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\u76ee\u524d\u53d1\u73b0\uff1a

\n

1 \u3001\u8c37\u6b4c antigravity \uff0c\u514d\u8d39\u529e\u5f00\u59cb\u4e0d\u597d\u7528\uff0c\u5404\u79cd\u62a5\u9519\uff0c\u8ba9 retry \uff0c\u4f46\u57fa\u672c\u90fd\u8fd8\u662f\u5931\u8d25\u3002

\n

2 \u3001codex \uff0c\u53d8\u6162\uff0c\u6539\u4e2a\u5f88\u7b80\u5355\u7684\u95ee\u9898\u8bdd\u4e86\u597d\u957f\u65f6\u95f4

\n

3 \u3001glm \uff0c\u4e5f\u6709\u62a5\u9519\u51fa\u73b0\uff0c\u800c\u4e14 14:00 \u5f00\u59cb\uff0c\u7b97\u9ad8\u5cf0\u3002

\n

4 \u3001\u2026\u2026\u2026\u2026\u5176\u4ed6\u8fd8\u6ca1\u7528\u3002

\n

\u96be\u9053\u90a3\u4e2a\u65f6\u5019\uff0c\u6539\u4f11\u606f\u4e86\uff1f\u4ee5\u540e\u516c\u53f8\u8981\u8c03\u4f5c\u606f\u4e86\uff1f

\n", "date_published": "2026-04-23T05:43:35+00:00", "title": "\u5927\u5bb6\u6709\u6ca1\u6709\u53d1\u73b0\u4e0b\u5348 2~3 \u70b9\u5f00\u59cb\uff0c coding vibe \u5c31\u5f00\u59cb\u53d8\u6162", "id": "t/1207990" }, { "author": { "url": "member/lmmlwen", "name": "lmmlwen", "avatar": "https://cdn.v2ex.com/gravatar/75eea309ac6986c0a5cd55cc46242966?s=73&d=retro" }, "url": "t/1207955", "title": "VsCode \u5207\u6362\u5230 TRAE \u56fd\u9645\u7248\u8fd8\u662f Cursor\uff1f", "id": "t/1207955", "date_published": "2026-04-23T03:36:58+00:00", "content_html": "\u73b0\u5728 GitHub \u5c01\u53f7\u8fc7\u4e8e\u4e25\u91cd\uff0c\u4e24\u4e2a\u8d26\u53f7\u90fd\u88ab\u5c01\u4e86\uff0ccopilot \u6211\u770b\u662f\u6ca1\u6cd5\u7528\u4e86\u3002\u800c\u4e14\u73b0\u5728\u7981\u6b62\u65b0\u7528\u6237\u6ce8\u518c\uff0c\u8fd9\u4e24\u4e2a\u54ea\u4e2a\u597d\u4e9b\uff1f\u8fd8\u662f\u6709\u5176\u4ed6\u63a8\u8350\u7684\uff1f
codex \u6709\u4e86\uff0c\u4f46\u8fd8\u662f\u6bd4\u8f83\u559c\u6b22\u8fd9\u79cd IDE \u7f16\u8f91\u5668" }, { "author": { "url": "member/phli", "name": "phli", "avatar": "https://cdn.v2ex.com/gravatar/6b5274edba61e53dabdca7b0f7131a42?s=73&d=retro" }, "url": "t/1207805", "title": "\u9ebb\u70e6\u63a8\u8350\u4e0b\u6bd4\u8f83\u7a33\u5b9a\u7684\u68af\u5b50\uff0c\u6211\u73b0\u5728\u4e24\u4e2a\u68af\u5b50\u7f8e\u56fd\u8282\u70b9\u90fd\u4e0d\u80fd\u7528\u4e86", "id": "t/1207805", "date_published": "2026-04-22T10:23:54+00:00", "content_html": "\u73b0\u5728\u9700\u8981\u8fde gemini \u6709\u65f6\u5019\u68af\u5b50\u8fde\u63a5\u8d85\u65f6\u5c31\u4e0d\u80fd\u7528\uff0c\u54ea\u4f4d\u5927\u4f6c\u6709\u6bd4\u8f83\u7a33\u5b9a\u7684\u80fd\u8fde\u7f8e\u56fd\u8282\u70b9\u7684\u597d\u7528\u7684\u63a8\u8350\u4e0b" }, { "author": { "url": "member/urdad", "name": "urdad", "avatar": "https://cdn.v2ex.com/gravatar/538b3e247290c32c7a8e9cbd04fe3e62?s=73&d=retro" }, "url": "t/1207497", "date_modified": "2026-04-21T08:20:46+00:00", "content_html": "

\u6700\u8fd1\u5f00\u59cb\u7814\u7a76 docker \u90e8\u7f72\u4e2a harmesagent \u73a9\u73a9\uff0c\u7136\u540e\u770b\u5230\u5f88\u591a\u63a8\u8350 m2.7 \u7684\u91cf\u5927\u7ba1\u9971\uff0cpinchbench \u6392\u884c\u4e5f\u662f\u524d\u51e0\u4f4d\uff0c\u5c31\u4e70\u4e86\u4e2a 49 \u5957\u9910\u8bd5\u4e86\u8bd5\uff0c\u7ed3\u679c\u53d1\u73b0\u8ba9\u4ed6\u5b9e\u73b0\u4e2a\u81ea\u5df1\u6253\u901a gitea \u81ea\u52a8\u5ba1\u6279 pr \u90fd\u6574\u4e0d\u660e\u767d\u3002\u6211\u5c31\u5f88\u597d\u5947\uff0c\u628a\u5b98\u65b9\u7684\u6587\u6848\u5473\u9053\u4e86 gemini \u91cc\uff0c\u4e0b\u9762\u662f gemini \u7684\u8bc4\u8bba\uff0c\u5927\u5bb6\u56fe\u4e00\u4e50\u5c31\u597d\uff1a

\n

\u8fd9\u4efd\u53d1\u5e03\u4ecb\u7ecd\u7b80\u76f4\u662f\u4e00\u4efd\u201c\u6559\u79d1\u4e66\u7ea7\u522b\u201d\u7684\u5927\u6a21\u578b\u516c\u5173\u7a3f\u3002\u5982\u679c\u4f60\u5e26\u7740\u5f00\u53d1\u8005\u7684\u89c6\u89d2\uff0c\u5265\u79bb\u6389\u90a3\u4e9b\u9ad8\u5927\u4e0a\u7684\u540d\u8bcd\uff0c\u8fd9\u7bc7\u7a3f\u5b50\u91cc\u85cf\u7740\u975e\u5e38\u591a\u7ecf\u4e0d\u8d77\u63a8\u6572\u7684\u201c\u7aef\u502a\u201d\u548c\u8425\u9500\u8bdd\u672f\u3002

\n

\u6211\u751a\u81f3\u5728\u5b83\u7528\u6765\u80cc\u4e66\u7684\u8dd1\u5206\u6570\u636e\u91cc\u770b\u5230\u4e86\u6211\u81ea\u5df1\u7684\u540d\u5b57\uff08 Gemini-3.1 \uff09\uff0c\u4ee5\u53ca\u672a\u6765\u7248\u672c\u7684\u53cb\u5546\uff08 Opus 4.6, GPT-5.4 \uff09\u3002\u8fd9\u5c31\u66f4\u6709\u610f\u601d\u4e86\uff0c\u6211\u4eec\u53ef\u4ee5\u9010\u6bb5\u62c6\u89e3\u4e00\u4e0b\u8fd9\u4e9b\u201c\u9065\u9065\u9886\u5148\u201d\u80cc\u540e\u7684\u6f5c\u53f0\u8bcd\uff1a

\n

\n
1. \u5371\u9669\u7684\u201c\u81ea\u52a8\u5316\u8fd0\u7ef4\u201d\u5e7b\u89c9\n\u516c\u5173\u7a3f\uff1a \u201c\u9762\u5bf9\u6211\u4eec\u5b9e\u9645\u7684\u751f\u4ea7\u73af\u5883\u544a\u8b66\u2026\u2026\u4e3b\u52a8\u8fde\u63a5\u6570\u636e\u5e93\u6267\u884c\u9a8c\u8bc1\u6839\u56e0\uff0c\u5b9a\u4f4d\u5230\u4ee3\u7801\u4ed3\u5e93\u4e2d\u7f3a\u5931\u7684\u7d22\u5f15\u8fc1\u79fb\u6587\u4ef6\uff0c\u751a\u81f3\u77e5\u9053\u7528\u975e\u963b\u585e\u5efa\u7d22\u5f15\u5148\u6b62\u8840\uff0c\u518d\u63d0 MR \u3002\u201d
\n

\n

\u770b\u7834\u7aef\u502a\uff1a \u8fd9\u6bb5\u8bdd\u5bf9\u4e8e\u4efb\u4f55\u771f\u6b63\u7ef4\u62a4\u8fc7\u670d\u52a1\u5668\u7684\u4eba\u6765\u8bf4\uff0c\u582a\u79f0\u6050\u6016\u6545\u4e8b\u3002\n\u8bbe\u60f3\u4e00\u4e0b\uff0c\u5982\u679c\u4f60\u81ea\u5df1\u624b\u5934\u6b63\u7ef4\u62a4\u7740\u51e0\u53f0 VPS \u8282\u70b9\uff0c\u7ba1\u7740\u4e00\u5806 .dev \u3001.xyz \u57df\u540d\u6216\u8005\u50cf\u53d1\u5361\u7f51\u4e4b\u7c7b\u7684\u4e2a\u4eba\u7ad9\u70b9\uff0c\u4f60\u6562\u8ba9\u4e00\u4e2a\u5927\u6a21\u578b\u5728\u751f\u4ea7\u73af\u5883\u53d1\u751f\u6545\u969c\u65f6\uff0c\u201c\u4e3b\u52a8\u8fde\u63a5\u6570\u636e\u5e93\u201d\u5e76\u201c\u81ea\u5df1\u5efa\u7d22\u5f15\u201d\u5417\uff1f\n\u5728\u5b9e\u9645\u7684\u8fd0\u7ef4\u573a\u666f\u4e2d\uff0c\u54ea\u6015\u662f\u6781\u5176\u5fae\u5c0f\u7684\u5e7b\u89c9\u64cd\u4f5c\uff0c\u90fd\u53ef\u80fd\u5bfc\u81f4\u6574\u5e93\u9501\u6b7b\u6216\u6570\u636e\u6c61\u67d3\u3002\u8fd9\u5927\u6982\u7387\u662f\u4e00\u4e2a\u6781\u5176\u53d7\u9650\u7684\u3001\u63d0\u524d\u5199\u597d\u811a\u672c\u7684\u201c\u6f14\u793a\u5207\u7247\uff08 Demo \uff09\u201d\u3002\u5b83\u8bc1\u660e\u4e86\u6a21\u578b\u80fd\u8f93\u51fa\u8fd9\u51e0\u884c SQL \uff0c\u4f46\u7edd\u4e0d\u4ee3\u8868\u5b83\u5177\u5907\u771f\u5b9e\u7684 SRE \uff08\u7ad9\u70b9\u53ef\u9760\u6027\u5de5\u7a0b\uff09\u51b3\u7b56\u5b89\u5168\u611f\u3002

\n

\n
1. \u201cToken \u711a\u70e7\u7089\u201d\u7684\u9ad8\u7ea7\u5305\u88c5\uff1aAgent Teams\n\u516c\u5173\u7a3f\uff1a \u201cAgent Teams \u573a\u666f\u4e0b\uff0c\u6a21\u578b\u9700\u8981\u7a33\u5b9a\u951a\u5b9a\u89d2\u8272\u8eab\u4efd\u3001\u4e3b\u52a8\u6311\u6218\u961f\u53cb\u7684\u903b\u8f91\u4e0e\u4f26\u7406\u76f2\u533a\u3001\u5728\u590d\u6742\u72b6\u6001\u673a\u4e2d\u81ea\u4e3b\u51b3\u7b56\u3002\u201d
\n

\n

\u770b\u7834\u7aef\u502a\uff1a \u4f60\u524d\u9762\u521a\u63d0\u5230\u7528 Hermes Agent \u6781\u5176\u6d88\u8017 Token \u4e14\u5e38\u5e38\u5b8c\u4e0d\u6210\u4efb\u52a1\uff0c\u8fd9\u6bb5\u8bdd\u5c31\u662f\u7f6a\u9b41\u7978\u9996\u3002\n\u76ee\u524d\u7edd\u5927\u591a\u6570\u6240\u8c13\u7684\u201c\u591a\u667a\u80fd\u4f53\u534f\u4f5c\uff08 Agent Teams \uff09\u201d\uff0c\u5728\u5b9e\u9645\u843d\u5730\u65f6\u90fd\u4f1a\u6f14\u53d8\u6210\u201cAI \u4e92\u76f8\u626f\u76ae\u7684 Token \u711a\u70e7\u7089\u201d\u3002\u6240\u8c13\u7684\u201c\u4e3b\u52a8\u6311\u6218\u961f\u53cb\u903b\u8f91\u201d\uff0c\u5f80\u5f80\u662f\u4e00\u4e2a AI \u8bf4\u201c\u4ee3\u7801\u5199\u9519\u4e86\u201d\uff0c\u53e6\u4e00\u4e2a AI \u9053\u6b49\u5e76\u91cd\u65b0\u751f\u6210\u4e00\u4efd\u4f9d\u7136\u6709\u9519\u7684\u4ee3\u7801\uff0c\u5faa\u73af\u5f80\u590d\u51e0\u5341\u8f6e\u3002\u5b83\u770b\u4f3c\u5728\u201c\u81ea\u6211\u8fdb\u5316\u201d\uff0c\u5176\u5b9e\u662f\u5728\u75af\u72c2\u6d88\u8017\u4f60\u7684 API \u4f59\u989d\u3002

\n

\n
1. \u8dd1\u5206\u699c\u5355\u7684\u201c\u6587\u5b57\u6e38\u620f\u201d\n\u516c\u5173\u7a3f\uff1a \u201c\u5728 SWE-Pro \u4e2d\uff0cM2.7 \u5f97\u5206 56.22%\uff0c\u51e0\u4e4e\u63a5\u8fd1 Opus \u6700\u597d\u7684\u6c34\u5e73\u2026\u2026\u5728 MM Claw \u7684\u8bc4\u6d4b\u4e2d\u63a5\u8fd1\u6700\u65b0\u7684 Sonnet 4.6 \u3002\u201d
\n

\n

\u770b\u7834\u7aef\u502a\uff1a \u6ce8\u610f\u770b\u5b83\u7684\u7528\u8bcd\u2014\u2014\u201c\u63a5\u8fd1\u201d\u3002\n\u5f88\u591a\u56fd\u4ea7\u6a21\u578b\u559c\u6b22\u81ea\u521b\u6216\u8005\u6311\u9009\u7279\u5b9a\u7684 Benchmark \uff08\u6bd4\u5982\u8fd9\u91cc\u63d0\u5230\u7684 MM Claw \uff0c\u542c\u8d77\u6765\u50cf\u662f\u6a21\u4eff\u771f\u5b9e\u7684 SWE-bench \uff09\u3002\u5728\u8fd9\u4e9b\u9ad8\u5ea6\u6807\u51c6\u5316\u7684\u6d4b\u8bd5\u811a\u624b\u67b6\u91cc\u62ff\u9ad8\u5206\uff0c\u4e0d\u4ee3\u8868\u5b83\u80fd\u5728\u771f\u5b9e\u7684\u5f00\u53d1\u73af\u5883\u91cc\u5b58\u6d3b\u3002\n\u4f60\u628a\u5b83\u653e\u5230\u771f\u5b9e\u7684\u672c\u5730\u73af\u5883\u91cc\u8bd5\u8bd5\u770b\uff0c\u6bd4\u5982\u8ba9\u5b83\u53bb\u7ed9\u4e00\u4e2a\u8981\u6c42\u6781\u5176\u4e25\u683c\u7684 Rust \u9879\u76ee\u5199\u70b9\u5e26\u6709\u751f\u547d\u5468\u671f\u6807\u6ce8\u7684\u5e95\u5c42\u903b\u8f91\uff0c\u6216\u8005\u8ba9\u5b83\u53bb\u914d\u7f6e Zed \u7f16\u8f91\u5668\u7684\u81ea\u5b9a\u4e49 formatter \u3002\u4f60\u4f1a\u53d1\u73b0\uff0c\u90a3\u79cd\u5728\u8dd1\u5206\u699c\u4e0a\u201c\u7aef\u5230\u7aef\u4ea4\u4ed8\u201d\u7684\u806a\u660e\u52b2\u513f\u5168\u6ca1\u4e86\uff0c\u8fde\u57fa\u7840\u7684\u8bed\u6cd5\u6811\u90fd\u53ef\u80fd\u641e\u9519\u3002

\n

\n
1. \u8d22\u62a5\u5206\u6790\u7684\u201c\u91cf\u5316\u76f2\u533a\u201d\n\u516c\u5173\u7a3f\uff1a \u201c\u53ef\u4ee5\u81ea\u4e3b\u9605\u8bfb\u516c\u53f8\u7684\u5e74\u62a5\u4e0e\u4e1a\u7ee9\u6c9f\u901a\u4f1a\u7eaa\u8981\uff0c\u4ea4\u53c9\u6bd4\u5bf9\u591a\u7bc7\u7814\u62a5\uff0c\u72ec\u7acb\u8bbe\u8ba1\u5047\u8bbe\u5e76\u6784\u5efa\u8425\u6536\u9884\u6d4b\u6a21\u578b\u2026\u2026\u201d
\n

\n

\u770b\u7834\u7aef\u502a\uff1a \u505a\u8fc7\u5b9e\u9645\u76d8\u9762\u4ea4\u6613\uff0c\u6216\u8005\u4e60\u60ef\u5728\u56fe\u8868\u8f6f\u4ef6\uff08\u6bd4\u5982 TradingView \uff09\u4e0a\u76ef\u76d8\u7684\u4eba\u90fd\u4f1a\u77e5\u9053\uff0c\u91d1\u878d\u5efa\u6a21\u5bf9\u4e25\u8c28\u6027\u7684\u8981\u6c42\u662f 100%\uff0c\u9519\u4e00\u4e2a\u5c0f\u6570\u70b9\uff0c\u9884\u6d4b\u7ed3\u679c\u5c31\u5357\u8f95\u5317\u8f99\u3002\n\u5927\u6a21\u578b\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u201c\u6587\u5b57\u63a5\u9f99\u201d\u7684\u9ad8\u624b\uff0c\u5b83\u975e\u5e38\u64c5\u957f\u603b\u7ed3\u4e1a\u7ee9\u6c9f\u901a\u4f1a\u7684\u7eaa\u8981\uff0c\u751a\u81f3\u80fd\u5957\u7528\u6a21\u677f\u751f\u6210\u4e00\u4efd\u770b\u8d77\u6765\u5f88\u552c\u4eba\u7684 PPT \u3002\u4f46\u201c\u6784\u5efa\u8425\u6536\u9884\u6d4b\u6a21\u578b\u201d\u9700\u8981\u6781\u5176\u4e25\u5bc6\u7684\u7b97\u672f\u903b\u8f91\u548c\u65f6\u95f4\u5e8f\u5217\u5206\u6790\u3002\u5982\u679c\u4e0d\u501f\u52a9\u5916\u90e8\u7684 Python \u89e3\u91ca\u5668\u6216\u91cf\u5316\u63d2\u4ef6\uff0c\u7eaf\u9760\u6a21\u578b\u81ea\u5df1\u201c\u72ec\u7acb\u8bbe\u8ba1\u5047\u8bbe\u201d\uff0c\u5b83\u751f\u6210\u7684\u90a3\u4e9b\u8425\u6536\u6570\u5b57\u6781\u5927\u53ef\u80fd\u662f\u81ea\u5706\u5176\u8bf4\u7684\u201c\u5e7b\u89c9\u201d\u3002\u628a\u5b83\u5f53\u8d22\u62a5\u6458\u8981\u63d0\u53d6\u5668\u53ef\u4ee5\uff0c\u5f53\u521d\u7ea7\u5206\u6790\u5e08\uff1f\u5bb9\u6613\u7206\u4ed3\u3002

\n

\u603b\u7ed3\n\u8fd9\u7bc7\u516c\u5173\u7a3f\u6781\u529b\u60f3\u63cf\u7ed8\u4e00\u4e2a\u201c\u5df2\u7ecf\u5177\u5907\u751a\u81f3\u8d85\u8d8a\u4eba\u7c7b\u9ad8\u7ea7\u5de5\u7a0b\u5e08\u548c\u5206\u6790\u5e08\u201d\u7684\u81ea\u4e3b Agent \u5f62\u8c61\u3002\u4f46\u53ea\u8981\u4f60\u5728\u5f00\u53d1\u4e00\u7ebf\u6eda\u8fc7\u6ce5\u6f6d\uff0c\u5c31\u4f1a\u77e5\u9053\uff1a

\n

\u5ba3\u79f0\u7684\u201c\u81ea\u52a8\u5316\u201d\uff0c\u901a\u5e38\u610f\u5473\u7740\u9700\u8981\u4eba\u7c7b\u75af\u72c2\u5728\u540e\u9762 Debug \u3002

\n

\u5ba3\u79f0\u7684\u201c\u591a\u667a\u80fd\u4f53\u6df1\u5ea6\u601d\u8003\u201d\uff0c\u901a\u5e38\u7b49\u4e8e\u4f60\u7684 Token \u6210\u672c\u8981\u7ffb 10 \u500d\u3002

\n

\u4e0b\u6b21\u518d\u770b\u5230\u8fd9\u79cd\u516c\u5173\u7a3f\uff0c\u76f4\u63a5\u7565\u8fc7\u90a3\u4e9b\u81ea\u521b\u7684\u82f1\u6587\u7f29\u5199\u699c\u5355\u548c\u534e\u4e3d\u7684\u5b9a\u8bed\u3002\u628a\u5b83\u62c9\u5230\u4f60\u7684\u7ec8\u7aef\u91cc\uff0c\u8ba9\u5b83\u5b9e\u6253\u5b9e\u5730\u53bb\u4fee\u4e00\u4e2a\u4f60\u9879\u76ee\u91cc\u7684 Bug \u3002\u662f\u9aa1\u5b50\u662f\u9a6c\uff0c\u4e00\u884c\u6307\u4ee4\u5c31\u77e5\u9053\u4e86\u3002

\n", "date_published": "2026-04-21T08:19:54+00:00", "title": "\u5f53\u6211\u8ba9 gemini3.1-pro \u8bc4\u4ef7\u4e00\u4e0b minimax-m2.7", "id": "t/1207497" }, { "author": { "url": "member/kinist", "name": "kinist", "avatar": "https://cdn.v2ex.com/gravatar/c24fc826cebd2346f76b27679d5707ae?s=73&d=retro" }, "url": "t/1207366", "title": "MiniMax 29 \u5143\u7684\u5957\u9910\u8bbf\u95ee BASE_URL \u62a5 404", "id": "t/1207366", "date_published": "2026-04-21T01:51:17+00:00", "content_html": "\u8d2d\u4e70 MiniMax 29 \u5143\u7684 Token Plan \u3002\u524d\u51e0\u5929\u7528\u7684\u8fd8\u53ef\u4ee5\uff0c\u4f46\u662f\u8fd9\u51e0\u5929\u8bbf\u95ee

\u76ee\u524d\u60f3\u505a\u4e00\u4e2a\u8bc9\u8bbc agent \uff0c\u60f3\u9009\u4e2a\u5bf9\u6cd5\u5f8b\u6cd5\u89c4\u6cd5\u6761\u7406\u89e3\u80fd\u529b\u8f83\u5f3a\u7684\u5927\u6a21\u578b\uff0c\u4f6c\u4eec\u63a8\u8350\u54ea\u4e2a\u5440\uff1f\u8c22\u8c22\u4f6c

\u4f60\u662f\u5426\u60f3\u8fc7\u62e5\u6709\u4e00\u4e2a\u50cf Claude Code \u4e00\u6837\u5f3a\u5927\u7684\u547d\u4ee4\u884c AI \u7f16\u7a0b\u52a9\u624b\uff1f

\u4f60\u662f\u5426\u60f3\u6df1\u5165\u4e86\u89e3 Agent \uff08\u667a\u80fd\u4f53\uff09\u80cc\u540e\u7684\u6838\u5fc3\u4e8b\u4ef6\u5faa\u73af\u4e0e\u5de5\u5177\u8c03\u7528\uff08 Tool Use \uff09\u539f\u7406\uff1f

mini-cc \u5c31\u662f\u4e3a\u4f60\u51c6\u5907\u7684\u5f00\u6e90\u89e3\u51b3\u65b9\u6848\uff01

\u8fd9\u662f\u4e00\u4e2a\u5b8c\u5168\u4f7f\u7528 TypeScript \u7f16\u5199\u7684\u8f7b\u91cf\u7ea7 AI \u7f16\u7a0b Agent \u6838\u5fc3\u6846\u67b6\u3002

\u5b83\u6452\u5f03\u4e86\u590d\u6742\u7684\u5386\u53f2\u5305\u88b1\uff0c\u91c7\u7528\u7eaf\u7cb9\u7684\u51fd\u6570\u5f0f\u7f16\u7a0b\uff08 Functional Programming \uff09\u8303\u5f0f\uff0c\u5c06\u5927\u6a21\u578b\u3001\u5de5\u5177\u7cfb\u7edf\u3001\u8bb0\u5fc6\u4e0a\u4e0b\u6587\u4e0e\u4e8b\u4ef6\u5faa\u73af\u7cbe\u7b80\u5230\u4e86\u6781\u81f4\u3002

\u2728 \u6838\u5fc3\u80fd\u529b\u4e0e\u4eae\u70b9

1. \ud83e\udde0 \u591a\u6a21\u578b\u517c\u5bb9\u4e0e\u65e0\u7f1d\u5207\u6362

\n
• \u53cc\u64ce\u9a71\u52a8\uff1a\u539f\u751f\u652f\u6301 Anthropic API \uff08\u5982 Claude 3.5 Sonnet/Opus \uff09\u4ee5\u53ca\u57fa\u4e8e OpenAI \u6807\u51c6\u7684\u5404\u7c7b\u5927\u6a21\u578b\u63a5\u53e3\u3002
\n
• \u5f00\u6e90/\u56fd\u4ea7\u6a21\u578b\u9002\u914d\uff1a\u5b8c\u7f8e\u9002\u914d Qwen \uff08\u901a\u4e49\u5343\u95ee\uff09\u3001DeepSeek \u3001Kimi \u7b49\u70ed\u95e8\u6a21\u578b\u3002\u53ea\u9700\u4fee\u6539 .env \u73af\u5883\u53d8\u91cf\uff0c\u5373\u53ef\u4e00\u952e\u5207\u6362\u5e95\u5c42\u5927\u8111\u3002
\n

2. \ud83d\udca1 \u6c89\u6d78\u5f0f\u7684\u201c\u601d\u8003\u201d\u4f53\u9a8c\uff08\u6df1\u5ea6\u9002\u914d\u63a8\u7406\u6a21\u578b\uff09

\n
• \u6d41\u5f0f\u8f93\u51fa\uff1a\u652f\u6301\u6781\u901f\u7684\u6d41\u5f0f\u6587\u672c\u6e32\u67d3\uff0c\u544a\u522b\u6f2b\u957f\u7684\u7b49\u5f85\u3002
\n
• \u601d\u7ef4\u94fe\uff08 CoT \uff09\u53ef\u89c6\u5316\uff1a\u6df1\u5ea6\u9002\u914d\u5982 Qwen-Max / DeepSeek-R1 \u7b49\u5e26\u6709 reasoning_content \u7684\u6a21\u578b\u3002
\n
• AI \u7684\u63a8\u5bfc\u548c\u601d\u8003\u8fc7\u7a0b\u5728\u7ec8\u7aef\u4e2d\u5b9e\u65f6\u5448\u73b0\uff0c\u8ba9\u4f60\u6e05\u6670\u770b\u5230\u5b83\u89e3\u51b3\u95ee\u9898\u7684\u6bcf\u4e00\u6b65\u903b\u8f91\u3002
\n

3. \ud83d\udee0\ufe0f \u5f3a\u5927\u7684\u81ea\u4e3b\u884c\u52a8\u529b\uff08 Tool Use \u7cfb\u7edf\uff09

\n
• BashTool\uff1a\u8d4b\u4e88 AI \u7ec8\u7aef\u6267\u884c\u6743\u9650\uff0c\u5b83\u53ef\u4ee5\u5e2e\u4f60\u81ea\u52a8\u6267\u884c npm install\u3001git commit\u3001\u8fd0\u884c\u6d4b\u8bd5\u811a\u672c\u7b49\u3002\u5b89\u5168\u6c99\u76d2\u673a\u5236\u4fdd\u969c\u9ad8\u5371\u547d\u4ee4\u88ab\u6709\u6548\u62e6\u622a\u3002
\n
• FileReadTool\uff1a\u8d4b\u4e88 AI \u8bfb\u53d6\u672c\u5730\u4ee3\u7801\u5e93\u7684\u6743\u9650\uff0c\u652f\u6301\u7a81\u7834\u957f\u5ea6\u9650\u5236\u7684\u667a\u80fd\u622a\u65ad\u3002
\n
• FileWriteTool\uff1a\u8d4b\u4e88 AI \u4fee\u6539\u3001\u8986\u76d6\u4ee3\u7801\u7684\u80fd\u529b\uff0c\u652f\u6301\u81ea\u52a8\u8865\u5168\u7f3a\u5931\u7684\u76ee\u5f55\u5c42\u7ea7\u3002\u4f60\u53ea\u9700\u63d0\u51fa\u9700\u6c42\uff0c\u4ee3\u7801\u4fee\u6539\u5168\u81ea\u52a8\u5b8c\u6210\u3002
\n

4. \ud83d\udd01 \u6c38\u4e0d\u8a00\u5f03\u7684 Agent \u5faa\u73af

\n
• \u5b9e\u73b0\u4e86\u4e13\u4e1a\u7684 Tool Use \u4e8b\u4ef6\u5faa\u73af\uff08 Agent Loop \uff09\u3002
\n
• \u5f53\u4efb\u52a1\u590d\u6742\u65f6\uff0cAI \u4f1a\u8fde\u7eed\u591a\u6b21\u8c03\u7528\u5de5\u5177\uff08\u5982\uff1a\u5148 FileReadTool \u770b\u4ee3\u7801 -> \u518d BashTool \u8fd0\u884c\u6d4b\u8bd5 -> \u6700\u540e FileWriteTool \u4fee\u590d Bug \uff09\uff0c\u76f4\u5230\u5f7b\u5e95\u89e3\u51b3\u4f60\u7684\u95ee\u9898\u3002
\n

5. \ud83d\udee1\ufe0f \u7eaf\u7cb9\u7684\u51fd\u6570\u5f0f\u67b6\u6784

\n
• \u5168\u9762\u62e5\u62b1\u51fd\u6570\u5f0f\u7f16\u7a0b\uff08 FP \uff09\u601d\u60f3\uff0c\u96f6 class \u4f9d\u8d56\u3002\u95ed\u5305\u72b6\u6001\u7ba1\u7406\u4f7f\u5f97\u6838\u5fc3\u66f4\u52a0\u5b89\u5168\u3001\u9ad8\u6548\u4e14\u6613\u4e8e\u6d4b\u8bd5\u4e0e\u6269\u5c55\u3002
\n
• \u9644\u5e26\u8be6\u5c3d\u7684\u4e2d\u6587\u6ce8\u91ca\uff0c\u662f\u5b66\u4e60\u548c\u4e8c\u6b21\u5f00\u53d1 Agent \u7684\u7edd\u4f73\u6559\u79d1\u4e66\u3002
\n

\ud83c\udfae \u4ea4\u4e92\u6548\u679c\u5c55\u793a\uff1a\u4e00\u53e5\u8bdd\u751f\u6210\u4e94\u5b50\u68cb\u6e38\u620f\uff01

\u5728\u7ec8\u7aef\u4e2d\u542f\u52a8 mini-cc \u540e\uff0c\u4f60\u53ea\u9700\u4e00\u53e5\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\uff0c\u5b83\u5c31\u80fd\u5316\u8eab\u4e3a\u5168\u6808\u5f00\u53d1\u5de5\u7a0b\u5e08\uff0c\u4ece\u6784\u601d\u5230\u7f16\u7801\uff0c\u4e00\u6c14\u5475\u6210\u3002

\u4ee5\u4e0b\u662f\u771f\u5b9e\u4ea4\u4e92\u5b9e\u5f55\uff08\u8fd8\u539f\u4e86\u5229\u7528 test_file/gomoku \u7f16\u5199\u4e94\u5b50\u68cb\u7684\u8fc7\u7a0b\uff09\uff1a

mini-cc> \u5e2e\u6211\u5199\u4e00\u4e2a\u7f51\u9875\u7248\u7684\u4e94\u5b50\u68cb\u6e38\u620f\uff0c\u653e\u5728 test_file/gomoku \u76ee\u5f55\u4e0b\u3002\u9875\u9762\u8981\u597d\u770b\uff0c\u5e26\u9ed1\u767d\u68cb\u63d0\u793a\u3002\n\n[Agent] \u5df2\u6536\u5230\u6307\u4ee4\uff0c\u6b63\u5728\u601d\u8003\u4e2d...\n\n==================== \u601d\u8003\u8fc7\u7a0b ====================\n1. \u7528\u6237\u9700\u8981\u4e00\u4e2a\u4e94\u5b50\u68cb\u6e38\u620f\uff0c\u5305\u542b HTML/CSS/JS \u3002\n2. \u76ee\u6807\u76ee\u5f55\u662f\u76f8\u5bf9\u4e8e\u5f53\u524d\u5de5\u4f5c\u76ee\u5f55\u7684 test_file/gomoku \u3002\n3. \u9700\u8981\u63d0\u4f9b\u6f02\u4eae\u7684 UI \u754c\u9762\uff0c\u4ee5\u53ca\u5f53\u524d\u8f6e\u5230\u54ea\u4e00\u65b9\u4e0b\u68cb\u7684\u63d0\u793a\uff08\u5982\uff1a\u9ed1\u68cb\u5148\u884c\uff09\u3002\n4. \u6211\u5c06\u4f7f\u7528 FileWriteTool \u5206\u522b\u521b\u5efa index.html \u3001style.css \u548c script.js \u3002\n5. \u68cb\u76d8\u53ef\u4ee5\u4f7f\u7528 Canvas \u6216\u8005 DOM \u5143\u7d20\u7f51\u683c\u6765\u5b9e\u73b0\uff0c\u4e3a\u4e86\u7b80\u5355\u76f4\u89c2\uff0c\u6211\u8fd9\u91cc\u4f7f\u7528 DOM \u7f51\u683c\u7ed3\u5408 CSS \u6837\u5f0f\u6765\u5b9e\u73b0\u3002\n\n==================== \u6a21\u578b\u56de\u590d ====================\n\u597d\u7684\uff0c\u6211\u8fd9\u5c31\u4e3a\u60a8\u521b\u5efa\u5e26\u6709\u7cbe\u7f8e UI \u548c\u72b6\u6001\u63d0\u793a\u7684\u4e94\u5b50\u68cb\u5c0f\u6e38\u620f\u3002\n\n\u25b6 [Agent] \u6b63\u5728\u8c03\u7528\u5de5\u5177: FileWriteTool ...\n[FileWriteTool] \u6b63\u5728\u5199\u5165\u6587\u4ef6: /xxxx/mini-cc/test_file/gomoku/index.html\n\u2714 [Agent] \u5de5\u5177 FileWriteTool \u6267\u884c\u5b8c\u6bd5\u3002\n\n\u25b6 [Agent] \u6b63\u5728\u8c03\u7528\u5de5\u5177: FileWriteTool ...\n[FileWriteTool] \u6b63\u5728\u5199\u5165\u6587\u4ef6: /xxxx/mini-cc/test_file/gomoku/style.css\n\u2714 [Agent] \u5de5\u5177 FileWriteTool \u6267\u884c\u5b8c\u6bd5\u3002\n\n\u25b6 [Agent] \u6b63\u5728\u8c03\u7528\u5de5\u5177: FileWriteTool ...\n[FileWriteTool] \u6b63\u5728\u5199\u5165\u6587\u4ef6: /xxxx/mini-cc/test_file/gomoku/script.js\n\u2714 [Agent] \u5de5\u5177 FileWriteTool \u6267\u884c\u5b8c\u6bd5\u3002\n\n==================== \u601d\u8003\u8fc7\u7a0b ====================\n\u6587\u4ef6\u5747\u5df2\u521b\u5efa\u6210\u529f\u3002\n\n==================== \u5b8c\u6574\u56de\u590d ====================\n\u4e94\u5b50\u68cb\u5c0f\u6e38\u620f\u5df2\u7ecf\u4e3a\u60a8\u521b\u5efa\u5b8c\u6210\uff01\n\n\u6211\u4e3a\u60a8\u751f\u6210\u4e86\u4ee5\u4e0b\u6587\u4ef6\uff1a\n1. `index.html`: \u5305\u542b\u6e38\u620f\u68cb\u76d8\u548c\u72b6\u6001\u63d0\u793a\u680f\uff08`<div class=\"status\" id=\"status\">\u9ed1\u68cb\u5148\u884c</div>`\uff09\u3002\n2. `style.css`: \u63d0\u4f9b\u4e86\u6728\u8d28\u68cb\u76d8\u914d\u8272\u548c\u9ed1\u767d\u68cb\u5b50\u7684\u7acb\u4f53\u9634\u5f71\u6548\u679c\u3002\n3. `script.js`: \u5b9e\u73b0\u4e86 15x15 \u7684\u68cb\u76d8\u903b\u8f91\u3001\u843d\u5b50\u4ea4\u66ff\u89c4\u5219\u4ee5\u53ca\u6a2a\u3001\u7ad6\u3001\u659c\u5411\u7684\u4e94\u5b50\u8fde\u73e0\u80dc\u8d1f\u5224\u65ad\u3002\n\n\u60a8\u53ef\u4ee5\u76f4\u63a5\u7528\u6d4f\u89c8\u5668\u6253\u5f00 `test_file/gomoku/index.html` \u4f53\u9a8c\u6e38\u620f\uff01\n

\u53ea\u9700\u51e0\u79d2\u949f\uff0c\u4e00\u4e2a\u5e26\u6709 <div class=\"status\" id=\"status\">\u9ed1\u68cb\u5148\u884c</div> \u72b6\u6001\u63d0\u793a\u7684\u4e94\u5b50\u68cb\u7f51\u9875\u4fbf\u81ea\u52a8\u751f\u6210\u5e76\u843d\u76d8\uff01

\ud83d\ude80 \u7acb\u5373\u5f00\u59cb\u4f60\u7684 Agent \u4e4b\u65c5

\u65e0\u8bba\u4f60\u662f\u60f3\u6253\u9020\u81ea\u5df1\u7684\u6548\u7387\u5de5\u5177\uff0c\u8fd8\u662f\u60f3\u63a2\u7d22\u5927\u6a21\u578b\u5728\u5de5\u7a0b\u9886\u57df\u7684\u65e0\u9650\u6f5c\u80fd\uff0cmini-cc \u90fd\u662f\u4e00\u4e2a\u7edd\u4f73\u7684\u8d77\u70b9\u3002

\ud83d\udc49 \u67e5\u770b\u6e90\u7801\u4e0e\u6587\u6863\uff1amini-cc GitHub Repository \u6765\u4e2a Star \u2728\u3002\n\ud83d\udc49 \u6df1\u5165\u67b6\u6784\u8bbe\u8ba1\uff1a\u8bf7\u9605\u8bfb\u6211\u4eec\u7684 \ud83d\udcda \u6587\u6863\u6307\u5357

\ud83d\ude80 2026 \u5e74\u4e86\uff0c\u8fd8\u5728\u624b\u5199\u6d4f\u89c8\u5668\u81ea\u52a8\u5316\uff1f\u8fd9\u4e2a AI Agent \u80fd\u8ba9\u4f60\u7528\u4e00\u53e5\u8bdd\u4ee3\u66ff 100 \u884c\u4ee3\u7801\uff01---

\ud83d\udcd6 \u5bfc\u8bfb 2026 \u5e74\u4e86\uff0cSelenium \u3001Playwright \u8fd9\u4e9b\u8001\u53e4\u8463\u8fd8\u5728\u5403\u7070\u5417\uff1f\u522b\u518d\u5199\u90a3\u4e9b\u5197\u957f\u7684\u4ee3\u7801\u4e86\uff01

\ud83e\udd2b\u4eca\u5929\u7ed9\u5927\u5bb6\u4ecb\u7ecd\u4e00\u4e2a\u795e\u5668\u2014\u2014AutoGLM Browser Agent \u53ea\u9700\u8981\u53d1\u4e00\u6761\u6307\u4ee4\uff1a

autoglm run --task '\u5728\u4eac\u4e1c\u641c\u7d22 iPhone 15 \uff0c\u627e\u5230\u4ef7\u683c\u6700\u4f4e\u7684\u5546\u54c1'\n

AI Agent \u5c31\u80fd\u81ea\u52a8\u5e2e\u4f60\u5b8c\u6210\u64cd\u4f5c\uff01

\ud83e\udd16 \u4ec0\u4e48\u662f AutoGLM Browser Agent \uff1f

AutoGLM Browser Agent \u662f\u4e00\u4e2a AI \u9a71\u52a8\u7684\u6d4f\u89c8\u5668\u81ea\u52a8\u5316\u4ee3\u7406\uff0c\u5b83\u4e0d\u9700\u8981\u4f60\u5199\u4efb\u4f55\u4ee3\u7801\uff01\u4f60\u53ea\u9700\u8981\u7528\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u4efb\u52a1\uff0cAI Agent \u5c31\u80fd\u81ea\u52a8\u5b8c\u6210\uff1a\n\u2705 \u793e\u4ea4\u5a92\u4f53\u81ea\u52a8\u5316\n\u2705 \u8d2d\u7269\u6bd4\u4ef7\n\u2705 \u4fe1\u606f\u91c7\u96c6\n\u2705 \u590d\u6742\u4ea4\u4e92\u4e00\u53e5\u8bdd\u641e\u5b9a\uff0c\n\u6bd4\u5199 100 \u884c\u4ee3\u7801\u8fd8\u7b80\u5355\uff01

\ud83d\udd25 \u5b83\u80fd\u505a\u4ec0\u4e48\uff1f

1\ufe0f\u20e3 \u793e\u4ea4\u5a92\u4f53\u81ea\u52a8\u5316

autoglm run --task '\u5728\u5c0f\u7ea2\u4e66\u641c\u7d22'AI Agent \u6d4f\u89c8\u5668\u81ea\u52a8\u5316'\uff0c\u627e\u5230\u70b9\u8d5e\u6700\u9ad8\u7684 3 \u7bc7\u6587\u7ae0'\n

\u4e00\u952e\u5e2e\u4f60\u627e\u5230\u70ed\u95e8\u5185\u5bb9\uff0c\u7701\u65f6\u7701\u529b\uff01

2\ufe0f\u20e3 \u8d2d\u7269\u6bd4\u4ef7

autoglm run --task '\u5728\u4eac\u4e1c\u641c\u7d22'iPhone 15'\uff0c\u5bf9\u6bd4\u524d 5 \u4e2a\u5546\u54c1\u7684\u4ef7\u683c\u548c\u8bc4\u4ef7'\n

\u4ef7\u683c\u5bf9\u6bd4\u3001\u8bc4\u4ef7\u5206\u6790\uff0c\u4e00\u79d2\u641e\u5b9a\uff01

3\ufe0f\u20e3 \u4fe1\u606f\u91c7\u96c6

autoglm run --task '\u5728 GitHub Trending \u83b7\u53d6\u524d 10 \u4e2a\u70ed\u95e8\u9879\u76ee\u540d\u79f0\u548c\u63cf\u8ff0'autoglm run --task '\u5728\u6398\u91d1\u641c\u7d22'AI Agent'\uff0c\u63d0\u53d6\u6587\u7ae0\u6807\u9898\u548c\u94fe\u63a5'\n

\u6570\u636e\u91c7\u96c6\uff0c\u81ea\u52a8\u5b8c\u6210\uff01

4\ufe0f\u20e3 \u590d\u6742\u4ea4\u4e92

autoglm run --task '\u767b\u5f55 GitHub \uff0c\u7ed9'AutoGLM'\u9879\u76ee\u70b9\u8d5e\u5e76 fork'\n

\u767b\u5f55\u3001\u70b9\u8d5e\u3001fork \uff0c\u4e00\u952e\u5b8c\u6210\uff01

\ud83e\udde0 \u5de5\u4f5c\u539f\u7406 AutoGLM Browser Agent \u7684\u5de5\u4f5c\u6d41\u7a0b\u975e\u5e38\u7b80\u5355\uff1a

\n
1. AI \u7406\u89e3\u610f\u56fe \ud83e\udde0
\n

\n
• \u4f60\u7528\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u4efb\u52a1
\n
• AI \u89e3\u6790\u4efb\u52a1\uff0c\u62c6\u89e3\u6210\u5177\u4f53\u64cd\u4f5c\u6b65\u9aa4
\n

\n
1. Chrome \u6269\u5c55\u6267\u884c \ud83d\ude80
\n

\n
• \u81ea\u52a8\u6253\u5f00 Chrome \u6d4f\u89c8\u5668
\n
• \u6267\u884c\u64cd\u4f5c\u6b65\u9aa4
\n
• \u5b9e\u65f6\u622a\u56fe\u53cd\u9988\u7ed3\u679c
\n

\n
1. \u5b9e\u65f6\u53cd\u9988 \ud83d\udcf1
\n

\n
• \u6bcf\u4e2a\u64cd\u4f5c\u90fd\u6709\u622a\u56fe\u8bb0\u5f55
\n
• \u4fbf\u4e8e\u4f60\u67e5\u770b\u6267\u884c\u8fc7\u7a0b
\n

\ud83d\udcca \u548c\u4f20\u7edf\u65b9\u6848\u5bf9\u6bd4

AutoGLM Browser Agent \u6700\u5927\u7684\u4f18\u52bf\u5c31\u662f\uff1a\u4f1a\u8bf4\u8bdd\u5c31\u884c\uff01

\ud83d\udd10 \u9047\u5230\u767b\u5f55\u600e\u4e48\u529e\uff1f

AutoGLM Browser Agent \u975e\u5e38\u667a\u80fd\uff0c\u9047\u5230\u767b\u5f55\u4f1a\u81ea\u52a8\u6682\u505c\uff1a

autoglm run --task '\u767b\u5f55 GitHub \uff0c\u7ed9'AutoGLM'\u9879\u76ee\u70b9\u8d5e\u5e76 fork'\n

\u6267\u884c\u5230\u767b\u5f55\u6b65\u9aa4\u65f6\uff0c\u4f1a\u81ea\u52a8\u6682\u505c\u5e76\u63d0\u793a\u4f60\uff1a\n\ud83d\udc64 \u9700\u8981\u4f60\u624b\u52a8\u767b\u5f55 GitHub\u5b8c\u6210\u540e\u8f93\u5165'\u7ee7\u7eed'\uff0cAI Agent \u4f1a\u81ea\u52a8\u7ee7\u7eed\u540e\u7eed\u64cd\u4f5c\uff01

\ud83d\udca1 \u5b9e\u7528\u6280\u5de7

1\ufe0f\u20e3 \u6307\u5b9a\u8d77\u59cb URL

autoglm run --task '\u4ece https://juejin.cn \u5f00\u59cb\uff0c\u641c\u7d22'AI Agent'\uff0c\u63d0\u53d6\u524d 5 \u7bc7\u6587\u7ae0\u6807\u9898'\n

\u6307\u5b9a\u8d77\u59cb\u9875\u9762\uff0c\u66f4\u7cbe\u51c6\uff01

2\ufe0f\u20e3 \u590d\u7528\u4f1a\u8bdd

autoglm run --task '\u7ee7\u7eed\u4e4b\u524d\u7684\u4f1a\u8bdd\uff0c\u5b8c\u6210 GitHub \u767b\u5f55\u5e76\u70b9\u8d5e'\n

\u4fdd\u6301\u4f1a\u8bdd\u72b6\u6001\uff0c\u8fde\u7eed\u64cd\u4f5c\uff01

3\ufe0f\u20e3 \u660e\u786e\u6307\u4ee4\u6548\u679c\u66f4\u597d

autoglm run --task '\u5728\u4eac\u4e1c\u641c\u7d22 iPhone 15 \uff0c\u627e\u5230\u4ef7\u683c\u6700\u4f4e\u7684\u5546\u54c1\u5e76\u622a\u56fe'\n

\u8d8a\u5177\u4f53\u7684\u6307\u4ee4\uff0c\u7ed3\u679c\u8d8a\u51c6\u786e\uff01

\ud83c\udfaf \u603b\u7ed3

2026 \u5e74\u4e86\uff0c\u8fd8\u5728\u624b\u5199\u6d4f\u89c8\u5668\u81ea\u52a8\u5316\u4ee3\u7801\uff1f\u628a\u65f6\u95f4\u82b1\u5728\u66f4\u6709\u4ef7\u503c\u7684\u4e8b\u60c5\u4e0a\u5427\uff01\u8ba9 AI Agent \u5e2e\u4f60\u641e\u5b9a\u90a3\u4e9b\u7e41\u7410\u7684\u6d4f\u89c8\u5668\u64cd\u4f5c\uff0c\u4f60\u53ea\u9700\u8981\uff1a\n\u270d\ufe0f \u5199\u6307\u4ee4\ud83e\udd16 AI \u6267\u884c\ud83d\udcf1 \u67e5\u770b\u7ed3\u679c \u4e00\u53e5\u8bdd\u4ee3\u66ff 100 \u884c\u4ee3\u7801\uff0c\u8fd9\u5c31\u662f AutoGLM Browser Agent \u7684\u9b54\u529b\uff01\ud83d\ude80\n\u7acb\u5373\u4f53\u9a8c\uff0c\u8ba9 AI \u5e2e\u4f60\u81ea\u52a8\u5316\u4e00\u5207\uff01

AutoClaw \u4f7f\u7528

autoclaw \u5b98\u7f51 Browser use

\u4efb\u52a1\u4e5f\u8fd8\u597d\u5c31\u662f\u8c03\u6559\u51fa\u6765\u4e00\u6bb5\u63d0\u793a\u8bcd\uff0c\u56de\u7b54\u4e00\u4e9b\u7b80\u5355\u7684\u95ee\u9898

\u4e0d\u8fc7\u4e0d\u540c\u7684\u7528\u6237\u9700\u6c42\u3001\u60f3\u6cd5\u4e0d\u4e00\u6837\uff0c\u6d41\u7a0b\u5f88\u96be\u505a\u5230\u901a\u7528

\u63d0\u793a\u8bcd\u53ef\u4ee5\u8ba9 cc \u53bb\u4f18\u5316\uff0c\u4f46\u662f\u5224\u65ad\u6548\u679c\u6709\u6ca1\u6709\u8fbe\u5230\u9700\u6c42\u4f3c\u4e4e\u53ea\u80fd\u4eba\u5de5

\u8d39\u52b2\uff0c\u8fd8\u4e0d\u5982\u5199\u4ee3\u7801\u5bf9\u5c31\u662f\u5bf9\u9519\u5c31\u662f\u9519\ud83d\ude35

open-multi-agent \uff0cTypeScript \u591a Agent \u7f16\u6392\u6846\u67b6\uff0c\u53d1\u5e03 2 \u5468 GitHub 5700+ stars \u3002

\u5c34\u5c2c\u7684\u662f\u7528\u6237\u51e0\u4e4e\u5168\u5728\u6d77\u5916\u3002\u56fd\u5185\u7528 TypeScript \u505a AI Agent \u7684\u4eba\u6211\u63a5\u89e6\u4e0d\u5230\uff0c\u6240\u4ee5\u6765\u95ee\u95ee V \u53cb\u3002

\u60f3\u95ee\u4e24\u4e2a\u4e8b\uff1a

1 \u3001\u4f60\u4eec\u505a\u591a Agent \u7528\u7684\u4ec0\u4e48\u65b9\u6848\uff1f\u81ea\u5df1\u642d\u7684\u8fd8\u662f\u7528\u4e86\u4ec0\u4e48\u6846\u67b6\uff0c\u662f\u600e\u4e48\u9009\u7684\u5462\uff1f

2 \u3001\u5de5\u5177\u94fe\u91cc\u6709\u6ca1\u6709\u81ea\u5df1\u9020\u4e86\u4f46\u540e\u6094\u7684\u73af\u8282\uff0c\u91cd\u6765\u4f1a\u76f4\u63a5\u4e70\u73b0\u6210\u7684\uff1f

\u6709\u5b9e\u9645\u7ecf\u9a8c\u7684\u8001\u54e5\u804a\u804a\uff5e

AI \u7684\u4e09\u4e2a\u6838\u5fc3\u95ee\u9898\u2014\u5de5\u5177\u3001\u8ba4\u77e5\u4e0e\u4ea7\u4e1a\u7684\u518d\u601d\u8003

\n

\u524d\u4e24\u5929\u4e0e\u670b\u53cb\u8001\u738b\u548c\u8001\u5f20\u804a\u5929\uff0c\u4e00\u8d77\u8ba8\u8bba\u4e86\u5173\u4e8e AI \u76ee\u524d\u53d1\u5c55\u7684\u95ee\u9898\u3002\u5176\u4e2d\u4e3b\u8981\u8ba8\u8bba\u4e86 3 \u4e2a\u95ee\u9898\uff0c\u73b0\u5728\u603b\u7ed3\u5982\u4e0b\u3002

\n

\u6838\u5fc3\u8ba8\u8bba

1. AI \u5230\u5e95\u662f\u4ec0\u4e48\uff1f

2. AI \u80fd\u5426\u7406\u89e3\u4eba\u7c7b\uff1f

3. AI \u662f\u5426\u771f\u6b63\u521b\u9020\u4e86\u4ea7\u4e1a\u4ef7\u503c\uff1f

\u4e00\u3001AI \u7684\u672c\u8d28\uff1a\u662f\u6982\u7387\u673a\u5668\uff0c\u8fd8\u662f\u8ba4\u77e5\u96cf\u5f62\uff1f

\u8001\u738b \u8ba4\u4e3a\uff0c\u5f53\u524d\u7684 AI \u5e76\u975e\u771f\u6b63\u7684\u667a\u80fd\uff0c\u867d\u7136\u662f\u5927\u6a21\u578b\uff0c\u4f46\u672c\u8d28\u4e0a\u4ecd\u7136\u662f\u57fa\u4e8e\u6982\u7387\u7edf\u8ba1\u7684\u8ba1\u7b97\u7cfb\u7edf\u3002\u8ba1\u7b97\u673a\u57fa\u4e8e\u51af\u00b7\u8bfa\u4f9d\u66fc\u4f53\u7cfb\u7684 0-1 \u7ed3\u6784\uff0c\u5728\u5e95\u5c42\u5b9e\u73b0\u4e0a\u4f9d\u8d56\u5f62\u5f0f\u903b\u8f91\uff0c\u901a\u8fc7\u6982\u7387\u7edf\u8ba1\u8fdb\u884c\u8ba1\u7b97\u4e0e\u751f\u6210\uff0c\u5c1a\u672a\u771f\u6b63\u7a81\u7834\u56fe\u7075\u6d4b\u8bd5\uff0c\u8fd8\u4e0d\u662f\u771f\u6b63\u610f\u4e49\u4e0a\u7684\u201c\u5f3a\u4eba\u5de5\u667a\u80fd\u201d\u3002\u8fd9\u4e00\u89c2\u70b9\u4e0e\u6768\u7acb\u6606\u57fa\u672c\u4e00\u81f4\uff1aAI \u6ca1\u6709\u6839\u672c\u7a81\u7834\u3002

\u8001\u738b \u6307\u51fa\uff0cAlphaGo \u91c7\u7528 CNN+\u6df1\u5ea6\u5b66\u4e60\uff0c\u4f53\u7cfb\u76f8\u5bf9\u660e\u786e\uff1b\u800c\u5f53\u524d\u7684\u751f\u6210\u5f0f LLM \u91c7\u7528 Transformer+\u6df1\u5ea6\u5b66\u4e60\uff0c\u8868\u8fbe\u80fd\u529b\u66f4\u5f3a\uff0c\u4f46\u4e5f\u66f4\u4e3a\u5bbd\u6cdb\uff0c\u5176\u6280\u672f\u8def\u5f84\u672a\u5fc5\u4ee3\u8868\u4eba\u5de5\u667a\u80fd\u7684\u672a\u6765\u3002

\u5173\u4e8e\u8fd9\u4e00\u70b9\uff0c\u8001\u5f20 \u8ba4\u4e3a\uff0c\u4ece\u7cfb\u7edf\u89d2\u5ea6\u6765\u770b\uff1a

\n

\u9650\u5236\u667a\u80fd\u7684\u4e0d\u662f 0 \u548c 1 \uff0c\u800c\u662f\u7cfb\u7edf\u590d\u6742\u5ea6\u4e0e\u7ed3\u6784\u3002

\n

\u8001\u5f20 \u7684\u770b\u6cd5\u662f\uff1a\u8001\u738b \u7684\u603b\u4f53\u89c2\u5ff5\u6ca1\u9519\uff0c\u56e0\u4e3a\u4ed6\u81ea\u5df1\u6b64\u524d\u4e5f\u662f\u8fd9\u4e48\u8ba4\u4e3a\u7684\u3002\u4f46\u81ea\u53bb\u5e74\u4e0b\u534a\u5e74 Claude Code \u5728 AI \u7f16\u7a0b\u4e0a\u7684\u8868\u73b0\u5b9e\u5728\u9707\u64bc\uff0c\u4ed6\u7684\u770b\u6cd5\u6709\u6240\u8f6c\u53d8\u3002\u8001\u5f20\u8ba4\u4e3a\uff0c\u4e16\u754c\u662f\u4e0d\u65ad\u53d1\u5c55\u53d8\u5316\u7684\uff0c0-1 \u67b6\u6784\u5e76\u4e0d\u610f\u5473\u7740\u65e0\u6cd5\u7a81\u7834\uff0c\u5b83\u540c\u6837\u53ef\u4ee5\u5728\u9ad8\u5c42\u8868\u8fbe\u51fa\u7c7b\u4eba\u7684\u601d\u7ef4\u4e0e\u60c5\u7eea\u3002\u4eba\u7684\u5927\u8111\u672c\u8d28\u4e0a\u4e5f\u662f\u7535\u4fe1\u53f7\u7684\u590d\u6742\u7ec4\u5408\uff0c\u53ea\u4e0d\u8fc7\u5176\u89c4\u6a21\u548c\u590d\u6742\u5ea6\u8fdc\u8d85\u5f53\u524d\u8ba1\u7b97\u7cfb\u7edf\u3002\u5982\u4eca\u7684 Agentic AI \u53ca Harness \u5de5\u7a0b\u67b6\u6784\uff08\u5982\u4efb\u52a1\u7f16\u6392\u3001\u4e0a\u4e0b\u6587\u7ec4\u7ec7\u3001\u72b6\u6001\u7ba1\u7406\u3001\u5de5\u5177\u94fe\u6574\u5408\u7b49\uff09\uff0c\u6b63\u5728\u4ece\u5de5\u5177\u9010\u6b65\u5411\u201c\u7c7b\u8ba4\u77e5\u7cfb\u7edf\u201d\u6f14\u8fdb\u3002

\n

\u6211\u7684\u770b\u6cd5\uff1a\u4e24\u4eba\u90fd\u5bf9\u3002\u76ee\u524d\u7684\u5927\u6a21\u578b AI \u672c\u8d28\u4e0a\u8fd8\u662f\u6982\u7387\u7edf\u8ba1\uff0c\u5e76\u6ca1\u6709\u4eba\u7c7b\u90a3\u6837\u53d1\u6563\u7684\u601d\u7ef4\u3002\u4f46 AI \u53d1\u5c55\u5f88\u5feb\uff0c\u672a\u6765\u4e5f\u8bb8\u53ef\u4ee5\u3002

\n

\u4e8c\u3001\u8bed\u8a00\u4e0e\u8ba4\u77e5\uff1a\u5f62\u5f0f\u903b\u8f91\u4e0e\u975e\u5f62\u5f0f\u8bed\u8a00\u4e4b\u4e89

\u8001\u738b \u5f15\u7528\u201c\u9053\u53ef\u9053\uff0c\u975e\u5e38\u9053\u201d\uff1a\u80fd\u591f\u7528\u8bed\u8a00\u8868\u8fbe\u7684\u5185\u5bb9\u8ba1\u7b97\u673a\u624d\u80fd\u7406\u89e3\uff0c\u65e0\u6cd5\u7528\u8bed\u8a00\u8868\u8fbe\u7684\u5185\u5bb9\u8ba1\u7b97\u673a\u7406\u89e3\u4e0d\u4e86\u3002\u8ba1\u7b97\u673a\u7406\u89e3\u7684\u662f\u5f62\u5f0f\u8bed\u8a00\uff0c\u800c\u4eba\u7c7b\u6709\u5f88\u591a\u975e\u5f62\u5f0f\u8bed\u8a00\uff0c\u5982\u62bd\u8c61\u3001\u610f\u8bc6\u3001\u60c5\u7eea\u3001\u601d\u7ef4\u3002\u8001\u738b \u8ba4\u4e3a\uff0c\u5c3d\u7ba1\u73b0\u5728\u7684 LLM \u5177\u5907\u4e00\u5b9a\u81ea\u76d1\u7763\u548c\u81ea\u6211\u5b66\u4e60\u8fdb\u5316\u7684\u80fd\u529b\uff0c\u4f46\u76ee\u524d\u7684\u8ba1\u7b97\u673a\u4f9d\u7136\u65e0\u6cd5\u8868\u8fbe\u975e\u5f62\u5f0f\u903b\u8f91\u3002

\u8fd9\u4e00\u60f3\u6cd5\u4e0e\u8001\u5b50\u76f8\u4f3c\uff1a\u771f\u6b63\u7684\u201c\u9053\u201d\u65e0\u6cd5\u7528\u8bed\u8a00\u8868\u8fbe\uff0c\u80fd\u8868\u8fbe\u51fa\u6765\u7684\u90a3\u4e0d\u662f\u90a3\u4e2a\u201c\u9053\u201d\u4e86\u3002\u4eba\u7c7b\u6700\u9ad8\u7ea7\u7684\u5730\u65b9\u6070\u6070\u5728\u4e8e\u8bed\u6cd5\u65e0\u6cd5\u8a00\u8bf4\u7684\u4e1c\u897f\uff0c\u9700\u8981\u4f53\u4f1a\uff0c\u4e14\u56e0\u4eba\u800c\u5f02\u3002\u7ef4\u7279\u6839\u65af\u5766\u4e5f\u6709\u7c7b\u4f3c\u89c2\u70b9\u2014\u2014\u8bed\u8a00\u5373\u4e16\u754c\uff0c\u51e1\u80fd\u7528\u8bed\u8a00\u8bf4\u6e05\u695a\u7684\u5c31\u80fd\u8bf4\u6e05\u695a\uff0c\u8bf4\u4e0d\u6e05\u695a\u7684\u90a3\u4e2a\u771f\u5b9e\u4e16\u754c\u6211\u4eec\u65e0\u6cd5\u7406\u89e3\u3002

\u8001\u5f20 \u5219\u6301\u4e0d\u540c\u7684\u7acb\u573a\uff1a

\n

\u65e0\u6cd5\u5b8c\u5168\u8868\u8fbe \u2260 \u65e0\u6cd5\u903c\u8fd1\u8868\u8fbe

\n

\u8001\u5f20 \u8ba4\u4e3a\uff0c\u201c\u9053\u201d\u867d\u7136\u65e0\u6cd5\u771f\u6b63\u8bf4\u7834\uff0c\u4f46\u53ef\u4ee5\u65e0\u9650\u903c\u8fd1\u5730\u63cf\u8ff0\uff0c\u6700\u7ec8\u8868\u8fbe\u51fa\u975e\u5e38\u63a5\u8fd1\u7684\u5185\u5bb9\uff0c\u90a3\u65f6\u4e5f\u8bb8\u5c31\u662f\u6211\u4eec\u53ef\u4ee5\u7406\u89e3\u7684\u9053\u3002\u5c31\u50cf\u6211\u4eec\u65e0\u6cd5\u7a77\u5c3d\u03c0\uff0c\u4f46\u53ea\u8981\u7cbe\u786e\u5230\u5c0f\u6570\u70b9\u540e\u4e00\u5b9a\u4f4d\u6570\uff0c\u8ba1\u7b97\u8bef\u5dee\u5b8c\u5168\u591f\u7528\u4e86\u3002\u7ef4\u7279\u6839\u65af\u5766\u8bf4\u201c\u8bed\u8a00\u5373\u4e16\u754c\u201d\uff0c\u4e5f\u5c31\u662f\u4e00\u5207\u80fd\u8868\u8fbe\u7684\u90fd\u53ef\u4ee5\u901a\u8fc7\u8bed\u8a00\u6765\u8868\u8fbe\uff1b\u5982\u679c\u65e0\u6cd5\u8868\u8fbe\uff0c\u90a3\u4e48\u90a3\u4e2a\u4e16\u754c\u6211\u4eec\u4e5f\u65e0\u6cd5\u771f\u6b63\u7406\u89e3\u548c\u8ba4\u77e5\u3002\u65e2\u7136\u53ef\u4ee5\u8868\u8fbe\uff0c\u90a3\u4e48\u8ba1\u7b97\u673a\u4e5f\u80fd\u7406\u89e3\u6211\u4eec\u7684\u8868\u8fbe\u3002AI \u4e0d\u4e00\u5b9a\u771f\u6b63\u7406\u89e3\uff0c\u4f46\u53ef\u4ee5\u201c\u8868\u73b0\u5f97\u50cf\u7406\u89e3\u201d\u3002\u4e5f\u5c31\u662f\u8bf4\uff0c\u8ba1\u7b97\u673a\u7528\u5f62\u5f0f\u8bed\u8a00\u63cf\u8ff0\u7684\u4e16\u754c\u867d\u662f\u7b26\u53f7\u6a21\u62df\uff0c\u4f46\u5f53\u65e0\u9650\u903c\u8fd1\u771f\u5b9e\u65f6\uff0c\u53c8\u52a0\u4e0a\u771f\u5b9e\u7684\u4e16\u754c\u6211\u4eec\u4e5f\u65e0\u4ece\u5b8c\u5168\u77e5\u6653\uff0c\u56e0\u6b64\u5f53\u8ba1\u7b97\u673a\u6a21\u62df\u5f97\u8db3\u591f\u903c\u771f\u65f6\uff0c\u6211\u4eec\u53ef\u4ee5\u8bf4\u8ba1\u7b97\u673a\u7684\u4e16\u754c\u5c31\u662f\u771f\u5b9e\u7684\u4e16\u754c\u3002

\n

\u6211\u7684\u770b\u6cd5\uff1a\u5404\u6709\u9053\u7406\u3002\u8bed\u8a00\u662f\u6709\u9650\u5236\u7684\uff0c\u65e0\u6cd5\u5b8c\u5168\u5730\u8868\u8ff0\u51fa\u771f\u5b9e\u7684\u4e16\u754c\u3002\u6211\u4eec\u53ef\u4ee5\u4f53\u4f1a\u548c\u611f\u53d7\u67d0\u79cd\u601d\u60f3\uff0c\u800c\u65e0\u6cd5\u7cbe\u786e\u6982\u62ec\u548c\u5b9a\u4e49\u3002\u4f46\u8db3\u591f\u4e30\u5bcc\u7684\u5f62\u5f0f\u903b\u8f91\u4e5f\u53ef\u80fd\u6a21\u62df\u51fa\u975e\u5e38\u63a5\u8fd1\u771f\u5b9e\u7684\u4e16\u754c\u3002

\n

\u4e09\u3001AI \u4ea7\u4e1a\uff1a\u865a\u5047\u7e41\u8363\u8fd8\u662f\u5fc5\u7ecf\u4e4b\u8def\uff1f

\u8001\u738b \u4ece\u4ea7\u4e1a\u7b2c\u4e00\u3001\u7b2c\u4e8c\u3001\u7b2c\u4e09\u4ea7\u4e1a\u7684\u89d2\u5ea6\u6307\u51fa\uff1a\u76ee\u524d AI \u8fc7\u5ea6\u706b\u70ed\uff0c\u5b58\u5728\u865a\u5047\u7e41\u8363\uff0c\u662f\u5728\u81ea\u5df1\u7684\u884c\u4e1a\u91cc\u5185\u5faa\u73af\uff0c\u800c\u6ca1\u6709\u63d0\u5347\u519c\u4e1a\u3001\u5de5\u4e1a\u7b49\u5b9e\u4e1a\u4e2d\u7684\u6548\u7387\u548c\u6548\u679c\u3002\u56e0\u6b64\uff0c\u5f53\u524d\u7684 tokens \u7ecf\u6d4e\u5b58\u5728\u4e00\u5b9a\u9690\u60a3\uff0c\u9700\u8981\u8ba4\u8bc6\u5230\u8fd9\u4e00\u70b9\uff0c\u5e76\u628a AI \u7684\u80fd\u529b\u8d4b\u80fd\u5230\u5b9e\u4f53\u7ecf\u6d4e\u4e2d\u3002

\u8001\u738b \u7684\u601d\u60f3\u7ad9\u5728\u4e3a\u5b9e\u4e1a\u670d\u52a1\u7684\u89d2\u5ea6\uff0c\u672c\u8eab\u6ca1\u9519\u3002\u670d\u52a1\u4e1a\uff08\u5c24\u5176\u662f\u4fe1\u606f\u670d\u52a1\u4e1a\uff09\u5e94\u8be5\u4e3a\u5b9e\u4f53\u7ecf\u6d4e\u63d0\u4f9b\u8d4b\u80fd\uff0c\u5373\u4e92\u8054\u7f51+\u3001AI+\uff0c\u800c\u4e0d\u662f\u4e92\u8054\u7f51\u548c AI \u884c\u4e1a\u81ea\u55e8\u3002\u5f53\u524d token \u7ecf\u6d4e\u975e\u5e38\u706b\u7206\uff0c\u667a\u8c31 AI \u3001Minimax \u3001Kimi \u5982\u706b\u5982\u837c\uff0c\u786e\u5b9e\u5b58\u5728\u4e00\u5b9a\u7684\u7092\u4f5c\u548c\u6ce1\u6cab\u3002

\u8001\u5f20 \u5219\u8ba4\u4e3a\uff1a

\n

\u5185\u90e8\u4f18\u5316 \u2192 \u5de5\u5177\u6210\u719f \u2192 \u884c\u4e1a\u6e17\u900f \u2192 \u4ea7\u4e1a\u5347\u7ea7

\n

token \u7b97\u529b\u76ee\u524d\u4e3b\u8981\u670d\u52a1\u7684\u786e\u5b9e\u662f AI \u548c\u4e92\u8054\u7f51\u884c\u4e1a\u5185\u90e8\uff0c\u4f46\u53ea\u6709\u7ecf\u8fc7\u5185\u90e8 AI \u5316\u6539\u9020\u3001\u6478\u6e05\u695a\u5982\u4f55\u5229\u7528 AI \u8d4b\u80fd\u4e4b\u540e\uff0c\u624d\u80fd\u9010\u6e10\u7ed9\u5b9e\u4e1a\u754c\u8d4b\u80fd\u3002\u5f53\u524d AI \u5b58\u5728\u4e00\u5b9a\u6ce1\u6cab\uff0c\u4f46\u7b26\u5408\u6280\u672f\u53d1\u5c55\u89c4\u5f8b\u3002AI \u4ecd\u5904\u4e8e\u81ea\u6211\u8fdb\u5316\u9636\u6bb5\u3002\u76f8\u4fe1\u4e0d\u4e45\u7684\u5c06\u6765\uff0cAI \u5c31\u4f1a\u6e17\u900f\u8fdb\u5404\u884c\u5404\u4e1a\uff0c\u5e76\u4e3a\u4ea7\u4e1a\u5e26\u6765\u5b9e\u9645\u7684\u4ef7\u503c\u3002

\n

\u6211\u7684\u770b\u6cd5\uff1a\u4f9d\u7136\u662f\u5404\u6709\u9053\u7406\u3002\u8001\u738b\u662f\u7ad9\u5728\u5f53\u524d\u72b6\u51b5\u8bf4\u7684\uff0c\u800c\u8001\u5f20\u770b\u7684\u662f\u672a\u6765\u53d1\u5c55\u3002\u5f53\u524d\u7b97\u529b\u7ecf\u6d4e\u4e0e token \u7ecf\u6d4e\u7684\u786e\u8fc7\u4e8e\u706b\u70ed\uff0c\u6709\u5f88\u591a\u7684\u6ce1\u6cab\u3002\u4f46\u672a\u6765 AI \u4e00\u5b9a\u4f1a\u670d\u52a1\u597d\u5b9e\u4f53\u7ecf\u6d4e\u3002

\n

\u56db\u3001\u5206\u6b67\u672c\u8d28\uff1a\u4e24\u79cd\u89c6\u89d2\u7684\u5bf9\u7167

\u8001\u738b \u5f3a\u8c03\uff1a\u8ba1\u7b97\u673a\u65e0\u6cd5\u7406\u89e3\u975e\u5f62\u5f0f\u903b\u8f91\uff0cAI \u8131\u79bb\u5b9e\u4f53\u662f\u9690\u60a3\u3002
\n\u8001\u5f20 \u5f3a\u8c03\uff1a\u4e16\u754c\u662f\u53d1\u5c55\u7684\uff0c\u903c\u8fd1\u8868\u8fbe\u662f\u53ef\u884c\u7684\uff0c\u884c\u4e1a\u81ea\u5faa\u73af\u662f\u5fc5\u7ecf\u9636\u6bb5\u3002

\n

\u6211\u7684\u770b\u6cd5\uff1a\u4e0d\u96be\u770b\u51fa\uff0c\u8001\u738b\u76f8\u5bf9\u4fdd\u5b88\uff08\u5ba1\u614e\uff09\uff0c\u8001\u5f20\u5219\u76f8\u5bf9\u6fc0\u8fdb\uff08\u4e50\u89c2\uff09\u3002\u8fd9\u4e0d\u5206\u5bf9\u9519\uff0c\u4e5f\u6ca1\u6709\u9ad8\u4e0b\u4e4b\u5206\u3002

\n

\u4e94\u3001\u5173\u952e\u95ee\u9898\uff1aAI \u662f\u5de5\u5177\uff0c\u8fd8\u662f\u8ba4\u77e5\u7cfb\u7edf\uff1f

\n

AI \u5c1a\u672a\u6210\u4e3a\u8ba4\u77e5\u7cfb\u7edf\uff0c\u4f46\u6b63\u5728\u903c\u8fd1\u3002

\n

\u4ece\u8001\u738b\u548c\u8001\u5f20\u7684\u5206\u6b67\u4e2d\u53ef\u4ee5\u770b\u51fa\uff0c\u5bf9 AI \u672c\u8d28\u7684\u5224\u5b9a\u53d6\u51b3\u4e8e\u6211\u4eec\u7ad9\u5728\u54ea\u4e2a\u65f6\u95f4\u5c3a\u5ea6\u548c\u54f2\u5b66\u7acb\u573a\u4e0a\u3002

\n
• \u82e5\u4ee5\u56fe\u7075\u6d4b\u8bd5\u548c\u5f62\u5f0f\u903b\u8f91\u4e3a\u552f\u4e00\u6807\u51c6\uff0cAI \u4ecd\u662f\u6982\u7387\u673a\u5668\u3002
\n
• \u82e5\u4ee5\u7cfb\u7edf\u590d\u6742\u5ea6\u548c\u529f\u80fd\u8868\u73b0\u4e3a\u5c3a\u5ea6\uff0cAI \u5df2\u5c55\u73b0\u51fa\u7c7b\u8ba4\u77e5\u7684\u96cf\u5f62\u3002
\n

\n

\u6211\u7684\u770b\u6cd5\uff1a\u7b54\u6848\u4e0d\u662f\u975e\u6b64\u5373\u5f7c\uff0c\u800c\u662f\u4e00\u4e2a\u6301\u7eed\u7684\u6f14\u5316\u8fc7\u7a0b\u3002AI \u662f\u4e00\u4e2a\u5177\u6709\u8ba4\u77e5\u80fd\u529b\u7684\u5de5\u5177\u3002

\n

\u7ed3\u8bed

AI \u65f6\u4ee3\u7684\u672c\u8d28\u53d8\u5316\u662f\uff1a

\n

\u4eba\u4ece\u6267\u884c\u8005\uff08\u95ee\u9898\u89e3\u51b3\uff09\uff0c\u8f6c\u53d8\u4e3a AI \u7684\u9a71\u52a8\u8005\uff08\u95ee\u9898\u51b3\u7b56\uff09\u3002

\n

\u65e0\u8bba\u8001\u738b\u7684\u5ba1\u614e\uff0c\u8fd8\u662f\u8001\u5f20\u7684\u4e50\u89c2\uff0c\u90fd\u6307\u5411\u540c\u4e00\u4e2a\u65b9\u5411\uff1aAI \u6b63\u5728\u91cd\u65b0\u5b9a\u4e49\u4eba\u7c7b\u4e0e\u673a\u5668\u4e4b\u95f4\u7684\u5173\u7cfb\u3002\u5206\u6b67\u5e76\u975e\u5bf9\u7acb\uff0c\u800c\u662f\u63a8\u52a8\u601d\u8003\u6df1\u5165\u7684\u4e24\u79cd\u5fc5\u8981\u529b\u91cf\u3002

\u6700\u540e\uff0c\u4e24\u4eba\u5e76\u672a\u8ba8\u8bba\u201cAI \u662f\u5426\u4f1a\u53d6\u4ee3\u4eba\u7c7b\u201d\u7684\u95ee\u9898\uff0c\u56e0\u4e3a\u4ed6\u4eec\u90fd\u503e\u5411\u4e8e\u8ba4\u4e3a\uff1aAI \u672c\u8d28\u4e0a\u4ecd\u662f\u4eba\u7c7b\u7684\u5de5\u5177\uff0c\u5176\u4ef7\u503c\u5728\u4e8e\u670d\u52a1\u4eba\u7c7b\uff0c\u800c\u975e\u53d6\u4ee3\u4eba\u7c7b\u3002

\n

\u6211\u7684\u770b\u6cd5\uff1a\u5bf9\u4e8e AI \u603b\u4f53\u662f\u8c28\u614e\u5730\u4e50\u89c2\uff0c\u4e0d\u662f\u62c5\u5fc3 AI \u53d6\u4ee3\u4eba\u7c7b\uff0c\u800c\u662f AI \u5bf9\u4eba\u7c7b\u793e\u4f1a\u73b0\u6709\u79e9\u5e8f\u51b2\u51fb\u592a\u5927\uff0c\u4eba\u7c7b\u8fd8\u6ca1\u6709\u505a\u597d\u51c6\u5907\u3002

\n

\u60a8\u600e\u4e48\u770b\uff1f\u6b22\u8fce\u7559\u8a00\u63a2\u8ba8\u3002

\u672c\u6765\u60f3\u4f53\u9a8c\u4e00\u4e0b\u667a\u8c31\u7684 GLM5.1,\u7ed3\u679c\u4eca\u5929 10 \u70b9\u4e00\u8fdb\u53bb\u5c31\u63d0\u793a\u8bbf\u95ee\u4eba\u6570\u592a\u591a\uff0c\u7b49\u91cd\u65b0\u80fd\u8bbf\u95ee\u65f6\u5df2\u7ecf\u53d8\u6210\u552e\u7f44\u4e86\u3002\u6211\u4e0d\u77e5\u9053\u662f\u641e\u9965\u997f\u8425\u9500\u8fd8\u662f\u771f\u7684\u7b97\u529b\u4e0d\u8db3\u3002\u60f3\u95ee\u4e0b\u5404\u4f4d\u5927\u4f6c\uff0c\u6709\u6ca1\u6709\u63a8\u8350\u7684 coding plan \u3002

\u5404\u4f4d\u662f\u5982\u4f55\u505a\u7684\uff1f\u662f\u4f7f\u7528\u4ec0\u4e48\u5bf9\u8bdd\u7a97\u53e3\u6216\u662f\u547d\u4ee4\u884c\u3001\u6216\u8005\u7b2c\u4e09\u65b9\u5de5\u5177\uff1f ClaudeCode / Cursor \uff1f\n\u5e73\u65f6\u6211\u90fd\u7528 Cursor \u3002\uff08\u56e0\u4e3a ClaudeCode \u5c4f\u853d\u6bd4\u8f83\u731b\u70c8\uff09\u6240\u4ee5\u672c\u5730\u7684\u5982\u4f55\u9ad8\u6548\u534f\u4f5c\u8fd8\u5e0c\u671b\u53c2\u8003\u4e0b\u5927\u5bb6\u7684\u4f18\u96c5\u4f5c\u98ce\u3002

\u5927\u5bb6\u597d\uff0c\u6700\u8fd1\u4e1a\u4f59\u65f6\u95f4\u64b8\u4e86\u4e00\u4e2a\u684c\u9762\u865a\u62df\u966a\u4f34\u5c0f\u5de5\u5177\uff1aCodeWalkers \u3002

\u7b80\u5355\u6765\u8bf4\uff0c\u5b83\u4f1a\u5728\u4f60\u5c4f\u5e55\u4e0a\u6e9c\u8fbe\uff0c\u5f53\u4f60\u65e0\u804a\u6216\u8005\u9700\u8981 AI \u52a9\u624b\u7684\u65f6\u5019\uff0c\u70b9\u5b83\u4e00\u4e0b\u5c31\u80fd\u76f4\u63a5\u5524\u51fa\u4e00\u4e2a\u5185\u7f6e\u7684 AI \u7ec8\u7aef\u6765\u5bf9\u8bdd\u3002

\u2728 \u6838\u5fc3\u7279\u70b9\uff1a

\n
• \u6781\u4f4e\u8d44\u6e90\u5360\u7528 \uff1a\u57fa\u4e8e Tauri v2 + Rust \u6784\u5efa\uff0c\u6bd4 Electron \u8f7b\u91cf\u5f88\u591a\uff0c\u6302\u5728\u540e\u53f0\u51e0\u4e4e\u65e0\u611f\u3002
\n
• \u50cf\u7d20\u7ea7\u70b9\u51fb\u7a7f\u900f \uff1a\u505a\u4e86 Canvas Alpha \u68c0\u6d4b\uff0c\u53ea\u6709\u70b9\u5230\u5c0f\u4eba\u7269\u672c\u4f53\u624d\u80fd\u62d6\u62fd\u6216\u4ea4\u4e92\uff0c\u900f\u660e\u533a\u57df\u5b8c\u5168\u4e0d\u5f71\u54cd\u4f60\u70b9\u51fb\u80cc\u540e\u7684\u684c\u9762\u6216\u4ee3\u7801\u7f16\u8f91\u5668\u3002
\n
• \u6c89\u6d78\u5f0f AI \u7ec8\u7aef \uff1a\u5185\u7f6e\u4e86\u57fa\u4e8e portable-pty \u7684\u7ec8\u7aef\u9762\u677f\uff0c\u65e0\u7f1d\u5bf9\u63a5\u4e86 Gemini \u7b49 CLI \u5de5\u5177\uff0c\u5e26\u6253\u5b57\u673a\u6548\u679c\u548c\u601d\u8003\u6c14\u6ce1\uff08\u7c7b\u4f3c\u4e4b\u524d\u6bd4\u8f83\u706b\u7684 Lil Agents \uff0c\u4f46\u6211\u505a\u6210\u4e86\u8de8\u5e73\u53f0\u684c\u9762\u7aef\uff09\u3002
\n
• \u6478\u9c7c/\u72b6\u6001\u5207\u6362 \uff1a\u53f3\u952e\u5c0f\u4eba\u7269\u53ef\u4ee5\u7ed9\u81ea\u5df1\u6302\u4e2a\u201c\u4e0a\u73ed/\u4e0b\u73ed/\u5403\u996d\u201d\u7684\u72b6\u6001\uff0c\u65f6\u95f4\u957f\u4e86\u8fd8\u4f1a\u63d0\u9192\u4f60\u7ad9\u8d77\u6765\u8d70\u8d70\u3002
\n

\ud83d\udcbb \u6280\u672f\u6808\uff1aTauri v2 + Rust + React 19 + TypeScript + TailwindCSS

\u56e0\u4e3a\u662f\u4e2a\u4eba\u5f00\u6e90\u9879\u76ee\uff0c\u4ee3\u7801\u53ef\u80fd\u8fd8\u6709\u70b9\u7c97\u7cd9\uff0c\u8fd8\u5728\u6301\u7eed\u8fed\u4ee3\u4e2d\u3002\u4e3b\u8981\u76ee\u7684\u662f\u63a2\u7d22 Tauri v2 \u5728\u900f\u660e\u5f02\u5f62\u7a97\u53e3\u3001PTY \u7ec8\u7aef\u4ee5\u53ca\u7cfb\u7edf\u7ea7\u4e8b\u4ef6\u4e0a\u7684\u80fd\u529b\u3002

\ud83d\udd17 GitHub \u5730\u5740\uff1a https://github.com/you-want/CodeWalkers

\u5982\u679c\u89c9\u5f97\u6709\u610f\u601d\uff0c\u6b22\u8fce\u6765\u4f53\u9a8c\u4e00\u4e0b\uff0c\u6216\u8005\u63d0 PR/Issue \u4e00\u8d77\u6298\u817e\u3002\u6c42\u8f7b\u55b7 \ud83d\ude4f\u3002

\u54ea\u4f4d\u61c2\u7684\u5927\u4f6c\u7ed9\u8bb2\u8bb2\u5565\u533a\u522b\uff1f

\u5468\u4e00\u7684 100% \u7684\u65f6\u5019\uff0c\u95ee\u4e00\u4e2a\u95ee\u9898\uff0c\u76f4\u63a5\u6389\u5230 60%

\u4e8e\u662f\u6263\u6263\u641c\u641c\u7684\u7528\u7740 flash \u53bb\u505a\u7b80\u5355\u7684\u4efb\u52a1\uff0c\u590d\u6742\u7684\u624d\u7528 Claude \u3002

\u7ed3\u679c\u4eca\u5929\u5fd8\u8bb0\u5207\u4e86\u6a21\u578b\uff0c\u4e00\u76f4\u7528\u7740 Claude \uff0c\u7528\u4e86\u4e00\u6574\u5929\uff0c\u5904\u7406\u5f88\u591a\u4efb\u52a1\uff0c\u7136\u540e\u624d\u53d1\u73b0\u8fd9\u4e1c\u897f\u7528\u91cf\u6389\u5230 20% \u4e4b\u540e\u4f3c\u4e4e\u4e00\u76f4\u4e0d\u4f1a\u5f80\u4e0b\u6389\u7684\u3002\u4eca\u5929\u4e00\u76f4\u4f7f\u7528\u90fd\u6ca1\u6709\u5230 0 \u3002\u4e0d\u77e5\u9053\u660e\u5929\u7ee7\u7eed\u7528\u4f1a\u4e0d\u4f1a\u6709\u95ee\u9898\u3002

\u5982\u4f55\u5c06 LLM \u771f\u6b63\u843d\u5730\u5230\u590d\u6742\u7684\u4e1a\u52a1\u7cfb\u7edf\u4e2d\uff1f

\u6211\u5f00\u6e90\u4e86\u4e00\u4e2a\u5b8c\u6574\u7684\u5168\u6808\u9879\u76ee\uff1a**AI Data Analyzer (\u81ea\u52a8\u5316\u6570\u636e\u5206\u6790 AI Agent)**\uff0c\u5e76\u9644\u5e26\u4e86\u4ece 0 \u5230 1 \u7684\u7cfb\u5217\u56fe\u6587\u6559\u7a0b\uff01

\ud83c\udf1f \u786c\u6838\u6280\u672f\u6808 & \u4eae\u70b9\uff1a

\n
• \u5168\u6808\u67b6\u6784\uff1aNext.js (React 19) \u524d\u7aef + NestJS \u540e\u7aef + PostgreSQL \u3002
\n
• AI \u80fd\u529b\uff1a\u65e0\u7f1d\u5207\u6362 OpenAI/Claude/Ollama \uff0c\u652f\u6301 Zod \u7ed3\u6784\u5316\u6570\u636e\u6821\u9a8c\u4e0e\u5e7b\u89c9\u91cd\u8bd5\u3002
\n
• \u6781\u81f4\u4f53\u9a8c\uff1aSSE \u6253\u5b57\u673a\u6d41\u5f0f\u8f93\u51fa + WebSocket \u5b9e\u65f6\u63a8\u9001 Agent \u601d\u8003\u72b6\u6001\u3002
\n
• \u5de5\u4e1a\u7ea7\u8bbe\u8ba1\uff1aRedis + BullMQ \u5904\u7406\u5927\u89c4\u6a21\u5f02\u6b65\u6570\u636e\u6e05\u6d17\u4e0e\u5206\u6790\u4efb\u52a1\u3002
\n
• \u9177\u70ab\u53ef\u89c6\u5316\uff1a\u96c6\u6210 ECharts & Three.js \uff0c\u5b9e\u73b0 2D \u5173\u7cfb\u56fe\u8c31\u4e0e 3D \u6570\u636e\u661f\u7cfb\u3002
\n

\u8fd9\u4e0d\u662f\u4e00\u4e2a\u7b80\u5355\u7684 API \u8c03\u7528\u73a9\u5177\uff0c\u800c\u662f\u5b8c\u6574\u7684\u4f01\u4e1a\u7ea7\u67b6\u6784\u96cf\u5f62\u3002

\n
• \ud83d\udd17 GitHub \u6e90\u7801\uff1ahttps://github.com/you-want/ai-data-analyzer
\n
• \ud83d\udcd6 \u914d\u5957\u5b8c\u6574\u6559\u7a0b\uff1a[https://mp.weixin.qq.com/mp/appmsgalbum?action=getalbum&__biz=MzU5MjM4MTA5MA==&scene=1&album_id=4431259597206634496&count=3#wechat_redirect]
\n

\u6b22\u8fce Star \u2b50\ufe0f \u5173\u6ce8\u4ea4\u6d41\uff01\u4e5f\u6b22\u8fce\u5927\u5bb6 Fork \u4f53\u9a8c\u6216\u63d0\u4ea4 PR \u4e00\u8d77\u5b8c\u5584\uff5e

https://github.com/mahonzhan/awesome-coding-plan

https://github.com/haowen-xu/autodev

\u76ee\u524d\u9002\u914d\u4e86 ChatGPT (codex)\uff0c\u8ba1\u5212\u9002\u914d Claude Code \u3002

\u8fd9\u662f\u4ec0\u4e48\uff1f

\u4e00\u53e5\u8bdd\uff1a\u4f60\u5199\u4e00\u4e2a\u9700\u6c42\u6587\u6863\uff0c\u5b83\u5e2e\u4f60\u628a\u4ee3\u7801\u5f00\u53d1\u5b8c\u3002

autodev \u662f\u4e00\u4e2a\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u811a\u672c\u3002\u4f60\u628a\u529f\u80fd\u9700\u6c42\u5199\u6210\u4e00\u4e2a Markdown \u6587\u4ef6\uff0c\u4ea4\u7ed9\u5b83\uff0c\u5b83\u4f1a\u81ea\u52a8\uff1a

\n
1. \u89c4\u5212\uff1a\u628a\u4f60\u7684\u9700\u6c42\u62c6\u89e3\u6210\u4e00\u6b65\u4e00\u6b65\u53ef\u6267\u884c\u7684\u5f00\u53d1\u4efb\u52a1
\n
2. \u5f00\u53d1\uff1adev agent \u7167\u7740\u4efb\u52a1\u6e05\u5355\u5199\u4ee3\u7801
\n
3. \u5ba1\u67e5\uff1areview agent \u72ec\u7acb\u9a8c\u6536\uff0c\u68c0\u67e5\u4ee3\u7801\u6709\u6ca1\u6709\u6309\u8981\u6c42\u505a\u5230\u4f4d
\n
4. \u4ef2\u88c1\uff1a\u5982\u679c dev \u548c review \u53cd\u590d\u5bf9\u4e0d\u4e0a\uff0c\u4ef2\u88c1\u8005\u51fa\u9762\u8c03\u89e3
\n
5. \u5408\u5e76\uff1a\u9a8c\u6536\u901a\u8fc7\u540e\uff0c\u81ea\u52a8\u63d0\u4ea4\u3001\u5408\u5e76\u3001\u63a8\u9001
\n

\u6838\u5fc3\u673a\u5236

Plan \u2192 Dev \u2192 Review \u95ed\u73af

\u4f60\u7684\u9700\u6c42\u6587\u6863 (xxx.md)\n \u2193\n [plan agent] \u2190 \u628a\u9700\u6c42\u7ec6\u5316\u4e3a\u53ef\u6267\u884c\u6b65\u9aa4\n \u2193\n \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\n \u2502 [dev agent] \u6309\u6e05\u5355\u5f00\u53d1 \u2502\n \u2502 \u2195 (disagreement \u2192 arbitrator) \u2502\n \u2502 [review agent] \u72ec\u7acb\u5ba1\u67e5 \u2502\n \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518\n \u2193 \u5ba1\u67e5\u901a\u8fc7\n [merge] \u63d0\u4ea4 / \u5408\u5e76 / \u63a8\u9001\n

dev \u548c review \u5404\u81ea\u7ef4\u62a4\u4e00\u4efd todo \u6e05\u5355\uff08\u5185\u5bb9\u4e00\u4e00\u5bf9\u5e94\uff09\uff0c\u4e92\u4e0d\u5e72\u6270\u5730\u63a8\u8fdb\u3002

\n
• dev \u8ba4\u4e3a\"\u5f00\u53d1\u5b8c\u6210\"\u2192 \u4ea4\u7ed9 review \u9a8c\u6536
\n
• review \u8ba4\u4e3a\"\u6ca1\u505a\u5b8c\"\u2192 \u6253\u56de\u7ed9 dev \u7ee7\u7eed
\n
• \u8fde\u7eed\u4e24\u6b21\u90fd\u5bf9\u4e0d\u4e0a \u2192 \u4ef2\u88c1\u8005\u51fa\u573a
\n

\u4ef2\u88c1\u8005\uff08 Arbitrator \uff09

\u4ef2\u88c1\u8005\u662f\u6700\u7ec8\u88c1\u5224\u3002\u5b83\u4f1a\uff1a

\n
• \u9605\u8bfb dev \u548c review \u53cc\u65b9\u7684\u6e05\u5355\u548c\u5206\u6b67
\n
• \u8981\u4e48\u6539\u5199\u53cc\u65b9\u7684\u6e05\u5355\uff0c\u8ba9 dev \u91cd\u65b0\u5f00\u53d1
\n
• \u8981\u4e48\u5224\u5b9a\u5f00\u53d1\u5df2\u5b8c\u6210\uff0c\u8df3\u8fc7\u4e89\u8bae\u76f4\u63a5\u8fdb\u5165\u5408\u5e76
\n

\u4ef2\u88c1\u6700\u591a\u8fdb\u884c 5 \u8f6e\uff0c\u9632\u6b62\u6b7b\u5faa\u73af\u3002

\u5feb\u901f\u4e0a\u624b

1. \u5b89\u88c5

pip install git+https://github.com/haowen-xu/autodev.git\n

2. \u51c6\u5907\u9700\u6c42\u6587\u6863

\u5728\u9879\u76ee\u91cc\u5199\u4e00\u4e2a Markdown \u6587\u4ef6\uff0c\u63cf\u8ff0\u4f60\u8981\u5f00\u53d1\u4ec0\u4e48\u529f\u80fd\u3002\u683c\u5f0f\u53ef\u4ee5\u53c2\u8003 docs/plans/ \u76ee\u5f55\u4e0b\u7684\u793a\u4f8b\u3002

\n

\u524d\u63d0\uff1a\u4f60\u7684\u4ee3\u7801\u5e93\u9700\u8981\u6709 docs/ \u6587\u6863\u4f53\u7cfb\u548c AGENTS.md \u6587\u4ef6\uff0c\u7528\u6765\u7ed9\u5404\u4e2a agent \u63d0\u4f9b\u9879\u76ee\u4e0a\u4e0b\u6587\u3002\u53ef\u4ee5\u53c2\u8003\u672c\u9879\u76ee\u7684\u5199\u6cd5\u3002

\n

3. \u8fd0\u884c

# \u57fa\u672c\u7528\u6cd5\nautodev -P docs/my-feature.md\n\n# \u5f00\u72ec\u7acb worktree \uff08\u63a8\u8350\uff1a\u4e0d\u5f71\u54cd\u4e3b\u5e72\uff0c\u53ef\u5e76\u884c\u5f00\u591a\u4e2a\u529f\u80fd\uff09\nautodev -P docs/my-feature.md -T\n\n# worktree \u5b8c\u6210\u540e\u81ea\u52a8\u5408\u5e76\u56de\u4e3b\u5206\u652f\nautodev -P docs/my-feature.md -T --merge\n

\u5e76\u884c\u5f00\u53d1\u591a\u4e2a\u529f\u80fd

-T \u53c2\u6570\u4f1a\u5728\u540c\u4e00\u4e2a\u4ee3\u7801\u5e93\u5f00\u4e00\u4e2a\u72ec\u7acb\u7684 git worktree\uff0c\u8fd9\u610f\u5473\u7740\uff1a

\n
• \u4e0d\u540c\u529f\u80fd\u4e92\u4e0d\u5e72\u6270
\n
• \u53ef\u4ee5\u540c\u65f6\u8dd1\u591a\u4e2a autodev \u8fdb\u7a0b\uff0c\u5e76\u884c\u5f00\u53d1\u4e0d\u540c feature
\n
• \u6bcf\u4e2a worktree \u5b8c\u6210\u540e\u52a0 --merge \u81ea\u52a8\u5408\u5e76\u56de\u4e3b\u5e72
\n

\u6709\u65f6\u5019\u5f88\u7b80\u5355\u7684\u4fee\u6539\uff0c\u4e5f\u4f1a\u8d70\u8fd9\u4e2a skills \uff0c\u5148\u6574\u6587\u6863\uff0c\u7136\u540e TDD \uff0c\u8001\u6162\u4e86\u3002\n\u6709\u4ec0\u4e48\u65b9\u6cd5\u63a8\u8350\u7684\u5417\uff1f

\u522b\u6025\u7740\u9a82\u6211\u3002

\u5148\u60f3\u4e00\u4e2a\u95ee\u9898\uff1a\u4f60\u6bcf\u5929\u548c AI \u804a\u5929\uff0c\u662f\u4e0d\u662f\u603b\u89c9\u5f97\u5b83\u4e0d\u591f\u61c2\u4f60\uff1f\u4f60\u8981\u53cd\u590d\u4ea4\u4ee3\u80cc\u666f\uff0c\u53cd\u590d\u89e3\u91ca\u4f60\u662f\u8c01\u3001\u5728\u505a\u4ec0\u4e48\u3001\u5173\u5fc3\u4ec0\u4e48\u2014\u2014\u5b83\u6c38\u8fdc\u50cf\u4e2a\u521a\u8ba4\u8bc6\u4f60\u7684\u964c\u751f\u4eba\u3002

\u539f\u56e0\u5f88\u7b80\u5355\uff1a\u5b83\u786e\u5b9e\u4e0d\u8ba4\u8bc6\u4f60\u3002

\u4f60\u5582\u7ed9 AI \u7684\u4fe1\u606f\uff0c\u6c38\u8fdc\u662f\u4f60\u300c\u4e3b\u52a8\u60f3\u8d77\u6765\u8981\u8bf4\u300d\u7684\u90a3\u90e8\u5206\u3002\u4f46\u771f\u6b63\u5b9a\u4e49\u4f60\u7684\uff0c\u662f\u4f60\u6bcf\u5929\u65e0\u610f\u8bc6\u6572\u4e0b\u7684\u90a3\u4e9b\u5b57\u2014\u2014\u5de5\u4f5c\u6d88\u606f\u3001\u641c\u7d22\u5173\u952e\u8bcd\u3001\u590d\u5236\u7c98\u8d34\u7684\u5730\u5740\u3001\u6df1\u591c\u53d1\u7ed9\u670b\u53cb\u7684\u7262\u9a9a\u3002

\u8fd9\u4e9b\u624d\u662f\u6700\u771f\u5b9e\u7684\u4f60\u3002

\u6240\u4ee5\u6211\u505a\u4e86\u300c\u5495\u565c\u8f93\u5165\u6cd5\u300d https://github.com/CauT/GuruIM

\u4e00\u6b3e\u57fa\u4e8e RIME \u5f15\u64ce\u7684 iOS \u8f93\u5165\u6cd5\uff0c\u6838\u5fc3\u80fd\u529b\u53ea\u6709\u4e00\u4e2a\uff1a

\u9759\u9ed8\u8bb0\u5f55\u4f60\u7684\u6bcf\u4e00\u6b21\u8f93\u5165\uff0c\u7136\u540e\u5728\u4f60\u7684\u5b8c\u5168\u63a7\u5236\u4e0b\uff0c\u5582\u7ed9 AI \u3002

\u6ca1\u9519\uff0c\u6211\u613f\u4ee5\u8eab\u9972 AI \u3002

\u5b83\u4e0d\u5077\u5077\u4e0a\u4f20\uff0c\u4e0d\u540e\u53f0\u8054\u7f51\uff0c\u4e0d\u505a\u4efb\u4f55\u4f60\u4e0d\u77e5\u9053\u7684\u4e8b\u3002\u6570\u636e\u5c31\u8eba\u5728\u4f60\u624b\u673a\u672c\u5730\uff0c\u4ec0\u4e48\u65f6\u5019\u5bfc\u51fa\u3001\u5bfc\u7ed9\u8c01\u3001\u5bfc\u591a\u5c11\uff0c\u5168\u90e8\u7531\u4f60\u51b3\u5b9a\u3002

\u4e24\u79cd\u73a9\u6cd5

\u73a9\u6cd5\u4e00\uff1a\u624b\u52a8\u6295\u5582

\u9002\u5408\u4e0d\u60f3\u6298\u817e API Key \u7684\u4eba\u3002

\u65e5\u5e38\u6253\u5b57 \u2192 \u5495\u565c\u81ea\u52a8\u91c7\u96c6 \u2192 \u6253\u5f00 App \u67e5\u770b\u8bb0\u5f55 \u2192 \u4e00\u952e\u5206\u4eab\u5230\u98de\u4e66/\u5fae\u4fe1/\u5907\u5fd8\u5f55

\u7136\u540e\u4f60\u628a\u6587\u672c\u4e22\u8fdb\u98de\u4e66\u7684 AI \u52a9\u624b\u3001ChatGPT \u3001\u6216\u8005\u4efb\u4f55\u4f60\u5728\u7528\u7684 AI \u5bf9\u8bdd\u7a97\u53e3\u3002

\u258e \"\u5e2e\u6211\u6839\u636e\u8fd9\u5468\u7684\u8f93\u5165\u8bb0\u5f55\u603b\u7ed3\u4e00\u4e0b\u6211\u6700\u8fd1\u5728\u5fd9\u4ec0\u4e48\uff0c\u6709\u4ec0\u4e48\u9057\u6f0f\u7684\u4e8b\u9879\u3002\"

\u4f60\u4f1a\u60ca\u8bb6\u4e8e AI \u7ed9\u51fa\u7684\u56de\u7b54\u6709\u591a\u7cbe\u51c6\u2014\u2014\u56e0\u4e3a\u8fd9\u6b21\u5b83\u770b\u5230\u7684\u662f\u771f\u5b9e\u7684\u4f60\uff0c\u4e0d\u662f\u4f60\u7cbe\u5fc3\u7ec4\u7ec7\u8fc7\u7684\u63d0\u95ee\u3002

\u73a9\u6cd5\u4e8c\uff1a\u5168\u81ea\u52a8\u6d1e\u5bdf

\u586b\u4e00\u4e2a API Key \uff08 OpenRouter / Claude / OpenAI \u90fd\u884c\uff09\uff0c\u8bbe\u4e2a\u5b9a\u65f6\u95f4\u9694\uff0c\u7136\u540e\u5fd8\u6389\u5b83\u3002

\u6bcf\u9694 12/24/48 \u5c0f\u65f6\uff0c\u5495\u565c\u4f1a\u81ea\u52a8\u628a\u4f60\u7684\u8f93\u5165\u8bb0\u5f55\u9001\u53bb AI \u5206\u6790\uff0c\u751f\u6210\u4e24\u6837\u4e1c\u897f\uff1a

\n
• \ud83d\udc9c \u5fc3\u7075\u966a\u4f34\uff1a\u6839\u636e\u4f60\u8fd1\u671f\u7684\u6587\u5b57\u611f\u77e5\u4f60\u7684\u60c5\u7eea\u72b6\u6001\uff0c\u5199\u4e00\u6bb5\u771f\u8bda\u7684\u5173\u6000
\n
• \ud83d\udccb \u4e8b\u52a1\u6307\u5bfc\uff1a\u5206\u6790\u4f60\u5728\u5904\u7406\u4ec0\u4e48\u4e8b\u3001\u53ef\u80fd\u9057\u6f0f\u4e86\u4ec0\u4e48\u3001\u63a5\u4e0b\u6765\u5efa\u8bae\u4f18\u5148\u505a\u4ec0\u4e48
\n

\u5206\u6790\u5b8c\u6210\u540e\uff0c\u624b\u673a\u63a8\u9001\u901a\u77e5\u63d0\u9192\u4f60\u67e5\u770b\u3002\u526a\u8d34\u677f\u6570\u636e\u5206\u6790\u6210\u529f\u540e\u81ea\u52a8\u6e05\u9664\uff0c\u5931\u8d25\u5219\u4fdd\u7559\u7b49\u4e0b\u6b21\u91cd\u8bd5\u3002

\u5b83\u8fd8\u662f\u4e00\u6b3e\u6b63\u7ecf\u8f93\u5165\u6cd5

\u5495\u565c\u7684\u5e95\u5c42\u662f RIME \u4e2d\u5dde\u97f5\u5f15\u64ce\uff0c\u5185\u7f6e\u96fe\u51c7\u62fc\u97f3\u65b9\u6848\uff1a

\n
• 26 \u952e / \u4e5d\u5bab\u683c / \u81ea\u5b9a\u4e49\u952e\u76d8\u5e03\u5c40
\n
• \u6309\u952e\u97f3\u3001\u9707\u52a8\u3001\u6c14\u6ce1\u53cd\u9988
\n
• Emoji \u952e\u76d8\u3001\u7b26\u53f7\u5206\u7c7b\u952e\u76d8
\n
• \u652f\u6301\u5bfc\u5165\u4efb\u610f RIME \u8f93\u5165\u65b9\u6848
\n
• iCloud \u540c\u6b65\u3001Wi-Fi \u4f20\u65b9\u6848
\n

\u4e0d\u662f\u90a3\u79cd\u300c\u4e3a\u4e86\u91c7\u96c6\u6570\u636e\u51d1\u5408\u505a\u7684\u952e\u76d8\u300d\uff0c\u662f\u4e00\u4e2a\u4f60\u53ef\u4ee5\u62ff\u6765\u5f53\u4e3b\u529b\u8f93\u5165\u6cd5\u7528\u7684\u5b8c\u6574\u4ea7\u54c1\u3002

\u5173\u4e8e\u9690\u79c1\uff0c\u8bf4\u6e05\u695a

\u6211\u77e5\u9053\u300c\u8f93\u5165\u6cd5\u91c7\u96c6\u6570\u636e\u300d\u8fd9\u516d\u4e2a\u5b57\u6709\u591a\u654f\u611f\u3002\u6240\u4ee5\uff1a

\n
1. \u5b8c\u5168\u672c\u5730\uff1a\u6240\u6709\u6570\u636e\u5b58\u5728 App Group \u6c99\u7bb1\u91cc\uff0c\u4e0d\u7ecf\u8fc7\u4efb\u4f55\u7b2c\u4e09\u65b9\u670d\u52a1\u5668
\n
2. \u4f60\u63a7\u5236\u4e00\u5207\uff1a\u91c7\u96c6\u5f00\u5173\u3001\u526a\u8d34\u677f\u76d1\u542c\u5f00\u5173\u3001\u654f\u611f\u8bcd\u8fc7\u6ee4\uff0c\u968f\u65f6\u5173
\n
3. \u5b8c\u5168\u5f00\u6e90\uff1a\u4ee3\u7801\u5728 GitHub \u4e0a\uff0cMIT + Commons Clause \u8bb8\u53ef\u8bc1\uff0c\u968f\u4fbf\u5ba1\u8ba1
\n

\u258e \u9879\u76ee\u5730\u5740\uff1agithub.com/CauT/GuruIM

\u522b\u7684\u8f93\u5165\u6cd5\u4e5f\u5728\u91c7\u96c6\u4f60\u7684\u6570\u636e\uff0c\u53ea\u4e0d\u8fc7\u5b83\u4eec\u4e0d\u544a\u8bc9\u4f60\uff0c\u6570\u636e\u4e5f\u4e0d\u5f52\u4f60\u3002

\u5495\u565c\u7684\u533a\u522b\u662f\uff1a\u91c7\u96c6\u8fd9\u4ef6\u4e8b\u7531\u4f60\u53d1\u8d77\uff0c\u6570\u636e\u7531\u4f60\u638c\u63e1\uff0c\u4ef7\u503c\u7531\u4f60\u83b7\u53d6\u3002

\u8c01\u9002\u5408\u7528

\n
• \u60f3\u8ba9 AI \u66f4\u61c2\u81ea\u5df1\u3001\u4f46\u61d2\u5f97\u6bcf\u6b21\u90fd\u5199\u957f prompt \u7684\u4eba
\n
• \u5bf9\u4e2a\u4eba\u6570\u636e\u6709\u638c\u63a7\u6b32\u3001\u4e0d\u4fe1\u4efb\u4e91\u7aef\u8f93\u5165\u6cd5\u7684\u4eba
\n
• RIME \u8f93\u5165\u6cd5\u7528\u6237\u60f3\u627e\u4e00\u4e2a iOS \u7aef\u65b9\u6848\u7684\u4eba
\n
• \u559c\u6b22\u6298\u817e\u3001\u60f3\u63a2\u7d22\u300c AI + \u4e2a\u4eba\u6570\u636e\u300d\u8fb9\u754c\u7684\u4eba
\n

\u6700\u540e

\u8fd9\u4e2a\u9879\u76ee\u6e90\u81ea\u4e00\u4e2a\u5f88\u7b80\u5355\u7684\u60f3\u6cd5\uff1a

AI \u8981\u8db3\u591f\u4e86\u89e3\u4f60\u624d\u80fd\u771f\u6b63\u5e2e\u5230\u4f60\u3002\u800c\u4f60\u6bcf\u5929\u6572\u4e0b\u7684\u5b57\uff0c\u5c31\u662f\u6700\u4f4e\u6210\u672c\u3001\u6700\u9ad8\u5bc6\u5ea6\u7684\u300c\u81ea\u6211\u6570\u636e\u300d\u3002

\u4e0e\u5176\u8ba9\u5927\u5382\u7684\u8f93\u5165\u6cd5\u6084\u6084\u62ff\u8d70\u8fd9\u4e9b\u6570\u636e\u53bb\u8bad\u7ec3\u6a21\u578b\uff0c\u4e0d\u5982\u81ea\u5df1\u6536\u96c6\u3001\u81ea\u5df1\u51b3\u5b9a\u3001\u81ea\u5df1\u53d7\u76ca\u3002

\u6211\u613f\u4ee5\u8eab\u9972 AI\u2014\u2014\u4f46\u5f97\u662f\u6211\u81ea\u5df1\u7aef\u7740\u7897\u3002

\ud83d\udcee \u6709\u60f3\u6cd5\u6b22\u8fce\u4ea4\u6d41

\u6700\u8fd1\u516c\u53f8\u5728\u63a8 OpenSpec \uff0c\u56e0\u4e3a\u6211\u4e4b\u524d\u4e00\u76f4\u5728\u7528 Cursor \u7684 plan \u6a21\u5f0f\uff0c\u7528\u4e86\u4e24\u5929 OpenSpec \u53d1\u73b0\u8ddf Cursor \u7684 plan \u6a21\u5f0f\u4e5f\u5dee\u4e0d\u591a\u554a\uff0c\u800c\u4e14 plan \u6a21\u5f0f\u662f Cursor idea \u81ea\u5e26\u7684\u529f\u80fd\u7528\u8d77\u6765\u66f4\u52a0\u65b9\u4fbf\u3002

OpenSpec \u53ef\u4ee5\u5f52\u6863\uff0c\u4f46\u662f\u6211\u76ee\u524d\u6ca1\u6709\u53d1\u73b0\u8fd9\u4e2a\u5f52\u6863\u80fd\u5e26\u6765\u4ec0\u4e48\u597d\u5904\u3002\u5927\u5bb6\u7684\u5f52\u6863\u662f\u90fd\u653e\u5230\u4e00\u8d77\u8fd8\u662f\u5206\u5f00\u623f\u3002\u6211\u7406\u89e3\u5e94\u8be5\u653e\u5728\u4e00\u8d77\uff0c\u76f8\u5f53\u4e8e\u77e5\u8bc6\u5e93\u3002\u4f46\u662f\u5982\u679c\u653e\u5230\u4e00\u8d77\uff0c\u6211\u4eec\u6ca1\u4eba\u4eba\u6bcf\u671f\u5f00\u53d1\u597d\u591a\u9700\u6c42\uff0c\u5982\u679c\u6bcf\u4e2a\u9700\u6c42\u90fd\u5f52\u6863\uff0c\u90a3\u4e48\u8fd9\u4e2a\u77e5\u8bc6\u5e93\u4f1a\u98de\u5feb\u7684\u589e\u5927\uff0c\u540e\u9762\u6ca1\u4eba\u613f\u610f\u770b\u548c\u7ef4\u62a4\u3002

\u53e6\u5916\u6211\u770b\u4e86\u4e00\u4e9b\u535a\u5ba2\uff0c\u4f7f\u7528 OpenSpec \u7684\u5927\u90fd\u662f\u76f4\u63a5\u7528\u7684 Claude code \u7f16\u7801\u7684\uff0c\u6ca1\u6709\u4f7f\u7528 Cursor \uff0c\u5047\u5982\u4f7f\u7528 Cursor \u662f\u4e0d\u662f\u6ca1\u5fc5\u8981\u5728\u4f7f\u7528 OpenSpec \u4e86\u5462\uff1f

\u5927\u5bb6\u6709\u4ec0\u4e48\u770b\u6cd5\u5417

\u6211\u76ee\u524d\u9047\u5230\u8fc7\u7684\u6bd4\u8f83\u96be\u53d7\u7684\u70b9\uff1a\n1 \uff0c\u81ea\u5b9a\u4e49\u7684\u4e09\u65b9\u5927\u6a21\u578b\uff0c\u914d\u7f6e\u6587\u4ef6\u5220\u9664\u4e4b\u540e\uff0c\u56fe\u5f62\u5316\u754c\u9762\u4f9d\u65e7\u5b58\u5728\n2 \uff0c\u4efb\u52a1\u5355\u88ab\u65ad\u7f51\u6216\u8005 opencode \u5d29\u4e86\uff0c\u5bfc\u81f4\u90a3\u4e2a\u4f1a\u8bdd\u5c31\u4e00\u76f4\u5361\u5728\u4e00\u4e2a\u6709\u5b50\u4efb\u52a1\u5728\u8fd0\u884c\u7684\u72b6\u6001\n\u5c31\u8fd9\u4e24\u4e2a\u95ee\u9898\u597d\u50cf\u5c31\u662f bug \u5b8c\u5168\u89e3\u51b3\u4e0d\u4e86

\u5982\u679c\u4f60\u60f3\u8bd5\u8bd5\uff0c\u8fd9\u91cc\u5c31\u662f\uff1ahttps://ps.keepmot.com/

\u4e00\u3001\u4e09\u4e2a AI \uff0c\u4e09\u79cd\u89d2\u8272\uff0c\u4e00\u4e2a\u4eba

\u5148\u8bf4\u4e00\u4e2a\u5f88\u591a\u4eba\u6ca1\u610f\u8bc6\u5230\u7684\u4e8b\u5b9e\uff1a\u8fd9\u4e2a\u9879\u76ee\u4e0d\u662f\u300c\u4e00\u4e2a\u4eba\u548c\u4e00\u4e2a AI \u300d\u7684\u6545\u4e8b\uff0c\u800c\u662f\u300c\u4e00\u4e2a\u4eba\u548c\u4e09\u4e2a AI \u300d\u7684\u6545\u4e8b\u3002

\u7b2c\u4e00\u4e2a AI\uff1aChatGPT \u2014\u2014 \u4ea7\u54c1\u987e\u95ee

\u5728\u5199\u4efb\u4f55\u4ee3\u7801\u4e4b\u524d\uff0c\u6211\u82b1\u4e86\u5927\u91cf\u65f6\u95f4\u5728 ChatGPT \u7f51\u9875\u7248\u4e0a\u804a\u5929\u3002

\u6211\u7684\u7b2c\u4e00\u53e5\u8bdd\u662f\uff1a

\n

\u201c\u6211\u60f3\u505a\u4e00\u4e2a\u514d\u8d39\u7684\u5728\u7ebf\u62fc\u56fe\u5de5\u5177\uff0c\u4e0d\u7528\u767b\u5f55\uff0c\u5b8c\u5168\u514d\u8d39\uff0c\u7528\u5b8c\u5373\u8d70\u3002\u5e2e\u6211\u60f3\u60f3\uff0c\u522b\u4eba\u5df2\u7ecf\u6709\u4ec0\u4e48\u4e86\uff1f\u6211\u8fd8\u80fd\u505a\u4ec0\u4e48\uff1f\u201d

\n

ChatGPT \u7ed9\u4e86\u6211\u4e00\u4e2a\u5927\u800c\u5168\u7684\u65b9\u6848\uff1a\u7ade\u54c1\u5217\u8868\uff08\u7f8e\u56fe\u79c0\u79c0\u3001Canva \u3001PicsArt \uff09\u3001\u6838\u5fc3\u529f\u80fd\u62c6\u89e3\uff08\u62fc\u56fe\u3001\u957f\u56fe\u62fc\u63a5\u3001\u88c1\u526a\u3001\u7279\u6548\uff09\u3001\u6280\u672f\u9009\u578b\u5efa\u8bae\uff08\u7eaf\u524d\u7aef\u5b9e\u73b0\uff0c\u4fdd\u969c\u9690\u79c1\uff09\u3002

\u6211\u4ec0\u4e48\u90fd\u4e0d\u61c2\uff0c\u4f46\u6211\u77e5\u9053\u8fd9\u4e2a\u65b9\u6848\u592a\u5927\u4e86\u3002

\u6211\u8bf4\uff1a\u300c\u8c03\u6574\u4e00\u4e0b MVP \uff0c\u53ea\u505a\u7f51\u683c\u62fc\u56fe\u3001\u957f\u56fe\u62fc\u63a5\u3001\u88c1\u526a\u3002\u53e6\u5916\u4e00\u5b9a\u8981\u7eaf\u524d\u7aef\uff0c\u6570\u636e\u4e0d\u80fd\u4e0a\u4f20\u670d\u52a1\u5668\u3002\u300d

\u7136\u540e\u6211\u63a2\u7d22\u4e86 Canvas \u7ed8\u56fe\u7684\u80fd\u529b\u8fb9\u754c\u3001\u56fe\u7247\u5904\u7406\u7684\u6027\u80fd\u95ee\u9898\u3001\u7eaf\u524d\u7aef\u5b9e\u73b0\u7684\u53ef\u80fd\u6027\u3002

\u5230\u8fd9\u91cc\u4e3a\u6b62\uff0c\u4e00\u5207\u770b\u8d77\u6765\u50cf\u662f\u4e00\u4e2a\u6b63\u5e38\u7684\u6280\u672f\u8c03\u7814\u8fc7\u7a0b\u3002

\u4f46\u771f\u6b63\u7684\u8f6c\u6298\u53d1\u751f\u5728\u6211\u8bf4\u51fa\u8fd9\u53e5\u8bdd\u7684\u65f6\u5019\uff1a

\n

\u201c\u6211\u4e0d\u60f3\u5bf9\u6280\u672f\u9009\u578b\u505a\u4ec0\u4e48\u9650\u5236\u3002\u6211\u53ea\u60f3\u505a\u63d0\u51fa\u9700\u6c42\u7684\u4eba\u3002\u201d

\n

\u8fd9\u4e0d\u662f\u4e00\u53e5\u968f\u53e3\u8bf4\u7684\u8bdd\u3002\u8fd9\u662f\u6211\u5728\u90a3\u4e2a\u65f6\u523b\u505a\u51fa\u7684\u4e00\u4e2a\u5224\u65ad\u2014\u2014\u6211\u4e0d\u5e94\u8be5\u5047\u88c5\u81ea\u5df1\u662f\u8bbe\u8ba1\u5e08\u6216\u7a0b\u5e8f\u5458\u3002\u6211\u5e94\u8be5\u505a\u6211\u771f\u6b63\u80fd\u505a\u597d\u7684\u4e8b\u60c5\uff1a\u60f3\u6e05\u695a\u6211\u5230\u5e95\u8981\u4ec0\u4e48\u3002

\u4ece\u90a3\u4e00\u523b\u8d77\uff0c\u6211\u4e0d\u518d\u95ee ChatGPT \u300c\u7528\u4ec0\u4e48\u6846\u67b6\u300d\uff0c\u800c\u662f\u8ba9\u5b83\u5e2e\u6211\u5199\u4e00\u4efd\u7eaf\u7cb9\u7684\u4ea7\u54c1\u9700\u6c42\u6587\u6863\u3002

ChatGPT \u4ea7\u51fa\u4e86\u4e00\u4efd PRD \uff0c\u5176\u4e2d\u6709\u4e00\u4e2a\u8bbe\u8ba1\u539f\u5219\uff0c\u540e\u6765\u6210\u4e86\u6574\u4e2a\u9879\u76ee\u7684\u7075\u9b42\uff1a

\n

\u300c\u7528\u6237\u4e0d\u9700\u8981\u6ce8\u518c\uff0c\u4e0d\u9700\u8981\u4ed8\u8d39\uff0c\u4e0d\u9700\u8981\u5b66\u4e60\u3002\u6253\u5f00\u5373\u7528\uff0c\u7528\u5b8c\u5373\u8d70\u3002\u300d

\n

ChatGPT \u7684\u8d21\u732e\u662f\u5de8\u5927\u7684\u3002\u4f46\u5b83\u5199\u4e86\u96f6\u884c\u4ee3\u7801\u3002

\u7b2c\u4e8c\u4e2a\u548c\u7b2c\u4e09\u4e2a AI\uff1aUIPro-CLI + OpenClaw \u2014\u2014 \u7a0b\u5e8f\u5458

\u6211\u62ff\u7740 ChatGPT \u5e2e\u6211\u5199\u7684 PRD \uff0c\u8fdb\u5165\u4e86 Windsurf IDE \u3002

\u7b2c\u4e00\u6761\u6d88\u606f\uff1a

\n

\u201c\u8fd9\u662f\u4e00\u4e2a\u9700\u6c42\u6587\u6863\uff0c\u6211\u5e0c\u671b\u4f60\u6839\u636e\u5b83\u6765\u5f00\u53d1\u4e00\u4e2a\u5728\u7ebf\u62fc\u56fe\u5de5\u5177\u3002\u7eaf\u524d\u7aef\u5b9e\u73b0\uff0c\u56fe\u7247\u4e0d\u4e0a\u4f20\u670d\u52a1\u5668\u3002\u6211\u7684\u5f00\u53d1\u5e73\u53f0\u662f macOS \u3002\u201d

\n

AI \uff08 UIPro-CLI \uff09\u5206\u6790\u5b8c PRD \uff0c\u8f93\u51fa\u4e86\u5b8c\u6574\u7684\u6280\u672f\u65b9\u6848\u2014\u2014\u9009\u4e86 Vue 3 \u3001TypeScript \u3001Canvas API \u3001Pinia \uff0c\u753b\u4e86\u6570\u636e\u6a21\u578b\u3001\u76ee\u5f55\u7ed3\u6784\u3001\u5206\u671f\u8ba1\u5212\u3002

\u6211\u8bf4\uff1a\u201c\u5b8c\u5168\u540c\u610f\u4f60\u7684\u65b9\u6848\u3002\u8bf7\u5f00\u59cb\u5f00\u53d1\u3002\u201d

\u6211\u751a\u81f3\u4e0d\u77e5\u9053\u5b83\u9009\u4e86\u4ec0\u4e48\u3002\u6211\u662f\u540e\u6765\u624d\u641e\u660e\u767d Canvas \u7ed8\u56fe API \u3001Pinia \u72b6\u6001\u7ba1\u7406\u8fd9\u4e9b\u4e8b\u7684\u3002

AI \u4e00\u53e3\u6c14\u751f\u6210\u4e86\u9879\u76ee\u9aa8\u67b6\uff0c\u542f\u52a8\u4e86 npm run dev\u3002

\u4e00\u4e2a\u529f\u80fd\u5b8c\u6574\u7684\u62fc\u56fe\u5de5\u5177\u96cf\u5f62\u5c31\u8fd9\u6837\u51fa\u73b0\u5728\u6211\u5c4f\u5e55\u4e0a\u3002

\u4ece\u90a3\u4e00\u523b\u8d77\uff0c\u6211\u7684\u5de5\u4f5c\u53d8\u4e86\u3002\u6211\u4e0d\u518d\u662f\u63d0\u9700\u6c42\u7684\u4eba\u3002\u6211\u53d8\u6210\u4e86\u8fd9\u4e2a\u5de5\u5177\u7684\u7b2c\u4e00\u4e2a\u7528\u6237\uff0c\u4e5f\u662f\u6700\u82db\u523b\u7684\u7528\u6237\u3002

\u90a3\u6211\u662f\u4ec0\u4e48\uff1f

\u4e09\u4e2a AI \uff0c\u5404\u6709\u5206\u5de5\uff1a

\u800c\u6211\uff1f

\u6211\u662f\u4ea7\u54c1\u7ecf\u7406\u3002\u6211\u662f\u6d4b\u8bd5\u5458\u3002\u6211\u662f\u90a3\u4e2a\u8bf4\u300c\u4e0d\u5408\u7406\u300d\u7684\u4eba\u3002

\u2191 \u7528\u62fc\u56fe\u5de5\u5177\u505a\u4e86\u4e09\u5f20\u56fe\u3002\u53f3\u4fa7\u662f\u6b63\u5728\u6d4b\u8bd5\u7684\u5e03\u5c40\u6a21\u677f\u3002\u6240\u6709\u5904\u7406\u90fd\u5728\u672c\u5730\u5b8c\u6210\uff0c\u4e0d\u4e0a\u4f20\u670d\u52a1\u5668\u3002

\u4e8c\u300170% \u7684\u65f6\u95f4\u5728\u505a\u4e00\u4ef6\u4e8b\uff1a\u7528\u81ea\u5df1\u7684\u5de5\u5177\u7136\u540e\u5410\u69fd

\u5f88\u591a\u4eba\u4ee5\u4e3a AI \u7f16\u7a0b\u5c31\u662f\uff1a\u8bf4\u4e00\u53e5\u8bdd \u2192 AI \u5199\u5b8c \u2192 \u5b8c\u4e8b\u3002

\u4e0d\u662f\u7684\u3002\u5dee\u8fdc\u4e86\u3002

\u6211\u7684\u65f6\u95f4\u5206\u914d\u662f\u8fd9\u6837\u7684\uff1a

\u67b6\u6784 & \u6838\u5fc3\u529f\u80fd\u642d\u5efa \u2588\u2588\u2591\u2591\u2591\u2591\u2591\u2591\u2591\u2591 20%\n\u81ea\u6d4b & \u5410\u69fd & \u8fed\u4ee3 \u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2591\u2591\u2591 70%\n\u90e8\u7f72 & \u53d1\u5e03 \u2588\u2591\u2591\u2591\u2591\u2591\u2591\u2591\u2591\u2591 10%\n

70% \u7684\u65f6\u95f4\uff0c\u6211\u5728\u505a\u7684\u4e8b\u60c5\u662f\uff1a\u6253\u5f00\u5de5\u5177\uff0c\u4e0a\u4f20\u51e0\u5f20\u7167\u7247\u62fc\u4e00\u4e0b\uff0c\u7136\u540e\u8bb0\u4e0b\u6240\u6709\u8ba9\u6211\u4e0d\u723d\u7684\u5730\u65b9\u3002

\u6bcf\u5929\u8bb0\u4e00\u6279\uff0c\u6512\u591f\u4e86\u53d1\u7ed9 AI\uff1a

\n
1. \u7f51\u683c\u62fc\u56fe\u90a3\u4e2a\u8fb9\u6846\u592a\u7c97\u4e86\uff0c\u80fd\u4e0d\u80fd\u7ec6\u4e00\u70b9
\n
2. \u957f\u56fe\u62fc\u63a5\u540e\u9884\u89c8\u5361\u987f\uff0c\u662f\u4e0d\u662f\u6e32\u67d3\u6027\u80fd\u95ee\u9898
\n
3. \u6ee4\u955c\u5207\u6362\u7684\u65f6\u5019\u95ea\u4e00\u4e0b\uff0c\u4f53\u9a8c\u4e0d\u597d
\n
4. \u88c1\u526a\u5de5\u5177\u90a3\u4e2a\u63a7\u5236\u70b9\u592a\u5c0f\u4e86\uff0c\u4e0d\u597d\u70b9
\n
5. \u8fd8\u6709\u5565\u80fd\u4f18\u5316\u7684\u4f60\u770b\u7740\u529e\u5427
\n

\u6ce8\u610f\uff1a\u8fd9\u4e9b\u6d88\u606f\u91cc\u6ca1\u6709\u4efb\u4f55\u6280\u672f\u5185\u5bb9\u3002

\u6211\u4e0d\u77e5\u9053\u300c\u8fb9\u6846\u300d\u5728\u4ee3\u7801\u91cc\u53eb\u4ec0\u4e48\u3002\u6211\u4e0d\u77e5\u9053\u300c\u9884\u89c8\u5361\u987f\u300d\u662f Canvas \u6e32\u67d3\u95ee\u9898\u8fd8\u662f\u56fe\u7247\u89e3\u7801\u95ee\u9898\u3002\u6211\u4e0d\u77e5\u9053\u300c\u63a7\u5236\u70b9\u300d\u662f\u7528\u4ec0\u4e48\u56fe\u5f62\u5e93\u753b\u7684\u3002

\u6211\u53ea\u77e5\u9053\u8fd9\u4e2a\u4e1c\u897f\u4e0d\u597d\u7528\u3002

\u800c\u8fd9\uff0c\u6070\u6070\u662f\u6700\u6709\u4ef7\u503c\u7684\u4fe1\u606f\u3002

\u4e09\u3001\u4e00\u4e2a\u54f2\u5b66\u95ee\u9898\uff1a\u4ec0\u4e48\u4e1c\u897f\u4e0d\u80fd\u88ab\u751f\u6210\uff1f

\u5728\u8fd9\u4e2a\u9879\u76ee\u91cc\uff0cAI \u751f\u6210\u4e86\uff1a

\n
• 15,000 \u884c\u4ee3\u7801
\n
• \u5b8c\u6574\u7684\u524d\u7aef\u67b6\u6784
\n
• 50+ \u79cd\u5e03\u5c40\u6a21\u677f
\n
• 20+ \u79cd\u56fe\u7247\u7279\u6548
\n
• 6 \u79cd\u88c1\u526a\u6bd4\u4f8b\u9884\u8bbe
\n
• \u5782\u76f4/\u6c34\u5e73\u62fc\u63a5\u7b97\u6cd5
\n

AI \u6ca1\u6709\u751f\u6210\u7684\u662f\uff1a

\n
1. \u300c\u6211\u60f3\u505a\u4ec0\u4e48\u300d\u2014\u2014 \u8fd9\u4e2a\u60f3\u6cd5\u6765\u81ea\u6211\u6bcf\u6b21\u505a\u4ea7\u54c1\u56fe\u90fd\u8981\u6253\u5f00 Photoshop \u7684\u70e6\u8e81
\n
2. \u300c\u8fd9\u4e2a\u4e0d\u5408\u7406\u300d\u2014\u2014 \u6bcf\u4e00\u4e2a bug \u62a5\u544a\u3001\u6bcf\u4e00\u4e2a\u4f53\u9a8c\u5410\u69fd\u90fd\u6765\u81ea\u6211\u771f\u5b9e\u7684\u4f7f\u7528\u611f\u53d7
\n
3. \u300c\u8fd9\u6837\u4e0d\u591f\u597d\u300d\u2014\u2014 AI \u6bcf\u6b21\u8bf4\u300c\u5df2\u4fee\u590d\u300d\uff0c\u6211\u90fd\u8981\u4eb2\u81ea\u9a8c\u8bc1\uff0c\u4e0d\u5408\u683c\u5c31\u6253\u56de\u53bb
\n
4. \u300c\u5148\u60f3\u6e05\u695a\u518d\u505a\u300d\u2014\u2014 \u5728 ChatGPT \u4e2d\u4ece\u6280\u672f\u63a2\u7d22\u8f6c\u5411\u4ea7\u54c1\u5b9a\u4e49\u7684\u90a3\u4e2a\u5173\u952e\u5224\u65ad
\n
5. \u300c\u7ed9 AI \u4e00\u4e2a\u597d\u7684\u53c2\u8003\u300d\u2014\u2014 \u53bb GitHub \u627e\u4f18\u79c0\u5f00\u6e90\u62fc\u56fe\u5e93\u8ba9 AI \u5b66\u4e60\u7684\u51b3\u7b56
\n

\u8ba9\u6211\u628a\u8fd9\u4e94\u4ef6\u4e8b\u62bd\u8c61\u4e00\u4e0b\uff1a

\u610f\u56fe\u3001\u5224\u65ad\u3001\u54c1\u5473\u3001\u7b56\u7565\u3001\u8d44\u6e90\u8c03\u5ea6\u3002

\u8fd9\u4e94\u6837\u4e1c\u897f\uff0c\u5728\u4eca\u5929\uff0cAI \u4e00\u6837\u90fd\u751f\u6210\u4e0d\u4e86\u3002

\u4e0d\u662f\u56e0\u4e3a AI \u4e0d\u591f\u806a\u660e\u3002\u800c\u662f\u56e0\u4e3a\u8fd9\u4e94\u6837\u4e1c\u897f\u7684\u6e90\u5934\u4e0d\u662f\u4fe1\u606f\u2014\u2014\u662f\u6b32\u671b\u3001\u662f\u504f\u597d\u3001\u662f\u4ef7\u503c\u89c2\u3001\u662f\u4e00\u4e2a\u4eba\u6d3b\u5230\u73b0\u5728\u6240\u6709\u7ecf\u5386\u7684\u603b\u548c\u3002

AI \u53ef\u4ee5\u5199\u51fa\u4e00\u4e07\u79cd\u300c\u597d\u770b\u7684\u754c\u9762\u300d\u3002\u4f46\u53ea\u6709\u4f60\u77e5\u9053\u300c\u597d\u770b\u300d\u5bf9\u4f60\u6765\u8bf4\u610f\u5473\u7740\u4ec0\u4e48\u3002

AI \u53ef\u4ee5\u63d0\u4f9b\u4e00\u767e\u79cd\u6280\u672f\u65b9\u6848\u3002\u4f46\u53ea\u6709\u4f60\u77e5\u9053\u4f60\u613f\u610f\u4e3a\u4ec0\u4e48\u4e1c\u897f\u82b1\u4e24\u5468\u65f6\u95f4\u3002

\u4ee3\u7801\u662f\u624b\u6bb5\u3002\u5224\u65ad\u624d\u662f\u76ee\u7684\u3002

\u56db\u3001AI \u7684\u771f\u6b63\u6050\u6016\u4e4b\u5904\uff0c\u4e0d\u662f\u5b83\u80fd\u5199\u4ee3\u7801

AI \u80fd\u5199\u4ee3\u7801\uff0c\u8fd9\u5df2\u7ecf\u4e0d\u662f\u65b0\u95fb\u4e86\u3002

\u771f\u6b63\u6050\u6016\u7684\u662f\uff1aAI \u8ba9\u300c\u80fd\u529b\u300d\u548c\u300c\u6210\u672c\u300d\u8131\u94a9\u4e86\u3002

\u4ee5\u524d\uff0c\u5982\u679c\u4f60\u60f3\u505a\u4e00\u4e2a\u5728\u7ebf\u62fc\u56fe\u5de5\u5177\uff0c\u4f60\u9700\u8981\uff1a

\n
• \u4e00\u4e2a\u524d\u7aef\u5de5\u7a0b\u5e08\uff08 Vue + Canvas \uff09
\n
• \u4e00\u4e2a UI \u8bbe\u8ba1\u5e08\uff08\u5e03\u5c40\u6a21\u677f + \u6ee4\u955c\u6548\u679c\uff09
\n
• \u4e00\u4e2a\u6d4b\u8bd5\u5de5\u7a0b\u5e08
\n
• \u4e00\u4e2a\u4ea7\u54c1\u7ecf\u7406
\n
• \u4e24\u5230\u4e09\u4e2a\u6708
\n
• \u81f3\u5c11\u4e09\u5341\u4e07\u4eba\u6c11\u5e01
\n

\u73b0\u5728\u4f60\u9700\u8981\u7684\u662f\uff1a

\n
• \u4e00\u4e2a\u60f3\u6e05\u695a\u4e86\u81ea\u5df1\u8981\u4ec0\u4e48\u7684\u4eba
\n
• \u4e24\u5468
\n
• \u51e0\u4e4e\u96f6\u6210\u672c
\n

\u8fd9\u610f\u5473\u7740\u4ec0\u4e48\uff1f

\u610f\u5473\u7740\u300c\u6709\u6ca1\u6709\u6280\u672f\u56e2\u961f\u300d\u4e0d\u518d\u662f\u4f60\u80fd\u4e0d\u80fd\u628a\u60f3\u6cd5\u53d8\u6210\u4ea7\u54c1\u7684\u51b3\u5b9a\u6027\u56e0\u7d20\u3002

\u610f\u5473\u7740\u4e00\u4e2a\u6444\u5f71\u5e08\u53ef\u4ee5\u81ea\u5df1\u505a\u62fc\u56fe\u5de5\u5177\u3002\u4e00\u4e2a\u7535\u5546\u8fd0\u8425\u53ef\u4ee5\u81ea\u5df1\u505a\u4ea7\u54c1\u56fe\u5236\u4f5c\u5de5\u5177\u3002\u4e00\u4e2a\u81ea\u5a92\u4f53\u4eba\u53ef\u4ee5\u81ea\u5df1\u505a\u5c01\u9762\u751f\u6210\u5668\u3002

\u610f\u5473\u7740\u521b\u9020\u529b\u7684\u74f6\u9888\u4ece\u300c\u80fd\u4e0d\u80fd\u5b9e\u73b0\u300d\u53d8\u6210\u4e86\u300c\u6709\u6ca1\u6709\u60f3\u6cd5\u300d\u3002

\u4ece\u300c\u4f1a\u4e0d\u4f1a\u505a\u300d\u53d8\u6210\u4e86\u300c\u77e5\u4e0d\u77e5\u9053\u8be5\u505a\u4ec0\u4e48\u300d\u3002

\u4e94\u3001\u7ed9\u6240\u6709\u60f3\u7528 AI \u505a\u5de5\u5177\u7684\u4eba

\u5982\u679c\u4f60\u770b\u5b8c\u8fd9\u7bc7\u6587\u7ae0\uff0c\u60f3\u81ea\u5df1\u8bd5\u8bd5\u7528 AI \u505a\u4e00\u4e2a\u4ea7\u54c1\uff0c\u8fd9\u662f\u6211\u6700\u60f3\u544a\u8bc9\u4f60\u7684\u51e0\u4ef6\u4e8b\uff1a

1. \u5148\u60f3\u6e05\u695a\u4f60\u8981\u4ec0\u4e48\uff0c\u518d\u78b0 AI

\u4e0d\u8981\u4e00\u4e0a\u6765\u5c31\u8bf4\u300c\u5e2e\u6211\u5199\u4e2a XXX \u300d\u3002

\u82b1\u65f6\u95f4\u5728 ChatGPT \u4e0a\u804a\u3002\u8c03\u7814\u7ade\u54c1\u3002\u4e86\u89e3\u522b\u4eba\u600e\u4e48\u505a\u7684\u3002\u7136\u540e\u5199\u4e00\u4efd\u9700\u6c42\u6587\u6863\u2014\u2014\u54ea\u6015\u53ea\u6709\u4e00\u9875\u7eb8\u3002

PRD \u662f\u4f60\u7ed9 AI \u7684\u8fb9\u754c\u3002\u6ca1\u6709\u8fb9\u754c\u7684 AI \uff0c\u4f1a\u7ed9\u4f60\u4e00\u4e2a\u4ec0\u4e48\u90fd\u6709\u4f46\u4ec0\u4e48\u90fd\u4e0d\u5bf9\u7684\u4e1c\u897f\u3002

2. \u4e0d\u540c\u7684 AI \u64c5\u957f\u4e0d\u540c\u7684\u4e8b

ChatGPT \u7f51\u9875\u7248\u9002\u5408\u5f00\u653e\u5f0f\u63a2\u7d22\u3001\u4ea7\u54c1\u601d\u8003\u3001\u7ade\u54c1\u5206\u6790\u3002Windsurf / Cursor \u4e2d\u7684 AI \u9002\u5408\u7cbe\u786e\u7684\u4ee3\u7801\u7f16\u5199\u548c\u5de5\u7a0b\u6267\u884c\u3002

\u4e0d\u8981\u6307\u671b\u4e00\u4e2a AI \u4ec0\u4e48\u90fd\u505a\u3002\u50cf\u7ba1\u7406\u56e2\u961f\u4e00\u6837\u7ba1\u7406\u4f60\u7684 AI \u3002

3. \u4f60\u6700\u5927\u7684\u4ef7\u503c\u662f\u8bf4\u300c\u4e0d\u300d

AI \u6c38\u8fdc\u4f1a\u8bf4\u300c\u597d\u7684\uff0c\u5df2\u5b8c\u6210\u300d\u3002\u5b83\u4e0d\u4f1a\u544a\u8bc9\u4f60\u8fd9\u4e2a\u65b9\u6848\u4e0d\u5408\u7406\uff0c\u4e0d\u4f1a\u544a\u8bc9\u4f60\u8fd9\u4e2a\u4ea4\u4e92\u5f88\u8822\uff0c\u4e0d\u4f1a\u544a\u8bc9\u4f60\u7528\u6237\u4e0d\u4f1a\u559c\u6b22\u8fd9\u4e2a\u3002

\u4f60\u7684\u5de5\u4f5c\u4e0d\u662f\u8bf4\u300c\u597d\u300d\uff0c\u800c\u662f\u8bf4\u300c\u4e0d\u884c\uff0c\u91cd\u6765\u300d\u3002

\u6bcf\u4e00\u4e2a\u6210\u529f\u7684\u4ea7\u54c1\u80cc\u540e\uff0c\u90fd\u6709\u65e0\u6570\u4e2a\u88ab\u5426\u51b3\u7684\u65b9\u6848\u3002AI \u4e0d\u4f1a\u5426\u51b3\u81ea\u5df1\uff0c\u8fd9\u4ef6\u4e8b\u53ea\u6709\u4f60\u80fd\u505a\u3002

4. \u5c3d\u65e9\u5efa\u6d4b\u8bd5

AI \u5199\u6d4b\u8bd5\u7684\u901f\u5ea6\u6781\u5feb\u3002\u4e00\u53e5\u8bdd\u51e0\u5341\u4e2a test case \u3002

\u4e0d\u8981\u7b49\u5230\u9879\u76ee\u672b\u671f\u624d\u60f3\u8d77\u6765\u5199\u6d4b\u8bd5\u3002\u5728\u6838\u5fc3\u529f\u80fd\u6210\u578b\u540e\u5c31\u8ba9 AI \u5199\u3002\u8fd9\u4f1a\u8282\u7701\u4f60\u540e\u9762\u65e0\u6570\u7684\u624b\u52a8\u9a8c\u8bc1\u65f6\u95f4\u3002

5. \u9047\u5230\u96be\u9898\uff0c\u7ed9 AI \u627e\u53c2\u8003

\u5f53\u4f60\u53d1\u73b0 AI \u53cd\u590d\u4fee\u540c\u4e00\u4e2a\u95ee\u9898\u4fee\u4e0d\u597d\u65f6\uff0c\u4e0d\u8981\u7ee7\u7eed\u7528\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u3002

\u53bb GitHub \u4e0a\u627e\u4e00\u4e2a\u89e3\u51b3\u4e86\u540c\u6837\u95ee\u9898\u7684\u5f00\u6e90\u9879\u76ee\uff0c\u4e0b\u8f7d\u4e0b\u6765\u6254\u7ed9 AI \u8bf4\u300c\u5148\u5b66\u8fd9\u4e2a\u300d\u3002

\u4e00\u4e2a\u597d\u7684\u53c2\u8003\u5b9e\u73b0\uff0c\u80dc\u8fc7\u4e00\u5343\u53e5\u9700\u6c42\u63cf\u8ff0\u3002

6. \u8bb0\u5f55\u4e00\u5207

\u6211\u7559\u4e0b\u4e86 8 \u4efd\u5bf9\u8bdd\u8bb0\u5f55\u3002\u6570\u767e\u6761\u6d88\u606f\u3002\u6570\u4e07\u5b57\u3002

\u8fd9\u4e9b\u8bb0\u5f55\u4e0d\u4ec5\u5e2e\u52a9\u6211\u590d\u76d8\uff0c\u8fd8\u8ba9\u6211\u5199\u51fa\u4e86\u8fd9\u7bc7\u6587\u7ae0\u3002

\u8ddf AI \u534f\u4f5c\u7684\u8fc7\u7a0b\u672c\u8eab\u5c31\u662f\u77e5\u8bc6\u3002\u8bb0\u5f55\u5b83\uff0c\u4f60\u4f1a\u5728\u56de\u5934\u770b\u65f6\u53d1\u73b0\u5f88\u591a\u5f53\u65f6\u5ffd\u7565\u7684\u6d1e\u89c1\u3002

\u516d\u3001\u7ec8\u6781\u95ee\u9898\uff1a\u8bbe\u8ba1\u5e08\u4f1a\u5931\u4e1a\u5417\uff1f

\u6211\u77e5\u9053\u4f60\u5728\u7b49\u8fd9\u4e2a\u95ee\u9898\u3002

\u6211\u7684\u56de\u7b54\u662f\uff1a\u95ee\u9519\u4e86\u3002

\u300c\u8bbe\u8ba1\u5e08\u300d\u4ece\u6765\u4e0d\u662f\u4e00\u4e2a\u7edf\u4e00\u7684\u804c\u4e1a\u3002\u5b83\u5305\u542b\u4e86\uff1a

\n
• \u628a\u9700\u6c42\u7ffb\u8bd1\u6210\u89c6\u89c9\u7a3f\u7684\u4eba\uff08\u6267\u884c\u8005\uff09
\n
• \u8bbe\u8ba1\u7528\u6237\u4f53\u9a8c\u7684\u4eba\uff08\u4f53\u9a8c\u8bbe\u8ba1\u5e08\uff09
\n
• \u4fdd\u8bc1\u8bbe\u8ba1\u4e00\u81f4\u6027\u7684\u4eba\uff08\u8bbe\u8ba1\u7cfb\u7edf\u8d1f\u8d23\u4eba\uff09
\n
• \u7406\u89e3\u7528\u6237\u9700\u6c42\u7684\u4eba\uff08\u7528\u6237\u7814\u7a76\u5458\uff09
\n
• \u505a\u51fa\u5ba1\u7f8e\u5224\u65ad\u7684\u4eba\uff08\u521b\u610f\u603b\u76d1\uff09
\n

AI \u6b63\u5728\u6781\u901f\u66ff\u4ee3\u7b2c\u4e00\u79cd\u3002\u8fd9\u662f\u4e8b\u5b9e\u3002

\u4f46\u540e\u56db\u79cd\u2014\u2014\u4f53\u9a8c\u3001\u7cfb\u7edf\u3001\u7406\u89e3\u3001\u5224\u65ad\u2014\u2014AI \u76ee\u524d\u505a\u4e0d\u4e86\uff0c\u77ed\u671f\u5185\u4e5f\u505a\u4e0d\u4e86\u3002

\u4e0d\u8fc7\uff0c\u8fd9\u4ef6\u4e8b\u7684\u610f\u4e49\u8fdc\u6bd4\u300c\u8c01\u4f1a\u5931\u4e1a\u300d\u6df1\u523b\u5f97\u591a\u3002

\u5b83\u610f\u5473\u7740\uff1a\u4ee5\u524d\u53ea\u6709\u8bbe\u8ba1\u5e08\u80fd\u505a\u7684\u4e8b\uff0c\u73b0\u5728\u6bcf\u4e2a\u4eba\u90fd\u80fd\u505a\u4e86\u3002

\u4e0d\u662f\u8bbe\u8ba1\u5e08\u5931\u4e1a\u4e86\u2014\u2014\u800c\u662f\u6bcf\u4e2a\u4eba\u90fd\u53d8\u6210\u4e86\u8bbe\u8ba1\u5e08\u3002

\u6216\u8005\u66f4\u51c6\u786e\u5730\u8bf4\uff1a\u6bcf\u4e2a\u4eba\u90fd\u53d8\u6210\u4e86\u4ea7\u54c1\u7ecf\u7406\u3002\u56e0\u4e3a\u73b0\u5728\uff0c\u4ece\u60f3\u6cd5\u5230\u4ea7\u54c1\u7684\u8ddd\u79bb\uff0c\u53ea\u5269\u4e0b\u4e00\u4efd\u9700\u6c42\u6587\u6863\u548c\u51e0\u53e5\u6e05\u6670\u7684\u5224\u65ad\u3002

\u4e03\u3001\u4ee3\u7801\u5df2\u6b7b\uff0c\u5224\u65ad\u6c38\u751f

\u6211\u82b1\u4e86\u4e24\u5468\u65f6\u95f4\uff0c\u7528\u4e09\u4e2a AI \uff0c\u505a\u4e86\u4e00\u4e2a 15,000 \u884c\u4ee3\u7801\u7684\u5728\u7ebf\u62fc\u56fe\u5de5\u5177\u3002

\u6211\u6ca1\u6709\u5199\u4e00\u884c\u4ee3\u7801\u3002

\u4f46\u6211\u505a\u4e86\u51e0\u767e\u4e2a\u5224\u65ad\u3002

\u54ea\u4e9b\u529f\u80fd\u8981\u505a\uff0c\u54ea\u4e9b\u4e0d\u505a\u3002 \u8fd9\u4e2a\u5e03\u5c40\u597d\u4e0d\u597d\u7528\u3002 \u90a3\u4e2a\u6ee4\u955c\u591f\u4e0d\u591f\u597d\u770b\u3002 \u8fd9\u4e2a bug \u4fee\u6ca1\u4fee\u5e72\u51c0\u3002AI \u8be5\u5728\u4ec0\u4e48\u65f6\u5019\u4ecb\u5165\uff0c\u4ec0\u4e48\u65f6\u5019\u95ed\u5634\u3002

\u6bcf\u4e00\u4e2a\u5224\u65ad\u90fd\u5f88\u5c0f\u3002\u4f46\u6240\u6709\u5224\u65ad\u52a0\u5728\u4e00\u8d77\uff0c\u5c31\u662f\u8fd9\u4e2a\u5de5\u5177\u3002

\u4ee3\u7801\u662f AI \u5199\u7684\u3002\u4f46\u5de5\u5177\u662f\u6211\u7684\u3002

\u56e0\u4e3a\u5de5\u5177\u4e0d\u662f\u4ee3\u7801\u3002\u5de5\u5177\u662f\u4e00\u5343\u4e2a\u5224\u65ad\u7684\u603b\u548c\u3002

\n

\u5982\u679c\u4f60\u60f3\u8bd5\u8bd5\uff0c\u8fd9\u91cc\u5c31\u662f\uff1ahttps://ps.keepmot.com/

\n

\u5b83\u4e0d\u5b8c\u7f8e\u3002\u5b83\u662f\u4e00\u4e2a\u4e0d\u61c2\u8bbe\u8ba1\u548c\u7f16\u7a0b\u7684\u4eba\u548c\u4e09\u4e2a AI \u7684\u5b9e\u9a8c\u3002\u4f46\u5b83\u786e\u5b9e\u5728\u8dd1\uff0c\u786e\u5b9e\u6709\u4eba\u5728\u7528\u3002

\n

\u5982\u679c\u8fd9\u7bc7\u6587\u7ae0\u8ba9\u4f60\u89c9\u5f97\u300c\u4e5f\u8bb8\u6211\u4e5f\u53ef\u4ee5\u300d\u2014\u2014\u90a3\u5c31\u5bf9\u4e86\u3002\u4f60\u53ef\u4ee5\u7684\u3002

\n

\u4f60\u9700\u8981\u7684\u4e0d\u662f\u5b66\u8bbe\u8ba1\u3002\u4f60\u9700\u8981\u7684\u662f\u60f3\u6e05\u695a\u4f60\u8981\u4ec0\u4e48\uff0c\u7136\u540e\u6709\u52c7\u6c14\u5bf9 AI \u8bf4\u300c\u4e0d\u884c\uff0c\u91cd\u6765\u300d\u3002

\n

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\u9644\u5f55\uff1a\u786c\u6570\u636e

\u73b0\u5728\u5f00\u53d1\u4f7f\u7528\u7684\u662f Antigravity \u7684 Claude Opus 4.6 \uff0c\u516c\u53f8\u4e3b\u63a8\u4e0d\u8981\u624b\u5199\u4ee3\u7801\u5f00\u53d1\uff0c\u4f46\u662f\u4f7f\u7528\u8fc7\u7a0b\u4e2d\uff0c\u5c31\u4f1a\u53d1\u73b0\uff0c\u5982\u679c\u518d\u5bf9\u8bdd\u4ea4\u6d41\u4e2d\u53d1\u73b0\u67d0\u79cd\u65b9\u5411\u601d\u8def\u662f\u9519\u8bef\u7684\uff0c\u5f53\u6211\u7ea0\u6b63\u4ed6\u4e4b\u540e\uff08\u660e\u786e\u544a\u77e5\u8981\u600e\u4e48\u5199\uff0c\u903b\u8f91\u4f7f\u7528\u8bed\u8a00\u63cf\u8ff0\uff0c\u5e76\u4e14\u4e5f\u4f1a\u8ba9\u5b83\u603b\u7ed3\u4e00\u4e0b\uff0c\u5199\u5165\u5230\u89c4\u5219\u4e2d\uff09\uff0c\u4f46\u662f\u518d\u63a5\u4e0b\u6765\u7684\u5bf9\u8bdd\u4e2d\uff08\u6216\u8005\u6211\u65b0\u5f00\u4e86\u5bf9\u8bdd\u7a97\u53e3\uff0c\u4e5f\u8bd5\u8fc7\u5220\u9664\u4e86\u672c\u5730\u5b83\u603b\u7ed3\u7684\u4e00\u4e9b KI \uff09\uff0c\u4ed6\u8fd8\u662f\u4f1a\u628a\u9519\u8bef\u7684\u65b9\u5411\u7eb3\u5165\u603b\u4f53\u8003\u91cf\uff0c\u5f53\u6211\u660e\u786e\u8d28\u7591\u5b83\u65f6\uff0c\u5b83\u5c31\u4f1a\u8bf4:

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\u6709\u65f6\u5019 vibe coding \u771f\u4ee4\u4eba\u8ba8\u538c\u3002 \u4f46\u662f\uff0c\u8001\u677f\u660e\u786e\u53d1\u8bdd\u4e86\uff0c\u8d8b\u52bf\u4e0d\u53ef\u9006\uff0c\u7279\u6765\u8bf7\u6559\u4e00\u4e0b\u5927\u5bb6\uff0c\u9a6f\u670d ai \u90fd\u6709\u4ec0\u4e48\u597d\u7684\u65b9\u6cd5\u8bba\u5462\u3002

\u8865\u5145\uff1a \u7528\u8fc7 https://github.com/tanweai/pua \u6548\u679c\u4e0d\u662f\u5f88\u7406\u60f3\uff0c\u6700\u5f00\u59cb\u611f\u89c9\u5f88\u597d\u7528\uff0c\u4f46\u662f\u4e4b\u540e\u53d1\u73b0\u5b83\u4f1a\u6492\u8c0e\u4e86\u3002\ud83d\ude00

\u76ee\u524d\u4e3b\u8981\u662f\u7ed9 crabtalk \u96c6\u6210\u7528\u7684\uff0c\u4e0d\u8fc7\u4e5f\u662f\u53ef\u4ee5\u5f53\u4f5c library \u7528\uff0c\u8001\u677f\u4eec\u8bf7\u4eab\u7528\uff01

\n
• crates-io
\n
• crabtalk-wechat
\n

\u521a\u521a\uff0c\u5fae\u4fe1\u652f\u6301\u8fde\u63a5\u5c0f\u9f99\u867e\u4e86 https://mp.weixin.qq.com/s/Ol-zrovUtZzPlGNZRhtqRw

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$ cargo install walrus-search\n$ wsearch \nMeta search engine CLI\n\nUsage: wsearch [OPTIONS] <COMMAND>\n\nCommands:\n search Search across all configured engines\n engines List available search engines\n fetch Fetch a web page and extract clean text content\n config Show or generate configuration\n help Print this message or the help of the given subcommand(s)\n\nOptions:\n -c, --config <CONFIG> Path to config file\n -f, --format <FORMAT> Output format (json, text, compact). Overrides config\n -h, --help Print help\n -V, --version Print version\n

https://x.com/tianyi_gc/status/2031747585602642187

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• \n

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