b21\u4e22\u7ed9 LLM \u7684 tools \u6570\u91cf+\u6bcf\u4e2a Step \u91cd\u65b0 assemble tool schemas \u3002</p>\n<p>\u4f46\u662f\u4f46\u662f\uff0c\u4e07\u4e00\u54ea\u4e00\u5929\uff0c\u771f\u7684\u628a\u5355\u4e2a scope \u79cd\u4e22\u8fdb\u53bb\u8d85\u8fc7 API \u6570\u91cf\u9650\u5236\u7684 Plugin/Tools \u3002\n\u6216\u8005\u8bf4\uff0c\u54ea\u4e00\u5929\uff0c\u4e00\u4e2a\u628a deepseek harness \u4f5c\u4e3a\u4e00\u4e2a\u4e2d\u5fc3\u5316\u7684 agent,\u63a5\u5165\u4e86\u4e1a\u52a1\u7cfb\u7edf\u66b4\u9732\u7684 tools \uff0c\u7a81\u7136\u4e00\u6b21\u6027\u5f80\u5355\u4e2a scope \u79cd\u6ce8\u518c\u8fdb\u53bb\u53bb\u8d85\u8fc7 API \u6570\u91cf\u9650\u5236\u7684 Plugin/Tools \u3002</p>\n<p>\u597d\u5947\u4ed6\u4eec\u4f1a\u600e\u4e48\u8fd9\u79cd\u95ee\u9898\u4f1a\u600e\u4e48\u5904\u7406\uff1f\u4f1a\u53bb\u4e2d\u95f4\u518d\u52a0\u4e2a\u6cbb\u7406\u5c42\u5417\uff1f</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/wcwcxiaobin", 
        "name": "wcwcxiaobin", 
        "avatar": "https://cdn.v2ex.com/gravatar/69c5b4ff374ebd97303fd714f24f1a9c?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1234280", 
      "title": "\u5e73\u5fc3\u800c\u8bba", 
      "id": "https://www.v2ex.com/t/1234280", 
      "date_published": "2026-08-14T02:28:03+00:00", 
      "content_html": "<p>deepseek \u8fd9\u6ce2\u6da8\u4ef7\uff0c\u5e94\u8be5\u662f\u8981\u51fa token plan \u4e86\u628a</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/flyever", 
        "name": "flyever", 
        "avatar": "https://cdn.v2ex.com/avatar/7520/bb50/57974_large.png?m=1786669809"
      }, 
      "url": "https://www.v2ex.com/t/1234258", 
      "title": "AI \u667a\u80fd\u4f53\u957f\u65f6\u95f4\u81ea\u52a8\u8fd0\u884c\uff0c\u662f\u5b89\u88c5\u5728\u670d\u52a1\u5668\u8fd8\u662f\u8fdc\u7a0b\u8fde\u63a5\u7b14\u8bb0\u672c\u65b9\u4fbf", 
      "id": "https://www.v2ex.com/t/1234258", 
      "date_published": "2026-08-14T01:11:34+00:00", 
      "content_html": "<p>\u5982\u9898\uff0cAI \u667a\u80fd\u4f53\u957f\u65f6\u95f4\u81ea\u52a8\u8fd0\u884c\uff0c\u8bf7\u95ee\u662f\u4e70\u4e2a\u670d\u52a1\u5668\u5b89\u88c5\uff0c\u7f51\u9875\u767b\u5f55\u7f16\u8f91\uff0c\u8fd8\u662f\u5b89\u88c5\u5728\u7b14\u8bb0\u672c\u8fdc\u7a0b\u8fde\u63a5\u597d\uff1f</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/xuhengjs", 
        "name": "xuhengjs", 
        "avatar": "https://cdn.v2ex.com/gravatar/e8a96f08d2bdf7498d1f272e30c109c9?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1234192", 
      "title": "\u5b8c\u4e86\uff0c deepseek \u6b63\u5f0f\u5927\u5e45\u6da8\u4ef7\u4e86\uff0c\u65e5\u671f\u548c\u4ef7\u683c\u90fd\u51fa\u6765\u4e86", 
      "id": "https://www.v2ex.com/t/1234192", 
      "date_published": "2026-08-13T11:22:05+00:00", 
      "content_html": "<p>\u6a21\u578b\t\u767e\u4e07 tokens \u8f93\u5165\uff08\u7f13\u5b58\u547d\u4e2d\uff09\t\u767e\u4e07 tokens \u8f93\u5165\uff08\u7f13\u5b58\u672a\u547d\u4e2d\uff09\t\u767e\u4e07 tokens \u8f93\u51fa\ndeepseek-v4-flash\t\u7a7a\u95f2\u65f6\u6bb5\t0.05 \u5143\t1.5 \u5143\t4.5 \u5143\n\u9ad8\u5cf0\u65f6\u6bb5\t0.10 \u5143\t3.0 \u5143\t9.0 \u5143\ndeepseek-v4-pro\t\u7a7a\u95f2\u65f6\u6bb5\t0.15 \u5143\t4.5 \u5143\t13.5 \u5143\n\u9ad8\u5cf0\u65f6\u6bb5\t0.30 \u5143\t9.0 \u5143\t27.0 \u5143</p>\n<hr/>\n<p>\u5bf9\u6bd4\u4e4b\u524d\u7684\u4ef7\u683c\u662f\n\u4ef7\u683c(1)\t\u767e\u4e07 tokens \u8f93\u5165\uff08\u7f13\u5b58\u547d\u4e2d\uff09\t0.02 \u5143\t0.025 \u5143\n\u767e\u4e07 tokens \u8f93\u5165\uff08\u7f13\u5b58\u672a\u547d\u4e2d\uff09\t1 \u5143\t3 \u5143\n\u767e\u4e07 tokens \u8f93\u51fa\t2 \u5143\t6 \u5143</p>\n<p>\u679c\u7136\u662f\u5927\u5e45\u6da8\u4ef7\u4e86\u554a</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/cuishunbiao", 
        "name": "cuishunbiao", 
        "avatar": "https://cdn.v2ex.com/avatar/8f38/7261/595748_large.png?m=1750071530"
      }, 
      "url": "https://www.v2ex.com/t/1234177", 
      "title": "\u63a2\u7d22 AI\u3001NLP \u4e0e\u4e0a\u4e0b\u6587\u5339\u914d\u6280\u672f", 
      "id": "https://www.v2ex.com/t/1234177", 
      "date_published": "2026-08-13T09:52:17+00:00", 
      "content_html": "<p><a href=\"https://contextmosaic.com/\" rel=\"nofollow\">Context Match</a>\uff0c\u4e5f\u5c31\u662f\u201c\u4e0a\u4e0b\u6587\u5339\u914d\u201d\uff0c\u6307\u7684\u662f\u5728\u5224\u65ad\u4e24\u4e2a\u5185\u5bb9\u662f\u5426\u5339\u914d\u65f6\uff0c\u4e0d\u4ec5\u6bd4\u8f83\u5185\u5bb9\u672c\u8eab\uff0c\u8fd8\u4f1a\u8fdb\u4e00\u6b65\u6bd4\u8f83\u5b83\u5468\u56f4\u7684\u4e0a\u4e0b\u6587\u4fe1\u606f\u3002\u76f8\u540c\u7684\u6587\u5b57\uff0c\u5982\u679c\u51fa\u73b0\u5728\u4e0d\u540c\u7684\u4e0a\u4e0b\u6587\u73af\u5883\u4e2d\uff0c\u53ef\u80fd\u5f97\u5230\u4e0d\u540c\u7684\u5339\u914d\u7ed3\u679c\uff1b\u800c\u5f53\u6587\u5b57\u672c\u8eab\u548c\u5b83\u5468\u56f4\u7684\u4fe1\u606f\u90fd\u80fd\u591f\u5bf9\u5e94\u65f6\uff0c\u8fd9\u4e2a\u5339\u914d\u901a\u5e38\u4f1a\u83b7\u5f97\u66f4\u5f3a\u7684\u53ef\u4fe1\u5ea6\u3002</p>\n<p>\u6700\u5178\u578b\u7684\u5e94\u7528\u573a\u666f\u662f\u7ffb\u8bd1\u8bb0\u5fc6\uff08 Translation Memory \uff09\u3002\u4f20\u7edf\u7684\u6587\u672c\u5339\u914d\u4e3b\u8981\u5173\u6ce8\u5f53\u524d\u53e5\u5b50\u662f\u5426\u4e0e\u8fc7\u53bb\u4fdd\u5b58\u7684\u53e5\u5b50\u76f8\u540c\u3002\u4f8b\u5982\u7cfb\u7edf\u66fe\u7ecf\u7ffb\u8bd1\u8fc7\u201cSelect Continue\u201d\uff0c\u5f53\u65b0\u7684\u6587\u6863\u4e2d\u518d\u6b21\u51fa\u73b0\u5b8c\u5168\u76f8\u540c\u7684\u53e5\u5b50\u65f6\uff0c\u5b83\u53ef\u80fd\u5f97\u5230\u4e00\u4e2a 100% Exact Match \uff0c\u4e5f\u5c31\u662f\u5b8c\u5168\u5339\u914d\u3002\u4f46\u6587\u5b57\u5b8c\u5168\u76f8\u540c\uff0c\u5e76\u4e0d\u610f\u5473\u7740\u5b83\u4eec\u4e00\u5b9a\u5904\u4e8e\u76f8\u540c\u7684\u4f7f\u7528\u73af\u5883\u4e2d\u3002</p>\n<p>Context Match \u4f1a\u8fdb\u4e00\u6b65\u8003\u8651\u8fd9\u4e2a\u53e5\u5b50\u5468\u56f4\u53d1\u751f\u4e86\u4ec0\u4e48\u3002\u6bd4\u5982\u5b83\u524d\u9762\u662f\u201cYour changes are saved\u201d\uff0c\u540e\u9762\u662f\u201cReview the summary\u201d\u3002\u5982\u679c\u5f53\u524d\u6587\u6863\u4e2d\u7684\u53e5\u5b50\u4ee5\u53ca\u524d\u540e\u987a\u5e8f\u90fd\u4e0e\u4e4b\u524d\u4fdd\u5b58\u7684\u7ffb\u8bd1\u8bb0\u5f55\u4e00\u81f4\uff0c\u90a3\u4e48\u7cfb\u7edf\u5c31\u83b7\u5f97\u4e86\u66f4\u591a\u8bc1\u636e\uff0c\u53ef\u4ee5\u8ba4\u4e3a\u8fd9\u6b21\u5339\u914d\u6bd4\u5355\u7eaf\u7684\u6587\u5b57\u5b8c\u5168\u76f8\u540c\u66f4\u52a0\u53ef\u9760\u3002</p>\n<p>\u5982\u679c\u628a\u524d\u4e00\u53e5\u4fee\u6539\u6210\u201cYour progress will be lost\u201d\uff0c\u867d\u7136\u5f53\u524d\u7684\u201cSelect Continue\u201d\u4ecd\u7136\u4e0e\u5386\u53f2\u8bb0\u5f55\u5b8c\u5168\u76f8\u540c\uff0c\u4f46\u5b83\u5468\u56f4\u7684\u73af\u5883\u5df2\u7ecf\u53d1\u751f\u4e86\u53d8\u5316\u3002\u6b64\u65f6\u7cfb\u7edf\u53ef\u80fd\u4ecd\u7136\u8ba4\u4e3a\u5b83\u662f\u4e00\u4e2a 100% Exact Match \uff0c\u5374\u4e0d\u518d\u7ed9\u4e88\u66f4\u9ad8\u7b49\u7ea7\u7684 Context Match \u3002\u8fd9\u4e2a\u4f8b\u5b50\u8bf4\u660e\u4e86\u4e0a\u4e0b\u6587\u7684\u4ef7\u503c\uff1a\u76f8\u540c\u7684\u6587\u5b57\u53ea\u662f\u5339\u914d\u7684\u4e00\u90e8\u5206\uff0c\u6587\u5b57\u51fa\u73b0\u5728\u54ea\u91cc\u3001\u524d\u540e\u662f\u4ec0\u4e48\uff0c\u540c\u6837\u80fd\u591f\u5f71\u54cd\u7cfb\u7edf\u5bf9\u7ed3\u679c\u7684\u5224\u65ad\u3002</p>\n<p>\u4e0d\u8fc7\uff0cContext Match \u5e76\u4e0d\u662f\u4e00\u4e2a\u5728\u6240\u6709\u884c\u4e1a\u548c\u4ea7\u54c1\u4e2d\u90fd\u6709\u7edf\u4e00\u5b9a\u4e49\u7684\u6807\u51c6\u3002\u7406\u89e3\u8fd9\u4e2a\u6982\u5ff5\u65f6\uff0c\u9996\u5148\u9700\u8981\u786e\u5b9a\u8ba8\u8bba\u7684\u662f\u54ea\u4e00\u79cd\u7cfb\u7edf\u3002</p>\n<p>\u5728\u7ffb\u8bd1\u8bb0\u5fc6\u7cfb\u7edf\u4e2d\uff0cContext Match \u901a\u5e38\u610f\u5473\u7740\u6e90\u6587\u672c\u5b8c\u5168\u4e00\u81f4\uff0c\u540c\u65f6\u6587\u672c\u987a\u5e8f\u3001\u7ed3\u6784 ID \u6216\u5176\u4ed6\u4e0e\u7ffb\u8bd1\u8bb0\u5fc6\u6761\u76ee\u4e00\u8d77\u4fdd\u5b58\u7684\u4e0a\u4e0b\u6587\u4fe1\u606f\u4e5f\u80fd\u591f\u5bf9\u5e94\u3002\u5728 CAT \uff08\u8ba1\u7b97\u673a\u8f85\u52a9\u7ffb\u8bd1\uff09\u5de5\u5177\u4e2d\uff0c\u4e0d\u540c\u4ea7\u54c1\u53c8\u62e5\u6709\u81ea\u5df1\u7684\u89c4\u5219\u548c\u8bc4\u5206\u65b9\u5f0f\u3002\u4f8b\u5982 Trados \u4f7f\u7528 CM \u7b49\u76f8\u5173\u6982\u5ff5\uff0c\u800c memoQ \u4f1a\u901a\u8fc7 101% \u548c 102% \u7b49\u5206\u6570\u8868\u793a\u4e0d\u540c\u7a0b\u5ea6\u7684\u4e0a\u4e0b\u6587\u5339\u914d\u3002</p>\n<p>\u5176\u4e2d\uff0c100% Exact Match \u8868\u793a\u6e90\u6587\u672c\u672c\u8eab\u5339\u914d\uff0c\u4f46\u5468\u56f4\u73af\u5883\u4e0d\u4e00\u5b9a\u76f8\u540c\uff1b Context Match \u8868\u793a\u6587\u672c\u4ee5\u53ca\u4fdd\u5b58\u7684\u4e0a\u4e0b\u6587\u90fd\u4e0e\u5f53\u524d\u6587\u6863\u5339\u914d\uff1b memoQ \u7684 101% \u53ef\u4ee5\u8868\u793a\u6587\u672c\u6d41\u6216\u8005\u57fa\u4e8e ID \u7684\u4e0a\u4e0b\u6587\u5339\u914d\uff0c\u800c 102% Double Context \u5219\u8868\u793a\u6587\u672c\u6d41\u548c ID \u4e0a\u4e0b\u6587\u540c\u65f6\u5339\u914d\u3002\u56e0\u6b64\uff0c\u4e00\u4e2a\u5339\u914d\u5206\u6570\u5b9e\u9645\u4e0a\u53ef\u4ee5\u7406\u89e3\u4e3a\u7cfb\u7edf\u5bf9\u201c\u4e3a\u4ec0\u4e48\u8ba4\u4e3a\u8fd9\u4e2a\u7ed3\u679c\u53ef\u9760\u201d\u7684\u4e00\u79cd\u7b80\u5316\u8868\u8fbe\u3002</p>\n<p>Context Match \u7684\u6982\u5ff5\u4e5f\u4e0d\u4ec5\u5b58\u5728\u4e8e\u7ffb\u8bd1\u9886\u57df\u3002</p>\n<p>\u5728 NLP \u548c\u641c\u7d22\u7cfb\u7edf\u4e2d\uff0c\u7cfb\u7edf\u53ef\u80fd\u7ed3\u5408\u6587\u5b57\u5468\u56f4\u7684\u8bed\u8a00\u3001\u7528\u6237\u610f\u56fe\u3001\u5b9e\u4f53\u3001\u5143\u6570\u636e\u4ee5\u53ca\u7528\u6237\u6b63\u5728\u5b8c\u6210\u7684\u4efb\u52a1\u6765\u5224\u65ad\u5185\u5bb9\u4e4b\u95f4\u7684\u5173\u7cfb\u3002\u4e24\u4e2a\u5b8c\u5168\u76f8\u540c\u7684\u5173\u952e\u8bcd\uff0c\u5728\u4e0d\u540c\u641c\u7d22\u610f\u56fe\u548c\u8bed\u8a00\u73af\u5883\u4e0b\uff0c\u53ef\u80fd\u4ee3\u8868\u5b8c\u5168\u4e0d\u540c\u7684\u542b\u4e49\uff0c\u56e0\u6b64\u7cfb\u7edf\u4e0d\u80fd\u53ea\u4f9d\u9760\u6587\u5b57\u8868\u9762\u8fdb\u884c\u5339\u914d\u3002</p>\n<p>\u5728\u4e0a\u4e0b\u6587\u5e7f\u544a\u4e2d\uff0c\u8fd9\u4e2a\u6982\u5ff5\u53c8\u6709\u6240\u4e0d\u540c\u3002\u7cfb\u7edf\u5173\u6ce8\u7684\u662f\u5e7f\u544a\u6216\u63a8\u8350\u5185\u5bb9\u4e0e\u5f53\u524d\u9875\u9762\u4e3b\u9898\u4ee5\u53ca\u5185\u5bb9\u73af\u5883\u662f\u5426\u9002\u5408\u3002\u4f8b\u5982\uff0c\u540c\u4e00\u4e2a\u5e7f\u544a\u653e\u5728\u4e0d\u540c\u4e3b\u9898\u7684\u6587\u7ae0\u4e2d\uff0c\u5176\u76f8\u5173\u6027\u548c\u9002\u7528\u7a0b\u5ea6\u53ef\u80fd\u5b8c\u5168\u4e0d\u540c\uff0c\u56e0\u6b64\u5185\u5bb9\u6240\u5904\u7684\u73af\u5883\u672c\u8eab\u4e5f\u6210\u4e3a\u5339\u914d\u4f9d\u636e\u7684\u4e00\u90e8\u5206\u3002</p>\n<p>\u9700\u8981\u7279\u522b\u6ce8\u610f\u7684\u662f\uff0c\u66f4\u5f3a\u7684 Context Match \u5e76\u4e0d\u4ee3\u8868\u6700\u7ec8\u7ed3\u679c\u4e00\u5b9a\u6b63\u786e\u3002\u5373\u4f7f\u5386\u53f2\u6587\u672c\u3001\u524d\u540e\u987a\u5e8f\u548c\u7ed3\u6784\u4fe1\u606f\u5168\u90e8\u5339\u914d\uff0c\u539f\u6765\u7684\u7ffb\u8bd1\u4e5f\u53ef\u80fd\u5df2\u7ecf\u8fc7\u65f6\u3002\u672f\u8bed\u53ef\u80fd\u53d1\u751f\u53d8\u5316\uff0c\u4ea7\u54c1\u540d\u79f0\u3001\u6570\u5b57\u3001\u53d8\u91cf\u6216\u8005\u6cd5\u5f8b\u6587\u672c\u4e5f\u53ef\u80fd\u5df2\u7ecf\u66f4\u65b0\uff0c\u56e0\u6b64\u4ecd\u7136\u9700\u8981\u6839\u636e\u5f53\u524d\u60c5\u51b5\u8fdb\u884c\u5ba1\u6838\u3002</p>\n<p>Context Match \u771f\u6b63\u8868\u8fbe\u7684\u662f\u201c\u7cfb\u7edf\u4e3a\u4ec0\u4e48\u8ba4\u4e3a\u8fd9\u4e2a\u7ed3\u679c\u5177\u6709\u66f4\u5f3a\u7684\u5339\u914d\u4f9d\u636e\u201d\uff0c\u800c\u4e0d\u662f\u66ff\u7528\u6237\u4fdd\u8bc1\u6700\u7ec8\u7ed3\u679c\u4e00\u5b9a\u6b63\u786e\u3002</p>\n<p>\u4ece\u7ffb\u8bd1\u8bb0\u5fc6\u548c CAT \u5de5\u5177\uff0c\u5230 NLP \u3001\u641c\u7d22\u548c\u4e0a\u4e0b\u6587\u5e7f\u544a\uff0cContext Match \u80cc\u540e\u7684\u6838\u5fc3\u601d\u60f3\u5176\u5b9e\u975e\u5e38\u7b80\u5355\uff1a<strong>\u5224\u65ad\u4e24\u4e2a\u5185\u5bb9\u662f\u5426\u771f\u6b63\u5339\u914d\uff0c\u4e0d\u80fd\u6c38\u8fdc\u53ea\u770b\u5185\u5bb9\u672c\u8eab\uff0c\u8fd8\u9700\u8981\u7406\u89e3\u5b83\u4eec\u6240\u5904\u7684\u4e0a\u4e0b\u6587\u3002</strong> \u5f53\u7cfb\u7edf\u80fd\u591f\u540c\u65f6\u7406\u89e3\u201c\u5185\u5bb9\u662f\u4ec0\u4e48\u201d\u548c\u201c\u5185\u5bb9\u51fa\u73b0\u5728\u54ea\u91cc\u201d\u65f6\uff0c\u5339\u914d\u7ed3\u679c\u624d\u80fd\u83b7\u5f97\u66f4\u591a\u6709\u4ef7\u503c\u7684\u4f9d\u636e\u3002</p>\n<p>\u5185\u5bb9\u6765\u6e90\u4e8e\uff1a <a href=\"https://contextmosaic.com/\" rel=\"nofollow\">https://contextmosaic.com/</a></p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/ingramyang", 
        "name": "ingramyang", 
        "avatar": "https://cdn.v2ex.com/avatar/0fae/6adc/465822_large.png?m=1786500644"
      }, 
      "url": "https://www.v2ex.com/t/1233746", 
      "title": "Hermes Agent \u5728\u5f88\u591a provider \u91cc TTFT \u9ad8\u8fbe 1-2 \u5206\u949f\uff0c\u6ca1\u6cd5\u7528\u4e86", 
      "id": "https://www.v2ex.com/t/1233746", 
      "date_published": "2026-08-12T02:11:48+00:00", 
      "content_html": "<p>Hermes Agent \u6ca1\u6cd5\u73a9\u4e86\u3002\u4e0d\u77e5\u9053\u662f\u6bcf\u6b21\u90fd\u52a8\u6001\u62fc\u524d\u7f00\u7684\u539f\u56e0\uff0c\u8fd8\u662f\u5927\u6a21\u578b provider \u6ca1\u6709\u8def\u7531\u5230\u540c\u4e00\u7f13\u5b58 provider \u7684\u539f\u56e0\uff0cprefill \u524d\u7f00\u7591\u4f3c\u6bcf\u6b21\u90fd\u8981\u91cd\u65b0\u8ba1\u7b97\uff0c\u5bfc\u81f4\u5728 Hermes \u666e\u904d\u9996\u8f6e\u5bf9\u8bdd\u8981\u6ce8\u5165 23K \u5de6\u53f3\u4e0a\u4e0b\u6587\u7684\u60c5\u51b5\u4e0b\uff0cOpenCode Go / \u5343\u95ee\u4e91 / OpenRouter \u6bcf\u4e00\u8f6e\u7684 TTFT \u90fd\u9ad8\u8fbe 60-100s \uff0c\u53ea\u6709\u706b\u5c71\u5f15\u64ce\u4e0d\u77e5\u9053\u901a\u8fc7\u4ec0\u4e48\u9b54\u6cd5\uff08\u53ef\u80fd\u662f\u9884\u70ed\u751a\u81f3\u591a\u79df\u6237\u9694\u79bb\uff1f\uff09\u4f18\u5316\u5230\u4e86 10s \u751a\u81f3 5s \u5185\u3002\u6ca1\u529e\u6cd5\uff0c\u5378\u4e86\u4e0d\u73a9\u4e86\u3002\n\u5f00\u6e90\u7684\u4e1c\u897f\u518d\u597d\uff0c\u7ec8\u7a76\u6bd4\u4e0d\u8fc7\u5546\u4e1a\u5316\u548c\u4e2d\u5fc3\u5316\u7684\u73a9\u6cd5\uff0c\u5509\u3002\n<img alt=\"\u65e5\u5fd7\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://pic1.imgdb.cn/i/0345cOhfXFUiC43Yhryp4f.png\"/></p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/andie", 
        "name": "andie", 
        "avatar": "https://cdn.v2ex.com/avatar/659f/4561/619885_large.png?m=1786465584"
      }, 
      "url": "https://www.v2ex.com/t/1233579", 
      "title": "\u5c1d\u8bd5\u4e86 Sol Plan + Luna Worker \u7684\u65b9\u6848\uff0c\u6548\u679c\u4e0d\u9519", 
      "id": "https://www.v2ex.com/t/1233579", 
      "date_published": "2026-08-11T07:46:40+00:00", 
      "content_html": "\u4e4b\u524d\u5168\u7528 Sol xhigh<br />20x \u8ba2\u9605\u57fa\u672c\u4e0a\u662f\u4e24\u5929\u7528\u5b8c<br />\u5168\u4f9d\u4ed7 Tibo \u91cd\u7f6e\u65bd\u820d\uff0c\u6240\u4ee5\u52c9\u5f3a\u652f\u6491<br /><br />\u73b0\u5728\u91cd\u7f6e\u9000\u70e7\u4e86\uff0c\u53ea\u80fd\u81ea\u529b\u66f4\u751f<br />\u6b63\u5de7 DeepSeek V4 Flash \u6b63\u5f0f\u7248\u53d1\u5e03\uff0c\u975e\u5e38\u9002\u5408\u5f53\u505a\u6267\u884c\u5668<br />\u8bd5\u4e86\u4e00\u6bb5\u65f6\u95f4 codex desktop \u8dd1 Sol \u89c4\u5212/\u76d1\u7763/\u9a8c\u6536\uff0c\u7528 codex cli \u8dd1 deepseek \u505a\u6267\u884c<br />\u6574\u4f53\u6548\u679c\u662f\u597d\u7684<br /><br />\u4f46\u662f\u7528 cli \u8dd1\u672c\u8d28\u4e0a\u662f\u81ea\u5df1\u9020\u4e00\u5957 subagent \u8c03\u5ea6<br />\u800c\u4e14\u8fd8\u5f97\u591a\u638f\u4e00\u4e9b\u94b1\u6765\u4e70 deepseek \u7684\u989d\u5ea6\uff08 OpenCode Go \u867d\u7136\u4fbf\u5b9c\u4f46\u662f\u4e5f\u662f\u4e00\u7b14\u94b1\uff09<br /><br />\u7136\u540e Luna \u5c31\u5f88\u5408\u65f6\u5b9c\u5730\u964d\u4ef7\u4e86 80%<br /><br /><br />\u7edf\u8ba1\u4e86\u7528 Luna \u4f5c\u4e3a\u6267\u884c\u5668\u7684\u672c\u5730 codex \u65e5\u5fd7\uff1a<br />- 13 \u4e2a\u4e3b\u4efb\u52a1\uff0c\u5171\u59d4\u6258 113 \u4e2a Luna Worker<br />- 33 \u4e2a\u662f\u53ea\u8bfb\u63a2\u67e5\uff0c67 \u4e2a\u6d89\u53ca\u4ee3\u7801\u4fee\u6539<br />- \u6bcf\u4e2a\u59d4\u6258\u5e73\u5747\u5411\u4e3b Agent \u6c47\u62a5 12.2 \u6b21<br />- \u5e73\u5747\u8ffd\u52a0\u6267\u884c 0.98 \u6b21\uff0c\u5f3a\u5236\u4e2d\u65ad 0.23 \u6b21<br />- 85.8% \u7684\u59d4\u6258\u81f3\u5c11\u6b63\u5e38\u5b8c\u6210\u4e00\u6b21<br /><br /><br />Token\uff1a<br />- Luna Worker \u5171\u4f7f\u7528 31.74 \u4ebf Token<br />- \u7f13\u5b58\u7387 97.78%<br />- \u6309 Luna \u8ba1\u7b97\uff1a2,151 Credits \uff0c\u7ea6 $86<br />- \u540c\u6837 Token \u5168\u7528 Sol\uff1a53,767 Credits \uff0c\u7ea6 $2,151<br />- \u5171\u8282\u7701\u7ea6 51,616 Credits / $2,065 \uff0c\u964d\u5e45 96%<br /><br />\u76ee\u524d\u6ca1\u770b\u5230\u660e\u663e\u8d28\u91cf\u4e0b\u964d\uff0c\u6210\u672c\u6536\u76ca\u975e\u5e38\u5927\uff0c\u800c\u4e14\u53ea\u8bfb\u63a2\u67e5\u3001\u65e5\u5fd7\u5206\u6790\u3001\u811a\u672c\u6267\u884c\u4e5f\u5f88\u9002\u5408\u59d4\u6258<br /><br />\u4f46\u662f\u4e5f\u5fc5\u987b\u660e\u786e\u7684\u8bf4\uff0c\u6211\u6ca1\u6709\u505a\u4efb\u4f55\u63a7\u5236\u53d8\u91cf\u7684\u5bf9\u6bd4\uff0c\u5747\u4e3a\u4e3b\u89c2\u5224\u65ad<br />\u518d\u5f15\u5165 Luna Subagent \u540e\u4f1a\u5f15\u5165\u5f88\u591a\u534f\u8c03 Token \u6210\u672c<br />\u4f53\u611f\u800c\u8a00\uff0c\u4e4b\u524d 2 \u5929\u70e7\u5b8c Token \uff0c\u73b0\u5728\u5dee\u4e0d\u591a 4-5 \u5929"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/OneLiteCore", 
        "name": "OneLiteCore", 
        "avatar": "https://cdn.v2ex.com/gravatar/601adb72b7cc3c075af1de6ef8f935ec?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1233549", 
      "title": "\u73b0\u5728\u8fd8\u6709\u54ea\u4e9b\u6027\u4ef7\u6bd4\u6bd4\u8f83\u9ad8\u7684\u5957\u9910\uff1f\u9884\u7b97\u5927\u6982 20 \u5200/\u6708", 
      "id": "https://www.v2ex.com/t/1233549", 
      "date_published": "2026-08-11T06:33:56+00:00", 
      "content_html": "<p>\u5982\u9898\uff0c\u4e4b\u524d\u7528\u7684\u662f Github Copilot \u5728\u6539\u5957\u9910\u4e4b\u524d\u4f7f\u52b2\u8e6c\u90fd\u7528\u4e0d\u5b8c\u7ed3\u679c\u6539\u4e86\u4e4b\u540e\u6700\u591a\u4e24\u5929\u5c31\u70e7\u5b8c\u4e86\uff0c\u611f\u89c9\u4e5f\u662f\u65f6\u5019\u6362\u4e2a\u522b\u5bb6\u7684\u8bd5\u8bd5\u4e86\uff0c\u6709\u54ea\u4e9b\u63a8\u8350\u7684\uff1f</p>\n<p>\u9884\u7b97\u5927\u6982 20 \u5200\u4e50\u6bcf\u4e2a\u6708\uff0c\u8981\u6c42\u6a21\u578b\u6700\u597d\u7ed9\u529b\u4e9b\u5e76\u4e14\u522b\u964d\u667a\uff0c\u6709\u6027\u4ef7\u6bd4\u6700\u597d</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/Zarhani", 
        "name": "Zarhani", 
        "avatar": "https://cdn.v2ex.com/avatar/7fcd/13e3/496308_large.png?m=1762129271"
      }, 
      "url": "https://www.v2ex.com/t/1233387", 
      "title": "\u611f\u89c9 cherry studio \u8d8a\u6765\u8d8a\u6c89\u4e86\uff0c\u5927\u5bb6\u6709\u4eba\u7528\u8fc7\u5728 NAS \u4e0a\u90e8\u7f72\u7684\uff0c\u6570\u636e\u653e\u5728\u670d\u52a1\u7aef\uff0c\u8fd8\u652f\u6301 MCP/\u8054\u7f51\u641c\u7d22\u7684\u7f51\u9875\u7248 chat \u5de5\u5177\u5417\uff1f", 
      "id": "https://www.v2ex.com/t/1233387", 
      "date_published": "2026-08-10T17:02:27+00:00", 
      "content_html": "<p>\u611f\u89c9 cherry studio \u8d8a\u6765\u8d8a\u6c89\u4e86\uff0c\u4e5f\u6ca1\u6cd5\u505a\u5230\u81ea\u52a8\u591a\u7aef\u540c\u6b65\uff1b</p>\n<p>\u5927\u5bb6\u6709\u4eba\u7528\u8fc7\u5728 NAS \u4e0a\u90e8\u7f72\u7684\uff0c\u6570\u636e\u653e\u5728\u670d\u52a1\u7aef\uff0c\u8fd8\u652f\u6301 MCP/\u8054\u7f51\u641c\u7d22\u7684\u7f51\u9875\u7248 chat \u5de5\u5177\u5417\uff1f</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/CatCode", 
        "name": "CatCode", 
        "avatar": "https://cdn.v2ex.com/gravatar/7dfa8c7d43ca8f5bb37248a2009fa040?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1233061", 
      "title": "Gemini \u6bd4 ChatGPT\u3001Claude \u83dc\u662f\u6709\u539f\u56e0\u7684", 
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