![\"\u5b50\u7ad9\u4e2d\u6587\u9996\u5c4f\uff0c\u7559\u4e0b\u4e00\u6bb5\u6700\u957f](\"https://raw.githubusercontent.com/VulcanFeynman/wesing-liuhuan-story/main/liuhuan-home.png\"/)
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\n\u6211\u5148\u52a8\u624b\u505a\u51fa\u7684\u5218\u6b22\u4f5c\u54c1\u4e0e\u7559\u8a00\u5c0f\u7ad9\uff0c\u6536\u5f55\u73b0\u573a\u6f14\u51fa\u3001MV \u3001\u7efc\u827a\u9ad8\u5149\u3001\u7eaa\u5f55\u7247\u548c\u8bbf\u8c08\u3002\u767b\u5f55\u540e\uff0c\u53ef\u4ee5\u7559\u4e0b 60 \u79d2\u6b4c\u58f0\u548c\u4e00\u5c0f\u6bb5\u8bdd\uff0c\u5171\u540c\u7eaa\u5ff5\u5218\u6b22\u4e0e\u4ed6\u7684\u4f5c\u54c1\u3002
\n
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\n\u90a3\u662f 2010 \u5e74\u4ee3\u3002\u56e0\u4e3a\u97f3\u7efc\u88ab\u9009\u4e2d\u7684\u6b4c\u624b\u548c\u5531\u4f5c\u4eba\uff0c\u4ece\u4e94\u6e56\u56db\u6d77\u6c47\u805a\u5411\u5317\u4eac\u3002\u5728\u767e\u5b50\u6e7e\uff0c\u5728\u5317\u4eac\u50cf\u7d20\uff0c\u5728\u6b27\u5c1a\u7fbd\u6bdb\u7403\u9986\uff0c\u5728\u5218\u6b22\u7684\u6218\u961f\uff0c\u8fd8\u6709\u5e38\u77f3\u78ca\u7684\u201c\u6b4c\u4e0d\u52a8\u542c\u8bf7\u9000\u7fa4\u201d\u5fae\u4fe1\u7fa4\u3002
\n\u6211\u9ad8\u4e2d\u3001\u5927\u5b66\u5728\u91d1\u5e06\u56e2\u5531\u4e86\u591a\u5e74\u7684\u5408\u5531\u548c\u963f\u5361\u8d1d\u62c9\u3002\u90a3\u4e2a\u7fa4\u91cc\u5f88\u591a\u5531\u4f5c\u4eba\u90fd\u662f\u670b\u53cb\uff0c\u6211\u4e00\u6b21\u6ca1\u6562\u63d0\u8fc7\u7533\u8bf7\u5165\u7fa4\u3002
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\n\u8ba4\u8bc6\u8c01\uff0c\u548c\u4f60\u542c\u89c1\u4f5c\u54c1\u4ee5\u540e\u5fc3\u91cc\u6709\u591a\u670d\uff0c\u662f\u4e24\u56de\u4e8b\u3002\u81ea\u5df1\u7684\u7ec3\u4e60\u7ecf\u5386\u6ca1\u6709\u66ff\u6211\u6d88\u6389\u90a3\u4efd\u8ddd\u79bb\uff0c\u53cd\u800c\u8ba9\u6211\u66f4\u6e05\u695a\u5730\u77e5\u9053\u5b83\u5728\u90a3\u91cc\u3002
\n2018 \u5e74\uff0c\u6211\u53bb\u91d1\u97e9\u4e00\u7684\u8ffd\u60bc\u4f1a\u3002\u5317\u4eac\u7684\u6b4c\u624b\u5708\u5b50\u5df2\u7ecf\u56db\u6563\u800c\u53bb\uff0c\u5927\u5bb6\u4e3a\u4e86\u66fe\u7ecf\u7684\u56de\u5fc6\u77ed\u6682\u518d\u6b21\u76f8\u805a\uff0c\u770b\u770b\u90a3\u4e9b\u66fe\u7ecf\u719f\u6089\u7684\u9762\u5b54\u5982\u4eca\u662f\u5426\u8fd8\u597d\u3002
\n\u5f88\u591a\u4eba\u559d\u4e86\u901a\u5bb5\uff0c\u5410\u5728\u9152\u9986\u91cc\uff0c\u7761\u5728\u9a6c\u8def\u4e0a\u3002
\n\u676f\u5b50\u78b0\u5728\u4e00\u8d77\uff0c\u90fd\u662f\u68a6\u60f3\u7834\u788e\u7684\u58f0\u97f3\u3002
\n\u90a3\u4e9b\u4f5c\u54c1\u5e26\u6765\u8fc7\u90a3\u4e48\u5145\u5b9e\u5e78\u798f\u7684\u65f6\u5149\uff0c\u540e\u6765\u5927\u5bb6\u518d\u805a\uff0c\u53c8\u662f\u8fd9\u6837\u7684\u573a\u9762\u3002\u60f3\u5230\u8fd9\u4e9b\uff0c\u6211\u5f88\u96be\u53ea\u6309\u4e00\u4e2a\u8f93\u8d62\u7ed3\u679c\u53bb\u770b\u90a3\u4e9b\u4eba\uff0c\u4e5f\u5f88\u96be\u628a\u521b\u9020\u8fd9\u4ef6\u4e8b\u8bf4\u5f97\u8f7b\u5de7\u3002
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\n\u5267\u60c5\u73b0\u5728\u4e0d\u8bb0\u5f97\u4e86\uff0c\u53ea\u8bb0\u5f97\u51fa\u4e4e\u610f\u6599\u5730\u597d\u770b\uff0c\u867d\u7136\u6253\u6597\u7c97\u7cd9\u5f97\u79bb\u8c31\u3002\u6211\u5fc3\u76ee\u4e2d\u4f1f\u5927\u4f5c\u54c1\u91cc\u7c97\u7cd9\u5230\u79bb\u8c31\u7684\u4e24\u4ef6\u4e8b\uff0c\u5c31\u662f\u300a\u897f\u6e38\u8bb0\u540e\u4f20\u300b\u7684\u6b66\u6253\u548c\u300a\u5929\u9053\u300b\u7684\u80cc\u666f\u97f3\u4e50\u3002
\n\u53ef\u300a\u897f\u6e38\u8bb0\u540e\u4f20\u300b\u7684\u97f3\u4e50\u53cd\u800c\u5f88\u597d\u3002\u5218\u6b22\u5531\uff1a
\n\n\n\u6211\u6b32\u6210\u4ed9/\u5feb\u4e50\u9f50\u5929/\u53d8\u5316\u51fa\u795e\u8bdd\u5728\u98ce\u4e2d\u6d41\u4f20/\u771f\u5fc3\u8d70\u8fc7/\u6bcf\u4e2a\u77ac\u95f4/\u624d\u80fd\u5bf9\u5b69\u5b50\u6b3e\u6b3e\u7b11\u8c08/\u6211\u6b32\u6210\u4ed9/\u5feb\u4e50\u9f50\u5929/\u8ba9\u81ea\u5df1\u5bf9\u5f97\u8d77\u7f8e\u4e3d\u5bd3\u8a00/\u5929\u964d\u6211\u5728/\u5929\u5730\u4e4b\u95f4/\u603b\u5f97\u6709\u6545\u4e8b\u8ba9\u540e\u4eba\u770b
\n
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\n\u518d\u8bf4\u300a\u5929\u5730\u5728\u6211\u5fc3\u300b\u548c\u300a\u51e4\u51f0\u4e8e\u98de\u300b\u3002\u5b83\u4eec\u5728\u6211\u8fd9\u91cc\u4e0d\u662f\u4e00\u822c\u7684\u597d\u542c\uff0c\u800c\u662f\u5b9a\u4e49\u4e86\u4ec0\u4e48\u53eb\u9ad8\u7ea7\u7684\u597d\u542c\u3002\u867d\u7136\u300a\u5b9d\u83b2\u706f\u300b\u6211\u4ece\u6ca1\u770b\u8fc7\uff0c\u300a\u7504\u5b1b\u4f20\u300b\u4e5f\u6ca1\u770b\u5b8c\u3002
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\n\u53ef\u80fd\u90a3\u4e2a\u521b\u9020\u592a\u7ed3\u5b9e\u4e86\u5427\uff0c\u61d2\u5f97\u6709\u6043\u65e0\u6050\u3002\u4f60\u5728\u60f3\u4ed6\u600e\u4e48\u80fd\u8fd9\u4e48\u5199\uff0c\u6b4c\u5374\u5df2\u7ecf\u628a\u95ee\u9898\u56de\u7b54\u4e86\u3002\u60f3\u5410\u69fd\u548c\u771f\u4f69\u670d\uff0c\u5b8c\u5168\u53ef\u4ee5\u540c\u65f6\u53d1\u751f\u3002
\n\u6211\u66f4\u65e9\u7684\u542c\u6b4c\u8bb0\u5fc6\uff0c\u8fd8\u8c08\u4e0d\u4e0a\u8fd9\u79cd\u5224\u65ad\u3002
\n\u6211\u7238\u5e74\u8f7b\u65f6\u5019\u505a\u7535\u89c6\u5267\u5236\u7247\u4e3b\u4efb\uff0c\u6709\u4e2a\u5267\u53eb\u300a\u7b2c\u4e09\u519b\u56e2\u300b\uff0c\u8bb2\u4e5d\u5341\u5e74\u4ee3\u9ad8\u4e2d\u751f\u7684\u6545\u4e8b\u3002\u6211\u8bb0\u5f97\u8c46\u74e3 8 \u5206\u591a\uff0c\u7537\u4e8c\u662f\u5e74\u8f7b\u65f6\u671f\u7684\u738b\u781a\u8f89\u3002\u5218\u6b22\u732e\u5531\u7684\u4e3b\u9898\u66f2\u53eb\u300a\u4ed6\u4eec\u6211\u4eec\u300b\u3002
\n\n\n\u6211\u4eec\u90fd\u662f\u4e00\u6b65\u4e00\u6b65\u8dcb\u6d89\u8fc7\u6765/\u4ed6\u4eec\u4e5f\u8981\u4e00\u6b65\u4e00\u6b65\u594b\u6597\u4e0b\u53bb/\u5f53\u5e74\u6211\u4eec\u4e5f\u50cf\u4ed6\u4eec\u73b0\u5728\u4e00\u6837/\u4ee5\u540e\u4ed6\u4eec\u662f\u5426\u4e5f\u50cf\u73b0\u5728\u6211\u4eec
\n
\u90a3\u65f6\u6211\u4e0a\u5c0f\u5b66\uff0c\u53ea\u89c9\u5f97\u7247\u5c3e\u66f2\u6709\u4e00\u79cd\u4e0d\u540c\u4e8e\u5267\u60c5\u7684\u82cd\u51c9\u610f\u5883\u3002\u4e0d\u4f1a\u5206\u6790\uff0c\u4e5f\u8bf4\u4e0d\u6e05\u7406\u7531\uff0c\u4f46\u8fd9\u9996\u6b4c\u7559\u7ed9\u6211\u7684\u60c5\u7eea\uff0c\u786e\u5b9e\u548c\u770b\u5267\u60c5\u65f6\u4e0d\u540c\u3002
\n\u518d\u6709\u4e00\u6bb5\uff0c\u5c31\u548c\u97f3\u4e50\u8bc4\u4ef7\u5b8c\u5168\u6ca1\u5173\u7cfb\u4e86\u3002
\n1998 \u5e74\u4e0b\u5c97\u6f6e\uff0c\u5317\u4eac\u793e\u4f1a\u4e0a\u522e\u8d77\u4e00\u80a1\u5f69\u7968\u98ce\u3002\u6211\u7238\u5e26\u6211\u4e0a\u8857\u4e70\u5f69\u7968\uff0c\u5e38\u89c1\u7684\u662f\u7a7a\u65f7\u9ec4\u571f\u5730\uff0c\u7528\u94c1\u76ae\u56f4\u6321\u5708\u8d77\u4e00\u5927\u5757\uff0c\u957f\u6761\u684c\u5b50\u4e0a\u5168\u662f\u5f69\u7968\u3002
\n\u5728\u6211\u7684\u8bb0\u5fc6\u91cc\uff0c\u5f53\u65f6\u5317\u4eac\u6240\u6709\u8fd9\u6837\u7684\u5f69\u7968\u7ad9\uff0c\u5927\u5587\u53ed\u90fd\u53ea\u5faa\u73af\u653e\u5218\u6b22\u7684\u300a\u4ece\u5934\u518d\u6765\u300b\u3002
\n\n\n\u5fc3\u82e5\u5728/\u68a6\u5c31\u5728/\u5929\u5730\u4e4b\u95f4\u8fd8\u6709\u771f\u7231/\u770b\u6210\u8d25/\u4eba\u751f\u8c6a\u8fc8/\u53ea\u4e0d\u8fc7\u662f\u91cd\u5934\u518d\u6765
\n
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\n\u6211\u5370\u8c61\u633a\u6df1\u3002\u6211\u7238\u522e\u51fa\u6765\u7684\u662f\u4e2a\u9ed1\u6843\uff0c\u4e5f\u4e0d\u662f\u8349\u82b1 K \u3002
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\n![\"\u79c1\u4eba\u97f3\u4e50\u8bb0\u5fc6\u610f\u8c61\uff0cAI](\"https://raw.githubusercontent.com/VulcanFeynman/wesing-liuhuan-story/main/music-memory.png\"/)
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\n\u6bcf\u96c6\u7ed3\u5c3e\uff0c\u8868\u5f1f\u90fd\u4f1a\u8ddf\u7740\u5218\u6b22\u5531\uff1a
\n\n\n\u5927\u6cb3\u5411\u4e1c\u6d41\u54c7/\u5929\u4e0a\u7684\u661f\u661f\u53c2\u5317\u6597\u54c7
\n
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\n\u8bb2\u5230\u8fd9\u91cc\uff0c\u6211\u53c8\u4f1a\u89c9\u5f97\uff0c\u97f3\u4e50\u4e0d\u53ea\u8ba9\u6211\u77e5\u9053\u4ec0\u4e48\u53eb\u5389\u5bb3\u3002\u5b83\u4e5f\u66ff\u6211\u8bb0\u7740\u90a3\u4e9b\u4e0d\u5389\u5bb3\u3001\u5531\u5f97\u4e0d\u51c6\uff0c\u5374\u548c\u6211\u4e00\u8d77\u8fc7\u8fc7\u65e5\u5b50\u7684\u4eba\u3002
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\n\u8fd9\u6837\u770b\u5218\u6b22\uff0c\u4ed6\u4e0d\u53ea\u5531\u8fc7\uff0c\u4e0d\u53ea\u5199\u8fc7\uff0c\u8fd8\u6276\u6301\u8fc7\u4e0d\u77e5\u591a\u5c11\u6709\u624d\u534e\u7684\u540e\u8f88\uff0c\u9020\u8fc7\u5c5e\u4e8e\u51e0\u4ee3\u4eba\u7684\u65f6\u4e8b\u3002\u90a3\u4e9b\u521b\u9020\u5df2\u7ecf\u8fdb\u5165\u5f88\u591a\u4eba\u7684\u751f\u6d3b\uff0c\u5728\u6211\u8fd9\u91cc\uff0c\u5c31\u662f\u524d\u9762\u8fd9\u4e9b\u4eba\u548c\u4e8b\u3002
\n\u80fd\u521b\u9020\u5230\u8fd9\u4e2a\u4efd\u4e0a\uff0c\u5728\u6211\u5fc3\u91cc\u5c31\u662f\uff1a\u6b64\u751f\u8db3\u77e3\u3002
\n![\"\u5b50\u7ad9\u89c6\u9891\u533a\uff0c\u5c55\u793a\u4e5d\u4e2a\u73b0\u573a\u6f14\u51fa\u5361\u7247\uff1b\u53e6\u6709](\"https://raw.githubusercontent.com/VulcanFeynman/wesing-liuhuan-story/main/liuhuan-videos.png\"/)
\u8fd9\u4e2a\u5b50\u7ad9\uff0c\u662f\u6211\u60f3\u843d\u5b9e\u7684\u4e00\u4ef6\u5c0f\u4e8b\u3002\u5b83\u4e0d\u9700\u8981\u66ff\u6211\u8bc1\u660e\u61c2\u591a\u5c11\u97f3\u4e50\uff0c\u6211\u66f4\u5e0c\u671b\u5b83\u8ba9\u5927\u5bb6\u80fd\u627e\u5230\u4f5c\u54c1\uff0c\u4e5f\u80fd\u7559\u4e0b\u81ea\u5df1\u7684\u6545\u4e8b\u3002
\n\u6b22\u8fce\u7559\u8a00\u8bf4\u8bf4\u5b9e\u9645\u9700\u8981\u3002\u6309\u5e74\u4ee3\u627e\u5f71\u50cf\u4f1a\u4e0d\u4f1a\u66f4\u65b9\u4fbf\uff1f\u540c\u4e00\u9996\u6b4c\u7684\u4e0d\u540c\u6f14\u51fa\u7248\u672c\uff0c\u8981\u4e0d\u8981\u6709\u96c6\u4e2d\u6574\u7406\u7684\u6a21\u5757\uff1f\u8bbf\u8c08\u548c\u7eaa\u5f55\u7247\u91cc\u7684\u8bdd\u9898\uff0c\u662f\u5426\u503c\u5f97\u53e6\u505a\u5206\u7c7b\uff1f
\n\u8fd9\u4e9b\u662f\u540e\u7eed\u53ef\u80fd\u589e\u52a0\u7684\u6a21\u5757\u5efa\u8bae\u3002\u4e5f\u6b22\u8fce\u76f4\u63a5\u6307\u51fa\u5177\u4f53\u95ee\u9898\uff1a\u60f3\u627e\u7684\u5185\u5bb9\u5728\u54ea\u91cc\u4e0d\u597d\u627e\uff0c\u8d44\u6599\u54ea\u91cc\u9700\u8981\u8865\uff0c\u7559\u4e0b\u6b4c\u58f0\u548c\u6587\u5b57\u65f6\u8fd8\u5e0c\u671b\u4ec0\u4e48\u66f4\u987a\u624b\u3002
\n\u5df2\u7ecf\u80fd\u767b\u5f55\u7559\u4e0b 60 \u79d2\u6b4c\u58f0\u548c\u4e00\u5c0f\u6bb5\u8bdd\uff0c\u81f3\u4e8e\u5f80\u540e\u600e\u4e48\u5b8c\u5584\uff0c\u6211\u5e0c\u671b\u4ece\u5927\u5bb6\u771f\u6b63\u5728\u8fd9\u91cc\u505a\u7684\u4e8b\u60c5\u51fa\u53d1\u3002
\n\u6211\u4ece\u90a3\u4e9b\u521b\u9020\u91cc\u5f97\u5230\u8fc7\u5f88\u591a\u3002\u73b0\u5728\u505a\u4e00\u70b9\u81ea\u5df1\u80fd\u505a\u7684\uff0c\u518d\u8ba4\u771f\u542c\u53d6\u610f\u89c1\uff0c\u628a\u8fd9\u4e2a\u5730\u65b9\u9010\u6b65\u505a\u597d\uff0c\u5bf9\u6211\u6765\u8bf4\u5c31\u5f88\u503c\u5f97\u3002
\n" }, { "author": { "url": "https://www.v2ex.com/member/cvcat", "name": "cvcat", "avatar": "https://cdn.v2ex.com/avatar/9ae4/cd81/740522_large.png?m=1779620485" }, "url": "https://www.v2ex.com/t/1245026", "title": "\u5f00\u6e90\u4e86 X \u7684\u6240\u6709\u63a5\u53e3\uff0c\u5927\u4f19\u53ef\u4ee5\u505a\u81ea\u5df1\u7684\u65b0\u95fb\u673a\u5668\u4eba\u4e86~", "id": "https://www.v2ex.com/t/1245026", "date_published": "2026-09-27T06:14:26+00:00", "content_html": "\u4ed3\u5e93\u5730\u5740\uff1ahttps://github.com/cv-cat/XApis
\nXApis \u662f\u4e00\u4e2a\u7eaf Python \u5b9e\u73b0\u7684 X \uff08 Twitter \uff09\u63a5\u53e3\u5e93\uff0c\u767b\u5f55\u3001\u8bf7\u6c42\u53c2\u6570\u548c\u52a0\u5bc6\u5b57\u6bb5\u5747\u5728 Python \u4fa7\u8ba1\u7b97\uff0c\u4e0d\u4f9d\u8d56\u6d4f\u89c8\u5668\u81ea\u52a8\u5316\u3002
\n\u76ee\u524d\u652f\u6301\uff1a
\n\u4e3b\u8981\u7528\u4e8e\u5b66\u4e60\u3001\u7814\u7a76\u548c\u7ecf\u8fc7\u6388\u6743\u7684\u81ea\u52a8\u5316\u573a\u666f\uff0c\u6b22\u8fce Star \u3001Follow \u548c\u63d0\u4ea4 Issue \u3002
\n\n" }, { "author": { "url": "https://www.v2ex.com/member/mjar", "name": "mjar", "avatar": "https://cdn.v2ex.com/avatar/e352/84b6/14647_large.png?m=1790487958" }, "url": "https://www.v2ex.com/t/1245025", "title": "\u4e00\u4e2a\u4e0d\u9700\u8981\u6ce8\u518c\u7684\u60c5\u4fa3\u79c1\u5bc6\u65e5\u8bb0 App\uff08iOS\uff09\uff0c\u9001 10 \u4e2a\u4e00\u5e74\u4f1a\u5458", "id": "https://www.v2ex.com/t/1245025", "date_published": "2026-09-27T06:03:30+00:00", "content_html": "\u4e00\u4e2a\u505a\u4e86\u534a\u5e74\u7684 App \uff0c\u81ea\u5df1\u4e5f\u6bcf\u5929\u5728\u7528\uff0c\u4e3b\u8981\u5173\u5fc3\u9690\u79c1\u6027\uff08\u65e0\u6570\u636e\u6536\u96c6+\u5b8c\u5168\u57fa\u4e8e iCloud \u7684\u53cc\u7aef\u540c\u6b65\uff09\u548c\u957f\u671f\u6027\uff08\u672c\u5730\u4f18\u5148\uff09\u3002
\n\u6700\u8fd1\u611f\u89c9\u529f\u80fd\u6bd4\u8f83\u5b8c\u5584\u4e86\uff0c\u6240\u4ee5\u5728 V2 \u9001\u4e00\u4e9b\u4f1a\u5458\uff0c\u5e0c\u671b\u80fd\u6536\u5230\u4e00\u4e9b\u5927\u5bb6\u7684\u53cd\u9988\u3002
\nApp \u7279\u70b9
\n\u4e3b\u8981\u529f\u80fd
\n\u514d\u8d39\u548c\u4f1a\u5458
\n\u514d\u8d39\u7248\u6bcf\u6708 30 \u6761\u77ac\u95f4\u3001\u6bcf\u6761\u6700\u591a 3 \u5f20\u56fe\u3001\u56fe\u7247\u4e3a\u4e2d\u7b49\u753b\u8d28\u3002\u4f1a\u5458\u89e3\u9501\u65e0\u9650\u6761\u6570\u3001\u6bcf\u6761\u6700\u591a 18 \u5f20\u56fe\u6216\u89c6\u9891\u3001\u56fe\u7247\u9ad8\u753b\u8d28\u3002
\nApp store: https://apps.apple.com/app/id/6767999283
\n\u5151\u6362\u7801
\n\u5148\u9001 10 \u4e2a\u4e00\u5e74\u4f1a\u5458\uff08\u539f\u4ef7$9.99 \uff09\uff0c\u5df2\u5173\u95ed\u81ea\u52a8\u7eed\u8d39\uff0c\u653e\u5728\u4e00\u697c\u56de\u590d\u91cc\u3002\u7528\u4e86\u7684\u670b\u53cb\u9ebb\u70e6\u56de\u590d\u8bf4\u4e00\u58f0\uff0c\u907f\u514d\u522b\u4eba\u91cd\u590d\u8bd5\uff0c\u8c22\u8c22
\n\u6211\u7684 Joplin \u5e93\u91cc\u6709\u4e09\u5343\u591a\u7bc7\u7b14\u8bb0\uff0c\u5927\u90e8\u5206\u662f\u4e2d\u6587\u3002\u524d\u9635\u5b50\u60f3\u77e5\u9053\u81ea\u5df1\u5230\u5e95\u5199\u4e86\u591a\u5c11\u5b57\uff0c\u7ffb\u4e86\u793e\u533a\u91cc\u73b0\u6709\u7684\u56db\u4e2a\u5b57\u6570\u63d2\u4ef6\uff0c\u53d1\u73b0\u4e00\u7bc7\u4e94\u767e\u5b57\u7684\u4e2d\u6587\u7b14\u8bb0\uff0c\u5b83\u4eec\u90fd\u4f1a\u7b97\u6210 0 \u5b57\u3002
\n\u539f\u56e0\u5f88\u7b80\u5355\uff1a\u8fd9\u51e0\u4e2a\u63d2\u4ef6\u90fd\u662f\u6309\u82f1\u6587\u7684\u65b9\u5f0f\u62c6\u8bcd\uff0c\u53ea\u8ba4\u7a7a\u683c\u9694\u5f00\u7684\u5b57\u6bcd\u548c\u6570\u5b57\uff0c\u6c49\u5b57\u5168\u88ab\u8df3\u8fc7\u3002
\n\u6240\u4ee5\u81ea\u5df1\u5199\u4e86\u4e00\u4e2a\uff0c\u53eb Recall\uff0c\u5df2\u7ecf\u4e0a\u67b6\u5b98\u65b9\u63d2\u4ef6\u5e93\uff0c\u5728 Joplin \u7684\u300c\u8bbe\u7f6e \u2192 \u63d2\u4ef6\u300d\u91cc\u641c Recall \u5c31\u80fd\u88c5\u3002
\n\u5b83\u80fd\u505a\u7684\u4e8b\uff1a
\n![\"\u5199\u4f5c\u7edf\u8ba1\"](\"https://cdn.jsdelivr.net/gh/smieltalker/joplin-plugin-recall@main/docs/writing-stats.png\"/)
\uff08\u622a\u56fe\u7528\u7684\u662f\u751f\u6210\u7684\u5047\u6570\u636e\uff0c\u4e0d\u662f\u6211\u7684\u771f\u5b9e\u7b14\u8bb0\u3002\uff09
\n\u5f00\u6e90\uff0cMIT \u534f\u8bae\uff1a https://github.com/smieltalker/joplin-plugin-recall
\n\u9700\u8981 Joplin 3.0 \u4ee5\u4e0a\uff0c\u6211\u53ea\u5728\u684c\u9762\u7248\u4e0a\u6d4b\u8fc7\u3002\u6709 bug \u6216\u8005\u60f3\u8981\u4ec0\u4e48\u529f\u80fd\uff0c\u6b22\u8fce\u5728\u8fd9\u91cc\u7559\u8a00\u6216\u8005\u53bb GitHub \u63d0 issue \u3002
\n" }, { "author": { "url": "https://www.v2ex.com/member/Lentin", "name": "Lentin", "avatar": "https://cdn.v2ex.com/avatar/96b1/c608/58119_large.png?m=1787818896" }, "url": "https://www.v2ex.com/t/1245021", "date_modified": "2026-09-27T05:27:33+00:00", "content_html": "\u989d \u7eaf\u81ea\u7528\uff0c\u65b9\u4fbf\u5206\u6d41\uff0c\u81f3\u4e8e\u4e3a\u4ec0\u4e48\u8981\u7528 \u770b\u4e2a\u4eba\u9700\u6c42\u5427\u3002\u3002\u6700\u8fd1\u770b\u4e86\u8bba\u575b\u91cc\u3001\u5404\u4e2a\u5fae\u4fe1\u7fa4\u91cc\u9762\uff0c\u5927\u5bb6\u90fd\u4f1a\u7528\u9e48\u9e55\u9a91\u81ea\u884c\u8f66\u6765\u6d4b\u8bd5\u6a21\u578b\u662f\u5426\u964d\u667a\uff0c\u53d1\u73b0\u5927\u5bb6\u5f88\u591a\u65f6\u5019\u90fd\u662f\u622a\u56fe\u53d1\u5b8c\u5c31\u6ca1\u4e86\uff0c\u540c\u4e00\u4e2a\u6a21\u578b\uff0c\u6362\u4e00\u4e2a\u601d\u8003\u6863\u4f4d\uff0c\u6362\u4e00\u4e2a\u5de5\u5177\uff0c\u8dd1\u51fa\u6765\u7684\u5dee\u522b\u4e5f\u633a\u5927\u7684\uff0c\u4e8b\u540e\u60f3\u8981\u5bf9\u6bd4\uff0c\u627e\u4e0d\u56de\u539f\u4ef6\uff0c\u4e8e\u662f\u505a\u4e86\u4e00\u4e2a\u7ad9\uff0c\u4e13\u95e8\u5b58\u8fd9\u4e9b\u4f5c\u54c1\uff1a https://pelicanbenchmark.com/
\n\u6211\u5148\u8bf4\u4e00\u4e0b\u6536\u4ec0\u4e48\uff1a
\n\u4e3b\u8981\u6536 SVG \u548c HTML \u6e90\u7801\uff0c\u4e0d\u662f\u622a\u56fe\u3002\u6bcf\u4e00\u4ef6\u4f5c\u54c1\u90fd\u4f1a\u8bb0\u4e0b\u6a21\u578b\u3001\u601d\u8003\u6863\u4f4d\u3001\u5b9e\u9645\u7528\u7684\u63d0\u793a\u8bcd\u8fd9\u4e9b\u3002
\n\u6211\u5728\u505a\u8fd9\u4e2a\u7ad9\u7684\u65f6\u5019\u60f3\u8fc7\u7684\u51e0\u4e2a\u70b9\uff1a
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\n" }, { "author": { "url": "https://www.v2ex.com/member/919936091", "name": "919936091", "avatar": "https://cdn.v2ex.com/gravatar/7410befc0e854a94ca2a3065fdefb46c?s=73&d=retro" }, "url": "https://www.v2ex.com/t/1244995", "title": "\u505a\u4e86\u4e00\u4e2a\u63d0\u793a\u8bcd\u9a71\u52a8\u7684 AI \u56fe\u7247\u7f16\u8f91\u5668\uff0c\u60f3\u542c\u542c\u5de5\u4f5c\u6d41\u53cd\u9988", "id": "https://www.v2ex.com/t/1244995", "date_published": "2026-09-27T02:45:44+00:00", "content_html": "\u6700\u8fd1\u5728\u6574\u7406\u4e00\u4e2a\u5f88\u5177\u4f53\u7684\u95ee\u9898\uff0c\u987a\u624b\u628a\u5b83\u5355\u72ec\u505a\u6210\u4e86\u4e00\u9875\uff1aArtDo \u3002
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\n\u60f3\u542c\u542c\u5927\u5bb6\u4e24\u4e2a\u610f\u89c1\uff1a
\n\u94fe\u63a5\uff1a https://artdo.ai/
\n" }, { "author": { "url": "https://www.v2ex.com/member/littlewey", "name": "littlewey", "avatar": "https://cdn.v2ex.com/avatar/6ecb/dd6e/426_large.png?m=1750824239" }, "url": "https://www.v2ex.com/t/1244990", "title": "con: \u4e00\u4e2a\u8de8\u5e73\u53f0\u7684\uff0c\u7ed9 terminal \u7231\u597d\u8005\u7684 terminal", "id": "https://www.v2ex.com/t/1244990", "date_published": "2026-09-27T02:11:50+00:00", "content_html": "\u9879\u76ee\u662f 4 \u6708\u4efd\u505a\u7684\uff0c\u90a3\u65f6\u5019 warp \u8fd8\u6ca1\u6709\u5f00\u6e90\uff0c\u73b0\u5728\u7528\u6237\u8d8a\u6765\u8d8a\u591a\u4e86\uff0c\u6211\u4eec\u52aa\u529b\u7ef4\u62a4\u4e86 windows/linux \u7248\u672c\u4e5f\uff0c\u505a\u4e86\u5f88\u591a\u989d\u5916\u7684\u5de5\u4f5c\uff0c\u6b22\u8fce\u5927\u5bb6\u4f53\u9a8c\u54c8~\u75db\u70b9\u5f88\u5177\u4f53\uff1a\u516c\u4f17\u53f7\u91cc\u7ecf\u5e38\u6709\u503c\u5f97\u7559\u7684\u957f\u6587\uff0c\u4f46\u5e73\u53f0\u6536\u85cf\u4e0d\u65b9\u4fbf\u4e8c\u6b21\u68c0\u7d22\uff0c\u590d\u5236\u7c98\u8d34\u53c8\u4e22\u683c\u5f0f\u3002\u5728\u7ebf\u300c\u94fe\u63a5\u8f6c MD \u300d\u6211\u7528\u8fc7\u51e0\u6b21\uff0c\u603b\u62c5\u5fc3\u6b63\u6587\u8fc7\u670d\u52a1\u5668\uff0c\u78b0\u5230\u767b\u5f55\u5899/\u98ce\u63a7\u4e5f\u4e0d\u7a33\u5b9a\u3002
\n\u6700\u8fd1\u5728\u7528\u4e00\u4e2a\u672c\u5730\u5411\u7684 Chrome \u6269\u5c55\uff1aWeChat to Markdown \uff08 wx2md \uff09\u3002\u6d41\u7a0b\u662f\u4f60\u5728\u6d4f\u89c8\u5668\u91cc\u81ea\u5df1\u6253\u5f00\u6587\u7ae0\uff0c\u6269\u5c55\u5728\u672c\u5730\u89e3\u6790\u540e\u5bfc\u51fa Markdown \uff08\u53ef\u9009\u56fe\u7247 ZIP \uff09\uff0c\u518d\u4e22\u8fdb Obsidian / \u601d\u6e90\u4e4b\u7c7b\u3002\u5b83\u4e0d\u662f\u91c7\u96c6\u5668\uff0c\u4e5f\u505a\u4e0d\u5230\u6279\u91cf\u7ffb\u5899\u5f0f\u6293\u53d6\u2014\u2014\u5c31\u662f\u628a\u300c\u5f53\u524d\u8fd9\u7bc7\u300d\u53d8\u6210\u6587\u4ef6\u3002
\n\u5b98\u7f51\uff1a https://wx2md.com/\n\u5546\u5e97\uff1a https://chromewebstore.google.com/detail/wechat-to-markdown/kbijkembfnijlgpkeofanhpoaefkddim\nGitHub\uff1a https://github.com/wangshan9870/wechat-to-markdown
\n\u60f3\u95ee\u95ee\uff1a
\n\u8c22\u3002
\n" }, { "author": { "url": "https://www.v2ex.com/member/NightCatS", "name": "NightCatS", "avatar": "https://cdn.v2ex.com/avatar/9474/ddf3/171312_large.png?m=1790450467" }, "url": "https://www.v2ex.com/t/1244959", "title": "Opus 5.5 \u4e3a\u6211\u642d\u5efa\u4e86\u4e00\u5957 2D MMORPG \u97f3\u4e50\u7f8e\u672f\u7ba1\u7ebf", "id": "https://www.v2ex.com/t/1244959", "date_published": "2026-09-26T19:19:49+00:00", "content_html": "\n\u5b8c\u5168\u7531 Claude Code + Opus 5.5 \u5de5\u4f5c\u4ea7\u751f\uff0c\u6ca1\u6709\u4f7f\u7528\u4efb\u4f55\u56fe\u50cf\u3001\u97f3\u4e50\u751f\u6210\u6a21\u578b\n![\"\u4e5d\u5bab\u683c\u5ba3\u4f20\u56fe\"](\"https://promo-image-cdn.pages.dev/promo-nine-grid-v2.png\"/)
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![\"\u6df1\u8272\u56de\u590d\u533a\"](\"https://cdn.jsdelivr.net/gh/StillNotYet/v2ex-still@036a3dc0be6c7f6da4fd0b558f58433678bea5bc/screenshots/replies.png\"/)
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\n\u94fe\u63a5\uff1a https://github.com/jiehaoZ/Cairn
\n\u5f00\u6e90 MIT \uff0cApple Silicon \u7684 DMG \u5728 Release \u91cc\n\u6b22\u8fce\u62cd\u7816\uff0c\u7279\u522b\u60f3\u77e5\u9053\u5927\u5bb6\u62ff\u4ec0\u4e48\u4e66\u8bd5\u3002
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\n![\"\u5207\u6362\u5668\"](\"https://cdn.jsdelivr.net/gh/lifedever/TabFlick@v0.16.0/docs/demo-poster.jpg\"/)
\u641c\u7d22\u9762\u677f\uff08\u2318E \uff0c\u522b\u7684 App \u91cc \u2325Space \uff09
\n![\"\u641c\u7f51\u9875\"](\"https://cdn.jsdelivr.net/gh/lifedever/TabFlick@v0.16.0/docs/search-web-dark.jpg\"/)
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\n\u5b98\u7f51\uff1a https://www.lifedever.com/TabFlick/\nGitHub\uff1a https://github.com/lifedever/TabFlick
\n\u6269\u5c55\u8fd8\u6ca1\u4e0a\u67b6\u5546\u5e97\uff0c\u8981\u5f00\u53d1\u8005\u6a21\u5f0f\u88c5\u4e00\u4e0b\uff0c\u5b98\u7f51\u6709\u6b65\u9aa4\u3002\u6709\u95ee\u9898\u6b22\u8fce\u63d0 issue \u3002
\n" }, { "author": { "url": "https://www.v2ex.com/member/jackroyal", "name": "jackroyal", "avatar": "https://cdn.v2ex.com/avatar/402b/557b/30529_large.png?m=1790436651" }, "url": "https://www.v2ex.com/t/1244948", "title": "\u5199\u4e86\u4e2a HA \u96c6\u6210\u652f\u6301\u7c73\u5bb6/\u7f8e\u7684\u8bbe\u5907\u8f93\u51fa\u5230\u5c0f\u5ea6\u667a\u80fd\u97f3\u7bb1", "id": "https://www.v2ex.com/t/1244948", "date_published": "2026-09-26T16:13:05+00:00", "content_html": "\u80cc\u666f
\n\u7531\u4e8e\u5bb6\u91cc\u7684\u8bbe\u5907\u54c1\u724c\u4e3b\u8981\u662f\u7c73\u5bb6/\u7f8e\u7684/\u5c0f\u5ea6\u97f3\u7bb1, \u591a\u5e74\u6765\u7c73\u5bb6\u5899\u58c1\u5f00\u5173\u90fd\u53ea\u80fd\u7528\u5c0f\u7231\u540c\u5b66\u63a7\u5236, \u800c\u7f8e\u7684\u7a7a\u8c03\u53c8\u53ea\u80fd\u7528\u5c0f\u5ea6\u540c\u5b66\u63a7\u5236, \u8bed\u97f3\u64cd\u4f5c\u4f53\u9a8c\u6709\u70b9\u5272\u88c2, \u501f\u7740\u73b0\u5728 vibe coding \u7684\u6625\u98ce, \u5199\u4e86\u4e00\u4e2a HA \u96c6\u6210xiaodu bridge\u6765\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898.
\n\u6838\u5fc3\u539f\u7406: HA \u96c6\u6210\u63d0\u4f9b OAuth Server \u548c\u8bbe\u5907\u4e91\u670d\u52a1, \u5229\u7528\u5c0f\u5ea6\u97f3\u7bb1\u81ea\u5b9a\u4e49\u7684\u667a\u80fd\u5bb6\u5c45\u6280\u80fd(\u4e91\u4e91\u63a5\u5165), \u5b9e\u73b0\u7c73\u5bb6/\u7f8e\u7684\u8bbe\u5907\u63a5\u5165\u5c0f\u5ea6\u667a\u80fd\u97f3\u7bb1, \u540c\u65f6\u5916\u8f93\u7ed9 iPhone homekit, \u652f\u6301\u591a iPhone \u624b\u673a\u63a7\u5236.
\n\n\n\u7f8e\u7684\u5df2\u7ecf\u652f\u6301\u4e91\u5382\u5546\u63a5\u5165\u5c0f\u5ea6\u97f3\u7bb1, \u4e3a\u5565\u4e5f\u8981\u901a\u8fc7\u8fd9\u4e2a\u96c6\u6210\u63a5\u5165\u5462? \u7528\u8fc7\u5c31\u77e5\u9053, \u7f8e\u7684\u4e91\u670d\u52a1\u7684\u72b6\u6001\u540c\u6b65\u6bd4\u8f83\u5dee\u52b2, \u7a7a\u8c03\u5173\u7740\u5c0f\u5ea6 app \u8fd8\u662f\u5f00\u542f\u72b6\u6001.
\n
\u6574\u4f53\u8fd0\u8f6c\u6d41\u7a0b:
\n\u7c73\u5bb6 / \u7f8e\u7684 / Sonoff / \u5176\u4ed6 HA \u96c6\u6210\n \u2193\nHome Assistant \u5b9e\u4f53 + \u533a\u57df\n \u2193\nxiaodu bridge \uff08 DuerOS \u8bed\u4e49\u6a21\u578b + OAuth \u670d\u52a1\u7aef\uff09\n \u2193\n\u5c0f\u5ea6\u97f3\u7bb1 / \u5c0f\u5ea6 App / Homekit Bridge\n\u5b9e\u73b0\u65b9\u5f0f
\n\u96c6\u6210\u5728 HA \u91cc\u76f4\u63a5\u5145\u5f53 DuerOS \u667a\u80fd\u5bb6\u5c45\u7684 OAuth \u670d\u52a1\u7aef\uff08\u6388\u6743 / Token / WebService \u4e09\u4e2a\u7aef\u70b9\uff09\u3002\u6838\u5fc3\u662f\u4e24\u4ef6\u4e8b\uff1a
\n\u4e3b\u8981\u7279\u70b9
\n\u5b89\u88c5
\n\u8981\u6c42 HA 2025.1+\uff0c\u5c0f\u5ea6\u4e91\u7aef\u80fd\u8bbf\u95ee HA \u7684\u516c\u7f51 HTTPS \u5730\u5740\u3002
\n\u94fe\u63a5
\ngithub \u4ed3\u5e93\uff1ahttps://github.com/Jackroyal/xiaodu-bridge
\n\u6211\u5bb6\u7684\u5176\u4ed6\u8bbe\u5907\u63a5\u5165\u5230 HA \u4e2d: https://mp.weixin.qq.com/s/vCMu2KMSknTfMnio1MwWNA
\nxiaodu bridge \u8be6\u7ec6\u7684\u5b89\u88c5\u90e8\u7f72\u8bb0\u5f55\uff1ahttps://mp.weixin.qq.com/s/ITsERPt-xfy3WXboo9siJw?
\n" }, { "author": { "url": "https://www.v2ex.com/member/hyqer", "name": "hyqer", "avatar": "https://cdn.v2ex.com/avatar/07fe/b1e1/28532_large.png?m=1407397506" }, "url": "https://www.v2ex.com/t/1244947", "title": "\u53bb\u4e2d\u5fc3\u5316\u7684\u53cb\u60c5\u94fe\u63a5\u5e73\u53f0\uff0c\u5916\u94fe\u7684 DePIN\uff0c\u4e5f\u63d0\u4f9b c2c \u7684\u5916\u94fe\u5e02\u573a\uff08\u5efa\u8bbe\u4e2d\uff09", "id": "https://www.v2ex.com/t/1244947", "date_published": "2026-09-26T16:03:00+00:00", "content_html": "\u7f51\u5740 https://congrid.net\u4e4b\u524d\u5206\u4eab\u8fc7\u6211\u7684 iOS \u5e94\u7528 NovaScale(\u539f\u540d NovaAccess), \u5b83\u76f4\u63a5\u96c6\u6210\u4e86 Tailscale \u5185\u6838, \u628a SSH/SFTP/Remote Codex \u8fd9\u4e9b\u529f\u80fd\u6574\u5408\u5230\u4e00\u4e2a App \u91cc, \u65e0\u9700\u5f00\u542f Tailscale VPN \u5ba2\u6237\u7aef, \u4e5f\u53ef\u4ee5\u5728\u6709 VPN \u8fd0\u884c\u7684\u60c5\u51b5\u4e0b\u8fd0\u884c, \u76ee\u524d\u8fd8\u5728\u79ef\u6781\u8fed\u4ee3\u57fa\u4e8e herdr remote \u534f\u8bae, \u4ee5\u6ee1\u8db3\u50cf\u6211\u8fd9\u6837\u91cd\u5ea6 Tailscale \u7528\u6237\u8fdc\u7a0b\u5f00\u53d1\u4ee5\u53ca\u7ef4\u62a4\u670d\u52a1\u7684\u4e00\u4e9b\u9700\u6c42
\n\u8ddd\u79bb\u4e4b\u524d\u53d1\u8d34\u5df2\u7ecf\u6709\u4e00\u6bb5\u65f6\u95f4\u4e86\uff0c\u8fd9\u671f\u95f4 iOS \u7248\u672c\u589e\u52a0\u4e86\u5f88\u591a\u65b0\u529f\u80fd\uff0c\u540c\u65f6\u4e5f\u4fee\u590d\u4e86\u4e00\u4e9b libtailscale \u7684\u95ee\u9898(\u76f8\u5173\u4fee\u590d\u5f00\u6e90\u5728 https://github.com/GalaxNet-Ltd/libtailscale \u4e0d\u77e5\u9053\u4e3a\u5565, \u611f\u89c9 Tailscale \u7684 iOS \u6709\u4e9b\u4e25\u91cd\u95ee\u9898\u4e0a\u6e38\u4fee\u590d\u7684\u4e0d\u79ef\u6781, \u6bd4\u5982\u8fd9\u4e2a\u65ad\u7f51\u95ee\u9898: https://github.com/tailscale/tailscale/issues/19504); \u4e0e\u6b64\u540c\u65f6, \u6211\u4e5f\u4e00\u76f4\u5728\u7528\u591a\u4f59\u7684 codex \u989d\u5ea6(pro 5x \u7528\u6237, \u8fd1\u671f reset \u5b9e\u5728\u65f6\u592a\u591a\u4e86), \u5728\u5f00\u53d1\u4e00\u4e2a\u5168\u514d\u8d39\u5168\u5f00\u6e90\u7684 Play \u7248\u672c, \u7528\u6765\u6ee1\u8db3\u5f53\u65f6\u4e00\u4e9b\u56fd\u5185\u5916\u7528\u6237\u63d0\u5230\u7684 android \u7248\u672c\u9700\u6c42
\n\u7531\u4e8e\u4e4b\u524d\u7684\u4e00\u4e9b\u65b9\u6848\u611f\u89c9\u4e0d\u7406\u60f3, \u5728 5.6/astra \u53d1\u5e03\u540e\u53c8\u8fdb\u4e86\u4e00\u4e9b\u4f18\u5316, \u611f\u89c9\u9010\u6e10\u8fbe\u5230\u4e86\u81ea\u5df1\u53ef\u7528\u7684\u60c5\u51b5, \u751a\u81f3\u4e3a SSH terminal \u589e\u52a0\u57fa\u4e8e SGR \u7684\u9f20\u6807\u652f\u6301(herdr \u8fd9\u79cd mouse native \u7684 TUI \u5e94\u7528\u9700\u8981)\u57fa\u672c\u4e0a Astra \u4e00\u53d1\u5c31\u5dee\u4e0d\u591a\u4e86
\n\u6700\u8fd1\u91cd\u65b0\u628a\u4e4b\u524d\u7684 play \u5f00\u53d1\u8005\u8d26\u53f7\u7528\u4e86\u8d77\u6765, \u5168\u90e8\u59d4\u6258\u7ed9 codex \u8d1f\u8d23\u622a\u56fe\u3001\u63cf\u8ff0\u3001\u5546\u5e97\u64cd\u4f5c(\u751a\u81f3\u5982\u4f55\u641e\u6388\u6743\u4e5f\u662f codex \u544a\u8bc9\u6211\u7684, \u76f8\u6bd4 iOS \u5f00\u53d1\u8981\u590d\u6742\u70b9), \u6ca1\u60f3\u5230\u5f53\u524d\u63d0\u4ea4\u9694\u5929\u5c31\u901a\u8fc7\u4e86
\n\u56e0\u6b64\u53d1\u5728\u8fd9\u91cc\u4e5f\u5206\u4eab\u7ed9\u6709\u9700\u8981\u7684\u670b\u53cb, \u63d0\u524d\u58f0\u660e\u5982\u4e0b:
\n1 \u3001\u8fd9\u662f\u4e00\u4e2a\u5b8c\u5168\u514d\u8d39\u7684\u5e94\u7528\uff0c\u4ee3\u7801\u5b8c\u5168\u5f00\u6e90 ( https://github.com/GalaxNet-Ltd/novascale-android), \u4e0e iOS \u7248\u672c\u4e0d\u540c, \u6ca1\u6709\u91c7\u7528 libtailscale, \u76f4\u63a5\u8ba9 codex \u57fa\u4e8e tailscale \u6e90\u7801\u9002\u914d
\n2 \u3001\u534a\u5e74\u524d\u7684\u6700\u521d\u7248\u672c\u5927\u6982\u8fd8\u662f claude \u505a\u7684, \u611f\u89c9\u505a\u7684\u4e0d\u600e\u4e48\u6837, \u5f53\u524d\u5b8c\u5168\u7531 Codex \u5f00\u53d1, \u6211\u53ea\u8d1f\u8d23\u67b6\u6784\u6587\u6863\u548c\u6700\u7ec8\u7684\u9a8c\u6536, \u6240\u4ee5\u53ef\u4ee5\u79f0\u4e4b\u5916\u5b8c\u5168 AI \u5f00\u53d1\u5e76\u53d1\u5e03\u7684\u7248\u672c, \u540e\u9762\u53ef\u80fd\u4f1a\u6839\u636e\u7528\u6237\u53cd\u9988\u3001\u65f6\u95f4\u548c Codex \u989d\u5916\u4f1a\u8fdb\u884c\u4e00\u4e9b\u8fed\u4ee3; \u603b\u4f53\u4e0a\u611f\u89c9\u6ee1\u8db3\u6211\u6709\u65f6\u5019 iPhone \u6ca1\u7535\u65f6\u7528 Android \u624b\u673a\u7684\u9700\u6c42
\n3 \u3001\u4ee3\u7801\u4e3a GPL \u534f\u8bae, \u539f\u56e0\u5728\u4e8e\u4ece termux \u4e0a\u501f\u4e86\u4e00\u4e9b terminal rendering \u7684\u4ee3\u7801, \u8fd9\u90e8\u5206\u5b83\u7684\u534f\u8bae\u662f GPL \u7684, \u56e0\u6b64\u4e5f\u53ea\u80fd GPL \u5f00\u6e90
\nAndroid \u7248\u672c NovaScale \u7684\u4e00\u4e9b\u4e3b\u8981\u529f\u80fd\u5982\u4e0b:
\n\u6280\u672f\u67b6\u6784\u5982\u4e0b:
\n\u5982\u679c\u4f60\u662f Android \u7528\u6237\uff0c\u5e76\u4e14\u5bf9\u6b64\u611f\u5174\u8da3\uff0c\u53ef\u4ee5\u901a\u8fc7\u5982\u4e0b\u94fe\u63a5\u4e0b\u8f7d:
\nhttps://play.google.com/store/apps/details?id=cc.galaxnet.novascale
\n\u7b80\u5355\u63a8\u5e7f\u4e0b iOS \u7248 NovaScale \uff0c\u5b83\u5305\u542b Android \u7248\u7684\u5168\u90e8\u529f\u80fd\uff0c\u57fa\u7840\u529f\u80fd\u514d\u8d39, \u6709\u5c11\u91cf\u7684\u4ed8\u8d39\u529f\u80fd\u9700\u8981\u8ba2\u9605\u6216\u4e70\u65ad\u652f\u6301:
\n\u76ee\u524d\u6211\u8fd8\u5728\u5c1d\u8bd5\u901a\u8fc7 herdr \u7684\u534f\u8bae\u5b9e\u73b0\u539f\u751f herdr \u652f\u6301\uff0c\u8ba9\u5b83\u80fd\u591f\u50cf herdr remote \u4e00\u6837\u5de5\u4f5c\u3002
\niOS \u7248\u672c\u53ef\u901a\u8fc7\u5982\u4e0b\u94fe\u63a5\u4e0b\u8f7d:
\nhttps://apps.apple.com/cn/app/novascale-%E4%B8%93%E4%B8%BA-tailscale-%E6%89%93%E9%80%A0/id6749938291
\nPS:
\n1 \u3001\u6700\u8fd1\u770b\u5230 tailscale CEO \u4e5f\u5fcd\u4e0d\u4f4f\u5145\u4e86\u70b9 codex \u7684\u989d\u5ea6, vibe \u4e86\u4e00\u4e2a\u5185\u7f6e Tailscale \u7684 jellyfin \u5ba2\u6237\u7aef, \u540c\u6837\u4e5f\u662f\u57fa\u4e8e libtailscale \u5b9e\u73b0\u7684, \u6709\u9700\u8981\u7528\u6237\u53ef\u4ee5\u53bb\u4ed6\u7684 X \u7684\u5e16\u5b50\u4e0a\u7ffb\u7ffb\u5e94\u8be5\u80fd\u627e\u5230 testflight
\n2 \u3001\u4f5c\u4e3a tailscale \u7684\u91cd\u5ea6\u7528\u6237, \u4e5f\u6b22\u8fce\u79c1\u4fe1\u6280\u672f\u4ea4\u6d41
\n", "date_published": "2026-09-26T14:13:38+00:00", "title": "\u96c6\u6210 tailscale \u7684 android SSH/SFTP \u7ec8\u7aef", "id": "https://www.v2ex.com/t/1244939" }, { "author": { "url": "https://www.v2ex.com/member/yuanyuan11", "name": "yuanyuan11", "avatar": "https://cdn.v2ex.com/gravatar/ded7e01f4683e5c610b67020a45c47ee?s=73&d=retro" }, "url": "https://www.v2ex.com/t/1244938", "title": "\u7528 Rust \u5199\u4e86\u4e00\u4e2a\u884c\u5f0f coding agent", "id": "https://www.v2ex.com/t/1244938", "date_published": "2026-09-26T14:12:27+00:00", "content_html": "\u7528\u4e86\u4e00\u5e74\u591a Claude Code \uff0c\u4ece\u672c\u5730\u914d\u5408 DeepSeek \u8dd1\u751f\u4fe1\u6d41\u7a0b\uff0c\u5230\u5728\u66d9\u5149\u670d\u52a1\u5668\u4e0a\u516c\u5171\u90e8\u7f72\uff0c\u8d8a\u7528\u8d8a\u89c9\u5f97\u8fd9\u7c7b\u5de5\u5177\u6ca1\u5fc5\u8981\u90a3\u4e48\u590d\u6742\u3002\u6a21\u578b API \u8bf4\u767d\u4e86\u5c31\u662f\u4e00\u4e2a HTTP \u8bf7\u6c42\u52a0\u4e00\u4e2a SSE \u6d41\uff0c\u5de5\u5177\u65e0\u975e\u662f\u8bfb\u5199\u6587\u4ef6\u548c\u8dd1\u547d\u4ee4\uff0c\u4ea4\u4e92\u754c\u9762\u5c31\u662f\u4e2a\u7ec8\u7aef\uff0c\u8fde TUI \u90fd\u4e0d\u7528\u505a\uff0c\u666e\u901a\u7684\u884c\u5f0f\u4f1a\u8bdd\u5c31\u591f\u3002\u62b1\u7740\u8fd9\u4e2a\u60f3\u6cd5\uff0c\u6700\u8fd1\u7528 Rust \u5199\u4e86\u4e00\u4e2a\u81ea\u5df1\u7684 agent \uff0c\u5c31\u53eb llm\uff0c\u4e00\u4e2a\u9759\u6001\u94fe\u63a5\u7684\u4e8c\u8fdb\u5236\u6587\u4ef6\uff0c\u6ca1\u6709\u4efb\u4f55\u8fd0\u884c\u65f6\u4f9d\u8d56\uff0c\u6254\u5230\u673a\u5668\u4e0a\u5c31\u80fd\u8dd1\u3002\u548c\u4e4b\u524d vibe coding \u535a\u5ba2\u6846\u67b6 \u662f\u540c\u4e00\u4e2a\u601d\u8def\uff0c\u6838\u5fc3\u53ea\u505a\u5fc5\u987b\u505a\u7684\u4e8b\uff0c\u5176\u4f59\u7684\u5168\u90e8\u7559\u51fa\u6269\u5c55\u7684\u7f1d\uff0c\u8fd9\u6837\u51fa\u95ee\u9898\u4e5f\u77e5\u9053\u53bb\u54ea\u4fee\u3002
\nLinux \u548c macOS \u4e0b\u9762\u4e00\u884c\u547d\u4ee4\uff0c\u4e0b\u8f7d\u9884\u7f16\u8bd1\u4e8c\u8fdb\u5236\uff0c\u6821\u9a8c sha256 \u4e4b\u540e\u88c5\u8fdb ~/.local/bin\uff0c\u5168\u7a0b\u4e0d\u9700\u8981 root
curl -fsSL https://jiaoyuan.org/llm/install.sh | sh\nPATH \u91cc\u6ca1\u6709\u8fd9\u4e2a\u76ee\u5f55\u7684\u8bdd\u5b89\u88c5\u811a\u672c\u4f1a\u987a\u624b\u52a0\u4e0a\u3002\u91cd\u590d\u6267\u884c\u540c\u4e00\u6761\u547d\u4ee4\u5c31\u662f\u66f4\u65b0\u5668\uff0c\u7248\u672c\u6709\u53d8\u5316\u4f1a\u6253\u5370 updating 0.2.1 -> 0.2.2\uff0c\u6ca1\u53d8\u5316\u5c31\u4e0d\u52a8\uff0cLLM_VERSION \u53ef\u4ee5\u56fa\u5b9a\u67d0\u4e2a release \uff0cLLM_REPO \u53ef\u4ee5\u4ece fork \u88c5\uff0cLLM_FORCE=1 \u5f3a\u5236\u91cd\u88c5\u3002Windows \u4e0b\u9762\u4ece PowerShell \u505a\u540c\u6837\u7684\u4e8b
irm https://jiaoyuan.org/llm/install.ps1 | iex\nLinux \u7528\u7684\u662f\u9759\u6001 musl \u6784\u5efa\uff0c\u540c\u4e00\u4e2a\u4e8c\u8fdb\u5236\u5728\u4efb\u4f55\u53d1\u884c\u7248\u4e0a\u90fd\u80fd\u8dd1\uff0c\u76ee\u524d\u63d0\u4f9b x86_64 \u548c aarch64 \u7684 Linux \uff0cx86_64 \u548c aarch64 \u7684 macOS \uff0c\u8fd8\u6709 x86_64 \u7684 Windows \u3002\u4e4b\u524d\u5728\u66d9\u5149\u670d\u52a1\u5668\u4e0a\u90e8\u7f72 Claude Code \u7684\u65f6\u5019\uff0cCentOS 7 \u7684 glibc \u8001\u5f97\u8fde conda \u90fd\u5f97\u642c\u51fa\u6765\u515c\u5e95\uff0c\u73b0\u5728\u8fd9\u4e2a musl \u4e8c\u8fdb\u5236 scp \u8fc7\u53bb chmod +x \u76f4\u63a5\u5c31\u80fd\u7528\uff0c\u7701\u5fc3\u591a\u4e86\u3002
\u60f3\u4ece\u6e90\u7801\u7f16\u8bd1\u4e5f\u5f88\u7b80\u5355\uff0c\u88c5\u597d Rust \u5de5\u5177\u94fe\u4ee5\u540e
\ngit clone https://github.com/imjiaoyuan/llm\ncd llm\ncargo build --release\n\u4e8c\u8fdb\u5236\u5728 target/release/llm\u3002\u6240\u6709\u72b6\u6001\u90fd\u653e\u5728 ~/.llm \u4e0b\u9762\uff0c\u8bbe\u7f6e LLM_USER_PATH \u53ef\u4ee5\u628a\u6574\u4e2a\u76ee\u5f55\u632a\u8d70\uff0c\u6d4b\u8bd5\u7684\u65f6\u5019\u7279\u522b\u6709\u7528\u3002
\u7b2c\u4e00\u6b21\u7528\u8fdb\u53bb\u6572 /login\uff0c\u9009\u4e00\u4e2a provider \uff0c\u7c98\u8d34 API key \uff0c\u8f93\u5165\u662f\u9690\u85cf\u7684\uff0c\u7136\u540e\u4ece provider \u7684\u5b9e\u65f6\u6a21\u578b\u5217\u8868\u91cc\u6311\u4e00\u4e2a\u9ed8\u8ba4\u6a21\u578b\uff0c\u5c31\u5b8c\u4e8b\u4e86\u3002\u76ee\u5f55\u91cc\u5185\u7f6e\u4e86 38 \u4e2a provider \u7684\u63a5\u5165\u914d\u7f6e\uff0cAnthropic \u3001OpenAI \u3001DeepSeek \u3001Google \u3001Groq \u3001Mistral \u3001xAI \u3001OpenRouter \u8fd9\u4e9b\u90fd\u6709\uff0cOllama \u3001LM Studio \u3001llama.cpp \u3001vLLM \u4e00\u7c7b\u7684\u672c\u5730\u8fd0\u884c\u65f6\u4e5f\u5728\u3002esc \u968f\u65f6\u53d6\u6d88\uff0c\u4e0d\u4f1a\u5199\u5165\u4efb\u4f55\u4e1c\u897f\u3002
\u6211\u65e5\u5e38\u6302\u7684\u662f DeepSeek \u3002\u559c\u6b22\u624b\u52a8\u7f16\u8f91\u914d\u7f6e\u7684\u8bdd\uff0c\u5411 ~/.llm/config.json \u91cc\u5199\u4e00\u4e2a\u5757\u5c31\u884c
{\n \"providers\": {\n \"deepseek\": {\n \"kind\": \"openai-compat\",\n \"base_url\": \"https://api.deepseek.com\",\n \"api_key\": \"${DEEPSEEK_API_KEY}\",\n \"models\": [\"deepseek-chat\", \"deepseek-reasoner\"]\n }\n }\n}\nkind \u53ea\u6709\u4e24\u79cd\uff0copenai-compat \u548c anthropic\u3002api_key \u53ef\u4ee5\u76f4\u63a5\u5199 key \uff0c\u4e5f\u53ef\u4ee5\u5199 ${\u73af\u5883\u53d8\u91cf\u540d}\uff0c\u8bf7\u6c42\u7684\u65f6\u5019\u624d\u53bb\u73af\u5883\u91cc\u8bfb\uff0ckey \u4e0d\u7528\u843d\u5728\u914d\u7f6e\u6587\u4ef6\u91cc\u3002\u540c\u4e00\u4e2a provider \u6302\u4e24\u4e2a\u8d26\u53f7\u5c31 /login \u4e24\u6b21\uff0c\u7b2c\u4e8c\u4e2a\u4f1a\u5efa\u8bae\u53eb NAME-2\uff0c\u4e4b\u540e\u6a21\u578b\u7528 provider/model \u7684\u5b8c\u6574 id \u53bb\u6311\uff0c\u4e24\u8fb9\u90fd\u63d0\u4f9b\u7684\u88f8\u6a21\u578b\u540d\u4f1a\u88ab\u5f53\u4f5c\u6b67\u4e49\u62d2\u7edd\uff0c\u800c\u4e0d\u662f\u6309\u987a\u5e8f\u778e\u731c\u4e00\u4e2a\u3002
\u6a21\u578b\u5728\u4f1a\u8bdd\u91cc\u7528 /model \u6362\uff0c\u5217\u8868\u662f\u5b9e\u65f6\u62c9\u7684\uff0c\u4f60\u4fdd\u5b58\u8fc7\u7684\u56fa\u5b9a\u5728\u6700\u4e0a\u9762\uff0c/thinking \u5355\u72ec\u8c03\u601d\u8003\u6df1\u5ea6\u3002-m \u548c\u73af\u5883\u53d8\u91cf LLM_MODEL \u53ef\u4ee5\u6309\u6b21\u8986\u76d6\u3002
\u6700\u77ed\u5c31\u4e09\u79cd
\nllm # \u4ea4\u4e92\u5f0f\u4f1a\u8bdd\nllm \"fix the failing test\" # \u8dd1\u4e00\u4e2a\u4efb\u52a1\u7136\u540e\u9000\u51fa\ncat error.log | llm \"what broke?\" # \u63d0\u793a\u8bcd\u4ece\u7ba1\u9053\u6765\n\u7ba1\u9053\u8f93\u51fa\u662f\u7eaf\u6587\u672c\uff0c\u6ca1\u6709\u989c\u8272\u6ca1\u6709\u63a7\u5236\u5b57\u7b26\uff0c\u76f4\u63a5\u91cd\u5b9a\u5411\u5230\u6587\u4ef6\u6216\u8005\u63a5\u522b\u7684\u547d\u4ee4\u90fd\u884c\u3002
\n\u4ea4\u4e92\u4f1a\u8bdd\u91cc\u8be5\u6709\u7684\u7ec6\u8282\u90fd\u6709\u3002\u4efb\u52a1\u8dd1\u7740\u7684\u65f6\u5019\u968f\u4fbf\u6253\u5b57\uff0c\u6572\u8fdb\u53bb\u7684\u5185\u5bb9\u4f1a\u6392\u961f\uff0c\u5728\u4e0b\u4e00\u4e2a\u5de5\u5177\u8c03\u7528\u7684\u8fb9\u754c\u9001\u8fbe\uff0c\u76f8\u5f53\u4e8e\u8fb9\u8dd1\u8fb9\u8865\u5145\u6307\u793a\uff0c\u4e00\u8f6e\u7ed3\u675f\u8fd8\u6ca1\u6d88\u8d39\u6389\u7684\u81ea\u52a8\u53d8\u6210\u4f60\u7684\u4e0b\u4e00\u6761\u6d88\u606f\u3002ctrl+c \u6216\u8005 esc \u4e2d\u65ad\u5f53\u524d\u4efb\u52a1\u3002!cmd \u76f4\u63a5\u8dd1 shell \u547d\u4ee4\uff0ctab \u8865\u5168\u547d\u4ee4\u540d\u548c\u8def\u5f84\u3002ctrl+v \u628a\u526a\u8d34\u677f\u91cc\u7684\u56fe\u7247\u76f4\u63a5\u8d34\u6210\u9644\u4ef6\uff0c\u526a\u8d34\u677f\u91cc\u6ca1\u6709\u56fe\u7247\u7684\u8bdd\u4f1a\u544a\u8bc9\u4f60\u5b83\u88c5\u7684\u5230\u5e95\u662f\u4ec0\u4e48\u3002\u7c98\u8d34\u8d85\u8fc7 10 \u884c\u6216\u8005 1000 \u5b57\u7b26\u4f1a\u6298\u53e0\u6210\u4e00\u4e2a\u539f\u5b50 token \uff0c\u63d0\u4ea4\u7684\u65f6\u5019\u624d\u5c55\u5f00\uff0c\u4e0d\u4f1a\u628a\u8f93\u5165\u6846\u6491\u7206\u3002
\u754c\u9762\u672c\u8eab\u6709\u4e00\u4e2a\u523b\u610f\u7684\u51b3\u5b9a\uff0cllm \u4e0d\u662f TUI \u3002codex \u90a3\u7c7b\u5de5\u5177\u7684\u4ea4\u4e92\u662f\u6574\u5c4f\u63a5\u7ba1\u7684 alternate screen \uff0c\u6392\u7248\u786e\u5b9e\u6f02\u4eae\uff0c\u4ee3\u4ef7\u662f\u7ec8\u7aef\u88ab\u5b83\u63a5\u7ba1\uff0c\u8f93\u51fa\u4e0d\u8fdb scrollback \uff0c\u7ffb\u9875\u641c\u7d22\u590d\u5236\u5168\u662f\u5b83\u81ea\u5df1\u5b9e\u73b0\u7684\u4e00\u5957\u952e\u4f4d\uff0c\u9000\u51fa\u4e4b\u540e\u5c4f\u5e55\u6062\u590d\u539f\u6837\uff0c\u521a\u624d\u804a\u4e86\u4ec0\u4e48\u5168\u9760\u4f1a\u8bdd\u6062\u590d\u627e\u56de\u6765\u3002llm \u662f\u666e\u901a\u7684\u884c\u5f0f\u4f1a\u8bdd\uff0c\u56de\u7b54\u9010\u884c\u8ffd\u52a0\u5728\u7ec8\u7aef\u7684\u6b63\u5e38\u7f13\u51b2\u533a\u91cc\uff0c\u56de\u770b\u5386\u53f2\u7528\u7ec8\u7aef\u81ea\u5df1\u7684\u6eda\u52a8\uff0c\u641c\u7d22\u590d\u5236\u662f\u7ec8\u7aef\u539f\u751f\u529f\u80fd\uff0c\u548c\u4f60\u5728 shell \u91cc\u7684\u808c\u8089\u8bb0\u5fc6\u5b8c\u5168\u4e00\u81f4\u3002\u6e32\u67d3\u4e5f\u662f write-once \u7684\uff0c\u56de\u7b54\u533a\u6bcf\u4e2a\u5b57\u8282\u53ea\u5199\u4e00\u6b21\uff0c\u4e0d\u64e6\u9664\u4e0d\u91cd\u7ed8\uff0c\u6240\u4ee5 kitty \u3001tmux \u3001\u7eaf ssh \u751a\u81f3\u4e32\u53e3\u63a7\u5236\u53f0\u4e0b\u9762\u884c\u4e3a\u90fd\u4e00\u6837\u3002\u8fd9\u7c7b\u754c\u9762\u6b63\u7ecf\u7684\u540d\u5b57\u662f REPL \uff0cread-eval-print loop \uff0c\u8bfb\u4e00\u53e5\u6267\u884c\u4e00\u53e5\u6253\u5370\u4e00\u53e5\u518d\u7b49\u4e0b\u4e00\u53e5\uff0cpsql \u3001sqlite3 \u3001python \u7684\u4ea4\u4e92\u6a21\u5f0f\u90fd\u662f\u8fd9\u4e2a\u5f62\u6001\uff0cllm \u7684\u4f1a\u8bdd\u5c31\u662f\u4e00\u4e2a chat REPL \u3002
\n\u9644\u4ef6\u4e5f\u53ef\u4ee5\u4ece\u547d\u4ee4\u884c\u7ed9
\nllm -a shot.png \"what is wrong here?\"\nllm -a https://example.com/page \"summarise this\"\nllm -a - \"what is this?\" < shot.png\n\u56fe\u7247\u3001PDF \u3001wav/mp3 \u548c\u7eaf\u6587\u672c\u6309\u539f\u751f\u5185\u5bb9\u5757\u53d1\u9001\uff0c\u6a21\u578b\u4e0d\u63a5\u53d7\u7684\u683c\u5f0f\u5728\u8bf7\u6c42\u51fa\u673a\u5668\u4e4b\u524d\u5c31\u4f1a\u88ab\u62d2\u7edd\uff0c\u4e0d\u4f1a\u6d6a\u8d39\u4e00\u6b21\u8c03\u7528\u3002\u957f\u5bf9\u8bdd\u53ea\u4fdd\u7559\u6700\u65b0\u7684\u56fe\u7247\u9644\u4ef6\uff0c\u65e7\u7684\u6298\u53e0\u6210\u77ed\u6587\u672c\u8bf4\u660e\uff0c\u4e0d\u4e00\u76f4\u5360\u4e0a\u4e0b\u6587\u3002
\n\u8dd1\u5355\u6b21\u4efb\u52a1\u7684\u65f6\u5019\u6709\u51e0\u4e2a\u5e38\u7528 flag
\nllm -m deepseek/deepseek-chat \"...\" # \u8fd9\u6b21\u7528\u54ea\u4e2a\u6a21\u578b\nllm --thinking high \"...\" # off | minimal | low | medium | high | xhigh\nllm -o temperature=0.2 -o top_p=0.9 \"...\" # \u900f\u4f20\u91c7\u6837\u53c2\u6570\nllm -s \"you are a Rust reviewer\" \"...\" # \u6574\u4e2a\u66ff\u6362\u7cfb\u7edf\u63d0\u793a\u8bcd\nllm --append-system-prompt \"be terse\" \"...\" # \u5728\u7cfb\u7edf\u63d0\u793a\u8bcd\u540e\u9762\u8ffd\u52a0\nllm --tools read,grep \"...\" # \u8fd9\u6b21\u53ea\u7ed9\u8fd9\u51e0\u4e2a\u5de5\u5177\nllm --json \"...\" # \u4e8b\u4ef6\u6d41\u8f93\u51fa\uff0c\u4ee3\u66ff\u7ec8\u7aef\u754c\u9762\n--thinking \u5728 OpenAI \u517c\u5bb9\u7aef\u70b9\u4e0a\u6620\u5c04\u6210 reasoning_effort\uff0c\u5728 Anthropic \u4e0a\u6620\u5c04\u6210\u601d\u8003\u9884\u7b97\u3002--json \u628a\u754c\u9762\u6362\u6210\u4e00\u884c\u4e00\u4e2a JSON \u5bf9\u8c61\uff0ctext\u3001reasoning\u3001tool_start\u3001tool_log\u3001tool_end\u3001turn_end \u52a0\u4e00\u4e2a\u6536\u5c3e\u7684 result\uff0cstdout \u4e0a\u9664\u4e86\u4e8b\u4ef6\u4ec0\u4e48\u90fd\u6ca1\u6709\uff0c\u7ed9\u76d1\u7763\u8fdb\u7a0b\u7528\u7684\uff0c\u7f16\u8f91\u5668\u3001CI \u6d41\u6c34\u7ebf\u6216\u8005\u53e6\u4e00\u4e2a agent \u90fd\u884c\uff0c\u540e\u9762\u8bb2 subagent \u7684\u65f6\u5019\u4f1a\u518d\u9047\u5230\u5b83\u3002
\u5de5\u5177\u4e00\u5171\u516b\u4e2a\uff0cread\u3001write\u3001edit\u3001bash\u3001grep\u3001glob\u3001ls\u3001webfetch\uff0c\u5916\u52a0\u4e00\u4e2a update_plan \u662f agent \u81ea\u5df1\u7684\u591a\u6b65\u9aa4\u6e05\u5355\uff0c\u957f\u4efb\u52a1\u9760\u5b83\u8bb0\u7740\u81ea\u5df1\u505a\u5230\u54ea\u4e00\u6b65\u4e86\u3002\u6ca1\u6709\u66f4\u591a\u4e86\uff0c\u5199\u4ee3\u7801\u8fd9\u4ef6\u4e8b\u4e0a\u8bfb\u5199\u6587\u4ef6\u52a0\u8dd1\u547d\u4ee4\u5df2\u7ecf\u8986\u76d6\u7edd\u5927\u591a\u6570\u573a\u666f\uff0cagent \u81ea\u5df1\u4f1a\u6311\u7740\u7528\uff0c--tools \u53ef\u4ee5\u4e34\u65f6\u6536\u7a84\u3002
read \u662f\u5206\u9875\u8bfb\u5927\u6587\u4ef6\u800c\u4e0d\u662f\u6574\u4e2a\u541e\u8fdb\u53bb\uff0coffset \u548c limit \u6309 2000 \u884c\u7684\u7a97\u53e3\u8d70\uff0c\u4e00\u6b21\u6700\u591a 50KB \uff0c\u5355\u884c\u5c01\u9876 2000 \u5b57\u7b26\uff0c\u4e00\u4e2a\u538b\u7f29\u8fc7\u7684 bundle \u6ca1\u529e\u6cd5\u628a\u4e0a\u4e0b\u6587\u5237\u7206\u3002\u6587\u4ef6\u6ca1\u8bfb\u5b8c\u4f1a\u5e26\u4e00\u53e5 [Showing lines a-b of N. Use offset=...]\uff0cagent \u81ea\u5df1\u77e5\u9053\u63a5\u7740\u7ffb\u3002
\u78b0\u5230\u4e8c\u8fdb\u5236\u683c\u5f0f read \u4f1a\u76f4\u63a5\u62d2\u7edd\uff0c\u5e76\u63d0\u793a\u8be5\u7528\u54ea\u4e2a\u672c\u5730\u5de5\u5177\uff0cPDF \u7528 pdftotext\uff0cBAM \u548c CRAM \u7528 samtools\uff0cParquet \u3001HDF5 \u7528 duckdb\uff0c\u8001\u7684 Office \u6587\u6863\u7528 libreoffice --headless --convert-to csv\u3002\u8fd9\u4e00\u6761\u5bf9\u751f\u4fe1\u592a\u91cd\u8981\u4e86\uff0c\u52a8\u8f84\u51e0\u4e2a GB \u7684 BAM \u6587\u4ef6\uff0cagent \u8001\u8001\u5b9e\u5b9e\u53bb\u8c03 samtools \u67e5\u5934\u548c\u7d22\u5f15\uff0c\u800c\u4e0d\u662f\u8bd5\u56fe\u628a\u4e8c\u8fdb\u5236\u585e\u8fdb\u4e0a\u4e0b\u6587\u3002\u56fe\u7247\u8d70\u89c6\u89c9\u9644\u4ef6\uff0c\u76f4\u63a5\u53d1\u7ed9\u6a21\u578b\u770b\u3002
edit \u5728\u4e00\u6b21\u8c03\u7528\u91cc\u505a\u4e00\u5904\u6216\u8005\u591a\u5904\u7cbe\u786e\u66ff\u6362\uff0c\u53c2\u6570\u5c31\u662f\u539f\u6587\u548c\u6539\u540e\u7684\u8bdd\uff0c\u5339\u914d\u4e0d\u4e0a\u4f1a\u62a5\u9519\u800c\u4e0d\u662f\u9759\u9ed8\u4e71\u6539\u3002write \u521b\u5efa\u6216\u8005\u6574\u4e2a\u91cd\u5199\u6587\u4ef6\u3002\u4e0a\u4e0b\u6587\u5403\u7d27\u7684\u65f6\u5019\uff0c\u8d85\u957f\u7684\u5de5\u5177\u7ed3\u679c\u4f1a\u88ab\u622a\u5934\u53bb\u5c3e\uff0c\u4e2d\u95f4\u4e22\u6389\u7684\u90e8\u5206\u4f1a\u6ce8\u660e\uff0c\u5b8c\u6574\u5185\u5bb9\u4ecd\u7136\u5728\u4f1a\u8bdd\u65e5\u5fd7\u91cc\uff0c\u6a21\u578b\u9700\u8981\u7684\u65f6\u5019\u91cd\u65b0\u8dd1\u4e00\u904d\u547d\u4ee4\u6216\u8005\u91cd\u65b0\u8bfb\u4e00\u6b21\u6587\u4ef6\u5c31\u56de\u6765\u4e86\u3002
webfetch \u6293\u4e00\u4e2a\u7f51\u9875\u56de\u6765\u53d8\u6210\u6587\u672c\uff0cHTML \u6807\u7b7e\u4f1a\u88ab\u5265\u6389\uff0c\u53ea\u652f\u6301 http \u548c https \uff0c\u4ee3\u7406\u8bbe\u7f6e\u7167\u5e38\u751f\u6548\uff0cagent \u67e5\u6587\u6863\u4e0d\u7528\u5f00 shell \u3002
agent \u9ed8\u8ba4\u81ea\u7531\u8fd0\u884c\uff0c\u5b83\u81ea\u5df1\u5224\u65ad\u9700\u8981\u505a\u4ec0\u4e48\u5c31\u76f4\u63a5\u505a\u3002\u62e6\u4f4f\u5b83\u7684\u662f\u786c\u62d2\u7edd\u548c\u9ed1\u540d\u5355\uff0c\u800c\u4e0d\u662f\u5230\u5904\u5f39\u7684\u786e\u8ba4\u6846\u3002\u7528\u522b\u7684\u5de5\u5177\u7684\u65f6\u5019\u90a3\u79cd\u6bcf\u6b21\u5199\u6587\u4ef6\u90fd\u8981\u6309\u4e00\u4e0b y \u7684\u8bbe\u8ba1\uff0c\u7528\u4e45\u4e86\u4eba\u5c31\u9ebb\u6728\u4e86\uff0c\u6309\u952e\u53d8\u6210\u808c\u8089\u8bb0\u5fc6\uff0c\u786e\u8ba4\u5c31\u5f62\u540c\u865a\u8bbe\uff0c\u6240\u4ee5\u6211\u5e72\u8106\u4e0d\u505a\u5bbd\u6cdb\u7684\u8be2\u95ee\u6a21\u5f0f\u3002
\u6574\u4e2a\u68c0\u67e5\u94fe\u6761\u753b\u51fa\u6765\u662f\u8fd9\u6837\u7684\uff0c\u4e00\u6b21 bash \u5de5\u5177\u8c03\u7528\u4ece\u4e0a\u5f80\u4e0b\u8d70\uff0c\u547d\u4e2d\u54ea\u5c42\u5c31\u5728\u54ea\u5c42\u5904\u7406
\n\u6a21\u578b\u53d1\u51fa bash \u8c03\u7528 \"git push --force origin main\"\n \u2502\n \u25bc\n\u250c\u2500 \u786c\u7f16\u7801\u62d2\u7edd\uff0c\u65e0\u6cd5\u5173\u95ed \u2500\u2510\n\u2502 sudo/su/doas \uff0cmkfs*/fdisk/dd/shred \u2502\n\u2502 shutdown/reboot/halt \uff0cfork \u70b8\u5f39 \u2502\n\u2502 \u5199\u8bbe\u5907\u8282\u70b9\uff0crm \u5bf9\u7740 / \u6216\u8005 ~ \u2502\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518\n \u2502 \u672a\u547d\u4e2d\n \u25bc\n\u250c\u2500 \u9ed1\u540d\u5355\u6587\u4ef6\uff0c\u53ea\u52a0\u4e0d\u51cf \u2500\u2510\n\u2502 ~/.llm/blacklist \u5168\u5c40\u751f\u6548 \u2502\n\u2502 .llm/blacklist \u53ea\u5bf9\u5f53\u524d\u4ed3\u5e93\uff0c\u884c\u4f18\u5148 \u2502\n\u2502 \u547d\u4e2d\u5f39\u63d0\u793a\uff0c\u6309 a \u672c\u6b21\u4f1a\u8bdd\u653e\u884c \u2502\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518\n \u2502 \u672a\u547d\u4e2d\n \u25bc\n\u250c\u2500 per-tool \u7b56\u7565 config.json \u2500\u2510\n\u2502 \"git_push\": \"deny\" \u76f4\u63a5\u62d2 \u2502\n\u2502 \"bash\": \"prompt\" \u5f39 y/n/a \u2502\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518\n \u2502 \u672a\u547d\u4e2d\n \u25bc\n \u6267\u884c\n\u786c\u7f16\u7801\u90a3\u4e00\u5c42\u6539\u914d\u7f6e\u4e5f\u5173\u4e0d\u6389\u3002\u63d0\u6743\u547d\u4ee4 sudo\u3001su\u3001doas\uff0c\u6587\u4ef6\u7cfb\u7edf\u521b\u5efa\u548c\u9500\u6bc1 mkfs*\u3001mkswap\u3001fdisk\u3001parted\u3001dd\u3001shred\u3001wipefs\uff0c\u673a\u5668\u63a7\u5236 shutdown\u3001reboot\u3001poweroff\u3001halt\u3001init\uff0c\u8fd8\u6709 fork \u70b8\u5f39\u3001\u5f80\u771f\u5b9e\u8bbe\u5907\u8282\u70b9\u91cc\u5199\u4e1c\u897f\u3001\u5bf9 / \u6216\u8005 ~ \u7684 rm\uff0c\u8fd9\u4e9b\u76f4\u63a5\u62d2\u7edd\uff0c\u4efb\u4f55\u914d\u7f6e\u90fd\u6551\u4e0d\u56de\u6765\u3002\u5f80 /dev/sda \u91cc\u5199\u4f1a\u62e6\uff0c2>/dev/null \u8fd9\u79cd\u6ca1\u4e8b\u3002
\u7b2c\u4e8c\u5c42\u662f\u9ed1\u540d\u5355\u6587\u4ef6\uff0c\u503c\u5f97\u5c55\u5f00\u8bb2\u8bb2\u3002~/.llm/blacklist \u5bf9\u6240\u6709\u9879\u76ee\u751f\u6548\uff0c.llm/blacklist \u653e\u5728\u4ed3\u5e93\u6839\u76ee\u5f55\u53ea\u5bf9\u8fd9\u4e2a\u4ed3\u5e93\u751f\u6548\uff0c\u540c\u540d\u89c4\u5219\u9879\u76ee\u7684\u884c\u4f18\u5148\u3002\u8fd9\u4e00\u5c42\u53ea\u80fd\u5728\u786c\u62d2\u7edd\u4e4b\u4e0a\u505a\u52a0\u6cd5\uff0c\u4f60\u60f3\u653e\u884c\u67d0\u4e2a\u786c\u62d2\u7edd\u662f\u505a\u4e0d\u5230\u7684\uff0c\u786c\u62d2\u7edd\u5c31\u662f\u786c\u62d2\u7edd\u3002
\u6587\u4ef6\u9996\u6b21\u751f\u6210\u65f6\u81ea\u5e26\u4e24\u6761\u89c4\u5219\u52a0\u4e00\u5806\u8bed\u6cd5\u6ce8\u91ca
\nrm\ngit push --force*\n\u5220\u6389\u6587\u4ef6\u4e0b\u6b21\u542f\u52a8\u5c31\u91cd\u7f6e\u56de\u8fd9\u4e24\u6761\u3002\u6bcf\u884c\u4e00\u4e2a\u89c4\u5219\uff0c\u5199\u6cd5\u6709\u56db\u79cd
\ndeploy # \u547d\u4ee4\u8bcd\uff0c\u62e6 deploy x \u3001deploy --all \u3001echo hi | deploy\ngit push --force origin main # \u5b8c\u6574\u547d\u4ee4\u6bb5\uff0c\u5168\u90e8\u5bf9\u4e0a\u624d\u62e6\nrm -* # glob \uff0c\u62e6 rm -rf \u3001rm -r \uff0c\u4f46\u62e6\u4e0d\u4f4f\u88f8 rm\n!git push --force* # \u53cd\u5411\u653e\u884c\uff0c\u628a\u524d\u9762\u5bf9\u4e0a\u7684\u89c4\u5219\u53c8\u653e\u56de\u6765\n\u5339\u914d\u662f\u5bf9 shell \u89e3\u6790\u540e\u7684\u547d\u4ee4\u9010\u6bb5\u505a\u7684\uff0c\u6240\u4ee5\u7ba1\u9053\u540e\u9762\u7684\u6bb5\u4e5f\u80fd\u547d\u4e2d\uff0cecho hi | deploy \u91cc deploy \u4f1a\u88ab\u5355\u72ec\u770b\u5230\u3002! \u5f00\u5934\u7684\u884c\u7528\u6765\u5728\u9ed1\u540d\u5355\u4e0a\u5f00\u53e3\u5b50\uff0c\u6bd4\u5982\u5168\u5c40\u62e6\u4e86 rm -*\uff0c\u9879\u76ee\u91cc\u5199 !rm -rf node_modules \u5c31\u628a\u8fd9\u4e00\u79cd\u653e\u56de\u6765\u4e86\u3002\u666e\u901a\u7684 rm \u9ed8\u8ba4\u4e0d\u62e6\uff0c\u5220\u6587\u4ef6\u672c\u6765\u5c31\u662f\u65e5\u5e38\u5f00\u53d1\u7684\u4e00\u90e8\u5206\uff0c\u771f\u6b63\u5371\u9669\u7684\u662f rm -rf \u6307\u9519\u4e86\u5730\u65b9\uff0c\u9ed8\u8ba4\u89c4\u5219\u62e6\u5f97\u6bd4\u4f60\u60f3\u8c61\u4e2d\u5bbd\u677e\uff0c\u8981\u4e25\u53ef\u4ee5\u81ea\u5df1\u52a0 rm -*\u3002
\u9ed1\u540d\u5355\u547d\u4e2d\u65f6\u4f1a\u5f39\u63d0\u793a\uff0c\u9ad8\u4eae\u5339\u914d\u5230\u7684\u90a3\u4e00\u884c\u89c4\u5219\uff0c\u53ef\u4ee5\u770b\u5230\u5230\u5e95\u662f\u54ea\u6761\u89c4\u5219\u62e6\u4f4f\u4e86\u4f60\uff0c\u6309 a \u5728\u672c\u6b21\u4f1a\u8bdd\u5185\u653e\u884c\u8fd9\u4e2a\u6a21\u5f0f\uff0c\u540e\u7eed\u540c\u6a21\u5f0f\u7684\u8c03\u7528\u4e0d\u518d\u95ee\u3002
\u8981\u8bf4\u8bda\u5b9e\u7684\u8bdd\uff0c\u8fd9\u4e2a\u68c0\u67e5\u662f\u8bcd\u6cd5\u5c42\u9762\u7684\uff0c\u5b83\u770b\u5f97\u5230\u7684\u662f\u89e3\u6790\u51fa\u6765\u7684\u547d\u4ee4\u6bb5\uff0c\u770b\u4e0d\u5230\u8fd0\u884c\u65f6\u624d\u62fc\u51fa\u6765\u7684\u4e1c\u897f\uff0c\u6bd4\u5982 cmd=\"rm\"; $cmd -rf / \u8fd9\u79cd\u5c31\u4e0d\u5728\u5b83\u7684\u89c6\u91ce\u91cc\uff0c\u6269\u5c55\u5de5\u5177\u81ea\u5df1 spawn \u7684\u8fdb\u7a0b\u4e5f\u4e0d\u7ecf\u8fc7\u8fd9\u6761\u8def\u3002\u6240\u4ee5\u5b83\u662f\u63d0\u793a\u4e0d\u662f\u7d27\u95ed\u7684\u7262\u7b3c\uff0c\u771f\u8981\u9632\u62a4\u8fd8\u662f\u914d\u5408\u7528\u6237\u6743\u9650\uff0c\u62ff\u65e5\u5e38\u8d26\u53f7\u8dd1 agent \uff0c\u522b\u62ff root \u8dd1\u3002
\u518d\u7ec6\u7684\u63a7\u5236\u5199\u5728 config.json \u91cc\uff0c\u6bcf\u4e2a\u5de5\u5177\u90fd\u53ef\u4ee5\u5355\u72ec\u7ed9\u7b56\u7565
\n{\n \"agent\": {\n \"tools\": {\"bash\": \"prompt\", \"git_push\": \"deny\"}\n }\n}\nallow\u3001deny\u3001prompt \u4e09\u4e2a\u503c\uff0c\u53cc\u5411\u90fd\u884c\uff0c\u8be5\u95ee\u7684\u95ee\uff0c\u8be5\u7981\u7684\u7981\uff0c\u8fd9\u4e00\u5c42\u7684\u4f18\u5148\u7ea7\u6700\u9ad8\u3002
\u8fd9\u662f\u6211\u6700\u559c\u6b22\u7684\u8bbe\u8ba1\u3002\u4efb\u4f55\u811a\u672c\u5f00\u5934\u52a0\u51e0\u884c\u6ce8\u91ca\uff0c\u5b83\u5c31\u53d8\u6210\u4e86\u4e00\u4e2a\u5de5\u5177\uff0chost \u6bcf\u6b21\u8c03\u7528\u7684\u65f6\u5019\u628a\u5b83 spawn \u8d77\u6765\uff0c\u5582\u53c2\u6570\uff0c\u6536 stdout \u4f5c\u4e3a\u7ed3\u679c
\n#!/usr/bin/env python3\n# --- llm-tool: wordcount\n# description: count characters, words and lines of a text\n# args: text (string) the text to measure\n# arg-mode: argv\n# interpreter: python3\n# timeout: 10\nimport sys\ntext = sys.argv[1] if len(sys.argv) > 1 else \"\"\nprint(f\"{len(text)} chars \u00b7 {len(text.split())} words\")\n\u4e0d\u9700\u8981\u53ef\u6267\u884c\u6743\u9650\uff0c\u58f0\u660e\u4e86 interpreter \u5c31\u7528\u6307\u5b9a\u7684\u89e3\u91ca\u5668\u8dd1\uff0c\u8fd9\u4e00\u62db\u5728 Windows \u4e0a\u540c\u6837\u597d\u4f7f\u3002Python \u3001shell \u3001R \uff0c\u624b\u8fb9\u6709\u4ec0\u4e48\u5c31\u7528\u4ec0\u4e48\u5199\u3002\u53ea\u6709\u4e00\u4e2a\u53c2\u6570\u7684\u65f6\u5019\u52a0\u4e00\u884c arg-mode: argv\uff0c\u53c2\u6570\u5c31\u4ee5\u666e\u901a\u547d\u4ee4\u884c\u53c2\u6570\u7684\u5f62\u5f0f\u8fdb\u6765\uff0c\u4e0d\u7528\u89e3\u6790 JSON \uff0cshell \u811a\u672c\u5199\u8d77\u6765\u6beb\u65e0\u8d1f\u62c5\u3002\u6587\u4ef6\u653e\u8fdb ~/.llm/extensions/ \u662f\u5168\u5c40\u751f\u6548\uff0c\u653e\u8fdb\u9879\u76ee\u7684 .llm/extensions/ \u53ea\u5bf9\u8fd9\u4e2a\u9879\u76ee\u751f\u6548\uff0c\u4e24\u8fb9\u540c\u540d\u7684\u65f6\u5019\u9879\u76ee\u90a3\u4efd\u8d62\uff0c\u6539\u5b8c /reload \u4e00\u4e0b\u5c31\u6302\u4e0a\u4e86\u3002
\u66f4\u91cd\u7684\u9700\u6c42\u7528\u5e38\u9a7b\u6269\u5c55\u3002\u6ca1\u6709 manifest \u5934\u7684\u6587\u4ef6\u6309\u4f1a\u8bdd\u542f\u52a8\u4e00\u6b21\uff0c\u901a\u8fc7 stdio \u4e00\u884c\u4e00\u4e2a JSON \u548c host \u901a\u4fe1\u3002\u542f\u52a8\u65f6 host \u5148\u53d1 initialize\uff0c\u6269\u5c55\u58f0\u660e\u81ea\u5df1\u63d0\u4f9b\u54ea\u4e9b\u5de5\u5177\u3001\u54ea\u4e9b\u659c\u6760\u547d\u4ee4\u3001\u5173\u5fc3\u54ea\u4e9b\u4e8b\u4ef6\uff0c\u4e4b\u540e\u6a21\u578b\u8c03\u7528\u5de5\u5177\u3001\u7528\u6237\u6572\u547d\u4ee4\u3001\u56de\u5408\u8fb9\u754c\u7684\u65f6\u5019 host \u90fd\u4f1a\u56de\u8c03\u3002\u6574\u4e2a\u534f\u8bae\u53ef\u4ee5\u7528\u4e00\u5c0f\u6bb5 Python \u8bb2\u5b8c
#!/usr/bin/env python3\nimport json, sys\n\ndef reply(obj):\n sys.stdout.write(json.dumps(obj) + \"\\n\")\n sys.stdout.flush()\n\nfor line in sys.stdin:\n req = json.loads(line)\n if req.get(\"type\") == \"initialize\":\n reply({\"id\": req[\"id\"], \"result\": {\"tools\": [\n {\"name\": \"deploy\", \"description\": \"Deploy the current tree\",\n \"parameters\": {\"type\": \"object\", \"properties\": {}}}],\n \"commands\": [], \"events\": []}})\n elif req.get(\"type\") == \"call_tool\":\n import subprocess\n out = subprocess.run([\"deploy.sh\"], capture_output=True, text=True)\n reply({\"id\": req[\"id\"], \"result\": out.stdout or out.stderr})\n elif req.get(\"type\") == \"shutdown\":\n break\n\u8fd9\u5c31\u662f\u4e00\u4e2a\u5b8c\u6574\u7684\u90e8\u7f72\u5de5\u5177\uff0c\u6838\u5fc3\u4e00\u884c\u90fd\u6ca1\u6539\u3002\u6269\u5c55\u5f80 stderr \u6253\u7684\u4efb\u4f55\u4e1c\u897f\u90fd\u662f\u7ed9\u4eba\u770b\u7684\u901a\u9053\uff0c\u8c03\u7528\u8fdb\u884c\u4e2d\u65f6\u4f1a\u4e00\u884c\u4e00\u884c\u6d41\u8fdb\u8fd9\u6b21\u8c03\u7528\u7684\u5de5\u5177\u65e5\u5fd7\uff0c\u76f8\u5f53\u4e8e\u957f\u4efb\u52a1\u7684\u5b9e\u65f6\u8fdb\u5ea6\uff0c\u4f46\u662f\u4e0d\u4f1a\u6df7\u8fdb\u7ed9\u6a21\u578b\u7684\u7ed3\u679c\u91cc\u3002\u5de5\u5177\u9ed8\u8ba4 120 \u79d2\u8d85\u65f6\uff0c\u8dd1\u6784\u5efa\u6216\u8005\u8dd1\u53e6\u4e00\u4e2a agent \u8fd9\u79cd\u957f\u6d3b\u5728 initialize \u91cc\u81ea\u5df1\u62a5\u4e00\u4e2a\u66f4\u957f\u7684\u671f\u9650\uff0c\u4e0a\u9650\u4e00\u5c0f\u65f6\u3002\u6269\u5c55\u5d29\u4e86\u4f1a\u5728\u4e0b\u6b21\u7528\u5230\u7684\u65f6\u5019\u61d2\u91cd\u542f\uff0c\u4ee3\u4ef7\u662f\u4e22\u4e00\u6b21\u8c03\u7528\uff0c\u4e0d\u662f\u4e22\u6574\u4e2a\u4f1a\u8bdd\u3002
\u4e8b\u4ef6\u91cc\u6700\u6709\u7528\u7684\u662f tool_call\uff0c\u5b83\u5728\u6bcf\u6b21\u5de5\u5177\u771f\u6b63\u6267\u884c\u4e4b\u524d\u89e6\u53d1\uff0c\u6269\u5c55\u53ef\u4ee5\u62d2\u7edd\u8fd9\u6b21\u8c03\u7528\uff0c\u53ef\u4ee5\u6539\u5199\u5b83\u7684\u53c2\u6570\uff0c\u4e5f\u53ef\u4ee5\u66ff\u5b83\u8df3\u8fc7\u5ba1\u6279\u63d0\u793a\u3002\u6bd4\u5982\u4e0d\u60f3\u8ba9 agent \u5728\u67d0\u4e2a\u6302\u8f7d\u4e86\u7f51\u7edc\u76d8\u7684\u76ee\u5f55\u91cc\u4e71\u5220\u4e1c\u897f\uff0c\u5199\u4e00\u4e2a\u51e0\u884c\u7684\u76d1\u542c\u5c31\u62e6\u4f4f\u4e86\uff0c\u9879\u76ee\u7ea7\u7684 guardrail \u5168\u9760\u8fd9\u6761\u7f1d\uff0c\u6bd4\u4efb\u4f55\u6a21\u5f0f\u5f00\u5173\u90fd\u7cbe\u51c6\u3002tool_result \u4e8b\u4ef6\u66f4\u8fdb\u4e00\u6b65\uff0c\u80fd\u62ff\u5230\u5de5\u5177\u7684\u5b8c\u6574\u8f93\u51fa\u5e76\u6539\u5199\u6a21\u578b\u5b9e\u9645\u8bfb\u5230\u7684\u5185\u5bb9\uff0c\u65e5\u5fd7\u53bb\u91cd\u3001\u654f\u611f\u4fe1\u606f\u8131\u654f\u90fd\u63d2\u5728\u8fd9\u91cc\uff0c\u7ebf\u7a0b\u6587\u4ef6\u91cc\u4ecd\u7136\u4fdd\u7559\u539f\u59cb\u8f93\u51fa\uff0c\u6539\u574f\u4e86\u4e5f\u8d56\u4e0d\u6389\u3002
MCP \u6ca1\u6709\u505a\u8fdb\u5185\u6838\uff0c\u800c\u662f\u4f5c\u4e3a\u4e00\u4e2a\u5e38\u9a7b\u6269\u5c55\u5b58\u5728\u3002examples/extensions/mcp_bridge.py \u4f1a\u8bfb\u53d6\u653e\u5728\u81ea\u5df1\u65c1\u8fb9\u7684 mcp.json\uff0c\u628a\u91cc\u9762\u6bcf\u4e2a server \u7684\u5de5\u5177\u6302\u8f7d\u6210 server__tool \u5f62\u5f0f\u7684\u5de5\u5177\uff0c\u5ba1\u6279\u77e9\u9635\u7167\u5e38\u9002\u7528\u3002stdio \u548c streamable HTTP \u4e24\u79cd\u4f20\u8f93\u90fd\u652f\u6301\uff0ctoken \u7528 ${VAR} \u4ece\u73af\u5883\u53d8\u91cf\u5c55\u5f00\uff0c\u4e0d\u7528\u660e\u6587\u5199\u8fdb\u6587\u4ef6
{\n \"cloudflare\": {\n \"type\": \"streamable-http\",\n \"url\": \"https://mcp.cloudflare.com/mcp\",\n \"headers\": {\"Authorization\": \"Bearer ${CLOUDFLARE_MCP_TOKEN}\"}\n },\n \"fetch\": {\"command\": \"uvx\", \"args\": [\"mcp-server-fetch\"]}\n}\n\u628a\u6587\u4ef6\u62f7\u8fdb\u6269\u5c55\u76ee\u5f55\uff0c\u6539\u4e00\u4e0b\u65c1\u8fb9\u7684 mcp.json\uff0c/reload \u5b8c\u4e8b\u3002\u4e00\u4e2a MCP server \u63e1\u624b\u5931\u8d25\u5c31\u8df3\u8fc7\u5b83\u6253\u4e2a\u6697\u8272\u8b66\u544a\uff0c\u5176\u4f59\u7684\u7167\u5e38\u6302\u8f7d\uff0c\u4e0d\u4f1a\u56e0\u4e3a\u4e00\u4e2a\u574f server \u62d6\u6b7b\u6574\u4e2a\u4f1a\u8bdd\u3002
subagent \u540c\u6837\u662f\u6269\u5c55\u800c\u4e0d\u662f\u5185\u6838\u7279\u6027\u3002examples/extensions/subagent.py \u6302\u8f7d\u4e00\u4e2a subagent \u5de5\u5177\uff0cspawn \u4e00\u4e2a\u5b50 llm \u8fdb\u7a0b\uff0c\u8ba9\u5b83\u5728\u81ea\u5df1\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u91cc\u5e72\u6d3b\uff0c\u53ea\u628a\u7ed3\u8bba\u4f5c\u4e3a\u5de5\u5177\u7ed3\u679c\u4ea4\u56de\u6765\u3002agent \u7684\u5b9a\u4e49\u5c31\u662f\u5e26 frontmatter \u7684 markdown \u6587\u4ef6\uff0c\u653e\u5728 ~/.llm/agents/ \u6216\u8005\u9879\u76ee\u7684 .llm/agents/ \u4e0b\u9762
---\nname: scout\ndescription: read-only scout that locates code and files\ntools: read, grep, glob, ls\n---\nYou are a scout. Locate code and report paths with brief evidence. Do not edit anything.\ntools\u3001model\u3001thinking \u90fd\u662f\u53ef\u9009\u7684\uff0c\u6b63\u6587\u5c31\u662f\u9644\u52a0\u7684\u7cfb\u7edf\u63d0\u793a\u8bcd\u3002\u4ed3\u5e93\u91cc\u9644\u4e86\u56db\u4e2a\u53ef\u4ee5\u76f4\u63a5\u6284\u7684\u5b9a\u4e49\uff0cscout \u548c reviewer \u53ea\u8bfb\uff0cplanner \u53ea\u601d\u8003\u4e0d\u52a8\u624b\uff0cworker \u53ef\u4ee5\u6539\u6587\u4ef6\u53ef\u4ee5\u8dd1\u547d\u4ee4\u3002\u5b50\u8fdb\u7a0b\u901a\u8fc7 --json \u8f93\u51fa\u4e8b\u4ef6\u6d41\uff0c\u6269\u5c55\u628a\u5b83\u8f6c\u6210\u7236\u4f1a\u8bdd\u91cc\u7684\u5b9e\u65f6\u5de5\u5177\u65e5\u5fd7\uff0c\u7b54\u6848\u4ece\u6700\u540e\u7684 result \u5bf9\u8c61\u91cc\u62ff\uff0c\u5b8c\u5168\u4e0d\u7528\u89e3\u6790\u9762\u5411\u4eba\u7c7b\u7684\u6587\u672c\u3002ctrl+c \u4f1a\u6cbf\u7740\u94fe\u8def\u4f20\u4e0b\u53bb\u628a\u5b50\u8fdb\u7a0b\u4e5f\u505c\u6389\uff0c\u6df1\u5ea6\u5b88\u536b\u62d2\u7edd\u5957\u5a03\uff0c\u5b50 agent \u7684\u5de5\u5177\u767d\u540d\u5355\u4e5f\u4e0d\u5305\u542b subagent \u81ea\u5df1\u3002
\u6838\u5fc3\u5bf9 subagent \u7684\u5b58\u5728\u4e00\u65e0\u6240\u77e5\uff0c\u8fd9\u5c31\u662f\u6269\u5c55\u7cfb\u7edf\u8be5\u6709\u7684\u6837\u5b50\u3002
\nskills \u653e\u5728 ~/.llm/skills/ \u4e0b\u9762\uff0c\u4e00\u4e2a\u76ee\u5f55\u4e00\u4e2a SKILL.md\uff0cdescription \u662f\u6a21\u578b\u5339\u914d\u4efb\u52a1\u7684\u4f9d\u636e\u3002agent \u4f1a\u5728 /help \u91cc\u5217\u51fa\u6240\u6709\u53ef\u7528\u7684 skill \uff0c\u53ef\u4ee5 /skill:name \u624b\u52a8\u8dd1\uff0c\u6a21\u578b\u770b\u4efb\u52a1\u50cf\u7684\u65f6\u5019\u4e5f\u4f1a\u81ea\u5df1\u6311\u3002\u8fd0\u884c\u7684\u65f6\u5019 skill \u62ff\u5230\u81ea\u5df1\u6240\u5728\u76ee\u5f55\u4f5c\u4e3a\u5de5\u4f5c\u76ee\u5f55\uff0c\u91cc\u9762\u5f15\u7528\u7684 references/\u3001scripts/ \u548c\u5404\u79cd\u8d44\u6e90\u5728\u54ea\u513f\u542f\u52a8\u90fd\u80fd\u89e3\u6790\u5bf9\u3002\u4e4b\u524d\u5199\u8fc7\u7684\u751f\u4fe1\u9879\u76ee\u68b3\u7406\u63d0\u793a\u8bcd\uff0c\u73b0\u5728\u53ef\u4ee5\u76f4\u63a5\u505a\u6210\u4e00\u4e2a skill \uff0c\u6bcf\u4e2a\u9879\u76ee\u76ee\u5f55\u91cc\u4e00\u6572\u5c31\u8dd1\u3002
\u63d0\u793a\u8bcd\u6a21\u677f\u89e3\u51b3\u53e6\u4e00\u4e2a\u95ee\u9898\uff0c\u5c31\u662f\u53cd\u590d\u6572\u540c\u6837\u7684\u8bdd\u3002\u628a\u4e00\u4e2a .md \u6587\u4ef6\u653e\u8fdb ~/.llm/commands/\uff0c/name \u5c31\u53d8\u6210\u4e86\u4e00\u4e2a\u659c\u6760\u547d\u4ee4\uff0c\u6b63\u6587\u5c31\u662f\u63d0\u793a\u8bcd\uff0cfrontmatter \u91cc\u53ef\u4ee5\u52a0\u4e00\u4e2a\u989d\u5916\u7684 system \u63d0\u793a\u8bcd\uff0c$input \u63a5\u4f4f\u547d\u4ee4\u540d\u540e\u9762\u7684\u6240\u6709\u53c2\u6570\uff0c\u4e24\u8fb9\u90fd\u4f1a\u505a\u66ff\u6362\u3002\u6bd4\u5982\u5199\u4e00\u4e2a review.md\uff0c\u4e4b\u540e /review src/main.rs \u5c31\u662f\u62ff\u6a21\u677f\u8dd1\u8fd9\u4e2a\u6587\u4ef6\u3002
\u518d\u5f80\u4e0a\u4e00\u5c42\u662f\u5305\u7ba1\u7406\u3002llm install git:github.com/user/repo \u628a\u4e00\u4e2a git \u4ed3\u5e93\u514b\u9686\u5230 ~/.llm/pkg/ \u4e0b\u9762\uff0c\u91cc\u9762\u7684 extensions/\u3001skills/\u3001commands/ \u4f1a\u6302\u8fdb\u6b63\u5e38\u7684\u53d1\u73b0\u8def\u5f84\uff0c-l \u88c5\u5230\u9879\u76ee\u672c\u5730\uff0c-g \u662f\u9ed8\u8ba4\u7684\u5168\u5c40\u3002\u4ed3\u5e93\u6839\u4e0a\u4e00\u4e2a SKILL.md \u4e5f\u7b97\u6570\uff0c\u6574\u4e2a\u4ed3\u5e93\u53d8\u6210\u4e00\u4e2a skill \uff0c\u73b0\u5728\u5927\u591a\u6570\u72ec\u7acb skill \u4ed3\u5e93\u5c31\u662f\u8fd9\u4e2a\u5f62\u72b6\uff0c\u76f4\u63a5\u88c5\u5c31\u80fd\u7528\u3002llm list \u770b\u6bcf\u4e2a\u5305\u5e26\u4e86\u4ec0\u4e48\uff0cllm remove \u5220\u6389\u3002\u6ca1\u6709 npm \u8fd9\u6761\u8def\uff0c\u7eaf git \uff0c\u88c5\u4e4b\u524d\u81ea\u5df1\u5ba1\u4e00\u904d\uff0c\u6bd5\u7adf\u6269\u5c55\u662f\u62ff\u4f60\u7684\u5b8c\u6574\u6743\u9650\u8dd1\u7684\u3002
\u6bcf\u4e2a\u4f1a\u8bdd\u90fd\u5b58\u6210 ~/.llm/threads/ \u4e0b\u9762\u7684\u4e00\u4e2a JSONL \u6587\u4ef6\uff0c\u6a21\u578b\u3001\u53c2\u6570\u3001\u6bcf\u4e00\u8f6e\u7684 token \u7528\u91cf\u3001\u5de5\u5177\u8c03\u7528\u548c\u7ed3\u679c\u5168\u7a0b\u5728\u6848\uff0c\u968f\u65f6\u56de\u6765\u63a5\u7740\u804a
llm -c \"and in python?\" # \u63a5\u7740\u6700\u65b0\u7684\u4f1a\u8bdd\u95ee\uff0c\u5148\u770b\u5f53\u524d\u76ee\u5f55\u518d\u5168\u5c40\u627e\nllm -r # \u6d4f\u89c8\u5e76\u6062\u590d\u5386\u53f2\u4f1a\u8bdd\uff0c\u53ef\u4ee5\u8fb9\u6253\u5b57\u8fb9\u8fc7\u6ee4\nllm --session 01ABC... \"...\" # \u6307\u5b9a\u4e00\u4e2a\uff0c\u77ed\u524d\u7f00\u5c31\u884c\nllm --fork \"...\" # \u4ece\u5f53\u524d\u4f1a\u8bdd\u5206\u53c9\u4e00\u6761\u65b0\u7684\nllm --no-session \"...\" # \u8fd9\u6b21\u4e0d\u5b58\nllm export notes.md # \u628a\u4f1a\u8bdd\u5bfc\u51fa\u6210 markdown\n\u4f1a\u8bdd id \u662f ULID \uff0c\u6309\u65f6\u95f4\u6709\u5e8f\u3002\u5bfc\u51fa\u7684 markdown \u91cc\u5de5\u5177\u8c03\u7528\u548c\u7ed3\u679c\u90fd\u5728\u4ee3\u7801\u5757\u91cc\uff0c\u601d\u8003\u8fc7\u7a0b\u6536\u5728\u4e13\u95e8\u7684\u6bb5\u843d\uff0c\u7cfb\u7edf\u63d0\u793a\u8bcd\u4f5c\u4e3a\u9644\u5f55\uff0cattachments \u6309\u540d\u5b57\u548c\u7c7b\u578b\u8bb0\u5f55\u800c\u4e0d\u662f\u585e\u5b57\u8282\uff0c\u76f4\u63a5\u80fd\u5f53\u6587\u6863\u5f52\u6863\u3002
\n\u4e0a\u4e0b\u6587\u7ba1\u7406\u57fa\u672c\u4e0d\u7528\u7ba1\uff0c\u4f46\u7ba1\u5f97\u5f88\u7ec6\u3002\u8ba1\u8d39\u4e0a\u4e0b\u6587\u8d85\u8fc7\u7a97\u53e3\u51cf 16384 \u7684\u65f6\u5019\u89e6\u53d1 compaction \uff0c\u4fdd\u7559\u6700\u8fd1 20k token \uff0c\u628a\u4e22\u6389\u7684\u524d\u7f00\u603b\u7ed3\u6210\u6458\u8981\uff0c\u7a97\u53e3\u5927\u5c0f\u672a\u77e5\u7684\u6a21\u578b\u6309 64k \u8d70\u3002\u5982\u679c\u8bf7\u6c42\u53d1\u51fa\u53bb\u88ab provider \u544a\u77e5\u8d85\u957f\uff0c\u4f1a\u7acb\u523b\u538b\u7f29\u518d\u91cd\u8bd5\uff0c\u4e0d\u4f1a\u8ba9\u4f1a\u8bdd\u4e00\u6b21\u4e00\u6b21\u649e\u540c\u4e00\u5835\u5899\u3002cache_ttl \u53ef\u4ee5\u9009 5m \u6216\u8005 1h\uff0c\u957f\u7684\u90a3\u6863\u5199\u5165\u8ba1\u8d39\u8d35\u4e00\u70b9\uff0c\u4f46\u662f\u4e00\u6b21\u5ba1\u6279\u63d0\u793a\u6216\u8005\u4e00\u8f6e\u957f\u6d4b\u8bd5\u8d85\u8fc7\u4e94\u5206\u949f\u4ee5\u540e\uff0c\u4e0b\u4e00\u8f6e\u5c31\u4e0d\u7528\u91cd\u5199\u6574\u4e2a\u5bf9\u8bdd\u4e86\uff0c\u7b97\u4e0b\u6765\u662f\u5212\u7b97\u7684\u3002
\u7f51\u7edc\u5c42\u7684\u7ec6\u8282\u90fd\u662f\u8e29\u5751\u6362\u6765\u7684\u3002\u91cd\u8bd5\u5e26\u6b63\u8d1f 10% \u7684\u6296\u52a8\uff0c\u9000\u907f\u4ece 1 \u79d2\u5230 30 \u79d2\uff0c\u8fde\u63a5\u5931\u8d25\u53e6\u6709\u4e00\u5957 5 \u79d2\u5230 60 \u79d2\u7684\u9884\u7b97\uff0c\u670d\u52a1\u5668\u53d1\u4e86 Retry-After \u5c31\u5c0a\u91cd\u5b83\u3002\u6d41\u4e2d\u9014\u65ad\u4e86\u7684\u8bdd\uff0c\u5df2\u7ecf\u4ea7\u51fa\u7684\u90e8\u5206\u7b54\u6848\u4f1a\u4fdd\u7559\u6210\u4e00\u6761\u771f\u6b63\u7684\u6d88\u606f\u63a5\u7740\u7eed\uff0c\u800c\u4e0d\u662f\u6574\u8f6e\u4e22\u6389\u91cd\u6765\uff0c\u6062\u590d\u6b21\u6570\u4e0a\u9650\u4e94\u6b21\u3002\u5b8c\u5168\u6ca1\u6709\u8f93\u51fa\u5c31\u65ad\u6389\u7684\u8bf7\u6c42\u539f\u6837\u91cd\u53d1\uff0c\u56e0\u4e3a\u4ec0\u4e48\u90fd\u6ca1\u4ea4\u51fa\u53bb\uff0c\u91cd\u53d1\u4e0d\u4f1a\u91cd\u590d\u3002300 \u79d2\u6ca1\u6709\u4efb\u4f55\u8f93\u51fa\u7684\u6d41\u6309\u7a7a\u95f2\u9519\u8bef\u5904\u7406\uff0c\u4e0d\u8ba9\u4efb\u52a1\u5e72\u6302\u5728\u90a3\u91cc\u3002\u8bf7\u6c42\u4f53\u8d85\u8fc7 32MB \u4f1a\u88ab\u672c\u5730\u62d2\u7edd\uff0c\u5e76\u4e14\u70b9\u540d\u662f\u54ea\u4e9b\u9644\u4ef6\u628a\u5b83\u6491\u6ee1\u7684\uff0cagent.max_request_bytes \u53ef\u4ee5\u8c03\u4f4e\uff0c\u7f51\u5173\u5728\u524d\u9762\u7684\u65f6\u5019\u7ecf\u5e38\u6bd4 provider \u6587\u6863\u5199\u7684\u4e0a\u9650\u5c0f\u5f97\u591a\u3002
\u4ee3\u7406\u8d70 ALL_PROXY\u3001HTTPS_PROXY\u3001HTTP_PROXY \u548c NO_PROXY\uff0c\u81ea\u52a8\u751f\u6548\uff0c\u56fd\u5185\u73af\u5883\u5f88\u5b9e\u7528\u3002
\u4ee3\u7801\u7ec4\u7ec7\u6309\u89d2\u8272\u5206\u5c42\uff0c\u4e00\u53e5\u8bdd\u8bf4\u6e05\u695a\u5c31\u662f\u547d\u4ee4\u5c42\u8584\uff0c\u5185\u6838\u5c42\u539a\uff0c\u534f\u8bae\u9002\u914d\u4e00\u5c42\u4e00\u4e2a\u6587\u4ef6
\nllm/\n\u251c\u2500\u2500 src/\n\u2502 \u251c\u2500\u2500 commands/ # \u5b50\u547d\u4ee4\uff0c\u4e00\u4e2a\u6587\u4ef6\u4e00\u4e2a\uff0cflags \u3001help \u3001\u63a5\u7ebf\n\u2502 \u251c\u2500\u2500 core/ # \u5171\u4eab\u5185\u6838\uff0c\u914d\u7f6e\u3001\u7ebf\u7a0b\u5b58\u50a8\u3001http \u3001\u6e32\u67d3\n\u2502 \u251c\u2500\u2500 providers/ # \u534f\u8bae\u9002\u914d\u5668\uff0copenai-compat \u548c anthropic \u5404\u4e00\u4e2a\uff0c\u52a0\u5171\u4eab\u6d88\u606f\u6a21\u578b\u548c provider \u76ee\u5f55\n\u2502 \u251c\u2500\u2500 agent/ # agent \u9886\u57df\uff0c\u5faa\u73af\u3001\u5de5\u5177\u6ce8\u518c\u8868\u3001\u5ba1\u6279\u89c4\u5219\u3001\u6269\u5c55\u5bbf\u4e3b\n\u2502 \u2514\u2500\u2500 term/ # \u7ec8\u7aef\u9886\u57df\uff0c\u884c\u7f16\u8f91\u3001\u9009\u62e9\u5668\u3001spinner \u3001\u7ec8\u7aef\u5c3a\u5bf8\n\u251c\u2500\u2500 examples/\n\u2502 \u251c\u2500\u2500 extensions/ # \u53ef\u8fd0\u884c\u7684\u6269\u5c55\uff0cwordcount \u3001websearch \u3001mcp_bridge.py \u3001subagent.py \u7b49\n\u2502 \u2514\u2500\u2500 agents/ # \u56db\u4e2a subagent \u5b9a\u4e49\uff0cscout \u3001reviewer \u3001planner \u3001worker\n\u2514\u2500\u2500 docs/\n \u251c\u2500\u2500 architecture.md # \u8bf7\u6c42\u8def\u5f84\u3001agent \u5faa\u73af\u3001\u5de5\u5177\u6ce8\u518c\u8868\u3001\u6269\u5c55\u5bbf\u4e3b\u3001\u6e32\u67d3\u5951\u7ea6\n \u2514\u2500\u2500 extensions.md # \u63d2\u4ef6\u63a5\u53e3\uff0cmanifest \u5b57\u6bb5\u3001\u6bcf\u4e2a\u6d88\u606f\u548c\u4e8b\u4ef6\u3001tool_call \u95e8\u3001\u8d85\u65f6\n\u8fd9\u79cd\u5206\u6cd5\u7684\u597d\u5904\u662f\u6539\u54ea\u91cc\u90fd\u80fd\u7acb\u523b\u627e\u5230\u5730\u65b9\u3002\u52a0\u4e00\u4e2a\u5b50\u547d\u4ee4\u5c31\u662f\u5f80 commands/ \u91cc\u653e\u4e00\u4e2a\u65b0\u6587\u4ef6\uff0c\u63a5\u4e00\u4e2a\u65b0\u534f\u8bae\u5c31\u662f\u5f80 providers/ \u91cc\u653e\u4e00\u4e2a\u9002\u914d\u5668\uff0cagent \u5faa\u73af\u672c\u8eab\u5728 agent/ \u91cc\uff0c\u548c\u7ec8\u7aef\u5448\u73b0\u5b8c\u5168\u89e3\u8026\uff0c--json \u6a21\u5f0f\u4e0b\u6574\u4e2a term/ \u90fd\u4e0d\u53c2\u4e0e\u3002\u6d4b\u8bd5\u5168\u90e8\u5185\u8054\u5728\u5404\u6a21\u5757\u7684 #[cfg(test)] \u91cc\uff0c\u5c31\u8fd1\u770b\u884c\u4e3a\uff0c\u5355\u4e2a\u8dd1\u7528 cargo test <name>\u3002
\u6269\u5c55\u5bbf\u4e3b\u4e5f\u9075\u5faa\u540c\u6837\u7684\u514b\u5236\u3002host \u8d1f\u8d23 spawn \u3001stdio \u3001\u8d85\u65f6\u548c\u5c3a\u5bf8\u4e0a\u9650\uff0c\u6269\u5c55\u81ea\u5df1\u58f0\u660e\u5de5\u5177\u3001\u547d\u4ee4\u548c\u4e8b\u4ef6\uff0c\u6838\u5fc3\u4e0d\u8ba4\u8bc6\u4efb\u4f55\u4e00\u4e2a\u5177\u4f53\u6269\u5c55\uff0cMCP \u6865\u548c subagent \u90fd\u4f4f\u5728 examples/ \u91cc\uff0c\u548c\u7528\u6237\u81ea\u5df1\u5199\u7684\u6269\u5c55\u6ca1\u6709\u5730\u4f4d\u5dee\u522b\uff0c\u5220\u6389\u5b83\u4eec\u6838\u5fc3\u7167\u5e38\u7f16\u8bd1\u3002
\u60f3\u5feb\u901f\u5192\u70df\u4e00\u4e0b\u4e0d\u6539\u81ea\u5df1\u7684\u72b6\u6001
\nLLM_USER_PATH=/tmp/x cargo run -- \"smoke test prompt\"\n\u5199\u7684\u8fc7\u7a0b\u4e2d\u4e3b\u8981\u53c2\u7167\u7684\u5bf9\u8c61\u662f pi\uff0cllm \u7684\u4ea4\u4e92\u4e60\u60ef\u548c compaction \u89c4\u5219\u90fd\u80fd\u770b\u5230\u5b83\u7684\u5f71\u5b50\uff0c\u6269\u5c55\u534f\u8bae\u4e5f\u517c\u5bb9 pi \u7684 API \uff0c\u5199\u597d\u7684\u5de5\u5177\u547d\u4ee4\u94a9\u5b50\u5927\u90e8\u5206\u80fd\u76f4\u63a5\u8d34\u8fc7\u6765\u7528\u3002pi \u672c\u8eab\u505a\u5f97\u5f88\u597d\uff0c\u4f46\u5b83\u662f TypeScript \u6280\u672f\u6808\u7684\uff0c\u6574\u4e2a\u9879\u76ee\u662f\u4e00\u4e2a npm monorepo \uff0c\u9a6e\u7740 pi-ai \u3001pi-agent-core \u3001pi-tui \u4e00\u5927\u5806\u5305\uff0c\u800c\u6211\u4e00\u76f4\u4e0d\u559c\u6b22 ts \u6280\u672f\u6808\u7684\u8f6f\u4ef6\uff0c\u6240\u4ee5\u52a8\u624b\u7528 Rust \u91cd\u5199\u4e86\u4e00\u4e2a\u81ea\u5df1\u7684\uff0c\u7528\u4e0b\u6765 llm \u6bd4 pi \u8fd8\u5feb\u3002
\n\u542f\u52a8\u662f\u6700\u76f4\u63a5\u7684\u5dee\u522b\u3002pi \u80cc\u540e\u662f Node.js \u8fd0\u884c\u65f6\uff0c\u51b7\u542f\u52a8\u8981\u8fc7\u4e00\u904d node \u7684\u521d\u59cb\u5316\uff0c\u800c llm \u662f Rust \u7f16\u8bd1\u51fa\u6765\u7684\u5355\u4e8c\u8fdb\u5236\uff0c\u542f\u52a8\u6beb\u79d2\u7ea7\uff0c\u6572\u4e0b\u56de\u8f66\u4f1a\u8bdd\u5c31\u8d77\u6765\u4e86\uff0c\u5185\u5b58\u5360\u7528\u53ef\u4ee5\u5ffd\u7565\uff0cgrep \u5927\u76ee\u5f55\u3001read \u5206\u9875\u8bfb\u6587\u4ef6\u8fd9\u4e9b\u5de5\u5177\u5168\u662f\u539f\u751f\u4ee3\u7801\uff0c\u6ca1\u6709\u4e00\u5c42 JS \u8f6c\u63a5\uff0c\u6d41\u5f0f\u8f93\u51fa\u7684\u6bcf\u4e2a\u5b57\u7b26\u76f4\u63a5\u5199 tty \uff0c\u957f\u65f6\u95f4\u8dd1\u4e0b\u6765\u660e\u663e\u66f4\u5b89\u9759\u3002
\u4f9d\u8d56\u9762\u7684\u95ee\u9898\u66f4\u5b9e\u5728\u3002pi \u88c5\u5b8c\u5e26\u7740\u4e00\u6574\u4e2a node_modules \uff0c\u4e3a\u4e86\u4f9b\u5e94\u94fe\u5b89\u5168\u5b83\u5b98\u65b9\u6587\u6863\u91cc\u4e13\u95e8\u6709\u4e00\u8282\u8bb2\u4f9d\u8d56\u9501\u5b9a\uff0c\u76f4\u63a5\u4f9d\u8d56\u5168\u90e8\u56fa\u5b9a\u7cbe\u786e\u7248\u672c\uff0cshrinkwrap \u3001npm audit \u3001\u751f\u547d\u5468\u671f\u811a\u672c\u767d\u540d\u5355\u4e00\u5957\u5168\u4e0a\uff0c\u53ef\u89c1 ts \u751f\u6001\u4e0b\u8fd9\u5757\u6709\u591a\u8ba9\u4eba\u64cd\u5fc3\u3002llm \u8fd9\u8fb9 musl \u9759\u6001\u94fe\u63a5\uff0c\u4e00\u4e2a\u6587\u4ef6\u6ca1\u6709\u4efb\u4f55\u8fd0\u884c\u65f6\u4f9d\u8d56\uff0c\u6839\u672c\u4e0d\u5b58\u5728\u4f9d\u8d56\u94fe\u53ef\u88ab\u653b\u51fb\u7684\u9762\uff0ccurl \u4e00\u884c\u88c5\u5b8c\uff0cscp \u5230\u670d\u52a1\u5668 chmod +x \u5c31\u80fd\u7528\uff0c\u4e4b\u524d\u5728\u66d9\u5149\u670d\u52a1\u5668\u4e0a\u4e3a\u4e86\u8dd1 agent \u5148\u88c5 node \u518d\u94fe npm \u7684\u7ecf\u5386\u518d\u4e5f\u4e0d\u9700\u8981\u4e86\u3002
\u6743\u9650\u8bbe\u8ba1\u662f\u7406\u5ff5\u4e0a\u7684\u5206\u91ce\u3002pi \u4e0d\u5185\u7f6e\u6743\u9650\u7cfb\u7edf\uff0c\u6587\u4ef6\u3001\u8fdb\u7a0b\u3001\u7f51\u7edc\u3001\u51ed\u636e\u5168\u9760\u542f\u52a8\u5b83\u7684\u7528\u6237\u6743\u9650\u88f8\u8dd1\uff0c\u5b98\u65b9\u7684\u5efa\u8bae\u662f\u9700\u8981\u9694\u79bb\u5c31\u62ff\u5bb9\u5668\u6216\u8005\u6c99\u7bb1\u5305\u4e00\u5c42\u3002llm \u628a\u8fd9\u9053\u5899\u505a\u5728\u4e86\u91cc\u9762\uff0c\u786c\u62d2\u7edd\u52a0\u9ed1\u540d\u5355\u4e24\u5c42\uff0c\u63d0\u6743\u3001\u6587\u4ef6\u7cfb\u7edf\u9500\u6bc1\u3001\u673a\u5668\u63a7\u5236\u8fd9\u4e9b\u76f4\u63a5\u62e6\u6b7b\uff0c\u666e\u901a\u7684\u65e5\u5e38\u64cd\u4f5c\u53c8\u4e0d\u6253\u65ad\u4f60\u3002\u6211\u4e2a\u4eba\u66f4\u4fe1\u4efb\u540e\u4e00\u79cd\uff0c\u5bb9\u5668\u9694\u79bb\u5bf9\u5927\u591a\u6570\u4eba\u662f\u4e2a\u4e0d\u4f1a\u53bb\u505a\u7684\u53ef\u9009\u9879\uff0c\u800c\u5185\u7f6e\u7684\u786c\u62d2\u7edd\u662f\u6bcf\u6b21\u90fd\u5728\u573a\u7684\u4e8b\u5b9e\u3002
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\n\u6700\u660e\u663e\u7684\u662f provider \u9762\u7a84\u3002codex \u662f OpenAI \u81ea\u5bb6\u4ea7\u54c1\uff0c\u6a21\u578b\u9009\u62e9\u57fa\u672c\u56f4\u7ed5\u81ea\u5bb6\u63a5\u53e3\u8f6c\uff0c\u7b2c\u4e09\u65b9 provider \u8981\u9760 profile \u624b\u52a8\u914d\u7f6e base_url \u53bb\u517c\u5bb9\uff0c\u914d DeepSeek \u8fd9\u7c7b\u56fd\u4ea7 API \u80fd\u7528\uff0c\u4f46\u4f53\u9a8c\u660e\u663e\u662f\u540e\u5988\u517b\u7684\uff0c\u6a21\u578b\u5217\u8868\u8981\u624b\u5199\uff0c\u5b98\u65b9\u652f\u6301\u6c38\u8fdc\u6392\u5728\u81ea\u5bb6\u540e\u9762\u3002llm \u5185\u7f6e 38 \u4e2a provider \u7684\u63a5\u5165\u914d\u7f6e\uff0c/login \u9009\u5b8c\u5c31\u8dd1\uff0cprovider/model \u7684\u547d\u540d\u4e00\u89c6\u540c\u4ec1\uff0c\u8c01\u4e5f\u4e0d\u6bd4\u8c01\u9ad8\u8d35\u3002
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\n\u7136\u540e\u662f\u4f53\u611f\u3002codex \u80cc\u9760\u5927\u5382\uff0c\u542f\u52a8\u8981\u8bfb\u914d\u7f6e\u8981\u63e1\u624b\uff0c\u6bd4 pi \u5feb\u4f46\u6bd4 llm \u6162\uff0c\u4ea4\u4e92\u53cd\u9988\u4e5f\u4e0d\u5982\u81ea\u5df1\u5199\u7684\u8ddf\u624b\uff0c\u6bd5\u7adf\u5927\u9879\u76ee\u7684\u91cd\u5fc3\u4e0d\u5728\u8fd9\u79d1\u7ec6\u8282\u4e0a\u3002\u8fd8\u6709\u5c31\u662f\u5b83\u7ed1\u5b9a OpenAI \u751f\u6001\u7684\u601d\u8def\u51b3\u5b9a\u4e86\u5b83\u66f4\u50cf\u4e00\u4e2a\u4ea7\u54c1\u800c\u4e0d\u662f\u4e00\u4e2a\u5de5\u5177\uff0c\u4ea7\u54c1\u7684\u529f\u80fd\u8fb9\u754c\u7531\u5b98\u65b9\u5b9a\u4e49\uff0c\u5de5\u5177\u7684\u8fb9\u754c\u7531\u4f7f\u7528\u8005\u5b9a\u4e49\uff0c\u6211\u60f3\u8981\u540e\u8005\u3002
\n\u6211\u4e3b\u8981\u5728 Arch Linux \u4e0a\u6d4b\u8bd5\uff0c\u6eda\u66f4\u5f88\u5feb\uff0c\u5185\u6838\u3001\u7ec8\u7aef\u3001Wayland \u73af\u5883\u4e00\u76f4\u5728\u53d8\uff0c\u7528\u4e0b\u6765\u6ca1\u6709\u4efb\u4f55\u95ee\u9898\u3002Kitty \u548c Konsole \u91cc\u4ea4\u4e92\u4f1a\u8bdd\u3001steering \u3001\u526a\u8d34\u677f\u8d34\u56fe\u3001\u659c\u6760\u547d\u4ee4\u90fd\u6b63\u5e38\uff0cfish \u548c bash \u4e0b\u9762\u7ba1\u9053\u548c\u91cd\u5b9a\u5411\u4e5f\u6ca1\u6709\u78b0\u5230\u8fc7\u5751\u3002
\nmacOS \u548c Windows \u6211\u624b\u5934\u6ca1\u6709\u957f\u671f\u4f7f\u7528\u7684\u673a\u5668\uff0cprebuilt \u76ee\u6807\u90fd\u7f16\u8bd1\u4e86\uff0c\u5b89\u88c5\u811a\u672c\u4e5f\u90fd\u5728\uff0c\u4f46\u662f\u8bbe\u6ca1\u8bbe\u5bf9\u53ea\u6709\u771f\u673a\u77e5\u9053\u3002\u611f\u5174\u8da3\u7684\u670b\u53cb\u53ef\u4ee5\u5e2e\u5fd9\u6d4b\u8bd5\u4e00\u4e0b\u8fd9\u4e24\u4e2a\u5e73\u53f0\uff0c\u78b0\u5230\u95ee\u9898\u76f4\u63a5\u53bb GitHub Issues \u5f00\u4e00\u4e2a\uff0c\u9644\u4e0a\u5e73\u53f0\u3001\u7ec8\u7aef\u548c\u590d\u73b0\u6b65\u9aa4\u5c31\u884c\u3002
\n\u4e4b\u524d\u5728 AI paradox \u90a3\u7bc7\u91cc\u5199\u8fc7\uff0c\u5de5\u5177\u8d8a\u987a\u624b\u4eba\u8d8a\u61d2\u5f97\u601d\u8003\u3002\u4f46\u4e00\u4e2a\u81ea\u5df1\u5199\u7684 agent \u6070\u597d\u662f\u89e3\u836f\uff0c\u6bcf\u4e00\u884c\u4e3a\u4ec0\u4e48\u8fd9\u4e48\u5199\u3001\u6bcf\u4e2a\u9519\u8bef\u4e3a\u4ec0\u4e48\u8fd9\u4e48\u62a5\uff0c\u6211\u90fd\u6e05\u695a\u3002\u6a21\u578b\u8bf7\u6c42\u5931\u8d25\u4e86\uff0c\u6211\u77e5\u9053\u662f\u91cd\u8bd5\u9884\u7b97\u7528\u5c3d\u8fd8\u662f\u4e0a\u4e0b\u6587\u8d85\u957f\uff0c\u5de5\u5177\u88ab\u62d2\u4e86\uff0c\u6211\u77e5\u9053\u662f\u786c\u62d2\u7edd\u3001\u9ed1\u540d\u5355\u8fd8\u662f per-tool \u7b56\u7565\uff0c\u6269\u5c55\u6ca1\u6302\u4e0a\uff0c/status \u4f1a\u544a\u8bc9\u6211\u539f\u56e0\u3002\u8fd9\u79cd\u786e\u5b9a\u611f\u7528\u522b\u4eba\u7684\u9ed1\u76d2\u5de5\u5177\u662f\u6362\u4e0d\u6765\u7684\u3002
Rust \u52a0 musl \u7684\u7ec4\u5408\u8fd8\u987a\u624b\u89e3\u51b3\u4e86\u90e8\u7f72\u95ee\u9898\uff0c\u542f\u52a8\u6beb\u79d2\u7ea7\uff0c\u5185\u5b58\u5360\u7528\u53ef\u4ee5\u5ffd\u7565\uff0c\u4e00\u4e2a\u6587\u4ef6\u4ece\u6700\u65b0\u7684 Arch \u5230\u8001\u6389\u7259\u7684 CentOS 7 \u901a\u5403\uff0c\u518d\u4e5f\u4e0d\u7528\u4e3a\u4e86\u4e00\u53f0\u670d\u52a1\u5668\u5355\u72ec\u6298\u817e\u73af\u5883\u3002
\n\u9879\u76ee\u5728 GitHub \uff0cimjiaoyuan/llm\uff0cMIT \u534f\u8bae\uff0c\u611f\u5174\u8da3\u7684\u53ef\u4ee5\u88c5\u4e00\u4e2a\u73a9\u73a9\uff0c\u4e60\u60ef\u7ec8\u7aef\u5de5\u4f5c\u6d41\u7684\u4eba\u5e94\u8be5\u4f1a\u89c9\u5f97\u987a\u624b\u3002
\n" }, { "author": { "url": "https://www.v2ex.com/member/asset", "name": "asset", "avatar": "https://cdn.v2ex.com/gravatar/202562a5520f17261988e09667551cf4?s=73&d=retro" }, "url": "https://www.v2ex.com/t/1244926", "title": "\u5728\u6d4f\u89c8\u5668\u8fd0\u884c\u9b54\u517d\u4e89\u9738 3 (Warcraft III)", "id": "https://www.v2ex.com/t/1244926", "date_published": "2026-09-26T13:15:54+00:00", "content_html": "\u770b\u5230 https://www.v2ex.com/t/1244870 \u548c https://www.v2ex.com/t/1244710 \uff0c\u611f\u89c9\u6700\u8fd1 Web \u7aef\u6709\u610f\u601d\u7684\u9879\u76ee\u8d8a\u6765\u8d8a\u591a\u4e86\uff0c\u5fcd\u4e0d\u4f4f\u5148\u7ed9\u5927\u5bb6\u5206\u4eab\u4e00\u4e0b\u56e2\u961f\u6700\u8fd1\u7684\u4f5c\u54c1\u3002![](\"https://i.imgur.com/8jjItLa.jpeg\")
![](\"https://i.imgur.com/TwryWyn.jpeg\")
![](\"https://i.imgur.com/5x5Gug6.jpeg\")
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\n\u540d\u5b57\u6709\u70b9\u635f\uff0c\u4e0d\u8fc7\u4e0d\u662f\u60f3\u5632\u7b11\u8c01\u3002\u65b0\u4ea7\u54c1\u4e0a\u7ebf\u7684\u65f6\u5019\u633a\u70ed\u95f9\uff0c\u505c\u670d\u5f80\u5f80\u5c31\u5269\u4e00\u5c01\u90ae\u4ef6\u3001\u4e00\u6761\u516c\u544a\u3002\u60f3\u7ed9\u8fd9\u4e9b\u4e1c\u897f\u7559\u4e2a\u5730\u65b9\uff0c\u4e5f\u8ba9\u7528\u8fc7\u7684\u4eba\u80fd\u804a\u4e24\u53e5\u3002
\n\u50cf Cortana \u3001Humane Ai Pin \u7684\u6d88\u8d39\u8005\u670d\u52a1\uff0c\u8fd8\u6709\u4ece ChatGPT \u91cc\u9000\u5f79\u7684 GPT-4o \uff0c\u90fd\u5728\u91cc\u9762\u3002\u5927\u5382\u4e5f\u9003\u4e0d\u8fc7\u3002\u5148\u6536\u85cf\u3001\u4ee5\u540e\u518d\u8bd5\uff0c\u7ed3\u679c\u4ea7\u54c1\u5148\u8d70\u4e86\u2026\u2026
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\nhttps://github.com/leontloveless/dead-ai-products
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\n\ud83d\udc49 https://homeai.design/
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\n![\"\u56fe\u7247\"](\"https://alexjoker-blog.oss-cn-guangzhou.aliyuncs.com/7ee4fe23b19cab3b7b504f949746b0a3.jpg\"/)
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\n![\"ShotAI](\"https://alexjoker-blog.oss-cn-guangzhou.aliyuncs.com/project/ShotAI.png\"/)
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![\"Touch](\"https://raw.githubusercontent.com/hooosberg/DockTouchBar/main/assets/photos/dock.jpg\"/)
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\n\u6709 Touch Bar \u7684\u670b\u53cb\u53ef\u4ee5\u8bd5\u8bd5\uff0c\u9047\u5230\u95ee\u9898\u6216\u8005\u60f3\u8981\u7684\u529f\u80fd\uff0c\u6b22\u8fce\u76f4\u63a5\u56de\u5e16\u6216\u8005\u63d0 Issue \u3002
\n" }, { "author": { "url": "https://www.v2ex.com/member/Branlice", "name": "Branlice", "avatar": "https://cdn.v2ex.com/gravatar/997a2197b7a701b3c0a4dba3a8032847?s=73&d=retro" }, "url": "https://www.v2ex.com/t/1244889", "title": "\u4e2a\u4eba\u51c6\u5907\u4e70\u4e2a AI \u4ea7\u54c1\uff08\u9664\u786c\u4ef6\u5916\uff0c\u53ef\u4ee5\u662f\u4efb\u4f55\u9762\u5ba2\u5f62\u5f0f\uff09\uff0c\u5373\u4f7f\u6ca1\u6709\u591a\u5c11\u7528\u6237\u57fa\u6570\u4e5f\u53ef\u4ee5\u3002", "id": "https://www.v2ex.com/t/1244889", "date_published": "2026-09-26T08:45:09+00:00", "content_html": "\u6211\u81ea\u5df1\u5e0c\u671b\u8d2d\u4e70\u4e2a AI \u4ea7\u54c1\uff0c\u53ef\u4ee5\u662f\u76f8\u5bf9\u7a33\u5b9a\u7684 Web \u4ea7\u54c1\u6216\u5176\u4ed6\u5f62\u5f0f\u7684\u4ea7\u54c1\uff0c\u76ee\u524d\u7c7b\u76ee\u6682\u65f6\u6ca1\u6709\u5b9a\uff08\u53ea\u8981\u771f\u6b63\u5728\u89e3\u51b3\u4e00\u4e2a\u9886\u57df\u7684\u5b9e\u9645\u95ee\u9898\u5c31\u53ef\u4ee5\uff09\uff0c\u81f3\u4e8e\u7528\u6237 / \u6570\u636e\u73b0\u5728\u57fa\u6570\u4e00\u822c\u4e5f\u6ca1\u5173\u7cfb\uff08\u6211\u4eec\u56e2\u961f\u975e\u5e38\u64c5\u957f\u8425\u9500\u65b9\u9762\uff09\u3002\u5927\u5bb6\u597d\uff0c\u505a\u4e86 Muqun\uff1a\u7ed9\u672c\u673a coding agent \u7528\u7684\u624b\u673a / \u5e73\u677f\u7aef\u3002iOS \u548c Android \u7684 3.0 \u90fd\u5df2\u7ecf\u8fc7\u5ba1\u4e0a\u67b6\u4e86\u3002
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\n\u672c\u673a\uff1a
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\nhttps://xhslink.cn/o/1RDZCiMFvXV
\n![\"\"](\"https://p.ipic.vip/bydzzw.jpg\"/)
\u7f51\u5740: https://www.aidevpush.com \uff08\u4f60\u53ef\u4ee5\u4ece beta \u7248\u4e2d\u76f4\u63a5\u83b7\u5f97\u63d2\u4ef6\u6e90\u7801\uff09
\n\u63d2\u4ef6\u7f51\u5740: https://chromewebstore.google.com/detail/%E4%BA%91%E7%AB%AFcoding-%E8%87%AA%E5%8A%A8%E5%88%9B%E6%96%B0%E5%8A%A9%E6%89%8B/piokpdkhnfegkfpcmpjfndocaimepkgk?hl=zh-CN&utm_source=ext_sidebar
\n\u4f7f\u7528\u89c6\u9891:\nB \u7ad9: https://www.bilibili.com/video/BV1wQhD6bEUh/?spm_id_from=333.1387.homepage.video_card.click&vd_source=73dca8dc9410f9cd8bd6b9a42a7e0a84
\u63d2\u4ef6\u914d\u7f6e:
\n![\"\u63d2\u4ef6\u914d\u7f6e\"](\"https://i.v2ex.co/E6Sk1IL1.png\"/)
\u4f7f\u7528\u6548\u679c:
\n![\"\u4f7f\u7528\u6548\u679c\"](\"https://i.v2ex.co/m6xyW591.png\"/)
\u63d0\u793a\u8bcd\u8c03\u6574:\n![\"\u63d0\u793a\u8bcd\u8c03\u6574\"](\"https://i.v2ex.co/qL7z4PlC.png\"/)
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\n\u4e4b\u524d\u7684\u57df\u540d https://twimate.com \u4e5f\u8fd8\u53ef\u4ee5\u7528\u3002
\n\u4f7f\u7528\u548c\u53cd\u9988\u95ee\u9898\uff0c\u53cd\u9988\u5de5\u5177\u9700\u6c42\uff0c\u90fd\u6b22\u8fce
\n" }, { "author": { "url": "https://www.v2ex.com/member/RyuUSeI233", "name": "RyuUSeI233", "avatar": "https://cdn.v2ex.com/gravatar/ae0b418ae715ae46110d101d3347b0f7?s=73&d=retro" }, "url": "https://www.v2ex.com/t/1244846", "title": "Piko\uff1a\u9ad8\u6027\u80fd\u3001\u591a\u5e73\u53f0\u7684 PikPak \u5ba2\u6237\u7aef", "id": "https://www.v2ex.com/t/1244846", "date_published": "2026-09-26T02:17:05+00:00", "content_html": "\u7528 KMP \u6413\u4e86\u4e00\u4e2a\u7b2c\u4e09\u65b9 PikPak \u5ba2\u6237\u7aef\n\u652f\u6301\u5b89\u5353\u548c Windows \uff0c\u5728\u5b89\u5353\u4e0a\u662f\u539f\u751f\u5e94\u7528\uff0cWindows \u6027\u80fd\u4e5f\u4e0d\u9519
\nGitHub\uff1a https://github.com/NihilDigit/piko
\n![\"\"](\"https://raw.githubusercontent.com/NihilDigit/piko/main/docs/showcase/platforms.jpg\"/)
\u652f\u6301\uff1a
\n![\"\"](\"https://raw.githubusercontent.com/NihilDigit/piko/main/docs/showcase/parsing.jpg\"/)
![\"\"](\"https://raw.githubusercontent.com/NihilDigit/piko/main/docs/showcase/preview.jpg\"/)
![\"\"](\"https://raw.githubusercontent.com/NihilDigit/piko/main/docs/showcase/player.jpg\"/)
\u4eba\u7269\u5168\u90e8\u9690\u53bb\u59d3\u540d\uff0cAI \u626e\u6f14\uff0c\u8bf4\u8bdd\u5e26\u7740\u4ed6\u672c\u4eba\u7684\u8bed\u6c14\u3002
\n\u4f60\u95ee\uff0c\u4ed6\u7b54\uff0c\u7ebf\u7d22\u5c31\u85cf\u5728\u5bf9\u8bdd\u91cc\u3002
\n\u731c\u5bf9\u4e86\uff0c\u4ed6\u4f1a\u9001\u4f60\u4e00\u4ef6\u6545\u7269\uff0c\u4ece\u771f\u5b9e\u6587\u732e\u91cc\u6458\u7684\u3002
\n\u60f3\u4e86\u89e3\u4e00\u4e2a\u5386\u53f2\u4eba\u7269\uff0c\u53ef\u4ee5\u76f4\u63a5\u8ddf\u4ed6\u672c\u4eba\u804a\u3002
\nhttps://apps.apple.com/us/app/\u65f6\u7a7a\u56de\u97f3/id6802930227
\n\u63a5\u5165\u7684 DeepSeek
\n" }, { "author": { "url": "https://www.v2ex.com/member/shonky", "name": "shonky", "avatar": "https://cdn.v2ex.com/avatar/fe99/bf9e/227043_large.png?m=1790383864" }, "url": "https://www.v2ex.com/t/1244832", "title": "\u5199\u4e86\u4e2a\u7ed9 X\u201c\u8131\u6c34\u201d\u7684\u6d4f\u89c8\u5668\u63d2\u4ef6\uff1a Noiseless\uff0c\u5c1d\u8bd5\u7528 LLM \u8fc7\u6ee4\u4fe1\u606f\u566a\u58f0", "id": "https://www.v2ex.com/t/1244832", "date_published": "2026-09-26T01:06:02+00:00", "content_html": "\u6211\u5e73\u65f6\u559c\u6b22\u5237 X\uff08Twitter\uff09\uff0c\u6709\u65f6\u5019\u770b\u89c1\u4e00\u4e2a\u535a\u4e3b\u5206\u4eab\u7684\u4fe1\u606f\uff0c\u535a\u4e3b\u8bf4\u7684\u5f88\u597d\u542c\uff0c\u5f53\u65f6\u7b2c\u4e00\u65f6\u95f4\u6211\u4e5f\u5f88\u6fc0\u52a8\uff0c\u7ed3\u679c\u540e\u9762\u7814\u7a76\uff0c\u53d1\u73b0\u535a\u4e3b\u6ce8\u6c34\u4e86\u5f88\u591a\uff0c\u5b9e\u9645\u6ca1\u90a3\u4e48\u597d\u7528\u3002
\n\u7f51\u4e0a\u6709\u5f88\u591a\u90fd\u662f\u8fd9\u6837\u7684\u60c5\u51b5\uff0c\u535a\u4e3b\u53d1\u5356\u5bb6\u79c0\u7684\u4fe1\u606f\uff0c\u81ea\u5df1\u4e00\u7528\u5c31\u662f\u4e70\u5bb6\u79c0\u4e86\u3002
\n\u7136\u540e\u6211\u5c31\u5728\u60f3\uff0c\u80fd\u4e0d\u80fd\u7528\u5927\u6a21\u578b\u63d0\u524d\u68c0\u6d4b\u4e0b\u63a8\u6587\u7684\u53ef\u4fe1\u5ea6\u60c5\u51b5\uff0c\u5206\u6790\u4fe1\u606f\u7684\u8d28\u91cf\u5982\u4f55\u3002
\n\u6210\u679c\uff1aChrome \u6269\u5c55 \u2014\u2014 Noiseless\uff0c\u4e3b\u8981\u7528\u6765\u5e2e\u7f51\u9875\u6587\u672c\u201c\u8131\u6c34\u201d\uff0c\u6700\u540e\u7684\u6548\u679c\u5c31\u662f\u52a0\u5f3a\u7248\u7684 @Grok\uff0c\u9700\u8981\u81ea\u5df1\u63d0\u4f9b API\uff0c\u6211\u8fd9\u91cc\u9762\u52a0\u7684\u90fd\u662f\u80fd\u514d\u8d39\u6ce8\u518c\u83b7\u53d6\u7684\uff0c\u4e00\u822c\u7528 Google Gemini \u5c31\u884c\u3002
\n\u5148\u58f0\u660e\uff0c\u672c\u4eba\u5e76\u65e0\u7f16\u7a0b\u57fa\u7840\uff0c\u7eaf\u9760 Gemini \u6765\u505a\u7684\uff0c\u7528\u4e86\u5927\u6982 5 \u5929\u7684\u65f6\u5019\uff0c\u5199\u4ee3\u7801\u3001\u6d4b\u8bd5\u7136\u540e\u4e0a\u67b6\u4e86\u8c37\u6b4c\u6269\u5c55\u5546\u5e97\u3002
\n\u6211\u60f3\u65e0\u8bba\u662f\u81ea\u5df1\u5199\u8fd8\u662f AI \u5199\uff0c\u53ea\u8981\u80fd\u89e3\u51b3\u95ee\u9898\uff0c\u90fd\u662f\u597d\u4e8b\u3002
\n\u6b64\u6269\u5c55\u4ee3\u7801\u5df2\u5728 github \u4e0a\u5f00\u6e90:https://github.com/Jackroro/noiseless-extension
\n\u4fe1\u606f\u964d\u566a\uff1a\n\u67d4\u6027\u6298\u53e0\u63a8\u7279\u5e7f\u544a/\u63a8\u5e7f\u5185\u5bb9\uff0c\u4e5f\u53ef\u81ea\u5df1\u6dfb\u52a0\u5173\u952e\u8bcd\u5c4f\u853d\u3002
\n\u4fe1\u606f\u8d28\u91cf\u8bc4\u4f30\uff1a\n\u540e\u53f0\u63a5\u5165 LLM \u5bf9\u5185\u5bb9\u8fdb\u884c\u5206\u6790\uff0c\u4ece\u4e8b\u5b9e\u53ef\u9a8c\u8bc1\u5ea6\u3001\u89c2\u70b9\u53ef\u4fe1\u5ea6\u548c\u89c2\u70b9\u53ef\u884c\u6027\u7efc\u5408\u8bc4\u5b9a\u3002
\n\u5728\u505a\u8fd9\u4e2a\u63d2\u4ef6\u65f6\u6211\u81ea\u5df1\u6700\u4ecb\u610f\u7684\u4e5f\u662f\u9690\u79c1\u548c\u6027\u80fd\uff1a
\n\u76ee\u524d\u4e3b\u8981\u662f\u81ea\u7528 + \u521a\u53d1\u5e03\u72b6\u6001\uff0cPrompt \u5bf9\u957f\u6587\u672c\u8fb9\u754c\u60c5\u51b5\u7684\u8986\u76d6\u3001\u4e0d\u540c\u5e73\u53f0\u7684\u6392\u7248\u517c\u5bb9\u80af\u5b9a\u8fd8\u6709\u4e0d\u5c11\u7c97\u7cd9\u7684\u5730\u65b9\u3002
\n\u5927\u5bb6\u5728\u8bd5\u7528\u8fc7\u7a0b\u4e2d\u5982\u679c\u6709\u4efb\u4f55 Bug\u3001Prompt \u8c03\u4f18\u5efa\u8bae\uff0c\u6216\u8005\u89c9\u5f97\u54ea\u4e9b\u529f\u80fd\u7eaf\u5c5e\u9e21\u808b\uff0c\u6b22\u8fce\u5728\u8bc4\u8bba\u533a\u968f\u65f6\u62cd\u7816\uff0c\u6211\u90fd\u4f1a\u8ba4\u771f\u8bb0\u5f55\u548c\u8ddf\u8fdb\u8fed\u4ee3\u3002
\n" }, { "author": { "url": "https://www.v2ex.com/member/qixo3469", "name": "qixo3469", "avatar": "https://cdn.v2ex.com/gravatar/411b1149d77730e58d66d5637d00307f?s=73&d=retro" }, "url": "https://www.v2ex.com/t/1244827", "title": "\u505a\u4e86\u4e2a\u514d\u8d39\u5f00\u6e90\u7684 AI \u4ea4\u6613\u5de5\u4f5c\u53f0", "id": "https://www.v2ex.com/t/1244827", "date_published": "2026-09-26T00:06:20+00:00", "content_html": "Desic Terminal \u2014\u2014 \u5f00\u6e90\u7684 AI \u539f\u751f OKX \u6c38\u7eed\u5408\u7ea6\u4ea4\u6613\u7ec8\u7aef
\n![\"\u4ea4\u6613\u5de5\u4f5c\u53f0\"](\"https://i.v2ex.co/6v45d995.png\"/)
AI \u81ea\u52a8\u5316\u4ea4\u6613
\n\u00b7 \u4ea4\u6613\u7406\u5ff5\u505a\u6210\u4e86\u53ef\u4ee5\u81ea\u5df1\u6539\u7684 skill \u6587\u4ef6\u3002\u4f60\u6309\u81ea\u5df1\u7684\u6846\u67b6\u6539\u3002\n\u00b7 \u652f\u6301\u591a Agent \u7f16\u6392\n\u00b7 \u4ea4\u6613\u590d\u76d8\u3001\u6bcf\u65e5\u5e02\u573a\u590d\u76d8\u90fd\u6709\uff0c\u4f1a\u7559\u4e0b\u8fd0\u884c\u8bb0\u5f55\u548c\u4ed3\u4f4d\u590d\u76d8\u3002
\n\u7b56\u7565\u4ea4\u6613 / \u56de\u6d4b\u7cfb\u7edf
\n\u00b7 Python \u7b56\u7565\u811a\u672c\u3002\u4e0d\u7528\u4f1a\u5199\u4ee3\u7801\u2014\u2014\u628a\u7b56\u7565\u63cf\u8ff0\u6e05\u695a\uff0cAI \u5e2e\u4f60\u5199\u6210\u811a\u672c\u3002\n\u00b7 \u5199\u5b8c\u76f4\u63a5\u8dd1\u5386\u53f2\u56de\u6d4b\u3002
\n\u56fe\u8868\u5feb\u6377\u4ea4\u6613
\n\u00b7 AI \u53ef\u4ee5\u7528\u81ea\u7136\u8bed\u8a00\u5199\u56fe\u8868\u6307\u6807\n\u00b7 \u4e3b\u89c2\u4ea4\u6613\u53ef\u4ee5\u5728\u56fe\u4e0a\u76f4\u63a5\u4e0b\u5355\uff0c\u4f4e\u5ef6\u8fdf\u3002
\n\u987a\u5e26\u8fd8\u6709\u5e02\u573a\u96f7\u8fbe\uff1a\u4e0d\u53d7\u81ea\u9009\u5217\u8868\u9650\u5236\uff0c\u626b\u5168\u5e02\u573a live USDT \u6c38\u7eed\uff0c\n\u8f93\u51fa\u6392\u540d\u3001\u5206\u7c7b\u5f3a\u5f31\u3001\u5e02\u573a\u5bbd\u5ea6\u548c\u8bc4\u5206\u5f52\u56e0\uff0c\u5e76\u4fdd\u7559 1/5/20 \u65e5\u7684\u70b9\u65f6\u9a8c\u8bc1\u3002
\n![\"\u5e02\u573a\u96f7\u8fbe\"](\"https://i.v2ex.co/90E7e5kD.png\"/)
\u5f00\u6e90\uff08 MIT \uff09\uff1a https://github.com/xiazhi88/Desic-Terminal
\n" }, { "author": { "url": "https://www.v2ex.com/member/duanyoushi", "name": "duanyoushi", "avatar": "https://cdn.v2ex.com/gravatar/b2ca634c4f8127557c0f99fb15ff51bd?s=73&d=retro" }, "url": "https://www.v2ex.com/t/1244819", "title": "\u627e\u5de5\u4f5c\u592a\u96be\u4e86\uff0c\u62ff\u7ec3\u624b\u505a\u7684\u7f51\u7ad9\u6bdb\u9042\u81ea\u8350\u4e0b", "id": "https://www.v2ex.com/t/1244819", "date_published": "2026-09-25T20:12:14+00:00", "content_html": "\u5927\u5bb6\u597d\uff0c\u6211\u662f\u4e00\u540d\u5e94\u5c4a\u6bd5\u4e1a\u751f\uff08\u7b97\u662f\u5427\uff0c\u53bb\u5e74\u6bd5\u4e1a\uff0c\u4eca\u5e74\u90fd\u5728\u72ec\u7acb\u5f00\u53d1\uff0c\u6ca1\u6709\u4ea4\u793e\u4fdd\uff0c\u5e94\u8be5\u4e5f\u7b97\u5e94\u5c4a\u6bd5\u4e1a\u751f\u8d44\u683c\uff09\u3002\u6700\u8fd1\u627e\u5de5\u4f5c\u4e00\u76f4\u4e0d\u987a\uff0c\u60f3\u501f\u8fd9\u4e2a\u5e16\u5b50\u6bdb\u9042\u81ea\u8350\u4e00\u4e0b\uff0c\u4e5f\u60f3\u542c\u542c\u5927\u5bb6\u7684\u5efa\u8bae\u3002\u7b49\u7b49\uff01AI \u8d8a\u5f00\u8d8a\u591a\uff0c\u6211\u600e\u4e48\u66f4\u5fd9\u4e86 \ud83e\udd2f
\n\u8fd9\u4e2a\u4f1a\u8bdd\u7b49\u786e\u8ba4\uff0c\u90a3\u4e2a\u4f1a\u8bdd\u7b49\u56de\u590d\uff0c\u4f1a\u8bdd\u5207\u4e86\u4e00\u5708\uff0c\u53c8\u5fd8\u4e86\u8c01\u8fd8\u5728\u7b49\u6211\uff0c\u6211\u6709\u70b9\u8c03\u5ea6\u4e0d\u8fc7\u6765\u6211\u81ea\u5df1\u4e86 \ud83d\ude2b
\n\u6240\u4ee5\u6211\u505a\u4e86 Que \u2014\u2014 \u901a\u8fc7\u7edf\u4e00\u7684\u5f85\u5904\u7406 Agent \u4f1a\u8bdd\u961f\u5217\u8c03\u5ea6\u4eba\u7c7b\u6709\u9650\u7684\u6ce8\u610f\u529b\uff0c\u8ba9 Agent \u6392\u961f\u6765\u627e\u4f60\uff0c\u4e0d\u5fc5\u5206\u5fc3\u60e6\u8bb0\u8fd8\u6709\u54ea\u4e2a Agent \u5728\u7b49\u4f60\u3002
\n\u4f60\u53ef\u4ee5\u5728\u7ec8\u7aef\u5361\u7247\u4e2d\u76f4\u63a5\u64cd\u4f5c\u4e3b\u6d41 CLI Agent \u5de5\u5177\uff0c\u4e5f\u53ef\u4ee5\u901a\u8fc7\u901a\u77e5\u5361\u7247\u63a5\u6536\u5916\u90e8 Agent \u4f1a\u8bdd\u7684\u901a\u77e5 \u2014\u2014 Que \u4f1a\u5c06\u5404\u8272 Agent \u5361\u7247\u90fd\u6c47\u5165\u540c\u4e00\u6761\u961f\u5217\u8ba9\u4f60\u6162\u6162\u5904\u7406\u3002
\n\u66f4\u591a\u8be6\u60c5&\u4e0b\u8f7d\uff1aGitHub - Que
\n![\"Que](\"https://raw.githubusercontent.com/ZIXT233/Que/main/docs/assets/queue-demo.gif\"/)
\u56e2\u961f\u91cc\u6700\u70e6\u7684\u4e0d\u662f\u300c\u7f3a\u770b\u677f\u300d\uff0c\u662f\u9700\u6c42\u4ece\u7fa4\u91cc/\u90ae\u4ef6/\u53e3\u5934\u6d8c\u8fdb\u6765\u65f6\uff0c\u7c7b\u578b\u3001\u4f18\u5148\u7ea7\u3001\u662f\u5426\u91cd\u590d\u5168\u9760\u4eba\u8089\u5206\u3002
\nReqmango \u662f\u5f00\u6e90\u7684\u81ea\u5efa\u9879\u76ee\u7ba1\u7406\uff1a\u65b0\u9700\u6c42\u5148\u8d70 Intake \u5206\u8bca\uff08\u7c7b\u578b / \u4f18\u5148\u7ea7 / \u7591\u4f3c\u91cd\u590d\u5efa\u8bae\uff09\uff0c\u62ff\u4e0d\u51c6\u7684\u518d\u4eba\u5de5\u5904\u7406\uff1b AI \u5d4c\u5728 Issue / Intake / Cycle \u91cc\uff0c\u6570\u636e\u5728\u81ea\u5df1\u7684\u673a\u5668\u4e0a\u3002
\n\u4e00\u952e\u8bd5\u7528\uff1a
\ngit clone https://gitcode.com/yongfeng9m-/reqmanpy.git reqmango\ncd reqmango\ncp .env.example .env\ndocker compose up --build\n\u6d4f\u89c8\u5668\u6253\u5f00 http://localhost
\n\u8d26\u53f7\uff1ademo@example.com / demo1234
\n\uff08\u53ef\u9009\uff09.env \u91cc\u914d AI_API_KEY \u540e\u91cd\u542f\uff0c\u624d\u80fd\u770b\u5230 AI \u5206\u8bca\u5efa\u8bae\u3002
\u6f14\u793a\uff1a Intake \u63d0\u4ea4 \u2192 \u5206\u8bca\u961f\u5217\u63a5\u53d7/\u62d2\u7edd
\nhttps://raw.githubusercontent.com/vinthuy/reqmango/master/docs/assets/demo.gif
\u4e00\u5206\u949f\u8d70\u67e5\uff1a \u767b\u5f55 \u2192 \u9879\u76ee\u8bbe\u7f6e \u2192 \u5206\u8bca \u2192\u300c\u5165\u53e3\u8868\u5355\u94fe\u63a5\u300d\u63d0\u4ea4\u4e00\u6761\u9700\u6c42 \u2192 \u56de\u5230\u961f\u5217\u70b9\u63a5\u53d7/\u62d2\u7edd\u3002
\n\u6b22\u8fce\u5171\u5efa\uff1a
\n\u56fd\u5185\u4e3b\u573a\uff1a https://gitcode.com/yongfeng9m-/reqmanpy
\n\u56fd\u9645\u955c\u50cf\uff1a https://github.com/vinthuy/reqmango
\u8d21\u732e\u6307\u5357\uff1a https://gitcode.com/yongfeng9m-/reqmanpy/blob/master/CONTRIBUTING-zh.md
\nMIT \u3002\u5c0f\u6b65 PR \u6700\u6b22\u8fce\u3002
\n" }, { "author": { "url": "https://www.v2ex.com/member/myyang1997", "name": "myyang1997", "avatar": "https://cdn.v2ex.com/gravatar/11b9bc47ede29c8c07d956bc401d1f84?s=73&d=retro" }, "url": "https://www.v2ex.com/t/1244805", "title": "\u505a\u4e86\u4e2a\u80bd\u8ba1\u7b97\u5668\uff0c\u53cc\u6a21\u5f0f\u662f\u4ed6\u6700\u5927\u7684\u4eae\u70b9\u3002", "id": "https://www.v2ex.com/t/1244805", "date_published": "2026-09-25T15:49:31+00:00", "content_html": "\u505a\u4e86\u4e2a\u5c0f\u5de5\u5177\u7ad9\uff0c\u80bd\u8ba1\u7b97\u5668\uff1a https://peptidecal.net\u5927\u5bb6\u597d\uff0c\u6211\u505a\u4e86\u4e2a\u53eb OmniDock \u7684 Mac \u5de5\u5177\uff0c\u60f3\u653e\u51fa\u6765\u7ed9\u5927\u5bb6\u8bd5\u8bd5\u3002
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\n\u76ee\u524d\u53ef\u4ee5\u514d\u8d39\u4e0b\u8f7d\uff0c\u6e90\u7801\u5728 GitHub \u3002\u6211\u628a\u529f\u80fd\u5f55\u6210\u4e86\u4e00\u6bb5\u89c6\u9891\uff0c\u611f\u5174\u8da3\u53ef\u4ee5\u5148\u770b\u770b\uff1a
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\n" }, { "author": { "url": "https://www.v2ex.com/member/IdealistYu", "name": "IdealistYu", "avatar": "https://cdn.v2ex.com/avatar/e4c7/025c/655120_large.png?m=1790344496" }, "url": "https://www.v2ex.com/t/1244791", "date_modified": "2026-09-25T13:57:48+00:00", "content_html": "\u6628\u665a\u95f2\u7684\u6ca1\u4e8b\uff0c\u53d7\u597d\u591a\u5e74\u524d\u65e5\u672c\u5236\u53bf\u7b49\u7ea7\uff0c\u65e5\u672c\u5236\u9738\u548c\u4e2d\u56fd\u5236\u9738\u7684\u542f\u53d1\uff0cvibe \u4e86\u4e2a\u5730\u7ea7\u5e02\u7248\u672c\u7684\u4e2d\u56fd\u5236\u9738\u3002
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\n![\"1790344412513.png\"](\"https://picui.ogmua.cn/s1/2026/09/25/6ab67cfce9657.webp\"/)
https://zyeoman.github.io/fireme/
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\n" }, { "author": { "url": "https://www.v2ex.com/member/NightCatS", "name": "NightCatS", "avatar": "https://cdn.v2ex.com/avatar/9474/ddf3/171312_large.png?m=1790450467" }, "url": "https://www.v2ex.com/t/1244788", "date_modified": "2026-09-25T13:39:01+00:00", "content_html": "\ud83e\udd6e \u5927\u5bb6\u4e2d\u79cb\u5feb\u4e50\uff5e
\n\ud83c\udfa7 \u5efa\u8bae\u5927\u5bb6\u6253\u5f00\u58f0\u97f3 https://c.linsenx.com/
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\n![\"\u5343\u91cc\u5171\u5a75\u5a1f\"](\"https://img.linsenx.com/v2ex/lanterns-retina.jpg\"/)
![\"\u4eca\u5915\u662f\u4f55\u5e74\"](\"https://img.linsenx.com/v2ex/palace-retina.jpg\"/)
![\"\u628a\u9152\u95ee\u9752\u5929\"](\"https://img.linsenx.com/v2ex/toast-retina.jpg\"/)
![](\"https://i.imgur.com/YAjqB3n.png\")
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\n" }, { "author": { "url": "https://www.v2ex.com/member/blp205769", "name": "blp205769", "avatar": "https://cdn.v2ex.com/gravatar/c1ad52950b6b0e92b1a2394580d8b47c?s=73&d=retro" }, "url": "https://www.v2ex.com/t/1244781", "title": "\u5f00\u6e90\u4e86\u4e00\u4e2a\u900f\u660e\u684c\u9762\u8ba1\u5212\u8f6f\u4ef6 DeskPlan\uff1a\u62d6\u5165\u6587\u4ef6\u5b89\u6392\u4efb\u52a1\uff0c\u5de5\u4f5c\u65f6\u4e0d\u6321\u7a97\u53e3", "id": "https://www.v2ex.com/t/1244781", "date_published": "2026-09-25T12:35:20+00:00", "content_html": "\u5206\u4eab\u4e00\u4e0b\u81ea\u5df1\u7684\u684c\u9762\u8ba1\u5212\u8f6f\u4ef6 DeskPlan \uff08\u65e5\u5e8f\uff09\uff0cMIT \u5f00\u6e90\uff0c\u652f\u6301 Windows \u3001macOS \u548c Linux \uff0c\u4e2d\u82f1\u6587\u754c\u9762\u3002
\n\u60f3\u89e3\u51b3\u7684\u662f\u4e00\u4e2a\u5f88\u5c0f\u7684\u9700\u6c42\uff1a\u8ba1\u5212\u7559\u5728\u684c\u9762\u4e0a\uff0c\u80fd\u968f\u65f6\u770b\u5230\u4e0b\u4e00\u4ef6\u4e8b\uff0c\u4f46\u4e0d\u8981\u76d6\u4f4f\u6b63\u5728\u5de5\u4f5c\u7684\u7a97\u53e3\uff0c\u4e5f\u4e0d\u60f3\u4e3a\u4e86\u8bb0\u5f55\u5f85\u529e\u5148\u6ce8\u518c\u8d26\u53f7\u3002
\n\u4ea7\u54c1\u4e3b\u9875\u4e0e 15 \u79d2\u771f\u5b9e\u5e94\u7528\u6f14\u793a \u00b7 GitHub \u6e90\u7801 \u00b7 \u4e0b\u8f7d\u5b89\u88c5\u5305
\n![\"DeskPlan](\"https://asoming.github.io/deskplan/assets/planner-zh-CN.png\"/)
\u76ee\u524d\u53ef\u4ee5\u8fd9\u6837\u7528\uff1a
\n![https://raw.githubusercontent.com/vinthuy/reqmango/master/docs/assets/demo.gif](\"https://raw.githubusercontent.com/vinthuy/reqmango/master/docs/assets/demo.gif\"){kind=link}
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\nJev\uff1a\u628a\u4e00\u6bb5\u6587\u672c\u6216 JSON \u4f5c\u4e3a\u4e0a\u4e0b\u6587\uff0c\u4e00\u6b21\u63d0\u51fa\u591a\u4e2a\u5206\u7c7b\u3001\u8bc4\u5206\u6216\u662f\u975e\u5224\u65ad\u95ee\u9898\uff0c\u518d\u62ff\u7ed3\u6784\u5316\u7ed3\u679c\u548c\u6982\u7387\u63a5\u5165\u81ea\u5df1\u7684\u4e1a\u52a1\u903b\u8f91\u3002\n\u4e3e\u4e2a\u4f8b\u5b50\uff0c\u4e00\u5f20\u5de5\u5355\u53ef\u4ee5\u540c\u65f6\u95ee\uff1a
\n\u7b80\u4ecb\uff1a\u4e00\u4e2a\u89e3\u538b\u7684\u9b54\u6cd5\u5c0f\u6e38\u620f\uff0c\u75af\u72c2\u70b9\u51fb\u6280\u80fd\u5c31\u884c\uff0c\u54c8\u54c8\u54c8\uff0c\u6b22\u8fce\u6765\u73a9
\n\u6e38\u620f\u5730\u5740\uff1a https://j3vbqdmdw2bc.meoo.pub/
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