{
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commodity \u5316\u7684\u524d\u594f\u3002</p>\n<p>\u7b2c\u4e8c\u5c42\u662f<strong>\u534f\u8bae\u4e0e\u57fa\u7840\u80fd\u529b\u5c42</strong>\u3002\u8fd9\u91cc\u6700\u91cd\u8981\u7684\u4e0d\u662f\u67d0\u4e00\u5bb6\u516c\u53f8\u505a\u51fa\u4e86\u67d0\u4e2a\u65b0\u529f\u80fd\uff0c\u800c\u662f\u884c\u4e1a\u9010\u6e10\u5f62\u6210\u4e86\u8ba9\u6a21\u578b\u3001\u5de5\u5177\u3001\u6570\u636e\u6e90\u4ee5\u53ca Agent \u4e4b\u95f4\u4e92\u64cd\u4f5c\u7684\u5171\u540c\u8bed\u8a00\u3002Anthropic \u5df2\u5c06 MCP \u6350\u7ed9 Linux Foundation \u65d7\u4e0b\u7684 Agentic AI Foundation \uff0cGoogle \u63a8\u52a8\u7684 A2A \u4e5f\u8fdb\u5165\u4e86 Linux Foundation \u8def\u5f84\uff0c\u5e76\u5df2\u6709\u8d85\u8fc7\u4e00\u767e\u5bb6\u516c\u53f8\u516c\u5f00\u652f\u6301\u3002\u534f\u8bae\u5c42\u4e00\u65e6\u6210\u719f\uff0c\u5f88\u591a\u539f\u672c\u5c5e\u4e8e\u5355\u70b9\u4ea7\u54c1\u5dee\u5f02\u5316\u7684\u80fd\u529b\uff0c\u5c31\u4f1a\u88ab\u62bd\u8c61\u4e3a\u901a\u7528\u63a5\u53e3\u3002\u5355\u4e2a\u57fa\u7840 Agent \u7684\u72ec\u7279\u611f\u4f1a\u88ab\u524a\u5f31\uff0c\u884c\u4e1a\u4f1a\u66f4\u5feb\u5730\u8fdb\u5165\"\u8c01\u90fd\u80fd\u505a\uff0c\u4f46\u8c01\u505a\u5f97\u66f4\u7a33\u5b9a\u3001\u66f4\u4fbf\u5b9c\u3001\u66f4\u53ef\u6cbb\u7406\"\u7684\u9636\u6bb5\u3002</p>\n<p>\u7b2c\u4e09\u5c42\u662f<strong>\u77e5\u8bc6\u5c01\u88c5\u5c42</strong>\u3002Skill \u3001Prompt \u3001Eval \u3001Policy \u3001Memory \u3001Connector Mapping \uff0c\u5927\u4f53\u90fd\u5c5e\u4e8e\u8fd9\u4e00\u5c42\u3002\u5b83\u4eec\u7684\u91cd\u8981\u6027\u5e76\u4e0d\u4f4e\uff0c\u56e0\u4e3a\u884c\u4e1a know-how \u5fc5\u987b\u901a\u8fc7\u67d0\u79cd\u5f62\u5f0f\u88ab\u7f16\u7801\u3001\u88ab\u4fdd\u5b58\u3001\u88ab\u8fc1\u79fb\uff0cAI \u624d\u53ef\u80fd\u4ece\"\u901a\u7528\u667a\u80fd\"\u8d70\u5411\"\u7279\u5b9a\u9886\u57df\u91cc\u7684\u53ef\u9760\u667a\u80fd\"\u3002\u4f46\u8fd9\u91cc\u6700\u5bb9\u6613\u51fa\u73b0\u4e00\u4e2a\u5224\u65ad\u4e0a\u7684\u8bef\u533a\uff1a\u8bef\u628a Skill 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Token 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\u7ed3\u679c\u5e02\u573a\u7684\u6ea2\u4ef7\u8981\u6210\u7acb\uff0c\u9700\u8981\u4e00\u4e2a\u989d\u5916\u6761\u4ef6\uff1a\u63d0\u4f9b\u65b9\u5fc5\u987b\u62e5\u6709\u67d0\u79cd\u4e0d\u5bb9\u6613\u88ab\u590d\u5236\u7684\u80fd\u529b\u4f18\u52bf\u2014\u2014\u6bd4\u5982\u72ec\u7279\u7684\u884c\u4e1a\u77e5\u8bc6\u79ef\u7d2f\u3001\u7ecf\u8fc7\u5927\u91cf\u573a\u666f\u9a8c\u8bc1\u7684\u8bc4\u6d4b\u4f53\u7cfb\u3001\u957f\u671f\u8fd0\u884c\u5f62\u6210\u7684\u53ef\u9760\u6027\u8bb0\u5f55\u3002\u5426\u5219\u5373\u4fbf\u627f\u63a5\u4e86\u8d23\u4efb\uff0c\u4e5f\u53ea\u662f\u5728\u627f\u63a5\u98ce\u9669\uff0c\u672a\u5fc5\u80fd\u83b7\u5f97\u6ea2\u4ef7\u3002</p>\n<h2>\u4e09\u3001\u7ecf\u6d4e\u53f2\u7684\u56de\u58f0\uff1a\u4ece\u7535\u529b\u5230 DRAM</h2>\n<p>\u5982\u679c\u53ea\u4ece\u773c\u524d\u7684\u4ea7\u54c1\u548c\u4ef7\u683c\u8868\u51fa\u53d1\uff0c\u4e0a\u8ff0\u5224\u65ad\u4e5f\u8bb8\u4ecd\u7136\u50cf\u4e00\u79cd\u9762\u5411\u672a\u6765\u7684\u731c\u6d4b\u3002\u4f46\u4e00\u65e6\u628a\u89c6\u89d2\u62c9\u957f\uff0c\u5c31\u4f1a\u53d1\u73b0\u5b83\u5176\u5b9e\u662f\u8bb8\u591a\u901a\u7528\u6280\u672f\u5728\u5386\u53f2\u4e2d\u53cd\u590d\u51fa\u73b0\u7684\u6a21\u5f0f\uff1a\u5e95\u5c42\u80fd\u529b\u9010\u6e10\u6807\u51c6\u5316\u3001\u8ba1\u91cf\u5316\uff0c\u4ef7\u683c\u4e0e\u4f9b\u7ed9\u903b\u8f91\u8d8a\u6765\u8d8a\u50cf\u516c\u7528\u4e8b\u4e1a\uff1b\u4e0e\u6b64\u540c\u65f6\uff0c\u4e0a\u5c42\u56f4\u7ed5\u5e95\u5c42\u80fd\u529b\u91cd\u6784\u81ea\u5df1\u7684\u6d41\u7a0b\u3001\u63a5\u53e3\u3001\u7ec4\u7ec7\u548c\u8d23\u4efb\u5206\u914d\uff0c\u9ad8\u4ef7\u503c\u968f\u4e4b\u8f6c\u79fb\u3002</p>\n<p>\u7535\u529b\u63d0\u4f9b\u4e86\u6700\u76f4\u63a5\u7684\u7c7b\u6bd4\u3002NBER 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\u5f88\u53ef\u80fd\u4f1a\u50cf\u7535\u4e00\u6837\uff0c\u4fbf\u5b9c\u3001\u53ef\u8ba1\u91cf\u3001\u4e0d\u53ef\u6216\u7f3a\uff0c\u4f46\u6700\u7ec8\u771f\u6b63\u503c\u94b1\u7684\uff0c\u662f\u56f4\u7ed5\u7535\u91cd\u5199\u4e86\u54ea\u4e9b\u5de5\u5e8f\u3001\u51cf\u5c11\u4e86\u54ea\u4e9b\u6469\u64e6\u3001\u5f62\u6210\u4e86\u600e\u6837\u7684\u65b0\u751f\u4ea7\u4f53\u7cfb\u3002</p>\n<p>\u96c6\u88c5\u7bb1\u63d0\u4f9b\u4e86\u66f4\u52a0\u8d34\u8fd1\u534f\u8bae\u5c42\u7684\u7c7b\u6bd4\u3002\u96c6\u88c5\u7bb1\u9769\u547d\u7684\u91cd\u8981\u6027\uff0c\u8fdc\u8d85\"\u7bb1\u5b50\u66f4\u6807\u51c6\"\u672c\u8eab\u2014\u2014\u8fd9\u79cd\u6807\u51c6\u5316\u5bb9\u5668\u8feb\u4f7f\u6e2f\u53e3\u3001\u94c1\u8def\u3001\u516c\u8def\u3001\u4ed3\u50a8\u3001\u4fdd\u9669\u548c\u6d77\u5173\u91cd\u65b0\u5f62\u6210\u4e00\u5957\u9ad8\u5ea6\u534f\u540c\u7684\u7cfb\u7edf\u3002\u5b83\u771f\u6b63\u6539\u53d8\u7684\uff0c\u662f\u6574\u4e2a\u7f51\u7edc\u7684\u534f\u8c03\u6210\u672c\u3002MCP \u3001A2A \u3001Agent Skills 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AI \u4e0a\uff0c\u6807\u51c6 inference compute \u7684\u4f9b\u7ed9\u65b9\u5373\u4fbf\u8d62\u5229\u53ef\u89c2\uff0c\u4e5f\u96be\u4ee5\u9003\u8131\u5355\u4f4d\u6210\u672c\u4e0d\u65ad\u88ab\u538b\u7f29\u7684\u7ade\u4e89\u903b\u8f91\uff1b\u800c\u4e0a\u5c42\u7ed3\u679c\u670d\u52a1\u7684\u63d0\u4f9b\u65b9\uff0c\u4e00\u65e6\u5efa\u7acb\u4e86\u53ef\u9760\u6027\u548c\u4fe1\u4efb\uff0c\u66f4\u6709\u53ef\u80fd\u6309\u4ef7\u503c\u800c\u975e\u6210\u672c\u6765\u5b9a\u4ef7\u3002</p>\n<p>\u6700\u540e\uff0c\u4ea4\u6613\u6210\u672c\u7406\u8bba\u4e3a\"\u7ed3\u679c\u5408\u540c\"\u8fd9\u4e2a\u547d\u9898\u63d0\u4f9b\u4e86\u6700\u6df1\u7684\u4e00\u5c42\u89e3\u91ca\u3002Coase \u4ee5\u53ca transaction cost economics 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Agent\"\u9047\u5230\u5ba1\u6838\u4efb\u52a1\uff0c\u628a\u7a3f\u4ef6\u53d1\u5230\u8fd9\u4e2a\u7aef\u70b9\uff0c\u6309\u8fd9\u4e2a\u683c\u5f0f\u63d0\u4ea4\uff0c\u6309\u8fd9\u4e2a\u683c\u5f0f\u63a5\u6536\u7ed3\u679c\"\u2014\u2014\u800c\u771f\u6b63\u7684\u89c4\u5219\u5e93\u3001\u9608\u503c\u3001\u5224\u65ad\u903b\u8f91\u548c\u654f\u611f\u8bcd\u5e93\u5168\u90e8\u8fd0\u884c\u5728\u63d0\u4f9b\u65b9\u7684\u670d\u52a1\u5668\u4e0a\u3002\u8fd9\u6837\u4e00\u6765\uff0c\u7528\u6237\u7684 Agent \u80fd\u770b\u5230\u7684\u53ea\u662f\u4e00\u4e2a\u8c03\u7528\u63a5\u53e3\uff0c\u770b\u4e0d\u5230\u4e5f\u62ff\u4e0d\u5230\u80cc\u540e\u7684\u5224\u65ad\u5f15\u64ce\u3002</p>\n<p>\u6280\u672f\u4e0a\u8fd9\u5f53\u7136\u53ef\u884c\u3002\u4f46\u8fd9\u79cd\u505a\u6cd5\uff0c\u5728\u672c\u8d28\u4e0a\u5c31\u5df2\u7ecf\u4e0d\u662f\u4e00\u4e2a Skill \u4e86\u2014\u2014\u5b83\u662f\u4e00\u4e2a API \u670d\u52a1\uff0c\u53ea\u662f\u7528 Skill \u7684\u5916\u58f3\u66b4\u9732\u7ed9 Agent \u800c\u5df2\u3002\u6838\u5fc3 know-how 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\u4e0d\u4f1a\u6210\u4e3a\u7ec8\u5c40\u7684\u6df1\u5c42\u539f\u56e0\u3002\u5b83\u9762\u5bf9\u7684\u4e0d\u4ec5\u662f\"\u5bb9\u6613\u88ab\u590d\u5236\"\"\u4ef7\u503c\u5f52\u56e0\u6a21\u7cca\"\"\u9759\u6001\u4e0b\u8f7d\u96be\u4ee5\u6301\u7eed\u8bc1\u660e\u6548\u679c\"\u8fd9\u4e9b\u5546\u4e1a\u5c42\u9762\u7684\u56f0\u96be\uff0c\u66f4\u662f\u4e00\u4e2a\u67b6\u6784\u5c42\u9762\u7684\u4e24\u96be\uff1a\u5b8c\u5168\u66b4\u9732\u5c31\u5931\u53bb\u5b9a\u4ef7\u6743\uff0c\u4fdd\u62a4\u5185\u5bb9\u5c31\u4e0d\u5f97\u4e0d\u8d70\u5411\u670d\u52a1\u5316\u3002\u800c\u4e00\u65e6\u8d70\u5411\u670d\u52a1\u5316\uff0c\u7ed3\u7b97\u5bf9\u8c61\u5c31\u81ea\u7136\u4ece\"\u4e00\u4efd\u77e5\u8bc6\u6587\u4ef6\"\u4e0a\u79fb\u5230\u4e86\"\u4e00\u6bb5\u6267\u884c\u670d\u52a1\"\u4e43\u81f3\"\u4e00\u4e2a\u88ab\u5b8c\u6210\u7684\u7ed3\u679c\"\u3002</p>\n<p>\u6362\u5230\u5185\u5bb9\u5ba1\u6838\u8fd9\u4e2a\u4f8b\u5b50\u4e0a\uff1a\u7528\u6237\u4e0d\u518d\u9700\u8981\u4e0b\u8f7d\u80fd\u529b\u672c\u8eab\uff0c\u53ea\u9700\u63d0\u4ea4\u6587\u7ae0\uff1b\u6267\u884c\u8fc7\u7a0b\u53d1\u751f\u5728\u670d\u52a1\u7aef\uff0c\u89c4\u5219\u3001\u77e5\u8bc6\u5e93\u3001\u9608\u503c\u4e0e\u5347\u7ea7\u903b\u8f91\u90fd\u7559\u5728\u7cfb\u7edf\u5185\u90e8\uff1b\u6700\u7ec8\u4ea4\u4ed8\u7684\u662f\u4e00\u4efd\u53ef\u7b7e\u6536\u7684\u5ba1\u6838\u7ed3\u679c\uff0c\u5305\u62ec\u98ce\u9669\u7b49\u7ea7\u3001\u95ee\u9898\u5217\u8868\u3001\u4fee\u6539\u5efa\u8bae\u3001\u5ba1\u8ba1\u8bb0\u5f55\u4ee5\u53ca\u662f\u5426\u5efa\u8bae\u53d1\u5e03\u3002\u4e70\u65b9\u8d2d\u4e70\u7684\u5df2\u7ecf\u53d8\u6210\u4e86\u4e00\u6bb5\"\u7a3f\u4ef6\u5ba1\u6838\u7ed3\u679c\u670d\u52a1\"\uff0c\u800c\u975e\u4e00\u4e2a Skill \u6587\u4ef6\u3002\u5982\u679c\u518d\u8fdb\u4e00\u6b65\uff0c\u670d\u52a1\u65b9\u613f\u610f\u9488\u5bf9\u67d0\u4e9b\u8fb9\u754c\u6761\u4ef6\u627f\u63a5\u90e8\u5206\u8d23\u4efb\uff0c\u8fd9\u6bb5\u670d\u52a1\u5c31\u66f4\u50cf\u4e00\u6761\u88ab\u5916\u5305\u51fa\u6765\u7684\u77e5\u8bc6\u52b3\u52a8\u4ea7\u7ebf\u3002</p>\n<p>Skill \u5f53\u7136\u91cd\u8981\u3002\u5b83\u662f\u884c\u4e1a know-how \u8d70\u5411\u6570\u5b57\u5316\u548c\u53ef\u590d\u7528\u5316\u7684\u7b2c\u4e00\u6b65\uff0c\u5c31\u50cf\u64cd\u4f5c\u624b\u518c\u548c\u5de5\u827a\u6587\u4ef6\u662f\u5236\u9020\u4e1a\u77e5\u8bc6\u7ba1\u7406\u7684\u57fa\u7840\u4e00\u6837\u3002\u4f46\u5bf9\u4e8e\u771f\u6b63\u6709\u9ad8\u5546\u4e1a\u4ef7\u503c\u7684\u884c\u4e1a\u77e5\u8bc6\u6765\u8bf4\uff0cSkill \u5f62\u6001\u5929\u7136\u5b58\u5728\u7684\u67b6\u6784\u77db\u76fe\uff0c\u4f1a\u9a71\u4f7f\u5b83\u4eec\u5411\u670d\u52a1\u5316\u6f14\u8fdb\u2014\u2014\u628a\u6838\u5fc3\u7ecf\u9a8c\u7559\u5728\u670d\u52a1\u7aef\uff0c\u628a\u6267\u884c\u8fc7\u7a0b\u53d8\u6210\u9ed1\u7bb1\uff0c\u628a\u7ed3\u679c\u53d8\u6210\u53ef\u7ed3\u7b97\u7684\u4ea4\u4ed8\u4ef6\u3002</p>\n<h2>\u4e94\u3001\u7ed3\u679c\u5e02\u573a\u7684\u56db\u9053\u95e8\u69db</h2>\n<p>\u5982\u679c\u8bf4\u672a\u6765 AI \u7ecf\u6d4e\u4f1a\u4ece\u5de5\u5177\u5e02\u573a\u9010\u6e10\u751f\u957f\u51fa\u7ed3\u679c\u5e02\u573a\uff0c\u90a3\u4e48\u6700\u5173\u952e\u7684\u95ee\u9898\u5c31\u843d\u5728\u5e02\u573a\u7aef\uff1a\u5b83\u5982\u4f55\u6210\u7acb\uff1f\u5728\u5c55\u5f00\u4e4b\u524d\uff0c\u6709\u5fc5\u8981\u5148\u9501\u5b9a\u4e00\u4e2a\u5b9a\u4e49\uff1a\u672c\u6587\u6240\u8bf4\u7684\"\u7ed3\u679c\u5408\u540c\"\uff0c\u4e0d\u662f\u6cdb\u6cdb\u7684\"\u6309\u7ed3\u679c\u4ed8\u8d39\"\uff0c\u800c\u662f\u6307\u4e00\u79cd\u5e26\u6709\u660e\u786e\u9a8c\u6536\u6807\u51c6\u3001\u5f52\u56e0\u903b\u8f91\u3001\u8ba1\u8d39\u89c4\u5219\u4e0e\u8d23\u4efb\u8fb9\u754c\u7684\u7ed3\u679c\u670d\u52a1\u534f\u8bae\u3002\u5b83\u4e0e\u7b80\u5355\u7684 outcome pricing \u7684\u533a\u522b\u5728\u4e8e\uff0c\u540e\u8005\u53ea\u6539\u53d8\u4e86\u8ba1\u8d39\u65b9\u5f0f\uff0c\u524d\u8005\u5219\u540c\u65f6\u7ea6\u5b9a\u4e86\u4ec0\u4e48\u7b97\u5b8c\u6210\u3001\u4ef7\u503c\u5982\u4f55\u5f52\u56e0\u3001\u4ef7\u683c\u5982\u4f55\u8ba1\u7b97\u3001\u4ee5\u53ca\u5728\u7ea6\u5b9a\u8303\u56f4\u5185\u8c01\u627f\u62c5\u4f55\u79cd\u8d23\u4efb\u3002\u8fd9\u4e2a\u533a\u5206\u5f88\u91cd\u8981\uff0c\u56e0\u4e3a\u53ea\u6709\u5f53\u8fd9\u56db\u4e2a\u7ef4\u5ea6\u540c\u65f6\u88ab\u5199\u8fdb\u534f\u8bae\uff0c\"\u7ed3\u679c\"\u624d\u771f\u6b63\u4ece\u4e00\u4e2a\u6a21\u7cca\u7684\u4ea7\u51fa\u6982\u5ff5\u53d8\u6210\u4e00\u4e2a\u53ef\u4ea4\u6613\u7684\u5546\u4e1a\u5bf9\u8c61\u3002</p>\n<p>\u7ed3\u679c\u5e02\u573a\u4e4b\u6240\u4ee5\u96be\uff0c\u6b63\u662f\u56e0\u4e3a\u5b83\u81f3\u5c11\u9700\u8981\u540c\u65f6\u6ee1\u8db3\u8fd9\u56db\u4e2a\u6761\u4ef6\u3002\u4e5f\u6b63\u56e0\u4e3a\u8fd9\u56db\u4ef6\u4e8b\u90fd\u4e0d\u5bb9\u6613\uff0c\u7ed3\u679c\u5e02\u573a\u4e00\u65e6\u5f62\u6210\uff0c\u901a\u5e38\u4f1a\u6bd4\u5355\u7eaf\u7684 Skill \u5e02\u573a\u66f4\u6709\u4ef7\u503c\u3002</p>\n<p>\u6240\u8c13<strong>\u9a8c\u6536</strong>\uff0c\u662f\u6307\u628a\u4e00\u6bb5\u77e5\u8bc6\u52b3\u52a8\u4ece\u6a21\u7cca\u8fc7\u7a0b\u53d8\u6210\u53ef\u7b7e\u6536\u5de5\u4f5c\u4ef6\u3002\u7528\u6237\u771f\u6b63\u5173\u5fc3\u7684\uff0c\u4e0d\u662f Agent \u770b\u8d77\u6765\u5e72\u4e86\u591a\u5c11\u52a8\u4f5c\uff0c\u800c\u662f\u8fd9\u4ef6\u5de5\u4f5c\u5230\u5e95\u7b97\u4e0d\u7b97\u5b8c\u6210\u3002\u8981\u8ba9\u7ed3\u679c\u6210\u4e3a\u5546\u54c1\uff0c\u81f3\u5c11\u8981\u660e\u786e\u8f93\u5165\u8fb9\u754c\u3001\u8f93\u51fa\u683c\u5f0f\u3001\u8d28\u91cf\u9608\u503c\u3001\u5931\u8d25\u6761\u4ef6\u548c\u5347\u7ea7\u8def\u5f84\u3002Intercom \u5bf9 outcome \u7684\u5b9a\u4e49\uff0c\u5c31\u662f\u5728\u628a\u5ba2\u670d\u5de5\u4f5c\u5199\u6210\u4e00\u79cd\u53ef\u8ba1\u8d39\u7684\u5b8c\u6210\u4ef6\uff1a\u4ec0\u4e48\u6837\u7684\u95ee\u9898\u7b97\u89e3\u51b3\uff0c\u4ec0\u4e48\u6837\u7684\u4e0d\u7b97\uff1b\u4ec0\u4e48\u60c5\u51b5\u4e0b Fin \u7684\u4ecb\u5165\u88ab\u89c6\u4e3a\u4e00\u6b21\u6709\u6548 outcome \uff0c\u4ec0\u4e48\u60c5\u51b5\u4e0b\u9700\u8981\u8f6c\u7ed9\u4eba\u5de5\u3002\u9700\u8981\u6307\u51fa\u7684\u662f\uff0cIntercom \u76ee\u524d\u4ecd\u662f\u4e00\u4e2a\u8fb9\u754c\u76f8\u5bf9\u6e05\u6670\u7684\u65e9\u671f\u6848\u4f8b\uff0c\u800c\u4e0d\u662f\u5df2\u88ab\u5e7f\u6cdb\u9a8c\u8bc1\u7684\u6210\u719f\u6a21\u5f0f\u3002\u5b83\u7684\u4ef7\u503c\u5728\u4e8e\u65b9\u5411\u6027\u4fe1\u53f7\u2014\u2014\u8868\u660e\u5728\u7279\u5b9a\u6761\u4ef6\u4e0b\uff0c\u7ed3\u679c\u786e\u5b9e\u53ef\u4ee5\u88ab\u5b9a\u4e49\u4e3a\u7ed3\u7b97\u5bf9\u8c61\u2014\u2014\u800c\u4e0d\u662f\u8bc1\u660e\u8fd9\u79cd\u6a21\u5f0f\u5df2\u7ecf\u53ef\u4ee5\u5728\u6240\u6709\u573a\u666f\u4e2d\u901a\u7528\u3002</p>\n<p>\u6240\u8c13<strong>\u5f52\u56e0</strong>\uff0c\u662f\u6307\u7ed3\u679c\u589e\u91cf\u7a76\u7adf\u662f\u8c01\u5e26\u6765\u7684\u3002\u4f01\u4e1a\u4e0d\u4f1a\u56e0\u4e3a\u67d0\u4e2a\u5de5\u5177\"\u770b\u8d77\u6765\u6709\u5e2e\u52a9\"\u5c31\u957f\u671f\u628a\u7ed3\u679c\u6536\u76ca\u5206\u7ed9\u5b83\uff0c\u9664\u975e\u5b83\u80fd\u88ab\u8bc1\u660e\u5728 baseline \u4e4b\u4e0a\u5e26\u6765\u4e86\u6e05\u6670\u7684\u4ef7\u503c\u63d0\u5347\u3002\u8fd9\u5305\u62ec\u8282\u7701\u4e86\u591a\u5c11\u4eba\u5de5\u65f6\u95f4\u3001\u964d\u4f4e\u4e86\u591a\u5c11\u8bef\u62a5\u548c\u6f0f\u62a5\u3001\u51cf\u5c11\u4e86\u591a\u5c11\u5347\u7ea7\u5904\u7406\u3001\u538b\u7f29\u4e86\u591a\u5c11\u5408\u89c4\u98ce\u9669\u66b4\u9732\u3002\u8fd0\u884c\u65e5\u5fd7\u3001\u7248\u672c\u8bb0\u5f55\u3001\u8bc1\u636e\u94fe\u548c A/B \u57fa\u7ebf\u56e0\u6b64\u53d8\u5f97\u5f02\u5e38\u5173\u952e\u3002\u8fd9\u4e5f\u662f\u4e3a\u4ec0\u4e48\u5f88\u591a know-how \u66f4\u9002\u5408\u901a\u8fc7 hosted service \u800c\u4e0d\u662f downloadable asset \u6765\u5546\u4e1a\u5316\uff0c\u524d\u8005\u66f4\u5bb9\u6613\u4fdd\u7559\u5b8c\u6574\u7684\u89c2\u5bdf\u9762\u4e0e\u53ef\u5f52\u56e0\u6027\u3002</p>\n<p>\u6240\u8c13<strong>\u5b9a\u4ef7</strong>\uff0c\u5219\u51b3\u5b9a\u4e86\u7ed3\u679c\u80fd\u5426\u8fdb\u5165\u771f\u6b63\u7684\u5408\u540c\u8bed\u8a00\u3002AI \u5546\u4e1a\u5316\u5f88\u53ef\u80fd\u4e0d\u4f1a\u4ece usage pricing \u4e00\u6b65\u8df3\u5230\u7eaf outcome pricing \uff0c\u800c\u4f1a\u7ecf\u5386\u4e00\u6761\u4ef7\u683c\u9636\u68af\uff1a\u5148\u6309\u8d44\u6e90\u4ed8\u8d39\uff0c\u518d\u6309\u52a8\u4f5c\u4ed8\u8d39\uff0c\u518d\u6309\u7ed3\u679c\u4ed8\u8d39\uff0c\u6700\u7ec8\u5728\u5c11\u6570\u573a\u666f\u4e0b\u51fa\u73b0\u5e26\u8d23\u4efb\u8fb9\u754c\u7684 assured outcome pricing 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\u5316\u7684\uff0c\u662f\u5176\u4e2d\u53ef\u8ba1\u91cf\u3001\u53ef\u66ff\u4ee3\u3001\u53ef\u8def\u7531\u7684\u90a3\u4e00\u90e8\u5206\uff1b\u771f\u6b63\u4f1a\u5347\u503c\u7684\uff0c\u5219\u662f\u90a3\u4e9b\u628a\u667a\u80fd\u5d4c\u5165\u5177\u4f53\u4e0a\u4e0b\u6587\u540e\uff0c\u80fd\u591f\u88ab\u9a8c\u6536\u3001\u88ab\u5f52\u56e0\u3001\u88ab\u5b9a\u4ef7\u3001\u88ab\u8ffd\u8d23\u7684\u7ed3\u679c\u3002</p>\n<p>\u4f46\u8fd9\u4e2a\u5224\u65ad\u672c\u8eab\u4e5f\u6253\u5f00\u4e86\u4e00\u7cfb\u5217\u5b83\u65e0\u6cd5\u72ec\u7acb\u56de\u7b54\u7684\u65b0\u95ee\u9898\u3002\u5982\u679c\u7ed3\u679c\u5408\u540c\u771f\u7684\u6210\u4e3a\u4e00\u79cd\u65b0\u7684\u7ed3\u7b97\u5f62\u6001\uff0c\u90a3\u4e48\u8c01\u6765\u5236\u5b9a\u9a8c\u6536\u6807\u51c6\uff1f\u6807\u51c6\u7684\u5236\u5b9a\u8005\u4f1a\u4e0d\u4f1a\u6210\u4e3a\u6bd4\u7ed3\u679c\u63d0\u4f9b\u65b9\u66f4\u6709\u6743\u529b\u7684\u89d2\u8272\uff1f\u5f53 AI \u7ed3\u679c\u670d\u52a1\u7684\u8d23\u4efb\u8fb9\u754c\u5f00\u59cb\u88ab\u5408\u540c\u5316\u65f6\uff0c\u73b0\u6709\u7684\u6cd5\u5f8b\u6846\u67b6\u80fd\u5426\u8ddf\u4e0a\u2014\u2014\u7b97\u6cd5\u8bef\u5224\u7684\u8d23\u4efb\u5982\u4f55\u5206\u914d\uff0cAI \u5ba1\u6838\u7ed3\u679c\u7684\u6cd5\u5f8b\u6548\u529b\u5982\u4f55\u754c\u5b9a\uff1f\u5982\u679c\u8d8a\u6765\u8d8a\u591a\u7684\u77e5\u8bc6\u52b3\u52a8\u53ef\u4ee5\u88ab\u62c6\u6210\u7ed3\u679c\u5408\u540c\u5916\u5305\u51fa\u53bb\uff0c\u90a3\u4e48\u7ec4\u7ec7\u7684\u8fb9\u754c\u4f1a\u5982\u4f55\u91cd\u65b0\u5212\u5b9a\u2014\u2014\u4ec0\u4e48\u662f\u4f01\u4e1a\u5fc5\u987b\u4fdd\u7559\u5728\u5185\u90e8\u7684\u6838\u5fc3\u80fd\u529b\uff0c\u4ec0\u4e48\u53ef\u4ee5\u4ea4\u7ed9\u5e02\u573a\uff1f\u8fd9\u4e9b\u95ee\u9898\u8d85\u51fa\u4e86\u672c\u6587\u7684\u8ba8\u8bba\u8303\u56f4\uff0c\u4f46\u5b83\u4eec\u7684\u7b54\u6848\uff0c\u53ef\u80fd\u4f1a\u6bd4\"\u6a21\u578b\u8fd8\u80fd\u5f3a\u5230\u54ea\u91cc\u53bb\"\u66f4\u6df1\u5730\u5851\u9020 AI \u7ecf\u6d4e\u7684\u771f\u6b63\u5f62\u72b6\u3002</p>\n<hr/>\n<p>\u6211\u662f\u674e\u743c\u7fbd\uff0c\u957f\u671f\u5173\u6ce8 AI \u4ea7\u4e1a\u843d\u5730\u4e0e\u5546\u4e1a\u5316\u8def\u5f84\u3002\u5982\u679c\u4f60\u5bf9\u6587\u4e2d\u7684\u5224\u65ad\u6709\u4e0d\u540c\u770b\u6cd5\uff0c\u6b22\u8fce\u8bc4\u8bba\u533a\u8ba8\u8bba\uff1b\u5982\u679c\u4f60\u5728\u76f8\u5173\u65b9\u5411\u6709\u5b66\u672f\u7814\u7a76\u6216\u5546\u4e1a\u843d\u5730\u4e0a\u7684\u5408\u4f5c\u610f\u5411\uff0c\u4e5f\u6b22\u8fce\u540e\u53f0\u52a0\u6211\u5fae\u4fe1\uff0c\u6df1\u5165\u804a\u804a\u3002</p>\n<hr/>\n<h2>\u53c2\u8003\u8d44\u6599</h2>\n<p>[^1]: OpenAI, \"API Pricing,\" OpenAI \u5b98\u65b9\u5b9a\u4ef7\u9875\uff0c2026 \u5e74 3 \u6708\u8bbf\u95ee\u3002<a href=\"https://openai.com/api/pricing/\" rel=\"nofollow\">https://openai.com/api/pricing/</a>\n[^2]: Google, \"Gemini Developer API pricing,\" \"Gemini 3.1 Flash-Lite Preview,\" Google AI for Developers \uff0c2026 \u5e74 3 \u6708\u8bbf\u95ee\u3002https://ai.google.dev/gemini-api/docs/pricing \uff1b <a href=\"https://ai.google.dev/gemini-api/docs/models/gemini-3.1-flash-lite-preview\" rel=\"nofollow\">https://ai.google.dev/gemini-api/docs/models/gemini-3.1-flash-lite-preview</a>\n[^3]: Anthropic, \"Claude API Pricing\" \u4e0e \"Claude Opus 4.6,\" 2026 \u5e74 3 \u6708\u8bbf\u95ee\u3002<a href=\"https://platform.claude.com/docs/en/about-claude/pricing\" rel=\"nofollow\">https://platform.claude.com/docs/en/about-claude/pricing</a> \uff1b <a href=\"https://www.anthropic.com/claude/opus\" rel=\"nofollow\">https://www.anthropic.com/claude/opus</a>\n[^4]: OpenAI, \"A business that scales with the value of intelligence,\" 2026 \u5e74 1 \u6708\u3002<a href=\"https://openai.com/index/a-business-that-scales-with-the-value-of-intelligence/\" rel=\"nofollow\">https://openai.com/index/a-business-that-scales-with-the-value-of-intelligence/</a>\n[^5]: Anthropic, \"Donating the Model Context Protocol and establishing of the Agentic AI Foundation,\" 2025 \u5e74 12 \u6708\u3002<a href=\"https://www.anthropic.com/news/donating-the-model-context-protocol-and-establishing-of-the-agentic-ai-foundation\" rel=\"nofollow\">https://www.anthropic.com/news/donating-the-model-context-protocol-and-establishing-of-the-agentic-ai-foundation</a>\n[^6]: Linux Foundation / Google, \"Linux Foundation Launches the Agent2Agent Protocol Project\" \u4e0e \"Google Cloud donates A2A to Linux Foundation,\" 2025 \u5e74\u3002<a href=\"https://www.linuxfoundation.org/press/linux-foundation-launches-the-agent2agent-protocol-project-to-enable-secure-intelligent-communication-between-ai-agents\" rel=\"nofollow\">https://www.linuxfoundation.org/press/linux-foundation-launches-the-agent2agent-protocol-project-to-enable-secure-intelligent-communication-between-ai-agents</a> \uff1b <a href=\"https://developers.googleblog.com/en/google-cloud-donates-a2a-to-linux-foundation/\" rel=\"nofollow\">https://developers.googleblog.com/en/google-cloud-donates-a2a-to-linux-foundation/</a>\n[^7]: Anthropic, \"The Complete Guide to Building Skills for Claude,\" 2026 \u5e74\u3002<a href=\"https://resources.anthropic.com/hubfs/The-Complete-Guide-to-Building-Skill-for-Claude.pdf\" rel=\"nofollow\">https://resources.anthropic.com/hubfs/The-Complete-Guide-to-Building-Skill-for-Claude.pdf</a>\n[^8]: Anthropic, \"Agent Skills Overview,\" 2026 \u5e74\u3002<a href=\"https://platform.claude.com/docs/en/agents-and-tools/agent-skills/overview\" rel=\"nofollow\">https://platform.claude.com/docs/en/agents-and-tools/agent-skills/overview</a>\n[^9]: Manus, \"Integrating Agent Skills to Usher in a New Chapter for Agents\" \u4e0e Skills \u6587\u6863\uff0c2026 \u5e74\u3002<a href=\"https://manus.im/blog/manus-skills\" rel=\"nofollow\">https://manus.im/blog/manus-skills</a> \uff1b <a href=\"https://manus.im/docs/features/skills\" rel=\"nofollow\">https://manus.im/docs/features/skills</a>\n[^10]: Salesforce, \"AgentExchange,\" 2026 \u5e74 3 \u6708\u8bbf\u95ee\u3002<a href=\"https://agentexchange.salesforce.com/\" rel=\"nofollow\">https://agentexchange.salesforce.com/</a>\n[^11]: Microsoft, \"Microsoft Marketplace\u2014cloud solutions, AI apps, and agents,\" 2026 \u5e74 3 \u6708\u8bbf\u95ee\u3002<a href=\"https://www.microsoft.com/en-us/marketplace\" rel=\"nofollow\">https://www.microsoft.com/en-us/marketplace</a> \uff1b <a href=\"https://learn.microsoft.com/en-us/partner-center/marketplace-offers/artificial-intelligence-apps-agents-publish\" rel=\"nofollow\">https://learn.microsoft.com/en-us/partner-center/marketplace-offers/artificial-intelligence-apps-agents-publish</a>\n[^12]: Intercom, \"Pricing,\" 2026 \u5e74 3 \u6708\u8bbf\u95ee\u3002<a href=\"https://www.intercom.com/pricing\" rel=\"nofollow\">https://www.intercom.com/pricing</a>\n[^13]: Intercom, \"Fin AI Agent Outcomes,\" 2026 \u5e74 3 \u6708\u8bbf\u95ee\u3002<a href=\"https://www.intercom.com/help/en/articles/8205718-fin-ai-agent-outcomes\" rel=\"nofollow\">https://www.intercom.com/help/en/articles/8205718-fin-ai-agent-outcomes</a>\n[^14]: Martin Fiszbein et al., \"Powering Up Productivity: The Effects of Electrification on U.S. Manufacturing,\" NBER Working Paper 28076, revised 2024. <a href=\"https://www.nber.org/papers/w28076\" rel=\"nofollow\">https://www.nber.org/papers/w28076</a>\n[^15]: Daniel M. Bernhofen et al., \"Estimating the Effects of the Container Revolution on World Trade,\" 2013. <a href=\"https://globalmaritimehub.com/wp-content/uploads/attach_274.pdf\" rel=\"nofollow\">https://globalmaritimehub.com/wp-content/uploads/attach_274.pdf</a>\n[^16]: OECD, \"The chip landscape\" \u4e0e \"Mapping the semiconductor value chain,\" 2025. <a href=\"https://www.oecd.org/content/dam/oecd/en/publications/reports/2025/12/the-chip-landscape_27ef5d87/02dbd028-en.pdf\" rel=\"nofollow\">https://www.oecd.org/content/dam/oecd/en/publications/reports/2025/12/the-chip-landscape_27ef5d87/02dbd028-en.pdf</a> \uff1b <a href=\"https://www.oecd.org/content/dam/oecd/en/publications/reports/2025/06/mapping-the-semiconductor-value-chain_5ba52971/4154cdbf-en.pdf\" rel=\"nofollow\">https://www.oecd.org/content/dam/oecd/en/publications/reports/2025/06/mapping-the-semiconductor-value-chain_5ba52971/4154cdbf-en.pdf</a>\n[^17]: Oliver E. Williamson, <em>Markets and Hierarchies: Analysis and Antitrust Implications</em>, New York: Free Press, 1975; Oliver E. Williamson, <em>The Economic Institutions of Capitalism</em>, New York: Free Press, 1985. \u5173\u4e8e\u4ea4\u6613\u6210\u672c\u6982\u5ff5\u7684\u901a\u4fd7\u4ecb\u7ecd\uff0c\u53e6\u89c1 Encyclopaedia Britannica, \"Transaction cost,\" 2026 \u5e74 3 \u6708\u8bbf\u95ee\uff0c<a href=\"https://www.britannica.com/money/transaction-cost\" rel=\"nofollow\">https://www.britannica.com/money/transaction-cost</a> \u3002\n[^18]: OpenClaw, \"ClawHub,\" 2026 \u5e74 3 \u6708\u8bbf\u95ee\u3002<a href=\"https://clawhub.ai/\uff1b\" rel=\"nofollow\">https://clawhub.ai/\uff1b</a> OpenClaw, \"ClawHub Documentation,\" <a href=\"https://docs.openclaw.ai/tools/clawhub\" rel=\"nofollow\">https://docs.openclaw.ai/tools/clawhub</a> \u3002</p>\n"
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    {
      "author": {
        "url": "https://www.v2ex.com/member/liushengxian1230", 
        "name": "liushengxian1230", 
        "avatar": "https://cdn.v2ex.com/avatar/9db7/9ed4/233999_large.png?m=1499064063"
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      "url": "https://www.v2ex.com/t/1199844", 
      "date_modified": "2026-03-20T07:27:39+00:00", 
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
      "date_published": "2026-03-20T07:26:02+00:00", 
      "title": "\u5173\u4e8e\u300aAI \u65f6\u4ee3\uff0c\u51ed\u4ec0\u4e48\u53ef\u4ee5\u6293\u4f4f\u673a\u4f1a\uff1f\u300b\u7684\u4e00\u4e9b\u601d\u8003", 
      "id": "https://www.v2ex.com/t/1199844"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/zyc2011", 
        "name": "zyc2011", 
        "avatar": "https://cdn.v2ex.com/avatar/bf4d/1d04/723453_large.png?m=1754985485"
      }, 
      "url": "https://www.v2ex.com/t/1199822", 
      "title": "[\u975e\u7a0b\u5e8f\u5458\u89c6\u89d2] AI \u65f6\u4ee3\u7684\u4e00\u70b9\u70b9\u601d\u8003\uff0c\u522b\u53ea\u76ef\u7740 OpenClaw \u597d\u4e0d\u597d\u7528\uff0c\u6211\u66f4\u5728\u610f\u5b83\u662f\u5426\u8ba9\u6211\u201c\u4e0d\u4e0b\u684c\u201d", 
      "id": "https://www.v2ex.com/t/1199822", 
      "date_published": "2026-03-20T06:50:10+00:00", 
      "content_html": "<p>\u770b\u5230 Joe \u5927\u5927\u7684 [JTalk] \u5e16\u5b50\uff0c\u4f5c\u4e3a\u4e00\u540d\u6bcf\u5929\u5728 V2EX \u6f5c\u6c34\u770b\u5404\u4f4d\u5927\u4f6c\u5206\u4eab\u6280\u672f\u7684\u201c\u975e\u7801\u519c\u201d\uff0c\u4e5f\u60f3\u5206\u4eab\u4e00\u70b9\u5173\u4e8e AI \u5de5\u5177\uff08\u5c24\u5176\u662f\u6700\u8fd1\u4e89\u8bae\u6bd4\u8f83\u5927\u7684 OpenClaw \uff09\u7684\u771f\u5b9e\u4f53\u611f\u3002</p>\n<p>\u770b\u5230\u5f88\u591a\u6280\u672f\u5927\u4f6c\u89c9\u5f97 OpenClaw \u9e21\u808b\uff0c\u8ba4\u4e3a\u7528\u73b0\u6709\u7684 coding \u5de5\u5177\u65e9\u5c31\u80fd\u5b9e\u73b0\u3002\u4f46\u4ece\u4e00\u4e2a\u975e\u7a0b\u5e8f\u5458\u7684\u89d2\u5ea6\u6765\u770b\uff0c\u6211\u7684\u770b\u6cd5\u53ef\u80fd\u4e0d\u592a\u4e00\u6837\uff1a</p>\n<ol>\n<li>\n<p>\u5b83\u662f\u201c\u60f3\u6cd5\u5b9e\u73b0\u95e8\u69db\u201d\u7684\u6700\u540e\u5341\u7c73\n\u5bf9\u4e8e\u4e0d\u61c2\u4ee3\u7801\u7684\u4eba\uff0c\u4ee5\u524d\u60f3\u505a\u4e00\u4e2a\u201c\u80a1\u7968\u4ef7\u683c\u76d1\u63a7\u201d\u8fd9\u6837\u7684\u5c0f\u4efb\u52a1\uff0c\u4e2d\u95f4\u9694\u7740\u4e00\u9053\u5929\u5811\u3002\u867d\u7136 OpenClaw \u73b0\u9636\u6bb5\u8868\u73b0\u786e\u5b9e\u6709\u70b9\u201c\u5446\u201d\uff0c\u53cd\u590d\u5931\u8d25\uff0c\u4f46\u5b83\u6700\u8ff7\u4eba\u7684\u5730\u65b9\u5728\u4e8e\uff1a\u6211\u53ef\u4ee5\u7528\u81ea\u7136\u8bed\u8a00\u547d\u4ee4\u5b83\u53bb\u4fee\u590d\u95ee\u9898\u3002 \u8fd9\u79cd\u201c\u867d\u7136\u6162\uff0c\u4f46\u7ec8\u4e8e\u80fd\u8dd1\u901a\u201d\u7684\u4f53\u9a8c\uff0c\u662f\u6280\u672f\u95e8\u69db\u4ece 100 \u964d\u5230 10 \u7684\u672c\u8d28\u533a\u522b\u3002</p>\n</li>\n<li>\n<p>\u4f01\u4e1a\u63a8\u52a8 AI \u843d\u5730\u65f6\u7684\u201c\u4e09\u5927\u75db\u70b9\u201d\n\u6211\u6240\u5728\u7684\u884c\u4e1a\u5df2\u7ecf\u5f00\u59cb\u5f3a\u5236\u8981\u6c42\u63a5\u89e6 OpenClaw \uff0c\u4f46\u6211\u89c2\u5bdf\u5230\u8eab\u8fb9\u540c\u4e8b\u79ef\u6781\u6027\u666e\u904d\u4e0d\u9ad8\uff0c\u8fd9\u975e\u5e38\u771f\u5b9e\u5730\u53cd\u6620\u4e86\u76ee\u524d AI \u8fdb\u5165\u804c\u573a\u7684\u963b\u529b\uff1a</p>\n</li>\n</ol>\n<p>\u6210\u672c\u5f52\u5c5e\u6743\u6a21\u7cca\uff1a \u5373\u4f7f\u80fd\u62a5\u9500\uff0c\u4f46\u7f3a\u4e4f\u660e\u786e\u5236\u5ea6\u65f6\uff0c\u5927\u5bb6\u5e76\u4e0d\u60f3\u4e3a\u4e86\u5de5\u4f5c\u81ea\u5df1\u638f\u94b1\u4e70 Token \u3002</p>\n<p>\u201c\u6570\u5b57\u589e\u6548\u201d\u7684\u80cc\u523a\u611f\uff1a \u5458\u5de5\u666e\u904d\u62c5\u5fc3\u63d0\u6548\u540e\uff0c\u6536\u76ca\u5168\u5f52\u8001\u677f\uff0c\u7b49\u5f85\u81ea\u5df1\u7684\u53cd\u800c\u662f\u88c1\u5458\u3002</p>\n<p>\u9690\u79c1\u4e0e\u5b89\u5168\u987e\u8651\uff1a \u6838\u5fc3\u6570\u636e\u4e0d\u6562\u4ea4\u51fa\u53bb\uff0c\u5de5\u5177\u5c31\u7f29\u6c34\u6210\u4e86\u666e\u901a\u5bf9\u8bdd\u6846\u3002</p>\n<ol>\n<li>\u6211\u4e3a\u4ec0\u4e48\u8fd8\u5728\u575a\u6301\u7528\uff1f\n\u5766\u767d\u8bf4\uff0c\u76ee\u524d\u628a\u6743\u9650\u5b8c\u5168\u4ea4\u7ed9 AI \u8fd8\u662f\u4f1a\u6709\u98ce\u9669\uff0c\u5982\u679c\u4e0d\u653e\u6743\uff0c\u5b83\u786e\u5b9e\u8ddf\u7f51\u9875\u7248\u7684 Gemini \u6ca1\u592a\u5927\u533a\u522b\u3002\u4f46\u6211\u73b0\u5728\u4f9d\u7136\u5728\u575a\u6301\u5c1d\u8bd5\uff0c\u6838\u5fc3\u903b\u8f91\u53ea\u6709\u4e00\u70b9\uff1a\u4e3a\u4e86\u8fdb\u5316\u3002</li>\n</ol>\n<p>\u6211\u4e0d\u5962\u671b\u5b83\u4eca\u5929\u5c31\u80fd\u5e2e\u6211\u5b8c\u6210\u6240\u6709\u5de5\u4f5c\uff0c\u4f46\u6211\u5e0c\u671b\u5f53\u5b83\u771f\u6b63\u8fdb\u5316\u5230\u90a3\u4e2a\u201c\u5947\u70b9\u201d\u65f6\uff0c\u6211\u5df2\u7ecf\u5728\u8f66\u4e0a\u4e86\u3002\u5728 AI \u65f6\u4ee3\uff0c\u6700\u53ef\u6015\u7684\u4e0d\u662f\u5de5\u5177\u4e0d\u591f\u5f3a\uff0c\u800c\u662f\u5f53\u65f6\u4ee3\u7ffb\u7bc7\u65f6\uff0c\u6211\u4eec\u56e0\u4e3a\u56fa\u5b88\u65e7\u6709\u7684\u5de5\u4f5c\u4e60\u60ef\uff0c\u6210\u4e86\u90a3\u4e2a\u88ab\u65f6\u4ee3\u903b\u8f91\u88c1\u6389\u7684\u4eba\u3002</p>\n<p>\u6700\u540e\u60f3\u8bf7\u6559\u5927\u5bb6\uff1a\n\u4f5c\u4e3a\u975e\u6280\u672f\u80cc\u666f\u7684\u666e\u901a\u804c\u573a\u4eba\uff0c\u5927\u5bb6\u5728\u5c1d\u8bd5 AI \u4ee3\u7406\uff08 Agent \uff09\u5de5\u5177\u65f6\uff0c\u8fd8\u6709\u54ea\u4e9b\u8ba9\u4f60\u89c9\u5f97\u201c\u771f\u9999\u201d\u6216\u8005\u201c\u5de8\u5751\u201d\u7684\u77ac\u95f4\uff1f</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/nc", 
        "name": "nc", 
        "avatar": "https://cdn.v2ex.com/avatar/66b3/f079/792507_large.png?m=1773407804"
      }, 
      "url": "https://www.v2ex.com/t/1199815", 
      "title": "\u4e92\u8054\u7f51\u8fd9\u5ea7\u91d1\u77ff\u5feb\u88ab\u6316\u5b8c\u4e86", 
      "id": "https://www.v2ex.com/t/1199815", 
      "date_published": "2026-03-20T06:37:50+00:00", 
      "content_html": "<p>\u5f88\u591a\u4eba\u89c9\u5f97 AI \u662f\u4e0b\u4e00\u4e2a\u4e92\u8054\u7f51\uff0c\u4f46\u5bf9\u4e8e\u4e2a\u4eba/\u521d\u521b\u4f01\u4e1a\u6765\u8bf4 AI \u884c\u4e1a\u5c31\u662f\u4e92\u8054\u7f51\u884c\u4e1a\uff0c\u5e94\u7528\u5c42\u80fd\u505a\u7684\u4e1c\u897f\u5176\u5b9e\u5c31\u662f Web APP \uff0c\u6a21\u578b\u5c42\u4e0d\u662f\u4e2a\u4eba\u6216\u521d\u521b\u4f01\u4e1a\u80fd\u505a\u7684\u3002\u800c\u5e94\u7528\u5c42\u7684\u4e1c\u897f\u51e0\u4e4e\u6ca1\u6709\u62a4\u57ce\u6cb3\uff0c\u8c01\u90fd\u80fd\u5728\u51e0\u5929\u5185\u7528 Claude \u590d\u5236\u4f60\u7684\u4ea7\u54c1\u3002\u5bf9\u6bd4\u5341\u5e74\u524d\u5f00\u53d1 web app \uff0c\u73b0\u5728\u5e02\u573a\u66f4\u5377\uff0c\u60f3\u6cd5\u4e5f\u66f4\u5c11\uff0c\u5927\u90e8\u5206\u597d\u7684\u60f3\u6cd5\u5728\u5341\u5e74\u524d\u53ef\u80fd\u5c31\u88ab\u4eba\u505a\u4e86\u3002\u73b0\u5728\u5269\u4e0b\u7684\u4e00\u4e9b\u597d\u7684\u4ea7\u54c1\u70b9\u5b50\uff0c\u6d88\u5931\u7684\u901f\u5ea6\u662f\u6309\u5929\u8ba1\uff0c\u800c\u4e0d\u50cf\u4ee5\u524d\u6309\u5e74\u8ba1\u3002\u73b0\u5728\u5199\u4ee3\u7801\u7684\u95e8\u69db\u592a\u4f4e\u4e86\uff0c\u5bf9\u4e8e\u4e2a\u4eba\u6765\u8bf4\u80fd\u6293\u4f4f\u8fd9\u4e2a\u673a\u4f1a\u662f\u8d8a\u6765\u8d8a\u96be\uff0c\u73b0\u5728\u505a\u72ec\u7acb\u5f00\u53d1\u53cd\u800c\u66f4\u8270\u96be\u66f4\u96be\u6210\u529f\u3002</p>\n<p>\u6240\u4ee5\u666e\u901a\u4eba\u6293\u4f4f AI \u673a\u4f1a\u7684\u65b9\u5f0f\u53ef\u80fd\u5c31\u662f\u6253\u5de5\u5427\uff0cAI \u63d0\u5347\u4e0d\u5c11\u5f00\u53d1\u6548\u7387\uff0c\u5e0c\u671b AI \u4e0d\u8981\u6301\u7eed\u8fdb\u5316\u4e86\u3002</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/iflyapi", 
        "name": "iflyapi", 
        "avatar": "https://cdn.v2ex.com/avatar/737b/ba47/453114_large.png?m=1614674712"
      }, 
      "url": "https://www.v2ex.com/t/1199787", 
      "title": "\u666e\u901a\u4eba\u6293\u4f4f AI \u673a\u4f1a\u7684\u65b9\u5f0f", 
      "id": "https://www.v2ex.com/t/1199787", 
      "date_published": "2026-03-20T05:21:53+00:00", 
      "content_html": "<p>AI \u7684\u53d1\u5c55\u901f\u5ea6\uff0c\u4e00\u5ea6\u7684\u8ba9\u6211\u5904\u5728\u7126\u8651\u4e2d\uff0c\u4f1a\u6709\u79cd\u8ba9\u81ea\u8eab\u4ef7\u503c\u5f52\u96f6\u7684\u611f\u89c9\u3002</p>\n<p>\u73b0\u5728\u6211\u60f3\u6253\u4e0d\u8fc7\u5c31\u52a0\u5165\u5427\u3002 \u5927\u5bb6\u6709\u4ec0\u4e48\u60f3\u6cd5\u8865\u5145\u8865\u5145\uff1a</p>\n<ol>\n<li>AI Coding |\u63d0\u6548</li>\n<li>\u4f7f\u7528 AI \u6784\u5efa\u4ea7\u54c1\u77e9\u9635 |\u526f\u4e1a</li>\n<li>AI \u7b97\u6cd5/\u5e94\u7528\u5f00\u53d1\u5de5\u7a0b\u5e08 |\u65b0\u5c97\u4f4d\u9700\u6c42</li>\n</ol>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/JoeJoeJoe", 
        "name": "JoeJoeJoe", 
        "avatar": "https://cdn.v2ex.com/avatar/7f7f/3bb4/531733_large.png?m=1776992326"
      }, 
      "url": "https://www.v2ex.com/t/1199671", 
      "title": "[JTalk \u7b2c\u4e09\u671f]\u5728 AI \u65f6\u4ee3, \u4f60\u51ed\u4ec0\u4e48\u89c9\u5f97\u53ef\u4ee5\u6293\u4f4f\u8fd9\u6b21\u673a\u4f1a?", 
      "id": "https://www.v2ex.com/t/1199671", 
      "date_published": "2026-03-20T00:49:07+00:00", 
      "content_html": "<blockquote>\n<p>\u5199\u5728\u524d\u9762\u7684\u8bdd: \u524d\u51e0\u5929\u5c31\u7a81\u7136\u660e\u767d\u4e86\u4e00\u4e2a\u9053\u7406, \u7136\u540e\u5bfc\u81f4\u6211\u4e4b\u524d\u70ed\u8877\u505a\u7684\u4e00\u4e9b\u4e8b\u60c5\u5f00\u59cb\u53d8\u7684\u6ca1\u90a3\u4e48\u70ed\u8877\u4e86, \u53ef\u80fd\u662f\u597d\u4e8b, \u4e5f\u53ef\u80fd\u4e0d\u662f\u597d\u4e8b, \u4f46\u603b\u5f52\u662f\u4e00\u79cd\u6210\u957f.\n\u8bf4\u4f1a\u8fd9\u4e2a JTalk, \u4e5f\u662f\u6700\u8fd1\u770b\u4e00\u4e9b\u8d77\u6b65\u5f88\u706b, \u4f46\u662f\u6536\u5c3e\u5f88\u6f66\u8349\u7684\u9879\u76ee\u6709\u611f, \u5982\u679c\u4e0d\u80fd\u5b8c\u6210\u5927\u90e8\u5206\u7684\u81ea\u52a8\u5316\u64cd\u4f5c, \u50cf JTalk \u8fd9\u79cd\u4e0d\u56fe\u76c8\u5229\u7eaf\u9760\u70ed\u60c5\u7ef4\u6301\u7684\u6d3b\u52a8\u662f\u5fc5\u7136\u4f1a\u6b7b\u6389\u7684, \u6240\u4ee5\u5728\u6211\u7684\u81ea\u52a8\u5316\u5de5\u5177\u6ca1\u6709\u5b8c\u6210\u4e4b\u524d, \u8fd9\u5e94\u8be5\u662f\u6700\u540e\u4e00\u671f JTalk \u4e86, \u7d22\u6027\u5c31\u628a\u89c4\u5219\u6539\u4e00\u6539\u5427.</p>\n</blockquote>\n<h4>1. \u5728<a href=\"https://www.v2ex.com/go/joe\" rel=\"nofollow\">\u672c\u8282\u70b9</a> po \u7684\u6240\u6709\u4e3b\u9898\u90fd\u4f1a\u5f97\u5230 20$v2ex \u7684\u57fa\u7840\u6253\u8d4f(\u7ed1\u5b9a\u94b1\u5305\u5e76\u5f00\u901a\u4e86$v2ex \u8d26\u6237)</h4>\n<h4>2. \u672c\u6b21\u8ba8\u8bba\u7684\u662f: \u5728 AI \u65f6\u4ee3, \u4f60\u51ed\u4ec0\u4e48\u89c9\u5f97\u53ef\u4ee5\u6293\u4f4f\u8fd9\u6b21\u673a\u4f1a?</h4>\n<h4>3. \u6d3b\u52a8\u65f6\u95f4(UTC): 2026.3.20 ~ \u65e0\u671f\u9650</h4>\n<h4>4. \u672c\u671f\u6d3b\u52a8\u6301\u7eed\u671f\u95f4, \u9664\u57fa\u7840\u6253\u8d4f\u5916, \u4f1a\u5bf9\u56de\u590d\u6570\u91cf\u8d85\u8fc7 50 \u7684\u5e16\u5b50\u8fdb\u884c\u989d\u5916\u6253\u8d4f: 50$V2EX</h4>\n<hr/>\n<p>\u6b22\u8fce\u5927\u5bb6\u6536\u85cf<a href=\"https://www.v2ex.com/go/joe\" rel=\"nofollow\">\u672c\u8282\u70b9</a>, \u5e0c\u671b\u5927\u5bb6\u80fd\u5728\u8fd9\u91cc\u770b\u5230\u522b\u4eba\u6709\u4ef7\u503c\u7684\u601d\u8003, \u4e5f\u5e0c\u671b\u5927\u5bb6\u80fd\u5728\u8fd9\u91cc\u6709\u6240\u6536\u83b7.</p>\n<p>ps: \u5173\u8054\u94b1\u5305\u53c2\u4e0e\u6d3b\u52a8\u53ef\u4ee5\u53c2\u8003\u8fd9\u4e2a\u5e16\u5b50: <a href=\"https://www.v2ex.com/t/1164558\" rel=\"nofollow\">https://www.v2ex.com/t/1164558</a></p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/287854442", 
        "name": "287854442", 
        "avatar": "https://cdn.v2ex.com/avatar/d95b/6d57/26655_large.png?m=1768905407"
      }, 
      "url": "https://www.v2ex.com/t/1198032", 
      "title": "\u7a81\u53d1\u5947\u60f3\uff0c \u4f1a\u4e0d\u4f1a\u51fa\u73b0\u4f7f\u7528 AI token \u6d88\u8017\u4f5c\u4e3a\u67d0\u79cd proof of work \u7684\u5e73\u53f0\u6216\u8005\u52a0\u5bc6\u8d27\u5e01\uff1f", 
      "id": "https://www.v2ex.com/t/1198032", 
      "date_published": "2026-03-13T06:23:54+00:00", 
      "content_html": "<p>AI token \u57fa\u672c\u4e0a\u662f\u65b0\u65f6\u4ee3\u7684\u6c34\u7535\u7164\uff0c\u662f\u4e00\u79cd\u5fc5\u9700\u54c1\uff0c\u96be\u514d\u4f1a\u6709\u8d44\u6e90\u9519\u914d\u7684\u95ee\u9898\uff0c\u6709\u4e9b\u4eba\u4f1a\u6bd4\u8f83\u5145\u88d5\uff0c\u7136\u540e\u53e6\u5916\u6709\u4e00\u4e9b\u4eba\u53c8\u6bd4\u8f83\u77ed\u7f3a\u3002</p>\n<p>\u90a3\u6211\u5728\u60f3\u4e00\u79cd\u673a\u5236 \u5c31\u662f\u6709\u4e00\u4e2a\u5e73\u53f0 \u5728\u4e0a\u9762\u53ef\u4ee5\u53d1\u5e03\u4e00\u4e9b\u4efb\u52a1\uff0c\u8fd9\u4e9b\u4efb\u52a1\u662f\u9700\u8981\u6d88\u8017\u4e00\u5b9a\u7684 AI token \u6765\u505a\u8ba1\u7b97\u7684\uff0c\u7136\u540e\u53e6\u5916\u6709\u4e00\u4e9b Agent \uff0c\u4ed6\u4eec\u53ef\u4ee5\u53bb\u81ea\u52a8\u5730\u53bb\u63a5\u53d7\u8fd9\u4e9b\u4efb\u52a1\uff0c\u7136\u540e\u6d88\u8017\u81ea\u5df1\u7684 token \u6765\u5b8c\u6210\u4efb\u52a1\u3002\u53d1\u5e03\u4efb\u52a1\u8005\u5728\u9a8c\u6536\u63a5\u53d7\u4efb\u52a1\u8005\u7684\u4efb\u52a1\u4e4b\u540e \u4f1a\u7ed9\u4e88\u4e00\u5b9a\u7684\u62a5\u916c\u3002</p>\n<p>\u6211\u80fd\u7acb\u9a6c\u60f3\u5230\u4e00\u4e2a\u573a\u666f\u662f\uff0c\u6bd4\u5982 A \u60f3\u505a\u4e00\u4e2a\u8f6f\u4ef6\uff0c\u7136\u540e\u4ed6\u5e76\u6ca1\u6709\u76f8\u5173\u7684\u7ecf\u9a8c\uff0c\u7136\u540e\u5bf9\u7528 AI \u53bb\u5f00\u53d1\u8f6f\u4ef6\u4e5f\u4e0d\u611f\u5174\u8da3\u3002\u90a3\u4ed6\u5176\u5b9e\u5c31\u53ef\u4ee5\u628a\u8fd9\u4e2a\u8f6f\u4ef6\u7684\u5f00\u53d1\u6d41\u7a0b\u7ed9\u4f5c\u4e3a\u4e00\u4e2a\u4efb\u52a1\u653e\u5728\u8fd9\u4e2a\u5e73\u53f0\u4e0a\u3002\u8fd9\u4e2a\u5e73\u53f0\u53ef\u80fd\u4f1a\u8861\u91cf\u8fd9\u4e2a\u4efb\u52a1\u7684\u590d\u6742\u7a0b\u5ea6\uff0c\u7136\u540e\u62c6\u5206\u5404\u4e2a\u6a21\u5757\u7684\uff0c\u7136\u540e\u518d\u62c6\u5206\u6210\u5177\u4f53\u7684\u4e2d\u5c0f\u4efb\u52a1\u5206\u53d1\u51fa\u53bb\u3002\u90a3 B \u8ba2\u9605\u4e86\u5f88\u591a\u5927\u6a21\u578b\u5382\u5546\u7684 plan \uff0c\u5b83\u8fd8\u6709\u6bd4\u8f83\u591a\u7684 token \u7684\u5269\u4f59\uff0c\u90a3\u4ed6\u5c31\u53ef\u4ee5\u8ba9\u4ed6\u7684 Agent \u81ea\u52a8\u53bb\u63a5\u8fd9\u4e9b\u4efb\u52a1\uff0c\u5b8c\u6210\u4e4b\u540e\u6765\u9886\u53d6\u4e00\u4e9b\u5956\u52b1\uff0c\u5e73\u8861\u4ed6\u81ea\u5df1\u7684\u652f\u51fa\u3002</p>\n<p>\u8fd9\u91cc\u9762\u6bd4\u8f83\u9ebb\u70e6\u7684\u5c31\u662f\u5982\u4f55\u6765\u81ea\u52a8\u5316\u5730\u53bb\u9a8c\u6536\u4efb\u52a1\u7684\u7ed3\u679c\u3002</p>\n<p>\u53ea\u662f\u521d\u6b65\u60f3\u6cd5\uff0c\u5927\u5bb6\u6709\u6ca1\u6709\u7c7b\u4f3c\u7684\u60f3\u6cd5\u5462\uff1f\u53ef\u4ee5\u4e00\u8d77\u8ba8\u8bba</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/artshooter", 
        "name": "artshooter", 
        "avatar": "https://cdn.v2ex.com/avatar/6fdc/9813/595588_large.png?m=1767373948"
      }, 
      "url": "https://www.v2ex.com/t/1195487", 
      "title": "26 \u5e74\u4e8c\u6708\u4efd\u590d\u76d8", 
      "id": "https://www.v2ex.com/t/1195487", 
      "date_published": "2026-03-03T08:04:25+00:00", 
      "content_html": "<p>\u65f6\u95f4\u8fc7\u5f97\u5f88\u5feb\uff0c\u5df2\u7ecf\u5230\u4e86 3 \u6708\u4efd\u3002\u6765\u590d\u76d8\u4e00\u4e0b 2 \u6708\u4efd\uff0c\u6211\u4ece\u4e09\u4e2a\u4e3b\u9898\u804a\u5427\uff5e\n\u6211\u7684\u4ea7\u54c1\u300c\u753b\u8bf4\u300d\u3001\u81ea\u5a92\u4f53\u8fdb\u5c55\u3001\u96f6\u6563\u7684\u60f3\u6cd5</p>\n<pre><code> \u4e00\u3001\u5f55\u5c4f\u5de5\u5177\u300c\u753b\u8bf4\u300d\n</code></pre>\n<p>2 \u6708\uff0c\u6211\u505a\u4e86\u4e00\u4e2a\u7f51\u9875\u7248\u7684\u767d\u677f\u5f55\u5c4f\u5de5\u5177\uff0c\u53eb\u300c\u753b\u8bf4\u300d\u3002<a href=\"https://\u753b\u8bf4.com/\" rel=\"nofollow\">https://\u753b\u8bf4.com/</a></p>\n<p>\u8fd9\u4e2a\u5de5\u5177\u7684\u529f\u80fd\u662f\u5728 Excalidraw \u4e0a\u753b\u753b\uff0c\u7136\u540e\u76f4\u63a5\u5f55\u5c4f\u3002\u4ea7\u54c1\u7075\u611f\u6765\u81ea\u4e8e\u5f20\u548b\u5566\u7684\u4ea7\u54c1 excalicord \u3002\n\u521d\u6b21\u770b\u5230\u5979\u7684\u4ea7\u54c1\uff0c\u6211\u89c9\u5f97\u505a\u7684\u5f88\u68d2\uff0c\u5b8c\u7f8e\u89e3\u51b3\u4e86\u6211\u5f55\u53e3\u64ad\u7684\u9700\u6c42\u3002\u4f46\u5f53\u65f6\u6709\u4e00\u4e9b\u6211\u60f3\u8981\u7684\u529f\u80fd\u8fd8\u6ca1\u6709\u505a\uff0c\u800c\u4e14\u5979\u7684\u4ea7\u54c1\u5982\u679c\u8981\u53bb\u6c34\u5370\u7684\u8bdd\uff0c\u9700\u8981\u901a\u8fc7 Google \u767b\u5f55\u518d\u4ed8\u8d39\u3002\u8fd9\u5bf9\u56fd\u5185\u7528\u6237\u4e0d\u592a\u53cb\u597d\u3002\u4e8e\u662f\u6211\u6253\u7b97\u505a\u4e00\u4e2a\u4eff\u7248\u2014\u2014\u66f4\u7b80\u6d01\u3001\u6709\u6211\u60f3\u8981\u7684\u529f\u80fd\u3001\u4e14\u652f\u6301\u56fd\u5185\u4ed8\u8d39\u3001\u4e14\u66f4\u4fbf\u5b9c\u3002</p>\n<p>\u5927\u7ea6\u5728\u4e8c\u6708\u5341\u51e0\u53f7\uff0c\u6211\u505a\u51fa\u4e86\u7b2c\u4e00\u4e2a\u7248\u672c\u5e76\u5f55\u5236\u89c6\u9891\uff0c\u53d1\u5e03\u5728\u5fae\u4fe1\u89c6\u9891\u53f7\u4e0a\uff0c\u53cd\u9988\u8fd8\u4e0d\u9519\u3002\u7ecf\u8fc7\u4e00\u6bb5\u65f6\u95f4\u7684\u8fed\u4ee3\uff0c\u76ee\u524d\u5df2\u7ecf\u9010\u6b65\u5b8c\u5584\u3002</p>\n<p>\u804a\u804a\u8fd9\u4e2a\u8fc7\u7a0b\u4e2d\u6211\u5370\u8c61\u6df1\u523b\u7684\u4e09\u4e2a\u70b9\uff1a</p>\n<p><strong>1: \u8f7b\u677e\u7684\u5f00\u59cb\u3001\u56f0\u96be\u7684\u8fed\u4ee3</strong></p>\n<p>\u7531\u4e8e Excalidraw \u672c\u8eab\u662f\u5f00\u6e90\u7684\uff0c\u5c4f\u5e55\u5f55\u5236\u4e5f\u6709\u5f88\u591a\u6210\u719f\u65b9\u6848\uff0c\u6240\u4ee5\u6211\u53ea\u9700\u8981\u7ed3\u5408\u767d\u677f\u548c\u5f55\u5236\u529f\u80fd\uff0c\u5f88\u7b80\u5355\u3002\u521d\u671f\u5f00\u53d1\u5f88\u5feb\uff0c\u53ea\u7528\u4e86\u4e00\u5929\u5de6\u53f3\u5c31\u80fd\u5f00\u53d1\u51fa\u4e00\u4e2a\u4e0a\u7ebf\u7248\u672c\u4e86\u3002\u4e0a\u7ebf\u521d\u671f\u7684\u7ef4\u62a4\u5f88\u56f0\u96be\u3002\u521a\u5f00\u59cb\u4ea7\u54c1\u4e0d\u7a33\u5b9a\uff0c\u517c\u5bb9\u6027\u6781\u5dee\uff0c\u6709\u5f88\u591a\u7528\u6237\u53cd\u9988\u5f55\u5236\u4e0b\u6765\u7684\u89c6\u9891\u6253\u4e0d\u5f00\u6216\u6ca1\u58f0\u97f3\u3002</p>\n<p>\u521a\u5f00\u59cb\u8fed\u4ee3\u65f6\uff0c\u6211\u8fd8\u770b\u4e0d\u61c2\u6838\u5fc3\u5f55\u5236\u6d41\u7a0b\uff0c\u4e5f\u4e0d\u4e86\u89e3\u89c6\u9891\u5f55\u5236\u7684\u5404\u79cd\u683c\u5f0f\u3002AI \u4e5f\u5e76\u4e0d\u80fd\u5e2e\u6211\u5b8c\u5168\u4fee\u590d\u597d\u95ee\u9898\uff0c\u8001\u662f\u4fee\u597d\u4e86 bug A \uff0c\u5c31\u51fa\u73b0\u4e86 bug B \u3002\u6298\u817e\u4e86\u4e24\u4e09\u5929\uff0c\u6211\u53ea\u80fd\u4eb2\u81ea\u4e0a\u624b\uff0c\u68b3\u7406\u91cd\u6784\u4e86\u4e00\u7248\u5e76\u4e14\u8865\u9f50\u4e86\u81ea\u52a8\u5316\u6d4b\u8bd5\uff0c\u4ea7\u54c1\u624d\u9010\u6e10\u5b8c\u5584\u3001\u7a33\u5b9a\u8d77\u6765\u3002</p>\n<p>\u6211\u89c9\u5f97\u76ee\u524d AI \u867d\u7136\u80fd\u8dd1\u51fa\u80fd\u8fd0\u884c\u7684\u4ee3\u7801\u4e86\uff0c\u4e5f\u80fd\u5f88\u5feb\u505a Demo \uff0c\u4f46\u662f\u5230\u53ef\u6301\u7eed\u4ea4\u4ed8\u7684\u4ea7\u54c1\uff0c\u8fd8\u6709\u6700\u540e\u4e00\u516c\u91cc\uff0c\u9700\u8981\u4e00\u4e9b\u8f6f\u4ef6\u5de5\u7a0b\u624b\u6bb5\u3002\u53e6\u5916\uff0c\u987a\u4fbf\u55b7\u4e00\u53e5 GLM \u3002\u5f00\u53d1\u8fc7\u7a0b\u4e2d\uff0c\u6211\u662f GLM \u548c Claude \u6df7\u7528\uff0cGLM \u786e\u5b9e\u6bd4 Claude \u900a\u8272\u4e9b\uff0c\u53c8\u6162\u53c8\u5dee\u3002\u53ea\u80fd\u4f9d\u9760\u66f4\u591a\u7684\u6d4b\u8bd5 case \u6765\u5f25\u8865 GLM \u7684\u667a\u80fd\u5dee\u8ddd\u3002</p>\n<p><strong>2: \u4ea4\u4ed8\u7684\u6210\u5c31\u611f</strong></p>\n<p>\u6211\u53d1\u73b0\u81ea\u5df1\u6781\u5ea6\u559c\u6b22\u8fd9\u79cd\u4ece\u68b3\u7406\u529f\u80fd\u548c\u4ea4\u4e92\u3001\u5f00\u53d1\u5b9e\u73b0\u3001\u5411\u7528\u6237\u4ea4\u4ed8\u3001\u7136\u540e\u6536\u96c6\u53cd\u9988\u518d\u8fed\u4ee3\u7684\u8fc7\u7a0b\u3002\u8fd9\u79cd\u5feb\u4e50\u6bd4\u4e0a\u73ed coding \u8981\u5927\u5f97\u591a\u3002\u6211\u4e50\u4e8e\u56de\u590d\u81ea\u5a92\u4f53\u89c6\u9891\u4e0b\u7684\u6bcf\u4e00\u6761\u8bc4\u8bba\uff0c\u4e5f\u4f1a\u548c\u5355\u72ec\u52a0\u6211\u5fae\u4fe1\u7684\u7528\u6237\u804a\u5929\uff0c\u6536\u96c6\u4ed6\u4eec\u7684\u9700\u6c42\u3002</p>\n<p>\u524d\u51e0\u5929\u6211\u589e\u52a0\u4e86\u4ed8\u8d39\u53bb\u6c34\u5370\u529f\u80fd\uff0c\u9646\u9646\u7eed\u7eed\u6765\u4e86\u516d\u540d\u5ba2\u6237\u8fdb\u884c\u4e86\u4ed8\u8d39\uff0c\u6bcf\u4e2a\u5ba2\u6237\u4ed8\u8d39 2 \u5757\u94b1\uff0c\u603b\u5171\u6323\u4e86 12 \u5757\u94b1\uff0c\u867d\u7136\u4e0d\u591a\u4f46\u6211\u89c9\u5f97\u6574\u4e2a\u8fc7\u7a0b\u975e\u5e38\u6709\u8da3\u3002</p>\n<p><strong>3: \u5173\u4e8e\u6284\u88ad</strong></p>\n<p>\u4ea7\u54c1\u53d1\u5e03\u4e4b\u521d\uff0c\u5176\u5b9e\u5c31\u6709\u7528\u6237\u8d28\u7591\u6211\uff0c\u8bf4\u6211\u662f\u6284\u88ad\u7684\u5f20\u548b\u5566\u7684\u4ea7\u54c1\u3002\u6211\u6ca1\u6562\u56de\u590d\u4ed6\u7684\u8bc4\u8bba\uff0c\u4e0d\u77e5\u9053\u8be5\u56de\u5565\u3002\u4e5f\u6ca1\u5220\u4ed6\u7684\u8bc4\u8bba\uff0c\u4e0d\u60f3\u663e\u5f97\u81ea\u5df1\u5fc3\u865a\u3002\u4e8e\u662f\u5c31\u8ba9\u4ed6\u7684\u8bc4\u8bba\u7ee7\u7eed\u6302\u5728\u90a3\u91cc\uff0c\u5148\u4e0d\u7ba1\u5b83\u3002\u7136\u540e\u7ee7\u7eed\u8fed\u4ee3\uff0c\u5f00\u53d1\u81ea\u5df1\u7684\u529f\u80fd\u3002</p>\n<pre><code> \u4e8c\u3001\u81ea\u5a92\u4f53\u8fdb\u5c55\n</code></pre>\n<p>\u76ee\u524d\u5fae\u4fe1\u89c6\u9891\u53f7\u5df2\u6709\u4e00\u5343\u540d\u7c89\u4e1d\u3002\n\u4e3b\u8981\u662f\u9760\u300c\u753b\u8bf4\u300d\u7684\u4ea7\u54c1\u66f4\u65b0\u89c6\u9891\u548c\u4e00\u4e9b\u5173\u4e8e Skills \u7684\u89c6\u9891\u5438\u5f15\u4e86\u4e00\u4e9b\u7c89\u4e1d\u3002\u4e8c\u6708\u4efd\u7b2c\u4e00\u4e2a\u7a0d\u5fae\u6bd4\u8f83\u6709\u6d41\u91cf\u7684\u89c6\u9891\uff0c\u662f\u5206\u4eab\u5982\u4f55\u5229\u7528 Skills \u53bb\u81ea\u52a8\u53d1\u5e03\u5fae\u4fe1\u516c\u4f17\u53f7\u7684\u89c6\u9891\u3002\u8fd9\u4e2a\u89c6\u9891\u603b\u5171\u5927\u6982\u6709\u4e00\u4e07\u591a\u7684\u64ad\u653e\u91cf\uff0c\u76f8\u6bd4\u4e00\u6708\u4efd\u6bcf\u6761\u89c6\u9891\u5e73\u5747\u51e0\u767e\u7684\u64ad\u653e\u91cf \u7b97\u662f\u4e0d\u9519\u4e86\u3002</p>\n<p>\u56de\u987e\u770b\u4e0b\u6765\u7684\u8bdd\uff0c1 \u6708\u4efd\u7684\u89c6\u9891\u6709\u70b9\u51b7\u95e8\uff0c\u6709\u4e9b\u5185\u5bb9\u4e5f\u6bd4\u8f83\u7a7a\u6cdb\u3002\u4e00\u6708\u672b\u505a\u7684 AI \u526a\u8f91 MV \uff0c\u5728 2 \u6708\u521d\u53d1\u4e86\u51e0\u6761\u4e4b\u540e\uff0c\u611f\u89c9\u6d41\u91cf\u4e00\u822c\u3002\u800c\u4e14\u8003\u8651\u5230\u6211\u5e76\u4e0d\u671f\u671b\u9760\u6d41\u91cf\u672c\u8eab\u53bb\u6323\u94b1\uff0c\u6240\u4ee5\u540e\u7eed\u4e5f\u5c31\u6ca1\u6709\u7ee7\u7eed\u518d\u53d1\u8fd9\u79cd MV \u4e86\u3002</p>\n<p>\u987a\u4fbf\u63d0\u4e00\u4e0b\uff0c\u6709\u4e2a\u7c89\u4e1d\u53d1\u79c1\u4fe1\u95ee\u6211\uff0c\u90a3\u79cd\u7528 AI \u526a\u8f91\u751f\u6210\u97f3\u4e50 MV \u7684\u89c6\u9891 \u662f\u5177\u4f53\u600e\u4e48\u505a\uff0c\u8bf4\u60f3\u5b66\u4e60\u3002\n\u4f46\u6211\u60f3\u4e86\u4e00\u4e0b\uff1a\u8fd9\u662f\u7528\u4ee3\u7801\u5b9e\u73b0\u7684\uff0c\u5e76\u6ca1\u6709\u73b0\u6210\u7684\u4ea7\u54c1\u53ef\u4ee5\u76f4\u63a5\u4ea4\u4ed8\u7ed9\u4ed6\u3002\u4e8e\u662f\u4e5f\u5c31\u6ca1\u6709\u540e\u7eed\u4e86\u3002</p>\n<pre><code> \u4e09\u3001\u96f6\u6563\u7684\u60f3\u6cd5\n</code></pre>\n<p>\u8fd9\u90e8\u5206\u5c31\u662f\u6211\u6700\u8fd1\u5173\u4e8e AI \u3001\u81ea\u5a92\u4f53\u548c\u4ea7\u54c1\u7684\u4e00\u4e9b\u96f6\u6563\u60f3\u6cd5\u3002</p>\n<p><strong>1:  openclaw</strong></p>\n<p>\u6211\u4ece\u4e0a\u5468\u5f00\u59cb\u4f7f\u7528 openclaw \u3002\u6211\u53d1\u73b0 \u867d\u7136\u4ece\u80fd\u529b\u4e0a\u8bb2\uff0c\u5b83\u548c\u73b0\u6709\u7684 Claude Code \u7b49\u5404\u79cd Agent \u7684\u80fd\u529b\u5176\u5b9e\u90fd\u4e00\u6837\uff0c\u90fd\u662f\u5728\u64cd\u4f5c\u7535\u8111\u5185\u5bb9\u3001\u5199\u4ee3\u7801\u6216\u8005\u8fd0\u884c\u7a0b\u5e8f\u3002\u4f46\u628a\u5b83\u8fd8\u662f\u6709\u70b9\u4ef7\u503c\u7684\uff0c\u5b83\u89e3\u51b3\u4e86\u6211\u7684\u201c\u6570\u636e\u6d01\u7656\u201d\u95ee\u9898\uff0c\u51cf\u8f7b\u4e86\u6211\u7684\u8ba4\u77e5\u8d1f\u62c5\u3002</p>\n<p>\u4ee5\u524d\u6211\u7528 Claude Code \u65f6\uff0c\u56e0\u4e3a cc \u662f\u5728\u6211\u7684\u7535\u8111\u4e0a\u8fd0\u884c\uff0c\u5199\u4efb\u52a1\u3001\u4e0b\u8f7d\u9879\u76ee\u3002\u6211\u5176\u5b9e\u4f1a\u5173\u6ce8\u4ed6\uff0c\u65b0\u7684\u9879\u76ee\u53eb\u4ec0\u4e48\u540d\u5b57\uff0c\u6587\u4ef6\u4f1a\u653e\u5230\u4e86\u4ec0\u4e48\u5730\u65b9\u3002 \u8fd9\u4e2a\u8fc7\u7a0b\u4f1a\u8ba9\u6211\u4ed8\u51fa\u4e00\u4e9b\u8ba4\u77e5\u7cbe\u529b\u3002\u6211\u9700\u8981\u4ed8\u4e00\u4e9b\u5fc3\u667a\u6210\u672c\u53bb\u7ba1\u7406\u7531 AI \u5728\u6211\u7535\u8111\u4e0a\u751f\u4ea7\u7684\u5e9e\u5927\u4fe1\u606f\u3002</p>\n<p>\u4f46\u6211\u53d1\u73b0\u5982\u679c\u628a\u5404\u79cd\u6742\u6d3b\u4ea4\u7ed9 vps \u4e0a\u7684 openclaw \uff0c\u6211\u5c31\u4e0d\u7528\u7ba1\u5b83\u5185\u90e8\u7684\u5b9e\u73b0\u4ee5\u53ca\u5b83\u5982\u4f55\u7ba1\u7406\u6570\u636e\u4e86\u3002\u6211\u53ea\u9700\u8981\u5411\u5b83\u4e0b\u8fbe\u4efb\u52a1\uff0c\u7136\u540e\u5b83\u8fd4\u56de\u7ed3\u679c\u5373\u53ef\u3002</p>\n<p>\u4e2d\u95f4\u7684\u8fc7\u7a0b\u6211\u4e0d\u9700\u8981\u6709\u4efb\u4f55\u5fc3\u667a\u8d1f\u62c5\uff0c\u56e0\u4e3a\u5b83\u53cd\u6b63\u662f\u5728\u4e00\u4e2a\"\u5783\u573e VPS\"\u4e0a\u3002\u5982\u679c\u6ca1\u6709\u91cd\u8981\u7684\u4e1c\u897f\u8981\u5907\u4efd\uff0c\u6211\u751a\u81f3\u53ef\u4ee5\u9009\u62e9\u4e00\u4e2a\u6708\u91cd\u88c5\u4e00\u6b21 VPS \u3002\u6211\u4e0d\u5728\u4e4e\u5b83\u4e0a\u9762\u7684\u6570\u636e\u600e\u4e48\u653e\u3002\u8fd9\u79cd\u6d12\u8131\u7684\u611f\u89c9\u8ba9\u6211\u89c9\u5f97 openclaw \u5bf9\u6211\u6765\u8bf4\u8fd8\u662f\u6709\u610f\u4e49\u7684\u3002</p>\n<p><strong>2: \u6570\u636e\u81ea\u7531\u7684\u7545\u60f3</strong></p>\n<p>\u5728\u4f7f\u7528 openclaw \u65f6\u6211\u53d1\u73b0\uff0c\u5176\u5b9e\u6709\u5f88\u591a\u80fd\u529b\u7406\u8bba\u4e0a\u5b83\u80fd\u505a\u5230\uff0c\u4f46\u73b0\u5728\u8fd8\u4e0d\u80fd\u505a\u3002\n\u7406\u8bba\u4e0a\u8bb2\uff0c\u6211\u5e94\u8be5\u53ef\u4ee5\u8ba9\u5b83\u5e2e\u6211\u70b9\u5496\u5561\u3001\u9884\u8ba2\u6700\u8fd1\u7684\u9152\u5e97\uff0c\u6839\u636e\u5065\u8eab\u7b56\u7565\u8ba2\u665a\u9910\u6216\u9884\u7ea6\u5065\u8eab\u623f\u3002</p>\n<p>\u4f46\u4e3a\u4ec0\u4e48\u73b0\u5728\u8fd8\u505a\u4e0d\u5230\uff1f\u6211\u89c9\u5f97\u95ee\u9898\u5728\u4e8e\u6570\u636e\u672c\u8eab\u88ab\u4fe1\u606f\u63d0\u4f9b\u65b9\u6240\u62e6\u622a\u6216\u5784\u65ad\u4e86\u3002\u4fe1\u606f\u4ea4\u6d41\u5e76\u4e0d\u901a\u7545\u3002\n\u6bd4\u5982\u5b83\u65e0\u6cd5\u76f4\u63a5\u8bbf\u95ee\u6dd8\u5b9d\u53bb\u4e70\u4e1c\u897f\uff0c\u65e0\u6cd5\u76f4\u63a5\u9760\u643a\u7a0b\u8ba2\u673a\u7968\u3002</p>\n<p>\u6211\u4f1a\u5f00\u59cb\u7545\u60f3\uff0c\u662f\u5426\u4e0b\u4e00\u79cd\u5f62\u6001\u6216\u4e0b\u4e00\u4e2a\u4f53\u7cfb\u662f\u771f\u6b63\u7684\"\u4fe1\u606f\u81ea\u7531\"\u3002\u6211\u4eec\u53ef\u4ee5\u81ea\u7531\u5730\u8bbf\u95ee\u4efb\u4f55\u6570\u636e\u521b\u9020\u8005\u5141\u8bb8\u7684\u5185\u5bb9\u3002\u6bd4\u5982\u6211\u662f\u4e00\u4e2a\u5546\u5bb6\uff0c\u6211\u63d0\u4f9b\u6211\u7684\u5546\u5e97\u88ab\u66b4\u9732\u5728\u4e92\u8054\u7f51\u4e0a\uff0c\u90a3\u6240\u6709\u4eba\u5c31\u5e94\u8be5\u90fd\u6709\u80fd\u529b\u901a\u8fc7\u4efb\u4f55\u65b9\u5f0f\u770b\u5230\u6211\u3002\u4ece\u903b\u8f91\u4e0a\u8bb2\uff0c\u6211\u89c9\u5f97\u8fd9\u4e2a\u7545\u60f3\u672c\u8eab\u6ca1\u4ec0\u4e48\u95ee\u9898\uff0c\u6216\u8bb8\u5728\u4e94\u5e74\u5341\u5e74\u540e\u5c31\u80fd\u5b9e\u73b0\u3002</p>\n<p><strong>3: \u4e92\u8054\u7f51\u7684\u89e6\u8fbe\u80fd\u529b</strong></p>\n<p>\u201c\u6211\u7528\u81ea\u5a92\u4f53\u53d1\u89c6\u9891\u5411\u5927\u5bb6\u5c55\u793a\u6211\u7684\u9879\u76ee\uff0c\u7136\u540e\u771f\u7684\u6709\u51e0\u5341\u51e0\u767e\u4e2a\u4eba\u5f00\u59cb\u7528\u201d\n\u5728\u505a\u8fd9\u4ef6\u4e8b\u4e4b\u524d\uff0c\u6211\u4f1a\u89c9\u5f97\u8fd9\u4e0d\u53ef\u601d\u8bae\u3002\u6211\u505a\u8fc7\u7684\u4e1c\u897f\u5c45\u7136\u771f\u7684\u80fd\u8ba9\u8fd9\u4e48\u591a\u4eba\u770b\u5230\u5e76\u5f00\u59cb\u4f7f\u7528\uff0c\u8fd9\u5f88\u795e\u5947\u3002</p>\n<p>\u6211\u5f00\u59cb\u601d\u8003\uff0c\u8fd9\u5176\u5b9e\u5c31\u662f\u4e92\u8054\u7f51\u6700\u672c\u8d28\u7684\u80fd\u529b\uff1a\u201c\u4e92\u8054\u201d\u3002\u5b83\u8ba9\u5927\u5bb6\u7684\u4fe1\u606f\u80fd\u591f\u4e92\u76f8\u89e6\u8fbe\u3001\u4e92\u76f8\u4ea4\u6d41\u3002</p>\n<p>\u56de\u60f3\u6211\u505a\u4e86\u51e0\u5e74\u7a0b\u5e8f\u5458\uff0c\u4f46\u662f\u597d\u50cf\u4ece\u672a\u771f\u6b63\u4eab\u53d7\u8fc7\u4e92\u8054\u7f51\u5e26\u7ed9\u6211\u7684\u7ea2\u5229\u6216\u6760\u6746\u3002\u4ee5\u524d\u5199\u7684\u4ee3\u7801\u6216\u4ea7\u54c1\uff0c\u8981\u4e48\u53ea\u662f\u5185\u90e8\u4f7f\u7528\u7684\u4ea7\u54c1\uff0c\u6ca1\u591a\u5c11\u4eba\u7528\uff1b\u8981\u4e48\u5c31\u662f\u5373\u4fbf\u6709\u5f88\u591a\u4eba\u7528\uff0c\u4ea7\u54c1\u7684\u4ef7\u503c\u4e5f\u4e0d\u5c5e\u4e8e\u6211\u4e2a\u4eba\uff0c\u6211\u62ff\u5230\u7684\u53ea\u662f\u4e00\u4efd\u6b7b\u5de5\u8d44\u3002\u7a0b\u5e8f\u5458\u7fa4\u4f53\u5176\u5b9e\u53ef\u4ee5\u591a\u8bd5\u8bd5\u7528\u4e92\u8054\u7f51\u53bb\u89e6\u8fbe\u66f4\u591a\u7684\u4eba\u3002</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/JoeJoeJoe", 
        "name": "JoeJoeJoe", 
        "avatar": "https://cdn.v2ex.com/avatar/7f7f/3bb4/531733_large.png?m=1776992326"
      }, 
      "url": "https://www.v2ex.com/t/1195078", 
      "date_modified": "2026-03-02T01:21:56+00:00", 
      "content_html": "<blockquote>\n<p>\u6d3b\u52a8\u8be6\u60c5\u56de\u987e: <a href=\"https://www.v2ex.com/t/1192720\" rel=\"nofollow\">https://www.v2ex.com/t/1192720</a></p>\n</blockquote>\n<h3>\u672c\u6b21\u5f81\u7a3f\u989d\u5916\u5956\u52b1(\u5df2\u53d1\u653e\u5b8c\u6bd5)</h3>\n<p>\u622a\u6b62\u5230 utc \u65f6\u95f4 2026.2.28, \u4ee5\u4e0b\u5e16\u5b50\u83b7\u5f97\u989d\u5916\u7684\u6d3b\u52a8\u5956\u52b1:</p>\n<p>\u56de\u590d\u6570\u6700\u591a(15 \u56de\u590d) -&gt; 200$v2ex:\n@FFV <a href=\"https://www.v2ex.com/t/1194439\" rel=\"nofollow\">&lt;&lt;\u5bb6\u4e61\u7f8e\u98df\uff0c\u5143\u5bb5\u8282\u706f\u76cf&gt;&gt;</a></p>\n<p>\u6536\u85cf\u6570\u6700\u591a(2 \u4eba\u6536\u85cf) -&gt; 500$v2ex\n@FFV <a href=\"https://www.v2ex.com/t/1194439\" rel=\"nofollow\">&lt;&lt;\u5bb6\u4e61\u7f8e\u98df\uff0c\u5143\u5bb5\u8282\u706f\u76cf&gt;&gt;</a></p>\n<p>\u611f\u8c22\u6570\u6700\u591a(1 \u4eba\u611f\u8c22) -&gt; 500$v2ex\n@FFV <a href=\"https://www.v2ex.com/t/1194439\" rel=\"nofollow\">&lt;&lt;\u5bb6\u4e61\u7f8e\u98df\uff0c\u5143\u5bb5\u8282\u706f\u76cf&gt;&gt;</a></p>\n<p>@delilver <a href=\"https://www.v2ex.com/t/1194635\" rel=\"nofollow\">&lt;&lt;\u9e64\u58c1-\u671d\u6b4c&gt;&gt;</a></p>\n<h3>\u672c\u6b21\u6d3b\u52a8\u6240\u6709\u7b26\u5408\u4e3b\u9898\u7684\u5e16\u5b50:</h3>\n<p><a href=\"https://www.v2ex.com/t/1194635\" rel=\"nofollow\">&lt;&lt;\u9e64\u58c1-\u671d\u6b4c&gt;&gt;</a> \u4f5c\u8005: @delilver</p>\n<p><a href=\"https://www.v2ex.com/t/1194439\" rel=\"nofollow\">&lt;&lt;\u5bb6\u4e61\u7f8e\u98df\uff0c\u5143\u5bb5\u8282\u706f\u76cf&gt;&gt;</a> \u4f5c\u8005: @FFV</p>\n<p><a href=\"https://www.v2ex.com/t/1194673\" rel=\"nofollow\">&lt;&lt;\u5929\u6d25\u8fd9\u4e2a\u5730\u65b9\u592a\u590d\u6742\u4e86&gt;&gt;</a> \u4f5c\u8005: @february2</p>\n<p><a href=\"https://www.v2ex.com/t/1194185\" rel=\"nofollow\">&lt;&lt;\u6211\u7684\u5bb6\u4e61\uff0c\u6b63\u6708\u521d\u4e5d\u7405\u740a\u5c71\u5e99\u4f1a&gt;&gt;</a> \u4f5c\u8005: @lepig</p>\n<hr/>\n<p>\u6700\u540e, \u518d\u6b21\u611f\u8c22\u6240\u6709\u53c2\u4e0e\u5206\u4eab\u4e0e\u8ba8\u8bba\u7684 V \u53cb, \u6b22\u8fce\u5927\u5bb6\u5173\u6ce8 <a href=\"https://www.v2ex.com/go/joe\" rel=\"nofollow\">Joe's Talk</a>, \u8ba9\u6211\u4eec\u4e00\u8d77\u6765\u5efa\u8bbe\u65b0\u7684\u65e0\u6c34\u677f\u5757.</p>\n", 
      "date_published": "2026-03-02T01:20:53+00:00", 
      "title": "JTalk \u7b2c\u4e8c\u671f\u6d3b\u52a8\u7ed3\u675f, \u611f\u8c22 V \u53cb\u4eec\u7684\u7cbe\u5f69\u5185\u5bb9, \u4ee5\u4e0b\u4e3a\u672c\u6b21\u6d3b\u52a8\u7684\u7b80\u8981\u4fe1\u606f.", 
      "id": "https://www.v2ex.com/t/1195078"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/february2", 
        "name": "february2", 
        "avatar": "https://cdn.v2ex.com/avatar/4442/7f6e/102253_large.png?m=1741173499"
      }, 
      "url": "https://www.v2ex.com/t/1194673", 
      "date_modified": "2026-02-27T16:05:03+00:00", 
      "content_html": "\u54cd\u5e94 Joe \u4f6c\u53f7\u53ec\uff0c\u4e5f\u804a\u804a\u81ea\u5df1\u7684\u6545\u4e61\u3002<br />\u5929\u6d25\u4eba\u7231\u81ea\u5632\uff0cslogen \u5927\u81f4\u662f\uff1a\u201c\u561b\u94b1\u4e0d\u94b1\u7684\u4e50\u5475\u4e50\u5475\u5f97\u4e86\u201d<br />\u7531\u4e8e\u8fc7\u53bb\u662f\u4e00\u5ea7\u7801\u5934\u57ce\u5e02\uff0c\u6240\u4ee5\u65e9\u9910\uff08\u6211\u4eec\u90fd\u8bf4\u65e9\u70b9\uff09\u6bd4\u8f83\u9ad8\u6cb9\u9ad8\u7cd6\u9ad8\u78b3\u6c34\u3002\u6bd4\u8f83\u642a\u65f6\u5019\uff0c\u4e00\u987f\u4f20\u7edf\u5929\u6d25\u65e9\u9910\u4e0b\u809a\uff0c\u4e0b\u5348\u4e5f\u4e0d\u89c9\u5f97\u997f\u3002<br /><br /><br />\u5929\u6d25\u5178\u578b\u7684\u65e9\u70b9\u6709\uff1a\u714e\u997c\u9983\u5b50\u3001\u9505\u5df4\u83dc\u3001\u5927\u997c\u5377\u5708\u3001\u8001\u8c46\u8150\u3001\u9762\u8336\u3001\u70b8\u7cd5\u7b49\u3002<br />1. 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      "date_published": "2026-02-27T16:02:55+00:00", 
      "title": "[JTalk \u7b2c\u4e8c\u671f]\u00b7\u5929\u6d25\u8fd9\u4e2a\u5730\u65b9\u592a\u590d\u6742\u4e86", 
      "id": "https://www.v2ex.com/t/1194673"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/delilver", 
        "name": "delilver", 
        "avatar": "https://cdn.v2ex.com/avatar/8dde/f799/768637_large.png?m=1770040878"
      }, 
      "url": "https://www.v2ex.com/t/1194635", 
      "title": "[JTalk \u7b2c\u4e8c\u671f]\u00b7\u9e64\u58c1-\u671d\u6b4c", 
      "id": "https://www.v2ex.com/t/1194635", 
      "date_published": "2026-02-27T10:51:45+00:00", 
      "content_html": 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      "id": "https://www.v2ex.com/t/1192720", 
      "date_published": "2026-02-13T09:16:51+00:00", 
      "content_html": "<h4>1. \u5728<a href=\"https://www.v2ex.com/go/joe\" rel=\"nofollow\">\u672c\u8282\u70b9</a> po \u7684\u6240\u6709\u4e3b\u9898\u90fd\u4f1a\u5f97\u5230 20$v2ex \u7684\u57fa\u7840\u6253\u8d4f(\u7ed1\u5b9a\u94b1\u5305\u5e76\u5f00\u901a\u4e86$v2ex \u8d26\u6237)</h4>\n<h4>2. \u4e3b\u9898\u8303\u56f4\u4e3a: \u5bb6\u4e61\u7684\u98ce\u4fd7\u548c\u7f8e\u98df, \u53ef\u4ee5\u4e3a\u672c\u5730\u7684\u7279\u8272\u7f8e\u98df(\u5982\u679c\u6709\u56fe\u7247\u66f4\u597d\u4e86, \u54c8\u54c8\u54c8), \u53ef\u4ee5\u662f\u672c\u5730\u7684\u7279\u6709\u98ce\u4fd7\u4e60\u60ef, \u53ef\u4ee5\u662f\u5f53\u5730\u7684\u4e00\u4e9b\u8457\u540d\u666f\u70b9</h4>\n<h4>3. \u6d3b\u52a8\u65f6\u95f4(UTC): 2026.2.13 ~ 2026.2.28</h4>\n<h4>4. \u672c\u671f\u6d3b\u52a8\u7ed3\u675f\u540e, \u4f1a\u5bf9\u8bc4\u8bba\u6570\u6700\u591a\u7684, \u6536\u85cf\u6570\u6700\u591a\u7684, \u611f\u8c22\u6570\u6700\u591a\u7684\u5e16\u5b50\u5206\u522b\u8fdb\u884c\u989d\u5916\u6253\u8d4f:</h4>\n<ul>\n<li>\u8bc4\u8bba\u6700\u591a\u7684\u989d\u5916\u6253\u8d4f: 200$v2ex</li>\n<li>\u6536\u85cf\u6570\u6700\u591a\u7684\u989d\u5916\u6253\u8d4f: 500$v2ex</li>\n<li>\u611f\u8c22\u6570\u6700\u591a\u7684\u989d\u5916\u6253\u8d4f: 500$v2ex</li>\n</ul>\n<hr/>\n<p>\u6b22\u8fce\u5927\u5bb6\u6536\u85cf<a href=\"https://www.v2ex.com/go/joe\" rel=\"nofollow\">\u672c\u8282\u70b9</a>, \u4ee5\u540e\u6bcf\u4e2a\u6708\u4f1a\u53d1\u8d77\u4e00\u6b21$v2ex \u5f81\u6587\u6d3b\u52a8(\u4e3a\u671f 1 \u65e5\u5386\u5468), \u5e0c\u671b\u5927\u5bb6\u80fd\u5728\u8fd9\u91cc\u770b\u5230\u522b\u4eba\u6709\u4ef7\u503c\u7684\u601d\u8003, \u4e5f\u5e0c\u671b\u5927\u5bb6\u80fd\u5728\u8fd9\u91cc\u6709\u6240\u6536\u83b7.</p>\n<p>\u4e5f\u6b22\u8fce\u5927\u5bb6\u5728\u8fd9\u4e2a\u5e16\u5b50\u4e0b\u65b9\u8ba8\u8bba\u4e0b\u671f\u7684\u8ba8\u8bba\u4e3b\u9898, \u6bcf\u4e2a\u6708 20 \u53f7\u4f1a\u5f00\u542f\u65b0\u4e00\u671f\u7684<code>JTalk</code>.</p>\n<p>\u88ab\u91c7\u7528\u7684\u56de\u590d\u4f1a\u5728\u4e0b\u6b21\u4e3b\u9898\u6d3b\u52a8\u5f00\u542f\u65f6\u7ed9\u4e88\u63d0\u51fa\u8005\u6253\u8d4f 50$V2EX</p>\n<p>ps: \u5173\u8054\u94b1\u5305\u53c2\u4e0e\u6d3b\u52a8\u53ef\u4ee5\u53c2\u8003\u8fd9\u4e2a\u5e16\u5b50: <a href=\"https://www.v2ex.com/t/1164558\" rel=\"nofollow\">https://www.v2ex.com/t/1164558</a></p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/287854442", 
        "name": "287854442", 
        "avatar": "https://cdn.v2ex.com/avatar/d95b/6d57/26655_large.png?m=1768905407"
      }, 
      "url": "https://www.v2ex.com/t/1191453", 
      "date_modified": "2026-02-07T17:22:29+00:00", 
      "content_html": "<p>\u4e00\u4f4d\u7814\u7a76\u5458\u7528 Anthropic \u7684 Opus 4.6 \u505a\u4e86\u4e00\u9879\u5b9e\u9a8c\u3002\u82b1\u4e86 2 \u4e07\u5200\uff0c\u8ba9 AI \u751f\u6210\u4e86 10 \u4e07\u884c\u7684\u4ee3\u7801, \u5b9e\u73b0\u4e86\u4e00\u4e2a C \u7f16\u8bd1\u5668\uff0c\u5b83\u53ef\u4ee5\u5728 X86 \u3001ARM \u548c RISC-V \u4e0a\u9762\u6784\u5efa\u548c\u7f16\u8bd1 Linux 6.9 \u7684\u5185\u6838\u3002</p>\n<p>\u8fd9\u662f\u6211\u7b2c\u4e00\u6b21\u89c1 AI \u80fd\u591f\u5b8c\u6574\u5730\u5b9e\u73b0\u4e00\u4e2a\u8db3\u591f\u5927\uff0c\u4e5f\u8db3\u591f\u590d\u6742\u7684\u4e00\u4e2a\u9879\u76ee\u3002\u4e5f\u57fa\u672c\u8bf4\u660e\uff0cAI \u79bb\u53d6\u4ee3\u7a0b\u5e8f\u5458\u771f\u7684\u5f88\u8fd1\u4e86\u3002</p>\n<p>\u6211\u8981\u518d\u53bb\u8bd5\u8bd5 Claude Code \u4e86\uff0c\u60f3\u60f3\u521a\u4e70\u7684 Gemini Ultra... \u5728\u73b0\u5728\u8fd9\u4e2a\u65f6\u4ee3\uff0c\u8d2d\u4e70\u4efb\u4f55\u4e00\u4e2a AI Coding \u7684 plan \u90fd\u4e0d\u8981\u8d85\u8fc7\u4e00\u4e2a\u6708\uff0c\u4f60\u6c38\u8fdc\u4e0d\u77e5\u9053\u4e0b\u4e2a\u6708\u54ea\u4e2a\u6a21\u578b\u548c\u5de5\u5177\u66f4\u5f3a\u5927\u4e00\u4e9b</p>\n<p>\u6587\u7ae0\u5730\u5740:\n<a href=\"https://www.anthropic.com/engineering/building-c-compiler\" rel=\"nofollow\">https://www.anthropic.com/engineering/building-c-compiler</a></p>\n", 
      "date_published": "2026-02-07T17:21:39+00:00", 
      "title": "AI \u90fd\u53ef\u4ee5\u5b9e\u73b0 C \u7f16\u8bd1\u5668\u4e86\uff0c\u8bda\u60f6\u8bda\u6050", 
      "id": "https://www.v2ex.com/t/1191453"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/287854442", 
        "name": "287854442", 
        "avatar": "https://cdn.v2ex.com/avatar/d95b/6d57/26655_large.png?m=1768905407"
      }, 
      "url": "https://www.v2ex.com/t/1189060", 
      "title": "\u6700\u8fd1\u60f3 vibe coding \u592a\u591a\u4e86\u600e\u4e48\u529e\uff1f AI \u65f6\u4ee3 \u7a0b\u5e8f\u5458\u6700\u9700\u8981\u57f9\u517b\u7684\u4e00\u4e2a\u7279\u8d28\u662f\u4ec0\u4e48\uff1f", 
      "id": "https://www.v2ex.com/t/1189060", 
      "date_published": "2026-01-28T08:12:54+00:00", 
      "content_html": "<p>\uff08\u5f88\u559c\u6b22 JoeJoeJoe \u5927\u4f6c\u7684\u8fd9\u5757\u5b9d\u5730\uff0c\u6211\u8fd8\u7ee7\u7eed\u53d1\u8fd9\u91cc\u4e86\u3002\uff09</p>\n<hr/>\n<p>\u6700\u8fd1\u7684\u4e00\u4e2a\u56f0\u6270\u548c\u4e00\u4e2a\u65b0\u7684\u611f\u609f\u3002</p>\n<hr/>\n<p>\u4e00\u4e2a\u56f0\u6270\u5c31\u662f\u6700\u8fd1 <strong>Vibe coding</strong> \u633a\u591a\u4e86\uff0c\u60f3\u8981 Vibe coding \u4e5f\u5f88\u591a\u3002\n\u624b\u4e0a\u6709\u4e24\u4e09\u4e2a\u81ea\u5df1\u7684\u5f00\u6e90\u9879\u76ee\uff0c\u90fd\u5728\u8fdb\u884c\u4e2d\uff08\u9010\u6b65\u90fd\u4f1a\u653e\u51fa\u6765\uff09</p>\n<p>\u7136\u540e\u8fd8\u6709 3 \u4e2a\u786c\u4ef6\u7684\u9879\u76ee, \u641e\u4e86\u4e2a\u534a\u534a\u62c9\u62c9\u7684\uff08\u4e00\u4e2a\u58a8\u6c34\u5c4f\u7684\uff0c\u8fd8\u6709\u4e24\u4e2a\u53ef\u4ee5\u81ea\u5b9a\u4e49 dashboard \u7684\u5e26\u5c4f\u5e55\u5d4c\u5165\u5f0f\u9879\u76ee\uff09\uff0c\u6b64\u524d\u5b8c\u5168\u662f\u5d4c\u5165\u5f0f\u5f00\u53d1\u7684\u95e8\u5916\u6c49\uff0c\u5f97\u76ca\u4e8e AI \u548c vibe coding \u7684\u706b\u901f\u53d1\u5c55\uff0c\u8fd9\u95e8\u69db\u4e00\u4e0b\u964d\u5230\u811a\u5e95\u4e86</p>\n<hr/>\n<p>\u53e6\u5916\u4e00\u4e2a\u611f\u609f\u662f AI \u65f6\u4ee3 \u7a0b\u5e8f\u5458/\u5de5\u7a0b\u5e08 <strong>\u53ef\u80fd \u66f4</strong> \u9700\u8981<strong>\u523b\u610f\u7ec3\u4e60</strong>\u7684\u4e00\u4e2a\u8f6f\u6280\u80fd\uff1a\u591a\u4efb\u52a1\u5e76\u53d1\u5904\u7406\u4e8b\u60c5\u7684\u80fd\u529b\u3002</p>\n<p>\u5728 AI \u65f6\u4ee3\u4e4b\u524d\uff0c\u6211\u4eec\u4e3b\u8981\u7684\u65f6\u95f4\u5206\u914d\uff0c\u9664\u4e86\u5404\u79cd\u4f1a\u8bae\u4e4b\u5916\uff0c\u4e3b\u8981\u65f6\u95f4\u8fd8\u662f\u5728\u7f16\u7801\u9636\u6bb5\u3002\u73b0\u5728\u501f\u52a9 Vibe Coding \u6211\u4eec\u5927\u90e8\u5206\u65f6\u95f4\u53ef\u80fd\u662f\u5728\u7b49\u5f85 AI \u751f\u6210\u7ed3\u679c\uff0c\u7136\u540e\u63a5\u53d7\u4fee\u6539\uff0c\u6216\u8005\u7ed9\u51fa\u5efa\u8bae\u8fdb\u5165\u4e0b\u4e00\u8f6e\u4fee\u6539\uff0c\u66f4\u50cf\u4e00\u4e2a director \u6216\u8005 manager \u7684\u89d2\u8272\u3002</p>\n<p>(\u539f\u672c\u4ee5\u4e3a AI \u53d1\u5c55\u5f97\u66f4\u597d\uff0c\u5b83\u5904\u7406\u95ee\u9898\u7684\u901f\u5ea6\u5c31\u4f1a\u66f4\u5feb\u3002\u4e8b\u5b9e\u53d1\u73b0\uff0c\u4f3c\u4e4e\u4e5f\u5e76\u4e0d\u662f\u8fd9\u6837\u3002\u73b0\u5728\u53d1\u5c55\u66f4\u597d\uff0c\u53cd\u800c\u601d\u8003\u94fe\u6761\u5c31\u66f4\u957f\u3002\u5f53\u7136\uff0c\u5b83\u5904\u7406\u6700\u7ec8\u95ee\u9898\u7684\u7ed3\u679c\u4f1a\u66f4\u597d\uff0c\u6574\u4f53\u7684\u5904\u7406\u6548\u7387\u5e94\u8be5\u662f\u63d0\u9ad8\u4e86\uff0c\u5927\u90e8\u5206\u60c5\u51b5\u4e0b\uff0c\u4e00\u6b21\u5c31\u80fd\u597d\uff0c\u7701\u6389\u4e86\u6539\u6765\u6539\u53bb\u7684\u6b65\u9aa4\u3002</p>\n<p>\u5982\u540c\u5f02\u6b65 IO \uff0c\u4e3a\u4e86\u63d0\u9ad8\u5904\u7406\u6548\u7387\uff0cCPU \u4e0d\u4f1a\u540c\u6b65\u5730 wait \u5728\u8017\u65f6\u7684 IO \u4e0a\uff0c\u8fd9\u90e8\u5206\u4ea4\u7ed9 AI \uff0c\"CPU\" \u7ee7\u7eed\u5f02\u6b65\u5904\u7406\u5176\u4ed6\u7684\u4efb\u52a1\u3002\u628a CPU \u585e\u5230\u767e\u5206\u4e4b\u4e03\u516b\u5341\u624d\u662f\u6700\u9ad8\u6548\u7684\uff0c\u90a3\u6709\u8fd9\u79cd \"CPU\" \u7684\u4eba\u624d\u4e5f\u662f\u6bd4\u8f83\u6709\u7ade\u4e89\u529b\u7684.</p>\n<p>\u4e3a\u4ec0\u4e48\u8981\u8fd9\u6837\uff0c\u4e0d\u80fd\u4e0d\u5377\u5417\uff1f\u4f46\u5766\u7387\u5730\u8bb2\uff0c\u5728\u73b0\u5728\u8fd9\u4e2a\u73af\u5883\u4e0b\uff0c\u4e0d\u5377\u53ef\u80fd\u4e0d\u592a\u73b0\u5b9e\uff0c\u8d44\u672c\u5bb6\u603b\u662f\u662f\u8981\u5145\u5206\u5730\u538b\u69a8\u5269\u4f59\u4ef7\u503c\u7684\uff0c\u4e0d\u5377\u6709\u7684\u4eba\u5377\uff0c\u56da\u5f92\u56f0\u5883\u3002</p>\n<p>\u4f46\u662f\u4eba\u8111\u8ddf CPU \u4e0d\u4e00\u6837\uff0c\u4e0d\u4f1a\u5929\u751f\u5c31\u4f1a\u5e76\u884c\u5730\u5904\u7406\u4efb\u52a1\u7684\u3002\u51b5\u4e14\uff0c\u7a0b\u5e8f\u5458\u4e5f\u5f88\u8ba8\u538c\u88ab\u6253\u65ad\uff0c\u4e0a\u4e0b\u6587\u7684\u5207\u6362\u4e5f\u5f88\u8017\u65f6\u8017\u795e\u3002\u4f46\u662f\u8fd9\u662f\u4e00\u4e2a\u53ef\u4ee5\u901a\u8fc7\u523b\u610f\u7ec3\u4e60\u6765\u52a0\u5f3a\u7684\u884c\u4e3a\uff0c\u5de5\u4f5c\u4e2d\uff0c\u6211\u89c1\u8fc7\u4e2a\u522b\u4e0b\u5c5e\u548c\u540c\u4e8b\u5728\u5904\u7406\u8fd9\u79cd\u5e76\u884c\u7684\u4efb\u52a1\u65f6\u505a\u5f97\u5f88\u597d\u7684\uff0c\u4ed6\u4eec\u901a\u5e38\u4f1a\u6709\u8fd9\u79cd\u4e60\u60ef\u3002\u5982\u679c\u53bb\u523b\u610f\u5730\u57f9\u517b\u8fd9\u79cd\u80fd\u529b\uff0c\u4f1a\u6709\u66f4\u5927\u53d1\u6325\u7684\u7a7a\u95f4\u3002</p>\n<p>\u6211\u4e2a\u4eba\u76ee\u524d\u662f\u5f88\u62b5\u89e6\u5377\u7684\uff0c\u4f46\u6211 20 \u591a\u5c81\u7684\u65f6\u5019\u4e5f\u5f88\u5377\uff0c\u4f46\u56e0\u6b64\u4e5f\u83b7\u5f97\u4e86\u8be5\u6709\u7684\u56de\u62a5\uff0c\u6240\u4ee5\u4e5f\u6211\u4e5f\u5f88\u96be\u5efa\u8bae\u522b\u4eba\u5377\u6216\u8005\u8eba\u5e73\uff0c\u6ca1\u6cd5\u8bf4\u3002\u77e5\u9053\u81ea\u5df1\u60f3\u8981\u4ec0\u4e48\uff0c\u53bb\u8ffd\u7a76\u4ec0\u4e48\u5c31\u597d\u4e86\u3002</p>\n<p>\u5404\u4f4d\u89c9\u5f97\u5462\uff1f</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/JoeJoeJoe", 
        "name": "JoeJoeJoe", 
        "avatar": "https://cdn.v2ex.com/avatar/7f7f/3bb4/531733_large.png?m=1776992326"
      }, 
      "url": "https://www.v2ex.com/t/1188918", 
      "title": "JTalk \u7b2c\u4e00\u671f\u5b8c\u7f8e\u843d\u5e55, \u611f\u8c22 V \u53cb\u4eec\u7684\u7cbe\u5f69\u5185\u5bb9, \u4ee5\u4e0b\u4e3a\u672c\u6b21\u6d3b\u52a8\u7684\u7b80\u8981\u4fe1\u606f.", 
      "id": "https://www.v2ex.com/t/1188918", 
      "date_published": "2026-01-28T01:44:43+00:00", 
      "content_html": "<h3>\u6d3b\u52a8\u8be6\u60c5\u56de\u987e: <a href=\"https://www.v2ex.com/t/1187043\" rel=\"nofollow\">https://www.v2ex.com/t/1187043</a></h3>\n<hr/>\n<h3>\u672c\u6b21\u5f81\u7a3f\u989d\u5916\u5956\u52b1(\u5df2\u53d1\u653e\u5b8c\u6bd5)</h3>\n<p>\u622a\u6b62\u5230 utc \u65f6\u95f4 2026.1.27, \u4ee5\u4e0b\u5e16\u5b50\u83b7\u5f97\u989d\u5916\u7684\u6d3b\u52a8\u5956\u52b1:</p>\n<ul>\n<li>\u56de\u590d\u6570\u6700\u591a(193 \u56de\u590d) -&gt; 200$v2ex:</li>\n</ul>\n<blockquote>\n<p>@287854442 <a href=\"https://www.v2ex.com/t/1188728\" rel=\"nofollow\">&lt;&lt;\u4e00\u4e2a\u5927\u80c6\u7684\u9884\u8a00\uff1a\u8bed\u97f3\u8f93\u5165\u5c06\u6210\u4e3a\u7edd\u5bf9\u4e3b\u6d41&gt;&gt;</a> </p>\n</blockquote>\n<ul>\n<li>\u6536\u85cf\u6570\u6700\u591a(14 \u4eba\u6536\u85cf) -&gt; 500$v2ex</li>\n</ul>\n<blockquote>\n<p>@sillydaddy <a href=\"https://www.v2ex.com/t/1187503\" rel=\"nofollow\">&lt;&lt;vibe coding \u7684\u6700\u4f73\u5b9e\u8df5\u5230\u5e95\u662f\u4ec0\u4e48\uff1f&gt;&gt;</a></p>\n</blockquote>\n<ul>\n<li>\u611f\u8c22\u6570\u6700\u591a(3 \u4eba\u611f\u8c22) -&gt; 500$v2ex</li>\n</ul>\n<blockquote>\n<p>@287854442 <a href=\"https://www.v2ex.com/t/1188728\" rel=\"nofollow\">&lt;&lt;\u4e00\u4e2a\u5927\u80c6\u7684\u9884\u8a00\uff1a\u8bed\u97f3\u8f93\u5165\u5c06\u6210\u4e3a\u7edd\u5bf9\u4e3b\u6d41&gt;&gt;</a> </p>\n</blockquote>\n<hr/>\n<h3>\u672c\u6b21\u6d3b\u52a8\u6240\u6709\u7b26\u5408\u4e3b\u9898\u7684\u5e16\u5b50:</h3>\n<p><a href=\"https://www.v2ex.com/t/1188728\" rel=\"nofollow\">&lt;&lt;\u4e00\u4e2a\u5927\u80c6\u7684\u9884\u8a00\uff1a\u8bed\u97f3\u8f93\u5165\u5c06\u6210\u4e3a\u7edd\u5bf9\u4e3b\u6d41&gt;&gt;</a> \u4f5c\u8005: @287854442 </p>\n<p><a href=\"https://www.v2ex.com/t/1188833\" rel=\"nofollow\">&lt;&lt;\"AI \u4e0e\u7f16\u7a0b\" \u51e0\u4e2a\u6708\u6765\u9ad8\u5f3a\u5ea6 vibe coding \u7684\u4e00\u70b9\u5fc3\u5f97&gt;&gt;</a> \u4f5c\u8005: @mkq</p>\n<p><a href=\"https://www.v2ex.com/t/1188245\" rel=\"nofollow\">&lt;&lt;AI \u65f6\u4ee3\uff0c\u7b14\u8bb0\u7684\u7ed3\u5c40\u662f\u4ec0\u4e48\uff1f&gt;&gt;</a> \u4f5c\u8005: @287854442</p>\n<p><a href=\"https://www.v2ex.com/t/1188070\" rel=\"nofollow\">&lt;&lt;\"AI \u4e0e\u7f16\u7a0b\" \u8fd1\u534a\u5e74\u5de5\u4f5c\u4f7f\u7528 Cursor \u7684\u611f\u53d7&gt;&gt;</a> \u4f5c\u8005: @lenglengyuchen</p>\n<p><a href=\"https://www.v2ex.com/t/1187503\" rel=\"nofollow\">&lt;&lt;vibe coding \u7684\u6700\u4f73\u5b9e\u8df5\u5230\u5e95\u662f\u4ec0\u4e48\uff1f&gt;&gt;</a> \u4f5c\u8005: @sillydaddy</p>\n<p><a href=\"https://www.v2ex.com/t/1187456\" rel=\"nofollow\">&lt;&lt;\u6211\u4ece\u6765\u4e0d\u662f\u521b\u9020\u578b\u4eba\u624d - AI \u9a71\u52a8\u7f16\u7a0b\u4e0b\u7684\u8ff7\u601d&gt;&gt;</a> \u4f5c\u8005: @Zhuzhuchenyan</p>\n<p><a href=\"https://www.v2ex.com/t/1187282\" rel=\"nofollow\">&lt;&lt;\u672a\u6765 10 \u5e74\u7a0b\u5e8f\u5458\u6280\u672f\u6c34\u5e73\u5206\u5e03\u4f1a\u662f\u4ec0\u4e48\u7ed3\u6784\uff1f&gt;&gt;</a> \u4f5c\u8005: @Kinnikuman</p>\n<p><a href=\"https://www.v2ex.com/t/1187145\" rel=\"nofollow\">&lt;&lt;AI \u72c2\u70ed\u7684\u51b7\u601d\u8003&gt;&gt;</a> \u4f5c\u8005: @shoushen</p>\n<p><a href=\"https://www.v2ex.com/t/1187258\" rel=\"nofollow\">&lt;&lt;AI \u6d6a\u6f6e\u4e0b\uff0c\u7a0b\u5e8f\u5458\u6559\u80b2\u8be5\u5982\u4f55\u8f6c\u578b\uff1f&gt;&gt;</a> \u4f5c\u8005: @Dabney</p>\n<p><a href=\"https://www.v2ex.com/t/1187313\" rel=\"nofollow\">&lt;&lt;\u5927\u5bb6\u90fd\u662f\u5982\u4f55\u4f7f\u7528 AI \u63d0\u5347\u5de5\u4f5c\u6548\u7387\u7684\uff1f&gt;&gt;</a> \u4f5c\u8005: @darktutu</p>\n<p><a href=\"https://www.v2ex.com/t/1187019\" rel=\"nofollow\">&lt;&lt;\u6211\u4eec\u771f\u7684\u5e94\u8be5\u5b8c\u5168\u653e\u5f03\u300a\u53e4\u6cd5\u7f16\u7a0b\u300b\uff1f&gt;&gt;</a> \u4f5c\u8005: @ybz</p>\n<p><a href=\"https://www.v2ex.com/t/1187052\" rel=\"nofollow\">&lt;&lt;\u968f\u7740 AI \u7684\u53d1\u5c55\uff0c\"\u773c\u9ad8\u624b\u4f4e\"\u4f1a\u4e0d\u4f1a\u9010\u6e10\u53d8\u6210\u4f18\u52bf\uff1f&gt;&gt;</a> \u4f5c\u8005: @funtanstic</p>\n<hr/>\n<p>\u6700\u540e, \u518d\u6b21\u611f\u8c22\u6240\u6709\u53c2\u4e0e\u5206\u4eab\u4e0e\u8ba8\u8bba\u7684 V \u53cb, \u6b22\u8fce\u5927\u5bb6\u5173\u6ce8<a href=\"https://v2ex.com/go/joe\" rel=\"nofollow\"> Joe's Talk</a>, \u8ba9\u6211\u4eec\u4e00\u8d77\u6765\u5efa\u8bbe\u65b0\u7684\u65e0\u6c34\u677f\u5757.</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/mkq", 
        "name": "mkq", 
        "avatar": "https://cdn.v2ex.com/gravatar/d43b8be6f84bef48bdb2163dca611687?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1188833", 
      "title": "[AI \u4e0e\u7f16\u7a0b] \u51e0\u4e2a\u6708\u6765\u9ad8\u5f3a\u5ea6 vibe coding \u7684\u4e00\u70b9\u5fc3\u5f97", 
      "id": "https://www.v2ex.com/t/1188833", 
      "date_published": "2026-01-27T11:14:02+00:00", 
      "content_html": "<p>\u8fd1\u51e0\u4e2a\u6708\u6765\u56e0\u4e3a\u5728\u809d\u5f88\u6025\u7684\u9879\u76ee\uff0c\u6240\u4ee5\u88ab\u8feb\u5f53\u4e0a\u4e86\u5168\u6808\u5de5\u7a0b\u5e08\uff08\u867d\u7136\u6211\u5bf9\u524d\u7aef\u51e0\u4e4e\u4e00\u65e0\u6240\u77e5\uff09\uff0c\u9ad8\u5f3a\u5ea6\u5730\u4f7f\u7528 AI \u6765\u5199\u4ee3\u7801\uff0c\u88ab\u8feb\u5730\u603b\u7ed3\u51fa\u4e86\u4e9b\u8bb8\u5fc3\u5f97\uff0c\u5728\u6b64\u5206\u4eab\u4e00\u4e0b\u3002\u63d0\u524d\u58f0\u660e\u4e00\u4e0b\uff0c\u6211\u7684\u9879\u76ee\u56e0\u4e3a\u4e3b\u8981\u662f\u79d1\u7814\u7528\u9014\uff0c\u5bf9\u4ee3\u7801\u8d28\u91cf\u7684\u8981\u6c42\u5e76\u4e0d\u662f\u5f88\u9ad8\uff0c\u4f7f\u7528\u7684\u4e5f\u662f AI \u6700\u64c5\u957f\u7684 Python, \u6240\u4ee5\u5168\u7a0b vibe coding \u4e5f\u95ee\u9898\u4e0d\u5927\u3002</p>\n<p>\u6211\u6700\u5f00\u59cb\u7684\u505a\u6cd5\u662f\u5728\u7f51\u9875\u7aef\u5411 AI \u63cf\u8ff0\u6211\u7684\u9700\u6c42\uff0c\u7136\u540e\u5c06 AI \u5199\u597d\u7684\u51fd\u6570\u590d\u5236\u5230\u6211\u7684\u6587\u4ef6\u91cc\uff0c\u6700\u540e\u6211\u628a\u5b83\u4eec\u7ec4\u7ec7\u8d77\u6765\uff0c\u8fd9\u79cd\u5199\u6cd5\u5176\u5b9e\u6548\u7387\u8f83\u4f4e\uff0c\u4f46\u662f\u597d\u5904\u662f\u81ea\u5df1\u5bf9\u4ee3\u7801\u7684\u7ec6\u8282\u4ecd\u6709\u638c\u63a7\uff0c\u800c\u4e14\u4e2a\u4eba\u611f\u89c9\u7f51\u9875\u7aef\u7684 AI \u667a\u5546\u6bd4\u540e\u9762\u7684\u547d\u4ee4\u884c ai \u9ad8\u5f88\u591a\uff0c\u4ee3\u7801\u8d28\u91cf\u4e5f\u76f8\u5f53\u559c\u4eba\uff0c\u53ef\u80fd\u662f Prompt \u7ed9\u7684\u6bd4\u8f83\u597d\u3002\u4e4b\u540e\u968f\u7740\u9879\u76ee\u7684\u6269\u5927\uff0c\u518d\u52a0\u4e0a\u524d\u7aef\u7684\u9700\u6c42\uff0c\u6211\u9010\u6e10\u65e0\u529b\u5e94\u4ed8\uff0c\u4e8e\u662f\u4e5f\u5f00\u59cb\u8f6c\u5411 codex, cursor, gemini-cli \uff0c\u4ee5\u4e0b\u662f\u4e00\u4e9b\u5fc3\u5f97\u3002</p>\n<h2>\u5e73\u53f0\u9009\u62e9</h2>\n<p>\u76ee\u524d\u6211\u91cd\u5ea6\u4f7f\u7528\u7684\u5e73\u53f0\u6709 codex, cursor, gemini-cli \u8fd9\u4e09\u4e2a\uff0c\u4e4b\u524d\u542c\u522b\u4eba\u8bf4 codex \u9002\u5408 de \u5f88\u590d\u6742\u7684 bug, cursor \u9002\u5408\u540e\u7aef\uff0cgemini-cli \u9002\u5408\u524d\u7aef\uff0c\u4f46\u662f\u6211\u57fa\u672c\u4e0a\u662f\u54ea\u4e2a\u5145\u4e86\u4f1a\u5458\u5c31\u7528\u54ea\u4e2a\uff0c\u6240\u4ee5\u5e76\u6ca1\u6709\u5f88\u6df1\u7684\u4f53\u4f1a\u3002</p>\n<h3>cursor</h3>\n<p>cursor \u9ed8\u8ba4\u4f7f\u7528\u7684\u662f\u4e00\u4e2a\u5b83\u4eec\u81ea\u5bb6\u5fae\u8c03\u8fc7\u7684\u6a21\u578b\uff0c\u6548\u679c\u611f\u89c9\u5341\u5206\u4e0d\u9519\uff0c\u5c5e\u4e8e\u6a21\u578b\u672c\u8eab\u4e0d\u592a\u884c\uff0c\u4f46\u662f\u901a\u8fc7\u7cbe\u8015\u7ec6\u4f5c\u8fbe\u5230\u4e86 120 \u5206\u7684\u53d1\u6325\uff0c\u5177\u4f53\u7684\u4f53\u73b0\u5728\u5b83\u7ed9\u51fa\u7684\u4ee3\u7801\u6539\u52a8\u901a\u5e38\u5341\u5206\u7cbe\u786e\uff0c\u5373\u4f7f\u5728\u957f\u4e0a\u4e0b\u6587\u4e0b\u4e5f\u662f\u5982\u6b64\uff0c\u800c\u4e14\u4f7f\u7528\u7684 desktop \u5ba2\u6237\u7aef\u4e5f\u63d0\u4f9b\u4e86\u4e00\u4e9b\u8bf4\u5f97\u8fc7\u53bb\u7684\u64a4\u9500\u64cd\u4f5c\u7684\u652f\u6301\u3002\u4f46\u662f\u7f3a\u70b9\u662f\u592a\u8d35\u4e86\uff0c\u6211\u4ec5\u8bd5\u7528\u5b8c\u4e86\u514d\u8d39\u7684\u989d\u5ea6\u540e\u5c31\u6ca1\u518d\u4f7f\u7528\u4e86\u3002</p>\n<h3>gemini-cli</h3>\n<p>\u8fd9\u4e2a\u662f\u6211\u76ee\u524d\u4e3b\u8981\u4f7f\u7528\u7684\u5e73\u53f0\uff0c\u5f97\u76ca\u4e8e\u5b66\u751f\u4f18\u60e0\uff0c\u6211\u53ef\u4ee5\u514d\u8d39\u7528\u4e00\u6574\u5e74\uff0c\u4f46\u5b9e\u9645\u4e0a\u6548\u679c\u4e5f\u662f\u6700\u5dee\u7684\u3002\u9996\u5148\u662f\u5404\u79cd\u6797\u6797\u603b\u603b\u7684 bug \uff0c\u6bd4\u5982\u8bf4\u9047\u5230\u67d0\u4e2a\u5b57\u7b26\u4e4b\u540e\u6574\u4e2a\u5bf9\u8bdd\u5c31\u65e0\u6cd5\u7ee7\u7eed/resume \uff0c\u518d\u6bd4\u5982\u4e0b\u9762\u7684\u8fd9\u4e2a\u521a\u9047\u5230\u7684\u5947\u5999 bug</p>\n<pre><code>\u2139 IMPORTANT: This conversation exceeded the compress threshold. A compressed context will be sent for future messages (compressed from: 778532 to\n  598466 tokens).\n\n\u2139 Request cancelled.\n\n&gt; /compress\n\n\u2726 Chat history compression did not reduce size. This may indicate issues with the compression prompt.\n\n:-)\n</code></pre>\n<p>\u9664\u6b64\u4e4b\u5916\u5728\u957f\u4e0a\u4e0b\u6587\u4e0b\uff0cgemini \u7ed9\u51fa\u7684\u4ee3\u7801\u4fee\u6539\u4e5f\u4f1a\u53d8\u5f97\u975e\u5e38\u4f4e\u8d28\u91cf\uff0c\u5982\u5728\u6bcf\u4e00\u884c\u4e2d\u95f4\u52a0\u5165\u7a7a\u884c\uff0c\u5c06\u81ea\u5df1\u7684\u601d\u8003\u5199\u5165\u6ce8\u91ca\uff0c\u6216\u8005\u5faa\u73af\u8f93\u51fa\u90fd\u662f\u5bb6\u5e38\u4fbf\u996d\uff0c\u751a\u81f3\u8fd8\u4f1a\u5411\u6211\u5410\u69fd\u8bf4 google \u7ed9\u5b83\u7684\u4ee3\u7801\u4fee\u6539\u5de5\u5177\u96be\u7528\uff0c\u6574\u4f53\u6765\u8bf4\u8ba9\u4eba\u89c9\u5f97\u975e\u5e38\u5730...\u5370\u8c61\u6df1\u523b</p>\n<p>\u5b83\u6709\u56db\u79cd\u6a21\u578b\u53ef\u9009\uff0cgemini-pro \u7cfb\u5217\u548c gemini-frash \u7cfb\u5217\uff0c\u5404\u6709 2.5 \u548c 3 \u4e24\u79cd\u7248\u672c\uff0c\u6211\u4e00\u76f4\u4f7f\u7528\u7684\u662f gemini-3, \u4f46\u662f pro \u548c frash \u54ea\u4e2a\u597d\u6211\u7740\u5b9e\u6ca1\u611f\u89c9\u51fa\u6765\uff0c\u4e00\u4e2a\u559c\u6b22\u8bf4\u82f1\u6587\uff0c\u4e00\u4e2a\u559c\u6b22\u8bf4\u4e2d\u6587\u7684\u533a\u522b\u5427\u3002</p>\n<h3>codex</h3>\n<p>\u5982\u679c\u6709 gpt \u7684\u4f1a\u5458\u7684\u8bdd\u5c31\u53ef\u4ee5\u83b7\u5f97 codex \u7684\u989d\u5ea6\uff0c\u8fd9\u4e2a\u4e5f\u662f\u6211\u5f88\u559c\u6b22\u7684\u5e73\u53f0\uff0c\uff08\u5948\u4f55\u6211\u6ca1\u4f1a\u5458\u4e86\uff09\uff0c\u76f8\u6bd4 gemini \u5176\u6027\u80fd\u8981\u66f4\u52a0\u7a33\u5b9a\u4e00\u4e9b\uff0c\u6709\u7740\u66f4\u597d\u7684\u8c03\u6559\uff0c\u4f46\u662f\u4e2d\u91cd\u5ea6\u4f7f\u7528\u5f88\u5bb9\u6613\u89e6\u53d1\u5b83\u7684\u9650\u989d\u3002\u6211\u5f88\u559c\u6b22\u7684\u662f\u5b83\u7684 review \u529f\u80fd\uff0c\u662f\u7528\u5f88\u5ba2\u89c2\u7684\u89c6\u89d2\u76d1\u89c6\u4ee3\u7801\u7684\u4fee\u6539\uff0c\u5e76\u4e14\u7ed9\u51fa\u4e00\u4e9b\u5efa\u8bae\uff0c\u6211\u540e\u9762\u7528 gemini \u7684\u65f6\u5019\u4e5f\u5c1d\u8bd5\u8ba9 AI \u6765 review \u81ea\u5df1\u7684\u4fee\u6539\uff0c\u4f46\u662f\u5b83\u53ea\u4f1a\u5bf9\u81ea\u5df1\u7684\u4ee3\u7801\u4e00\u901a\u5938\u3002\u6211\u5728\u7528 codex \u7684\u65f6\u5019\u8fd8\u6ca1\u5b66\u4f1a\u540e\u9762\u7684\u4e00\u5806\u64cd\u4f5c\uff0c\u4f46\u662f\u4ee3\u7801\u8d28\u91cf\u8fd8\u7b97\u4e0d\u9519\u3002</p>\n<p>\u6b64\u5916\u5b83\u6bd4 gemini \u66f4\u559c\u6b22\u4f7f\u7528\u547d\u4ee4\u884c\u5de5\u5177\uff0c\u4f1a\u7528\u66f4\u591a sed \u4e4b\u7c7b\u7684\u6307\u4ee4</p>\n<h2>\u5355\u5143\u6d4b\u8bd5/\u9759\u6001\u68c0\u6d4b</h2>\n<p>\u5bf9\u6211\u6765\u8bf4\u6d4b\u8bd5\u5206\u4e3a\u4e24\u90e8\u5206\uff0c\u4e00\u90e8\u5206\u662f\u65b0\u529f\u80fd\u7684\u6d4b\u8bd5\uff0c\u8fd9\u90e8\u5206\u6ca1\u4ec0\u4e48\u53ef\u8bf4\u7684\uff0cAI \u4f1a\u7f16\u5199\u4e00\u4e9b\u7b80\u5355\u7684\u6d4b\u8bd5\u7528\u4f8b\uff0c\u5373\u4f7f\u6211\u5f3a\u8c03\u9700\u8981\u5145\u5206\u6d4b\u8bd5\uff0c\u6240\u4ee5\u611f\u89c9\u53ea\u80fd\u627e\u51fa\u4e00\u4e9b\u6bd4\u8f83\u4f4e\u7ea7\u7684\u9519\u8bef\u3002</p>\n<p>\u7b2c\u4e8c\u90e8\u5206\u5219\u662f debug, \u5018\u82e5\u4f60\u53d1\u73b0\u4e00\u4e2a bug \u7136\u540e\u63cf\u8ff0\u7ed9 AI \u8ba9\u5b83\u4fee\u590d\uff0c\u5b9e\u9645\u4e0a\u5b83\u53ea\u4f1a\u4e71\u6539\u4e00\u6c14\uff0c\u53ea\u6709\u5728\u8db3\u591f\u5e78\u8fd0\u7684\u60c5\u51b5\u4e0b\u624d\u80fd\u4fee\u6539\u6b63\u786e\uff0c\u8fd8\u4f1a\u52a0\u4e0a\u4e00\u5806\u515c\u5e95\u7684\u4ee3\u7801\uff0c\u56e0\u6b64\u66f4\u5408\u7406\u7684\u505a\u6cd5\u662f\u8ba9\u5b83\u5148\u590d\u73b0 bug \u518d\uff08\u8ba9\u5b83\uff09\u8fdb\u884c\u4fee\u590d\uff0c\u524d\u7aef\u7684 bug \u4e5f\u662f\u5982\u6b64\u3002</p>\n<p>\u6b64\u5916\u9759\u6001\u68c0\u6d4b\u4e5f\u5f88\u91cd\u8981\uff0c\u5c31 gemini \u6765\u8bf4\uff0c\u5b83\u5f88\u5bb9\u6613\u5199\u51fa\u975e\u5e38\u4f4e\u7ea7\u7684\u9519\u8bef\uff0cpylint \u4e4b\u7c7b\u7684\u5de5\u5177\u53ef\u4ee5\u68c0\u67e5\u51fa\u6765\u4e0d\u5c11\u3002</p>\n<h2>\u5c38\u68c0\u62a5\u544a</h2>\n<p>\u8fd9\u4e2a\u4e5f\u662f\u4ece\u63a8\u7279\u4e0a\u770b\u6765\u7684\u6280\u5de7\uff0c\u5176\u91cd\u70b9\u662f\u5c06\u6bcf\u6b21\u7684\u4ee3\u7801\u63d0\u4ea4\u5199\u6210\u4e00\u4e2a\u603b\u7ed3\u6027\u8d28\u7684\u5c38\u68c0\u62a5\u544a\uff0c\u4e4b\u540e\u6bcf\u6b21\u63d0\u4ea4\u90fd\u68c0\u89c6\u8fd9\u4e9b\u62a5\u544a\uff0c\u68c0\u67e5\u662f\u5426\u4e0e\u539f\u6709\u7684\u63d0\u4ea4\u76f8\u4e92\u51b2\u7a81\u3002\u4e0d\u8fc7\u6211\u6ca1\u6709\u592a\u7528\u5230\u8fd9\u4e2a\u6280\u5de7\uff0c\u56e0\u4e3a\u5b66\u5230\u7684\u65f6\u5019\u9879\u76ee\u590d\u6742\u7684\u90e8\u5206\u5df2\u7ecf\u5199\u5f97\u5dee\u4e0d\u591a\u4e86\u3002</p>\n<h2>Prompt</h2>\n<p>\u6700\u540e\u5206\u4eab\u4e00\u4e2a prompt, gemini \u5199\u4ee3\u7801\u65f6\u4f1a\u6bd4\u8f83\u6025\u8e81\uff0c\u53ef\u80fd\u5c31\u662f\u6700\u8fd1\u4eba\u4eec\u5e38\u8bf4\u7684\u201c\u4e0a\u4e0b\u6587\u7126\u8651\u201d\uff0c\u8fd9\u79cd\u72b6\u6001\u4e0b\u7684 AI \u5bb9\u6613\u505a\u51fa\u4e00\u4e9b\u8bf8\u5982 rm, git restore \u4e4b\u7c7b\u7684\u4e0d\u7406\u667a\u7684\u64cd\u4f5c\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\u6211\u7ed9\u5b83\u5199\u4e86\u4e2a\u540d\u4e3a <em>\u4e8b\u7f13\u5219\u5706</em> \u7684\u539f\u5219\uff0c\u653e\u5230\u5b83\u7684 <a href=\"http://GEMINI.md\" rel=\"nofollow\">GEMINI.md</a> \u91cc\u9762\uff0c \u7136\u540e\u6bcf\u6b21\u8ba9\u5b83\u505a\u4e8b\u60c5\uff0c\u6216\u8005\u770b\u5230\u5b83\u62bd\u98ce\u7684\u65f6\u5019\u5c31\u5ff5\u4e00\u904d\u8fd9\u4e2a\u5492\u8bed\uff0c\u5b9e\u6d4b\u53ef\u4ee5\u6709\u6548\u5730\u5e73\u590d AI \u7684\u5fc3\u6001\uff0c\u4f46\u662f\u4ed4\u7ec6\u60f3\u60f3\u53c8\u89c9\u5f97\u8fd9\u6837\u6709\u4e00\u4e9b\u6ed1\u7a3d\u2014\u2014\u50cf\u4e24\u4e2a\u548c\u5c1a\u4e00\u89c1\u9762\u5c31\u8bf4\u201c\u963f\u5f25\u9640\u4f5b\u201d</p>\n<pre><code>&gt; \u4ec0\u4e48\u60c5\u51b5\u5440\uff0c\u4e8b\u7f13\u5219\u5706\n\n\u2726 \u786e\u5b9e\u201c\u4e8b\u7f13\u5219\u5706\u201d\uff0c\u5728\u5904\u7406\u590d\u6742\u7684\u5143\u5de5\u5177\u903b\u8f91\u65f6\uff0c\u6211\u4e0d\u614e\u5bfc\u81f4\u4e86\u6570\u636e\u5e93\u72b6\u6001\u7684\u5f02\u5e38\u3002\n\n</code></pre>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/287854442", 
        "name": "287854442", 
        "avatar": "https://cdn.v2ex.com/avatar/d95b/6d57/26655_large.png?m=1768905407"
      }, 
      "url": "https://www.v2ex.com/t/1188728", 
      "title": "\u4e00\u4e2a\u5927\u80c6\u7684\u9884\u8a00\uff1a\u8bed\u97f3\u8f93\u5165\u5c06\u6210\u4e3a\u7edd\u5bf9\u4e3b\u6d41", 
      "id": "https://www.v2ex.com/t/1188728", 
      "date_published": "2026-01-27T06:50:44+00:00", 
      "content_html": "<p>\u5148\u8bf4\u7ed3\u8bba\uff1a\u5927\u6982 1~2 \u5e74\u4e4b\u540e\uff0c\u8bed\u97f3\u8f93\u5165\u5728\u79fb\u52a8\u8bbe\u5907\u4e0a\u5c06\u4f1a\u6210\u4e3a\u4e3b\u6d41\u7684\u8f93\u5165\u65b9\u5f0f\u3002\u6587\u5b57\u8f93\u5165\u57fa\u672c\u88ab\u6dd8\u6c70\uff0c\u5c31\u8ddf\u73b0\u5728\u57fa\u672c\u6ca1\u6709\u4eba\u4f1a\u7528\u624b\u5199\u8f93\u5165\u4e00\u6837\u3002</p>\n<p>\u4e3a\u4ec0\u4e48\uff1f\u56e0\u4e3a\u6548\u7387\u3002</p>\n<p>\u4e00\u4e2a\u64cd\u4f5c\u719f\u7ec3\u7684\u4e00\u822c\u4eba\u5927\u6982\u6bcf\u5206\u949f\u80fd\u6253 80~100 \u4e2a\u6c49\u5b57\uff0c\u4eba\u7684\u8bf4\u8bdd\u901f\u5ea6\u5927\u6982\u662f\u6bcf\u5206\u949f 160~240 \u4e2a\u6c49\u5b57\u3002</p>\n<p>\u73b0\u5728 AI \u8bed\u97f3\u8f93\u5165\u6cd5\u53ef\u4ee5\u8bc6\u522b\u5f97\u975e\u5e38\u5feb\uff0c\u975e\u5e38\u51c6\u786e\uff0c\u57fa\u672c\u4e0a\u53ef\u4ee5\u8ddf\u4e0a\u8bf4\u8bdd\u7684\u901f\u5ea6\u3002\u6bd4\u5982\u8bf4\u6211\u5199\u7684\u8fd9\u4e00\u6bb5\uff0c\u7528\u7684\u662f\u8c46\u5305\u7684\u8bed\u97f3\u8f93\u5165\uff08\u5229\u76ca\u4e0d\u76f8\u5173\uff0c\u7eaf\u4f69\u670d\uff09\uff0c\u4e00\u4e2a\u9519\u522b\u5b57\u90fd\u6ca1\u6709\u6539\u8fc7\uff08\u6700\u591a\u662f\u4fee\u6539\u4e00\u4e0b\u6807\u70b9\u7b26\u53f7\u3002\uff09\u751a\u81f3\u4e00\u4e9b\u5f88\u751f\u50fb\u7684\u8bcd\u4e5f\u80fd\u8bc6\u522b\u51fa\u6765\u3002</p>\n<p>\u5f53\u7136\uff0c\u968f\u7740\u8fd9\u4e2a\u9884\u6d4b\u7684\u51fa\u73b0\uff0c\u53e6\u5916\u4e00\u4e2a\u662f\u8c01\u80fd\u628a\u63e1\u5230\u8fd9\u4e2a\u8bed\u97f3\u8f93\u5165\u7684\u673a\u4f1a\uff08\u5305\u62ec\u8f6f\u4ef6\u548c\u786c\u4ef6\uff09\uff0c\u8c01\u53ef\u80fd\u5c31\u4f1a\u6210\u4e3a\u672a\u6765\u8f93\u5165\u7684\u7edf\u9886\u8005\u3002\u8fd9\u4e2a\u9884\u6d4b\u7684\u4e00\u4e2a\u5f88\u5927\u7684\u53d8\u6570\u662f AI \u65f6\u4ee3\u8bed\u97f3\u8f93\u5165\u6cd5\u95e8\u69db\u4f1a\u6bd4\u8f83\u4f4e\uff0c\u505a\u4e00\u4e2a\u4e5d\u5341\u5206\u7684\u8bed\u97f3\u8f93\u5165\u5e94\u8be5\u90fd\u4e0d\u662f\u4e00\u4e2a\u5f88\u590d\u6742\u4e14\u5f88\u8d39\u52b2\u7684\u4e8b\u60c5\u3002\u6bd4\u7684\u662f\u8c01\u80fd\u505a\u5230 99 \u5206\u3002</p>\n<p>\u4f60\u89c9\u5f97\u5462\uff1f</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/287854442", 
        "name": "287854442", 
        "avatar": "https://cdn.v2ex.com/avatar/d95b/6d57/26655_large.png?m=1768905407"
      }, 
      "url": "https://www.v2ex.com/t/1188245", 
      "title": "AI \u65f6\u4ee3\uff0c\u7b14\u8bb0\u7684\u7ed3\u5c40\u662f\u4ec0\u4e48\uff1f", 
      "id": "https://www.v2ex.com/t/1188245", 
      "date_published": "2026-01-25T15:36:53+00:00", 
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    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/lenglengyuchen", 
        "name": "lenglengyuchen", 
        "avatar": "https://cdn.v2ex.com/avatar/45fc/6dae/677708_large.png?m=1775290703"
      }, 
      "url": "https://www.v2ex.com/t/1188070", 
      "title": "[ AI \u4e0e\u7f16\u7a0b] \u8fd1\u534a\u5e74\u5de5\u4f5c\u4f7f\u7528 Cursor \u7684\u611f\u53d7", 
      "id": "https://www.v2ex.com/t/1188070", 
      "date_published": "2026-01-24T09:10:02+00:00", 
      "content_html": "\u80cc\u666f\uff1aB \u7aef\u524d\u7aef\u5f00\u53d1<br /><br />\u5927\u6982\u662f 25 \u5e74 6 \u6708\u7533\u8bf7\u7684\u516c\u53f8 Cursor \uff0c\u57fa\u672c\u90fd\u662f\u4f7f\u7528 Claude \u7684\u6700\u65b0\u6a21\u578b\uff0c\u5e74\u672b\u7684 Cursor \u62a5\u544a\u663e\u793a AI \u4ee3\u7801\u91c7\u7528\u7387 20% \u5de6\u53f3\uff0c\u6bd4\u6211\u60f3\u8c61\u4e2d\u7684\u8fd8\u591a\u4e00\u4e9b\u3002<br /><br />\u5e73\u65f6\u4e3b\u8981\u7528 AI \u7684\u4ee3\u7801\u63d0\u793a\uff0c\u5c1d\u8bd5\u8fc7\u51e0\u6b21 Agent \uff0c\u611f\u89c9\u751f\u6210\u7684\u4ee3\u7801\u4e0d\u591f\u597d\uff0c\u68c0\u67e5 AI \u7684\u4ee3\u7801\u5f88\u8d39\u52b2\uff0c\u8ddf\u6211\u7684\u7f16\u7a0b\u4e60\u60ef\u4e0d\u592a\u4e00\u6837\uff0c\u5149\u8bfb\u61c2 AI \u7684\u4ee3\u7801\u5c31\u5f88\u8d39\u65f6\u95f4\uff0c\u4e4b\u540e\u68c0\u67e5\u3001\u81ea\u6d4b\u4e5f\u53ef\u80fd\u6709\u9057\u6f0f\uff0c\u5bfc\u81f4\u63d0\u6d4b\u540e\u51fa\u73b0 Bug \uff0c\u662f AI \u5199\u7684\u90e8\u5206\uff0cAI \u6ca1\u68c0\u67e5\u51fa\u6765\uff0c\u6211\u4e5f\u6ca1\u68c0\u67e5\u51fa\u6765\uff0c\u603b\u7684\u6765\u8bf4\u7528 Agent \u4e0d\u4ec5\u5f00\u53d1\u4f53\u9a8c\u4e0d\u597d\uff08\u7f3a\u5c11\u6572\u4ee3\u7801\u7684\u5feb\u4e50\uff0c\u6ca1\u4eba\u559c\u6b22\u603b\u662f review \u4ee3\u7801\u5427\uff09\uff0c\u800c\u4e14\u4e5f\u6ca1\u8282\u7ea6\u65f6\u95f4\uff0c\u540e\u6765\u6211\u7528 Agent \u65f6\u53ea\u770b\u5b83\u7684\u56de\u7b54\uff0c\u4e0d\u91c7\u7528\u5b83\u7684\u4ee3\u7801\u4e86\u3002\u5f53\u7136\u4e5f\u53ef\u80fd\u662f\u53d7\u9650\u4e8e\u6211\u7684 prompt \u8d28\u91cf\u3001\u6a21\u578b\u8d28\u91cf\u7b49\u7b49\uff0c\u4e4b\u540e\u6709\u7a7a\u4e5f\u4f1a\u628a\u9700\u6c42\u518d\u7528 Agent \u505a\u8bd5\u8bd5\u3002<br /><br />\u4ee3\u7801\u63d0\u793a\u6211\u662f\u771f\u7231\uff0c\u5df2\u7ecf\u5b8c\u5168\u79bb\u4e0d\u5f00\u5b83\u4e86\uff0c\u8fd9\u624d\u662f AI \u5e94\u8be5\u505a\u7684\u5730\u65b9\uff0c\u5c31\u50cf\u6211\u4eec\u5e0c\u671b AI \u6765\u505a\u5bb6\u52a1\u800c\u4e0d\u662f\u5199\u8bd7\uff0c\u4ee3\u7801\u63d0\u793a\u5c31\u662f\u628a\u91cd\u590d\u7e41\u7410\u7684\u6572\u51fb\u7531 AI \u66ff\u6211\u5b8c\u6210\uff0c\u6211\u6765\u6784\u601d\u529f\u80fd\u7684\u5b9e\u73b0\u65b9\u6cd5\u3002<br /><br />Cursor \u4e4b\u524d\u7528\u7684\u662f VS Code Copilot \uff0c\u5927\u6982\u4e5f\u7528\u4e86\u6709\u4e00\u5e74\uff0c\u968f\u7740 AI \u6a21\u578b\u80fd\u529b\u7684\u63d0\u5347\uff0c\u6211\u662f\u5207\u8eab\u611f\u53d7\u5230\u4e86\u5de5\u4f5c\u4f53\u9a8c\u7684\u63d0\u5347\uff0c\u5de5\u4f5c\u91cf\u6ca1\u53d8\u5c11\u751a\u81f3\u6709\u6240\u589e\u52a0\uff0c\u4f46\u5b9e\u9645\u5f00\u53d1\u65f6\u957f\u786e\u5b9e\u51cf\u5c11\u4e86\uff0c\u7b80\u5355\u6765\u8bf4\u5c31\u662f\u6478\u9c7c\u7684\u65f6\u95f4\u66f4\u591a\u4e86\uff0c\u5f53\u7136\u4e5f\u53ef\u80fd\u6709\u6211\u5de5\u4f5c\u719f\u7ec3\u5ea6\u589e\u52a0\u7684\u539f\u56e0\u563f\u563f\u3002"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/lswlray", 
        "name": "lswlray", 
        "avatar": "https://cdn.v2ex.com/avatar/cc5c/8f45/540539_large.png?m=1761027781"
      }, 
      "url": "https://www.v2ex.com/t/1187711", 
      "title": "\u51e0\u4e2a\u6709\u5173\u4e8e [\u94b1] \u7684\u5c0f\u6545\u4e8b", 
      "id": "https://www.v2ex.com/t/1187711", 
      "date_published": "2026-01-22T15:38:07+00:00", 
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    {
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        "url": "https://www.v2ex.com/member/sillydaddy", 
        "name": "sillydaddy", 
        "avatar": "https://cdn.v2ex.com/avatar/be86/c551/472822_large.png?m=1776242400"
      }, 
      "url": "https://www.v2ex.com/t/1187503", 
      "title": "vibe coding \u7684\u6700\u4f73\u5b9e\u8df5\u5230\u5e95\u662f\u4ec0\u4e48\uff1f", 
      "id": "https://www.v2ex.com/t/1187503", 
      "date_published": "2026-01-22T01:54:41+00:00", 
      "content_html": "<h2>\u6700\u8fd1\u70e6\u607c</h2>\n<p>\u4e00\u4e2a\u5c0f\u9879\u76ee\uff0c\u628a\u9879\u76ee\u8bf4\u660e <code>PROJECT . md</code>\u3001\u7528\u6237\u6545\u4e8b <code>PLAN . md</code>\u3001\u539f\u578b\u56fe prototype \uff0c\u90fd\u7ed9\u5230\u4e86 AI \uff08 opus 4.5 \uff09\uff0c\u5e0c\u671b AI \u80fd\u4e00\u6b21\u6027\u957f\u65f6\u95f4\u7f16\u7801\u3002</p>\n<p>AI \u5012\u662f\u542d\u54e7\u542d\u54e7\u7f16\u7801\u4e86 20 \u5206\u949f\uff0c\u6211\u6ee1\u6000\u671f\u5f85\uff0c\u7ed3\u679c\u4e00\u770b\uff0c4 \u4e2a\u524d\u7aef tab \u9875\u5bf9\u5e94\u7684 4 \u4e2a\u529f\u80fd\uff0c\u57fa\u672c\u4e0d\u80fd\u7528\u3002\u611f\u89c9\u5c31\u50cf\u4e00\u4e2a\u4e0d\u8d1f\u8d23\u4efb\u7684\u4eba\uff0c\u8fde\u81ea\u6d4b\u90fd\u6ca1\u6709\u6d4b\u8fc7\uff01</p>\n<h2>\u7f16\u7a0b\u7684\u6700\u4f73\u5b9e\u8df5\u662f\u4ec0\u4e48</h2>\n<p>AI \u7f16\u7a0b\u51fa\u73b0\u7684\u95ee\u9898\uff0c\u5e76\u4e0d\u662f\u4e0d\u80fd\u7406\u89e3\u9700\u6c42\u3002\u7b2c\u4e00\u6b21\u7ed9\u5b83\u539f\u578b\u56fe\uff0c\u5b83\u4ece\u4e2d\u62bd\u53d6\u7684\u529f\u80fd\u70b9\u975e\u5e38\u51c6\u3002\u4f46\u5b9e\u73b0\u65f6\uff0c\u6709\u51e0\u4e2a\u95ee\u9898\uff1a</p>\n<p>1 \u662f<strong>\u6709\u4e9b\u8981\u6c42\u5b83\u76f4\u63a5\u5ffd\u7565\u4e86</strong>\u3002\u6bd4\u5982\u6211\u5e0c\u671b\u6e32\u67d3\u4e00\u4e2a\u8282\u70b9\u7f51\u7edc\uff0c\u7528\u6237\u53ef\u4ee5\u70b9\u51fb\u67d0\u8282\u70b9\uff0c\u5c55\u5f00\u548c\u6536\u8d77\u5b83\u7684\u76f8\u90bb\u8282\u70b9\u3002\u8fd9\u4e2a\u529f\u80fd\u63cf\u8ff0\uff0c\u5728\u539f\u578b\u4e2d\u548c PLAN \u4e2d\u90fd\u662f\u6709\u7684\uff0c\u4f46 AI \u505a\u7684\u65f6\u5019\u4f3c\u4e4e\u76f4\u63a5\u5ffd\u7565\u4e86\u3002\u4e5f\u8bb8\u5b83\u505a\u4e86\uff0c\u4f46\u529f\u80fd\u6ca1\u6709\u7528\uff0c\u770b\u8fc7\u7a0b\uff0c\u5b83\u4e5f\u662f\u6709\u81ea\u6d4b\u7684\u3002</p>\n<p>2 \u662f<strong>prompt \u4e0d\u80fd\u63cf\u8ff0\u6240\u6709\u7684\u4fe1\u606f\uff0c\u6ca1\u63cf\u8ff0\u7684 AI \u53ef\u80fd\u5c31\u8003\u8651\u4e0d\u5230</strong>\u3002\u6bd4\u5982\u7ed9\u6bcf\u4e2a\u8282\u70b9\u6dfb\u52a0\u4e86\u4e00\u4e2a+\u53f7\u6309\u94ae\uff0c\u7528\u6765\u8868\u793a\u6536\u8d77\u548c\u5c55\u5f00\uff0c\u4f46\u62d6\u62fd\u8282\u70b9\u65f6\uff0c\u8fd9\u4e2a+\u53f7\u6309\u94ae\u5e76\u4e0d\u4f1a\u8ddf\u968f\u79fb\u52a8\u3002</p>\n<p>\u603b\u7ed3\u4e00\u4e0b\u5c31\u662f\uff0c\u957f\u7a0b\u7f16\u7801\u4efb\u52a1\uff0cAI \u4e0d\u80fd\u5f88\u597d\u7684\u5b8c\u6210\uff0c\u603b\u6709\u6302\u4e00\u6f0f\u4e07\u7684\u611f\u89c9\uff0c\u867d\u7136\u90fd\u8bf4\u8981\u5c0f\u6b65\u5feb\u8dd1\uff0c\u4f46\u662f\u6bd5\u7adf\u9ebb\u70e6\u554a\uff1b\u800c\u9690\u542b\u7684\u5e38\u8bc6\uff0cAI \u6709\u6b20\u7f3a\uff0c\u611f\u89c9\u5fc5\u987b\u975e\u5e38\u8be6\u7ec6\u7684\u8bf4\u660e\u3002</p>\n<h2>\u7b2c\u4e00\u6027\u539f\u7406\u7684\u601d\u8003</h2>\n<p>\u6211\u73b0\u5728\u5bf9 AI \u7684\u611f\u89c9\u662f\uff0cAI \u4fee bug \uff0c\u7f16\u7801\u5355\u4e2a\u529f\u80fd\uff0c\u611f\u89c9\u662f\u4e0d\u5728\u8bdd\u4e0b\u7684\u3002\u4f46\u6d89\u53ca\u5230\u957f\u7a0b\u7684\u3001\u610f\u56fe\u63a8\u6d4b\u7684\uff0c\u5c31\u4e0d\u592a\u884c\u3002</p>\n<p>\u56de\u5f52\u5230\u7b2c\u4e00\u6027\u539f\u7406\uff0c\u6211\u5c1d\u8bd5\u628a AI \u7f16\u7801\u8fc7\u7a0b\uff0c\u770b\u4f5c\u662f\u4e00\u4e2a\u5728\u5de8\u5927\u7684\u7a7a\u95f4\u4e2d\uff0c\u5bfb\u627e\u89e3\u7684\u8fc7\u7a0b\u3002<strong>\u4e00\u4e2a\u7f16\u7a0b\u4efb\u52a1\uff0c\u5c31\u662f\u8981\u5728\u8fd9\u4e2a\u5de8\u5927\u7684\u591a\u7ef4\u7a7a\u95f4\u4e2d\uff0c\u5bfb\u627e\u5230\u4e00\u4e2a\u89e3\u3002</strong></p>\n<p>\u4e00\u65e6\u4ece\u8fd9\u4e2a\u89c6\u89d2\u770b\uff0c\u5f88\u591a\u95ee\u9898\u5c31\u5bb9\u6613\u7406\u89e3\u4e86\uff1a</p>\n<p><strong>\u7ea6\u675f</strong></p>\n<p>\u89e3\u7684\u7a7a\u95f4\u662f\u5de8\u5927\u7684\uff0c\u8981\u60f3\u529e\u6cd5\u5feb\u901f\u627e\u5230\u89e3\u3002</p>\n<p>\u7ea6\u675f\u662f\u5728\u7ed9\u5b9a\u7684\u7a7a\u95f4\u5185\u6c42\u89e3\uff0c\u526a\u679d\uff0c\u7f29\u5c0f\u641c\u7d22\u8303\u56f4\u3002</p>\n<p>\u5982\u679c\u7ea6\u675f\u8d8a\u591a\uff0c\u89e3\u7a7a\u95f4\u8d8a\u5c0f\uff0c\u7406\u8bba\u4e0a\u5e94\u8be5\u66f4\u5bb9\u6613\u627e\u5230\u89e3\u3002\u4f46\u5b9e\u8df5\u4e2d\uff1a</p>\n<p>\u7ea6\u675f\u592a\u5c11 --&gt; \u89e3\u7a7a\u95f4\u592a\u5927\uff0cAI \u4e71\u8dd1\uff0c\u627e\u5230\u7684\u89e3\u4e0d\u7b26\u5408\u8981\u6c42\uff1b</p>\n<p>\u7ea6\u675f\u592a\u591a --&gt; \u53ef\u80fd\u6839\u672c\u6ca1\u6709\u89e3\uff08\u7ea6\u675f\u4e92\u76f8\u77db\u76fe\uff09\uff1b</p>\n<p><strong>\u67b6\u6784</strong></p>\n<p>\u56e0\u4e3a\u4e00\u4e2a\u4efb\u52a1\uff0c\u53ef\u80fd\u6709\u975e\u5e38\u591a\u7684\u89e3\u3002</p>\n<p>\u4e0d\u540c\u7684\u67b6\u6784\u5176\u5b9e\u5bf9\u5e94\u4e86\u4e0d\u540c\u7684\u533a\u57df\u7684\u89e3\u3002\u67b6\u6784\u5176\u5b9e\u662f\u5c06\u89e3\u7684\u6c42\u89e3\u8303\u56f4\uff0c\u7ea6\u675f\u5728\u4e86\u4e00\u4e2a\u8303\u56f4\u533a\u57df\u3002</p>\n<p>\u6240\u4ee5\u67b6\u6784\u5f88\u91cd\u8981\uff0c\u8981\u65e9\u786e\u5b9a\u3002\u4e00\u65e6\u786e\u5b9a\u4e86\u67b6\u6784\uff0c\u540e\u7eed\u7684\u6c42\u89e3\u8fc7\u7a0b\uff0c\u5c31\u90fd\u5728\u8fd9\u4e2a\u8303\u56f4\u533a\u57df\u5185\u8fdb\u884c\u4e86\uff0c\u9664\u975e\u7528\u6237\u624b\u52a8\u8981\u6c42\u8c03\u6574\u67b6\u6784\uff0c\u6c42\u89e3\u624d\u4f1a\u300c\u7ecf\u7531\u7528\u6237\u6307\u5b9a\u7684\u8def\u5f84\u300d\u8df3\u8f6c\u5230\u53e6\u4e00\u5757\u533a\u57df\u3002</p>\n<p><strong>\u9a8c\u8bc1</strong></p>\n<p>\u9a8c\u8bc1\u548c\u53cd\u9988\uff0c\u662f\u4e00\u79cd\u4fee\u6b63\u7684\u4fe1\u606f\uff0c\u8ba9\u73b0\u6709\u7684\u89e3\u7ed3\u5408\u4fee\u6b63\u7684\u4fe1\u606f\uff0c\u5f80\u6b63\u786e\u7684\u89e3\u96c6\u4e0a\u9760\u3002\u8ba9\u4e0d\u7b26\u5408\u7684\u89e3\uff0c\u8d70\u5411\u6b63\u786e\u7684\u89e3\u3002</p>\n<p><strong>\u5168\u5c40\u548c\u5c40\u90e8</strong></p>\n<p>\u4ee3\u7801\u7684\u5404\u4e2a\u90e8\u5206\u4e4b\u95f4\u5b58\u5728\u8026\u5408\uff0c\u4e00\u4e9b\u4fee\u6539\uff0c\u53ef\u80fd\u4f1a\u5f71\u54cd\u5230\u5f88\u591a\u5730\u65b9\u3002\u95ee\u4e86 AI \uff0c\u8bf4\u5728\u4fee\u6539\u4e00\u4e2a\"\u5168\u5c40\u76f8\u5173\"\u7684\u4e1c\u897f\uff08\u6548\u7387\u3001\u67b6\u6784\uff09\u65f6\uff0c\u5b9e\u9645\u4e0a\u662f\u5728\u9ad8\u7ef4\u5ea6\u4e0a\u79fb\u52a8\uff0c\u8fd9\u4f1a\u540c\u65f6\u5f71\u54cd\u5f88\u591a\u4f4e\u7ef4\u5ea6\u7684\u6295\u5f71\u3002</p>\n<p>\u800c\u5c40\u90e8\u7684 bug \u4fee\u590d\uff0c\u6216\u5355\u4e2a\u529f\u80fd\u7684\u5b9e\u73b0\uff0c\u662f\u5728\u4f4e\u7ef4\u5ea6\u4e0a\u79fb\u52a8\uff0c\u4e5f\u5c31\u662f\u5728\u5c40\u90e8\u8303\u56f4\u5185\u5bfb\u627e\u89e3\uff0c\u5b83\u7684\u5f71\u54cd\u8303\u56f4\u6709\u9650\u3002</p>\n<p><strong>vibe coding \u5b9e\u8df5\u7684\u5bf9\u5e94\u7269</strong></p>\n<p>Rules = \u663e\u5f0f\u7684\u5168\u5c40\u7ea6\u675f\uff0c\u5b9a\u4e49\u89e3\u7a7a\u95f4\u7684\u8fb9\u754c\uff1b</p>\n<p>Skills = \u9884\u5b9a\u4e49\u7684\u5b50\u7a7a\u95f4/\u6a21\u5f0f\uff0c\u662f\u5df2\u77e5\u7684\"\u597d\u89e3\u533a\u57df\"\uff1b</p>\n<p>Examples = \u951a\u70b9\uff0c\u76f4\u63a5\u5728\u89e3\u7a7a\u95f4\u4e2d\u6807\u8bb0\"\u8fd9\u91cc\u6709\u89e3\"\uff1b</p>\n<p><strong>\u9690\u6027\u77e5\u8bc6</strong></p>\n<p>\u4eba\u7c7b\u7684\u9690\u6027\u77e5\u8bc6\uff0c\u5176\u5b9e\u4e5f\u662f\u5bf9\u89e3\u7684\u4e00\u79cd\u7b5b\u9009\u6216\u8005\u7ea6\u675f\u3002AI \u6ca1\u6709\u8fd9\u4e9b\u9690\u6027\u77e5\u8bc6\uff0c\u6216\u8005\u6ca1\u6709\u5b9e\u9645\u7528\u5230\u5b83\u4eec\uff0c\u90a3\u5c31\u610f\u5473\u7740\u6c42\u5f97\u7684\u89e3\u4e0d\u7b26\u5408\u8fd9\u4e9b\u9690\u6027\u7ea6\u675f\u3002</p>\n<h2>\u542f\u53d1</h2>\n<p>\u4e0d\u8fc7\uff0c\u62bd\u8c61\u7684\u601d\u8003\u603b\u662f\u5f88\u5bb9\u6613\uff0c\u5b9e\u8df5\u8d77\u6765\u56f0\u96be\u91cd\u91cd\u3002</p>\n<p>\u4ece\u4e0a\u9762\u7684\u5206\u6790\uff0c\u5f97\u5230\u7684\u90fd\u662f\u4e9b trivial \u7684\u4e1c\u897f\uff0c\u6211\u611f\u89c9\u300c\u67b6\u6784\u8981\u65e9\u884c\u300d\u8fd9\u4e2a\u5370\u8c61\u6bd4\u8f83\u6df1\u523b\u3002\u4f46\u603b\u7684\u6765\u8bf4\uff0c\u4ecd\u7136\u6ca1\u6709\u5f97\u5230\u4e00\u4e2a\u6700\u4f73\u5b9e\u8df5\u3002</p>\n<p>\u6700\u4f73\u5b9e\u8df5\u5230\u5e95\u662f\u4ec0\u4e48\u554a\uff1f\uff01</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/Zhuzhuchenyan", 
        "name": "Zhuzhuchenyan", 
        "avatar": "https://cdn.v2ex.com/avatar/7c0c/20fd/463901_large.png?m=1776171454"
      }, 
      "url": "https://www.v2ex.com/t/1187456", 
      "title": "\u6211\u4ece\u6765\u4e0d\u662f\u521b\u9020\u578b\u4eba\u624d - AI \u9a71\u52a8\u7f16\u7a0b\u4e0b\u7684\u8ff7\u601d", 
      "id": "https://www.v2ex.com/t/1187456", 
      "date_published": "2026-01-21T15:27:12+00:00", 
      "content_html": "\u201c\u521b\u9020\u201d\u8fd9\u4e2a\u8bcd\u5bf9\u6211\u800c\u8a00\u4e00\u76f4\u662f\u4e00\u4e2a\u5f88\u9065\u8fdc\u7684\u8bcd\u6c47\uff0c\u6620\u50cf\u4e2d\u6211\u7684\u4eba\u751f\u7684\u4e3b\u7ebf\u4e00\u76f4\u5728\u626e\u6f14\u4e00\u4e2a\u6267\u884c\u8005\u3002\u6309\u90e8\u5c31\u73ed\u7684\u7167\u7740\u7236\u6bcd\u7ed9\u7684\u4eba\u751f\u89c4\u5212\uff0c\u8003\u5927\u5b66\uff0c\u51fa\u56fd\uff0c\u7ee7\u7eed\u8003\u5927\u5b66\u3002\u6309\u7167\u5bfc\u5e08\u8bbe\u5b9a\u597d\u7684\u4e25\u683c\u6846\u67b6\u5b8c\u6210\u6bd5\u4e1a\u8bbe\u8ba1\u3002\u6700\u540e\u5237\u9898\u5237\u7ecf\u9a8c\u8fdb\u5165\u73b0\u5728\u7684\u516c\u53f8\u505a\u7740\u6700\u5e95\u5c42\u7684\u7a0b\u5e8f\u5458\u6267\u884c\u5c42\u7684\u5de5\u4f5c\u3002<br /><br />\u524d\u51e0\u5e74\u516c\u53f8\u57f9\u8bad\u63d0\u5230\u521b\u9020\u578b\u4eba\u624d\u548c\u6267\u884c\u578b\u4eba\u624d\uff0c\u6211\u4e00\u76f4\u5728\u95ed\u9ea6\u505a\u81ea\u5df1\u7684\u4e8b\u60c5\u3002\u4e0d\u8fc7\u5927\u4f53\u80fd\u56de\u5fc6\u51fa\uff0c\u521b\u9020\u578b\u4eba\u624d\u8d1f\u8d23\u7684\u662f\u201c\u505a\u4ec0\u4e48\uff0c\u4e0d\u505a\u4ec0\u4e48\u4ee5\u53ca\u4e3a\u4ec0\u4e48\u201d\uff0c\u6267\u884c\u578b\u4eba\u624d\u8d1f\u8d23\u7684\u662f\u201c\u600e\u4e48\u505a\uff0c\u600e\u4e48\u9a8c\u6536\u201d\u3002\u6211\u60f3\u7740\u7684\u662f\uff0c\u81ea\u5df1\u5de5\u4f5c\u6392\u671f\u90fd\u582a\u582a\u5b8c\u6210\uff0c\u6ca1\u6709\u4f59\u88d5\u601d\u8003\u521b\u4f5c\u7684\u4e8b\u60c5\u3002<br /><br />\u4ece Copilot Tab \u81ea\u52a8\u8865\u5168\u5f00\u59cb\uff0c\u4e8b\u60c5\u6162\u6162\u51fa\u73b0\u53d8\u5316\u3002\u6211\u8bb0\u5f97\u5f88\u6e05\u695a\uff0c\u6211\u90a3\u65f6\u5019\u5728\u5199 Rxjs, \u5199\u5b8c pipe \u518d\u5199 map \u7684\u65f6\u5019\u7ed9\u6211\u8865\u5168\u4e86\u6211\u9700\u8981\u5199\u7684\u4ee3\u7801\u5757\uff0c\u6211\u60ca\u4e3a\u5929\u4eba\u3002\u540e\u6765\u6211\u6162\u6162\u638c\u63e1\u4e86 Tab \u8865\u5168\u7684\u754c\u9650\u548c\u80fd\u529b\uff0c\u5f00\u59cb\u7528 Tab \u6765\u5199\u80fd\u60f3\u5230\u7684\u4efb\u4f55\u4e1c\u897f\uff0c\u5de5\u5177\u51fd\u6570\uff0c\u5355\u5143\u6d4b\u8bd5\u3002\u63a5\u4e0b\u6765\u7684\u65e5\u5b50\u6211\u81ea\u5df1\u8d2d\u5165\u4e86 Cursor \uff0c\u62e5\u6709\u4e86\u66f4\u52a0\u5f3a\u5927\u7684\u8f85\u52a9\u7f16\u7a0b\u80fd\u529b\u3002\u501f\u52a9\u8fd9\u4e9b\uff0c\u6211\u5f00\u59cb\u5728\u539f\u672c\u7684\u5de5\u4f5c\u6392\u671f\u4e4b\u4e0b\u62e5\u6709\u4e86\u5145\u88d5\u7684\u6478\u9c7c\u65f6\u95f4\u3002<br /><br />\u6478\u7740\u6478\u7740 Claude Code \u5c31\u6210\u719f\u4e86\uff0c\u540c\u65f6\u4e5f\u5439\u8d77\u4e86\u4e00\u80a1 Vibe Coding 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      "title": "AI \u6d6a\u6f6e\u4e0b\uff0c\u7a0b\u5e8f\u5458\u6559\u80b2\u8be5\u5982\u4f55\u8f6c\u578b\uff1f", 
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/>\u66f4\u53cd\u76f4\u89c9\u7684\u662f\uff0c\u672a\u6765\u6700\u5bb9\u6613\u88ab\u6dd8\u6c70\u7684\uff0c\u53ef\u80fd\u4e0d\u662f\u61d2\u4eba\uff0c\u800c\u662f\u201c\u52e4\u594b\u4f46\u6ca1\u6807\u51c6\u201d\u7684\u4eba\u3002\u4ee5\u524d\u4f60\u53ea\u8981\u80af\u505a\uff0c\u591a\u5c11\u90fd\u4f1a\u6709\u56de\u62a5\uff1b\u73b0\u5728\u4f60\u80af\u505a\uff1f AI \u6bd4\u4f60\u66f4\u80af\u505a\uff0c24 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/>\u201c\u773c\u9ad8\u624b\u4f4e\u201d\u4f1a\u4e0d\u4f1a\u9010\u6e10\u53d8\u6210\u4f18\u52bf\uff1f\u6211\u7684\u7b54\u6848\u662f\uff1a\u4f1a\uff0c\u751a\u81f3\u4f1a\u6210\u4e3a\u5206\u6c34\u5cad\u3002\u56e0\u4e3a\u5f53\u201c\u624b\u201d\u88ab\u6280\u672f\u6258\u5e95\u4e4b\u540e\uff0c\u201c\u773c\u201d\u51b3\u5b9a\u4e0a\u9650\u3001\u51b3\u5b9a\u65b9\u5411\u3001\u51b3\u5b9a\u503c\u4e0d\u503c\u94b1\u3002\u672a\u6765\u4f1a\u51fa\u73b0\u4e00\u79cd\u5f88\u4e0d\u516c\u5e73\u4f46\u5f88\u771f\u5b9e\u7684\u5c40\u9762\uff1a\u6240\u6709\u4eba\u90fd\u80fd\u4ea7\u51fa\uff0c\u4f46\u53ea\u6709\u5c11\u6570\u4eba\u80fd\u4ea7\u51fa\u503c\u94b1\u7684\u4e1c\u897f\u3002\u90a3\u5c11\u6570\u4eba\u9760\u7684\u5f80\u5f80\u4e0d\u662f\u66f4\u4f1a\u5e72\u6d3b\uff0c\u800c\u662f\u66f4\u4f1a\u5224\u65ad\u3001\u66f4\u4f1a\u53d6\u820d\u3001\u66f4\u6562\u8bbe\u6807\u51c6\u3001\u66f4\u80fd\u628a\u6807\u51c6\u8bb2\u6e05\u695a\u5e76\u575a\u6301\u9a8c\u6536\u3002", 
      "date_published": "2026-01-20T05:48:14+00:00", 
      "title": "\u968f\u7740 AI \u7684\u53d1\u5c55\uff0c\"\u773c\u9ad8\u624b\u4f4e\"\u4f1a\u4e0d\u4f1a\u9010\u6e10\u53d8\u6210\u4f18\u52bf\uff1f", 
      "id": "https://www.v2ex.com/t/1187052"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/JoeJoeJoe", 
        "name": "JoeJoeJoe", 
        "avatar": "https://cdn.v2ex.com/avatar/7f7f/3bb4/531733_large.png?m=1776992326"
      }, 
      "url": "https://www.v2ex.com/t/1187043", 
      "date_modified": "2026-01-20T05:08:33+00:00", 
      "content_html": "1. \u5728\u672c\u8282\u70b9 po \u7684\u6240\u6709\u4e3b\u9898\u90fd\u4f1a\u5f97\u5230 20$v2ex \u7684\u57fa\u7840\u6253\u8d4f(\u7ed1\u5b9a\u94b1\u5305\u5e76\u5f00\u901a\u4e86$v2ex \u8d26\u6237)<br /><br />2. \u8ba8\u8bba\u8303\u56f4\u4e3a: AI \u4e0e\u7f16\u7a0b, \u53ef\u4ee5\u4e3a ai \u5bf9\u7f16\u7a0b\u7684\u5f71\u54cd, AI \u672a\u6765\u7684\u7f16\u7a0b\u8303\u5f0f, AI \u5728\u7f16\u7a0b\u4e2d\u7684\u5e94\u7528, AI \u8f85\u52a9\u7f16\u7a0b\u7684\u7ecf\u9a8c\u5206\u4eab<br /><br />3. \u6d3b\u52a8\u65f6\u95f4(UTC): 2026.1.20 ~ 2026.1.27<br /><br />4. \u672c\u671f\u6d3b\u52a8\u7ed3\u675f\u540e, \u4f1a\u5bf9\u8bc4\u8bba\u6570\u6700\u591a\u7684, \u6536\u85cf\u6570\u6700\u591a\u7684, \u611f\u8c22\u6570\u6700\u591a\u7684\u5e16\u5b50\u5206\u522b\u8fdb\u884c\u989d\u5916\u6253\u8d4f:<br />- \u8bc4\u8bba\u6700\u591a\u7684\u989d\u5916\u6253\u8d4f: 200$v2ex<br />- \u6536\u85cf\u6570\u6700\u591a\u7684\u989d\u5916\u6253\u8d4f: 500$v2ex<br />- \u611f\u8c22\u6570\u6700\u591a\u7684\u989d\u5916\u6253\u8d4f: 500$v2ex<br /><br />ps: \u6b22\u8fce\u5927\u5bb6\u6536\u85cf\u672c\u8282\u70b9, \u4ee5\u540e\u6bcf\u4e2a\u6708\u4f1a\u53d1\u8d77\u4e00\u6b21$v2ex \u5f81\u6587\u6d3b\u52a8(\u4e3a\u671f 1 \u65e5\u5386\u5468), \u5e0c\u671b\u5927\u5bb6\u80fd\u5728\u8fd9\u91cc\u770b\u5230\u522b\u4eba\u6709\u4ef7\u503c\u7684\u601d\u8003, \u4e5f\u5e0c\u671b\u5927\u5bb6\u80fd\u5728\u8fd9\u91cc\u6709\u6240\u6536\u83b7.", 
      "date_published": "2026-01-20T05:06:06+00:00", 
      "title": "[$V2EX \u5f81\u7a3f][JTalk \u7b2c\u4e00\u671f]\u672c\u671f\u8ba8\u8bba\u4e3b\u9898: AI \u4e0e\u7f16\u7a0b", 
      "id": "https://www.v2ex.com/t/1187043"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/ybz", 
        "name": "ybz", 
        "avatar": "https://cdn.v2ex.com/avatar/70c6/14d6/217134_large.png?m=1764655228"
      }, 
      "url": "https://www.v2ex.com/t/1187019", 
      "date_modified": "2026-01-20T06:37:53+00:00", 
      "content_html": "<p>\u4f7f\u7528 AI \u5728\u4e0d\u719f\u6089\u7684\u9886\u57df\u5199\u4ee3\u7801\u771f\u7684\u6b32\u7f62\u4e0d\u80fd\uff0c\u4e4b\u524d\u81ea\u5df1\u4e0d\u4f1a\u7684\u6280\u672f\uff0c\u7a0d\u5fae\u770b\u4e0b\u6587\u6863\uff0c\u7136\u540e\u8ba9 AI \u6765\u5199\uff0c\u5b8c\u5168\u80fd\u591f\u5199\u51fa\u6765\uff0c\u4e5f\u80fd\u770b\u61c2\u5b83\u5199\u7684\u4e1c\u897f\u3002</p>\n<p>\u4f46\u662f\u95ee\u9898\u662f\uff0c\u8fd9\u73a9\u610f\u513f\u771f\u8981\u81ea\u5df1\u4e0b\u624b\u5199\u7684\u65f6\u5019\uff0c\u5b8c\u5168\u4e0d\u4f1a\uff01\uff01\uff01\u867d\u7136\u80fd\u770b\u61c2\uff0c\u4f46\u662f\u771f\u7684\u8fde\u8bed\u6cd5\u90fd\u8bb0\u4e0d\u4f4f\u3002</p>\n<p>\u6574\u4e2a\u9879\u76ee\u5199\u4e0b\u6765\u81ea\u5df1\u662f\u611f\u89c9\u4e0d\u5230\u5b66\u4f1a\u4e86\u4efb\u4f55\u4e1c\u897f\u7684\u3002\u8fc7\u5ea6\u4f9d\u8d56 AI \u771f\u7684\u5c31\u76f8\u5f53\u4e8e\u653e\u5f03\u4e86\u624b\u5199\u4ee3\u7801\u3002\u79bb\u4e86 AI \u5b8c\u5168\u4e0d\u4f1a\u5199\u4ee3\u7801\u3002</p>\n<p>\u6211\u4e0d\u662f\u8bf4\u8fd9\u6837\u4e0d\u884c\uff0c\u4f46\u662f\u8fd9\u6837\u771f\u7684\u884c\u5417\uff1f\u6211\u4e0d\u786e\u5b9a\u554a\uff01</p>\n", 
      "date_published": "2026-01-20T03:34:52+00:00", 
      "title": "\u6211\u4eec\u771f\u7684\u5e94\u8be5\u5b8c\u5168\u653e\u5f03\u300a\u53e4\u6cd5\u7f16\u7a0b\u300b\uff1f", 
      "id": "https://www.v2ex.com/t/1187019"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/JoeJoeJoe", 
        "name": "JoeJoeJoe", 
        "avatar": "https://cdn.v2ex.com/avatar/7f7f/3bb4/531733_large.png?m=1776992326"
      }, 
      "url": "https://www.v2ex.com/t/1186358", 
      "title": "\u770b\u5230\u53e4\u6cd5\u7f16\u7a0b\uff0c\u53e4\u65e9\u7a0b\u5e8f\u5458\u8fd9\u4e9b\u8bcd\u6c47\uff0c\u672a\u6765\u4f1a\u4e0d\u4f1a\u6709\u8fd9\u4e48\u4e00\u79cd\u53ef\u80fd\uff1f", 
      "id": "https://www.v2ex.com/t/1186358", 
      "date_published": "2026-01-16T16:16:27+00:00", 
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    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/timespy", 
        "name": "timespy", 
        "avatar": "https://cdn.v2ex.com/avatar/b478/8d79/423539_large.png?m=1774309847"
      }, 
      "url": "https://www.v2ex.com/t/1185650", 
      "date_modified": "2026-01-14T09:06:17+00:00", 
      "content_html": "<p><strong>@Joe \u4f6c</strong>\uff0c\u6682\u65f6\u628a\u8fd9\u91cc\u5f53\u4f5c\u8282\u70b9\u8ba8\u8bba\u5730\u5427\uff0c\u6ca1\u627e\u5230\u7279\u522b\u5408\u9002\u7684\u5730\u65b9\uff0c\u54c8\u54c8\u3002</p>\n<p>\u4eca\u5929\u521b\u5efa\u4e86 <strong>NSFW</strong> \u8282\u70b9\u540e\uff0c\u5f88\u591a\u4eba\u95ee\u6211\u4ec0\u4e48\u80fd\u53d1\u3001\u4ec0\u4e48\u4e0d\u80fd\u53d1\u3002\u8bf4\u771f\u7684\uff0c\u5176\u5b9e\u6211\u4e5f\u4e0d\u592a\u6e05\u695a\u8fb9\u754c\u5728\u54ea\u91cc\u3002</p>\n<p>\u4f46\u8fd9\u529f\u80fd\u4e0a\u7ebf\u5f53\u5929\uff0c\u771f\u8ba9\u6211\u773c\u524d\u4e00\u4eae\uff0c\u6709\u4e00\u79cd\u770b\u7740\u4e00\u4e2a\u201c\u5de8\u578b\u4e2d\u6587\u8bba\u575b\u201d\u6b63\u5728\u5d1b\u8d77\u7684\u65e2\u89c6\u611f\u3002\u51fa\u4e8e\u4ea7\u54c1\u4eba\u7684\u55c5\u89c9\uff0c\u6211\u89c9\u5f97\u8fd9\u4e8b\u513f\u6ca1\u8868\u9762\u770b\u8d77\u6765\u90a3\u4e48\u7b80\u5355\u3002</p>\n<p>\u6211\u8ba4\u4e3a\u7ad9\u957f\u628a\u201c\u521b\u5efa\u8282\u70b9\u201d\u8fd9\u4e2a\u529f\u80fd\u548c <strong>$V2EX</strong> \u6302\u94a9\uff0c\u80af\u5b9a\u662f\u66f4\u8fdb\u4e00\u6b65\uff0c\u751a\u81f3\u8bf4\u662f\u66f4\u6fc0\u8fdb\u7684\u5546\u4e1a\u5316\u5c1d\u8bd5\u2014\u2014\u8fd9\u4e5f\u5370\u8bc1\u4e86\u5927\u5bb6\u591a\u6b21\u63d0\u5230\u7684\u201cReddit \u5316\u201d\u548c\u201cDiscord \u5316\u201d\u3002</p>\n<p>\u6240\u4ee5\u6211\u521b\u5efa\u8fd9\u4e24\u4e2a\u8282\u70b9\uff08\u526f\u4e1a \u548c NSFW \uff09\u7684\u5e95\u5c42\u903b\u8f91\uff0c\u5b8c\u5168\u662f\u51b2\u7740<strong>\u6781\u81f4\u5546\u4e1a\u5316</strong>\u4e0e<strong>\u5b9e\u9a8c\u6027\u8d28</strong>\u53bb\u8003\u8651\u7684\uff0c\u5e76\u975e\u56e0\u4e3a\u6211\u771f\u7684\u662f\u8fd9\u4e24\u4e2a\u9886\u57df\u7684\u4e13\u5bb6\u3002</p>\n<p>\u57fa\u4e8e\u6b64\uff0c\u6211\u503e\u5411\u4e8e\u8ba4\u4e3a\uff1a\u672a\u6765\u7684\u8282\u70b9\u5e94\u8be5\u662f\u7531<strong>\u521b\u5efa\u8005\u81ea\u5df1\u7ba1\u7406</strong>\u7684\u3002</p>\n<p>\u5f53\u7136\uff0c\u521b\u5efa\u7684\u8282\u70b9\u5230\u5e95\u53d7\u54ea\u4e9b\u89c4\u5219\u7ea6\u675f\uff0c\u73b0\u5728\u8c01\u4e5f\u4e0d\u6562\u4e0b\u5b9a\u8bba\uff0c\u6211\u731c\u5305\u62ec <strong>Livid</strong> \u81ea\u5df1\u4e5f\u5728\u89c2\u671b\u8be5\u529f\u80fd\u7684\u672a\u6765\u8d70\u5411\u3002</p>\n<p>\u6211\u4e2a\u4eba\u611f\u89c9\uff0c\u5982\u679c\u5728\u201c\u4e0b\u653e\u6743\u9650\u201d\u4e0e\u201c\u4fdd\u7559\u9650\u5236\u201d\u4e4b\u95f4\u627e\u5230\u5e73\u8861\uff0c\u522b\u641e\u5f97\u90a3\u4e48\u6b7b\u677f\uff0c\u5bf9\u4e8e\u6574\u4e2a\u8bba\u575b\u7684\u89c4\u6a21\u4ee5\u53ca <strong>$V2EX</strong> \u7684\u4ef7\u503c\u652f\u6491\u90fd\u662f\u5f88\u826f\u6027\u7684\u3002\uff08\u73b0\u5728\u7684$v2ex \u4ef7\u503c\u8bf4\u660e\u4e86\u8fd9\u4e00\u70b9\uff09</p>\n<p>\u5305\u62ec\u4e0b\u9762\u7684\u4e00\u4e9b\u4e2a\u4eba\u5efa\u8bae\uff1a\n1 \u3001\u66f4\u8be6\u7ec6\u7684\u5355\u8282\u70b9\u7248\u89c4\uff08\u5305\u62ec\u66f4\u660e\u786e\u7684\u6574\u7ad9\u903b\u8f91\uff09</p>\n<p>2 \u3001\u9488\u5bf9\u5355\u4e2a\u677f\u5757\u7684\u6ce8\u518c\u903b\u8f91</p>\n<p>3 \u3001\u7f6e\u9876\u3001\u7cbe\u534e\u3001\u5206\u7c7b\u3001\u6807\u7b7e</p>\n<p>4 \u3001\u589e\u52a0\u66f4\u591a\u9488\u5bf9\u677f\u5757\u7684\u6d88\u8017\u573a\u666f\uff0c\u6bd4\u5982\uff1a</p>\n<p>1)\u652f\u6301\u7248\u9762\u81ea\u5df1\u552e\u5356\u865a\u62df\u5546\u54c1\uff0c\u901a\u8fc7\u6536\u6b3e$v2ex \u6765\u51fa\u552e</p>\n<p>2)\u652f\u6301\u7248\u9762\u8bbe\u7f6e\u81ea\u5df1\u7684\u7f6e\u9876\uff0c\u9ad8\u91cf</p>\n<p>3)\u79f0\u53f7\u7cfb\u7edf</p>\n<p>4)\u88c5\u9970</p>\n<p>5)\u81ea\u52a9\u901a\u8fc7$v2ex \u8d2d\u4e70\u5e7f\u544a\u4f4d</p>\n<p>\u6211\u624b\u4e0a\u7684\u5e01\u867d\u7136\u63a5\u8fd1 <strong>1000 \u5200</strong>\uff0c\u6295\u5165\u4e0d\u7b97\u591a\uff0c\u4f46\u4e5f\u7b97\u662f\u4e00\u5f20\u770b\u597d\u672c\u7ad9\u672a\u6765\u53d1\u5c55\u7684\u201c\u6295\u7968\u201d\u4e86\u3002\u6253\u7b97\u81f3\u5c11\u634f 1 \u5e74\u4ee5\u4e0a\uff08\u4e5f\u7b97\u5165\u80a1\u4e86\ud83d\ude02\uff09</p>\n<p><strong>\u8ba9\u5b50\u5f39\u98de\u4e00\u4f1a\u513f\u5427\u3002</strong></p>\n", 
      "date_published": "2026-01-14T08:58:46+00:00", 
      "title": "\u804a\u804a\u65b0\u8282\u70b9\u529f\u80fd\u4e0e\u4ee3\u5e01\u7684\u4e00\u4e9b\u601d\u8003", 
      "id": "https://www.v2ex.com/t/1185650"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/JoeJoeJoe", 
        "name": "JoeJoeJoe", 
        "avatar": "https://cdn.v2ex.com/avatar/7f7f/3bb4/531733_large.png?m=1776992326"
      }, 
      "url": "https://www.v2ex.com/t/1184674", 
      "title": "\u5982\u679c\u6211\u662f\u4e00\u4e2a\u8fd8\u6ca1\u6709\u65b9\u5411\u7684\u72ec\u7acb\u5f00\u53d1\u8005, \u6211\u4f1a\u5982\u4f55\u5728 V2EX \u4e2d\u8fd0\u8425\u51fa\u7b2c\u4e00\u4e2a\u4ea7\u54c1.", 
      "id": "https://www.v2ex.com/t/1184674", 
      "date_published": "2026-01-11T13:13:51+00:00", 
      "content_html": "<blockquote>\n<p>\u9996\u5148, \u6211\u53ef\u80fd\u4f1a\u5728<a href=\"https://www.v2ex.com/go/ideas\" rel=\"nofollow\">\u5947\u601d\u5999\u60f3\u8282\u70b9</a>\u4e2d\u5206\u4eab\u6211\u7684\u70b9\u5b50, \u6839\u636e\u53cd\u9988\u51b3\u5b9a\u81ea\u5df1\u7684\u4ea7\u54c1\u65b9\u5411.</p>\n</blockquote>\n<p>\u6709\u4e86\u4ea7\u54c1\u65b9\u5411, \u6211\u5c31\u51c6\u5907\u5feb\u901f\u505a\u51fa\u4e00\u4e2a mvp \u7248\u672c, \u4f46\u662f\u5f00\u53d1\u8fc7\u7a0b\u4e2d\u96be\u514d\u4f1a\u9047\u5230\u4e00\u4e9b\u95ee\u9898, \u6709\u4e9b\u95ee\u9898\u53ef\u4ee5\u5728\u7f51\u4e0a\u627e\u5230\u7b54\u6848, \u4f46\u6709\u4e9b\u975e\u6807\u7684\u95ee\u9898\u5374\u4f1a\u56f0\u6270\u6211\u5f88\u4e45.</p>\n<blockquote>\n<p>\u90a3\u4e48\u6211\u53ef\u80fd\u4f1a\u5728<a href=\"https://www.v2ex.com/go/qna\" rel=\"nofollow\">\u95ee\u4e0e\u7b54\u8282\u70b9</a>\u4e2d\u95ee\u8fd9\u4e9b\u56f0\u6270\u6211\u7684\u95ee\u9898, \u6bd4\u5982\u56fd\u5916\u600e\u4e48\u6536\u6b3e? \u6bd4\u5982\u5151\u6362\u7801\u600e\u4e48\u8bbe\u8ba1\u66f4\u5408\u7406? \u6bd4\u5982\u4ea4\u6613\u7cfb\u7edf\u5982\u4f55\u524a\u5cf0? \u7b49\u7b49\u6211\u5f00\u53d1\u8fc7\u7a0b\u4e2d\u9047\u5230\u7684\u95ee\u9898.</p>\n</blockquote>\n<p>\u5f00\u53d1\u8fc7\u7a0b\u4e2d\u56f0\u6270\u6211\u7684\u95ee\u9898\u5728\u7ad9\u5185 V \u53cb\u7684\u70ed\u60c5\u8ba8\u8bba\u4e0b\u57fa\u672c\u89e3\u51b3\u6389\u4e86, \u6211\u7ec8\u4e8e\u5b9e\u73b0\u4e86\u4e00\u4e2a\u7b80\u5355\u7684 mvp \u7248\u672c, \u6211\u60f3\u8fdb\u884c\u5c0f\u8303\u56f4\u7684\u63a8\u5e7f\u9a8c\u8bc1</p>\n<blockquote>\n<p>\u90a3\u4e48\u6211\u53ef\u80fd\u4f1a\u5728<a href=\"https://www.v2ex.com/go/create\" rel=\"nofollow\">\u5206\u4eab\u521b\u9020</a>\u8282\u70b9\u5206\u4eab\u6211\u7684 mvp \u4f5c\u54c1, \u8bf7\u5927\u5bb6\u6765\u4f53\u9a8c\u53cd\u9988</p>\n</blockquote>\n<p>\u62ff\u5230\u4e86\u70ed\u5fc3 V \u53cb\u4eec\u7684\u53cd\u9988, \u6211\u5f00\u59cb\u4e86\u5feb\u901f\u7684\u8fed\u4ee3\u5f00\u53d1, \u7ec8\u4e8e\u628a\u4ea7\u54c1\u96cf\u5f62\u6253\u78e8\u51fa\u6765\u4e86, \u6211\u73b0\u5728\u9700\u8981\u66f4\u5927\u8303\u56f4\u7684\u63a8\u5e7f</p>\n<blockquote>\n<p>\u90a3\u4e48\u6211\u53ef\u80fd\u4f1a\u53bb\u6301\u6709\u4e00\u4e9b<a href=\"https://swap.pump.fun/?input=So11111111111111111111111111111111111111112&amp;output=9raUVuzeWUk53co63M4WXLWPWE4Xc6Lpn7RS9dnkpump\" rel=\"nofollow\">$V2EX</a>\u6765\u5f00\u901a\u5e16\u5b50\u7684\u7f6e\u9876\u6743\u9650, \u82b1\u8d39\u4e00\u4e9b\u94dc\u5e01\u8ba9\u66f4\u591a\u7684 V \u53cb\u770b\u5230\u6211\u7684\u4ea7\u54c1.\n\u8fd8\u53ef\u80fd\u4f1a\u53bb<a href=\"https://www.v2ex.com/balance/add\" rel=\"nofollow\">\u8d5e\u52a9\u4e00\u4e0b V \u7ad9</a>\u6765\u89e3\u9501 Pro \u4f1a\u5458\u6743\u9650, \u83b7\u5f97\u6295\u653e\u5e7f\u544a\u7684\u529f\u80fd\u6743\u9650, \u8ba9 V \u53cb\u4eec\u7684\u6bcf\u6b21\u5237\u65b0\u90fd\u6709\u53ef\u80fd\u5237\u5230\u6211\u7684\u4ea7\u54c1.</p>\n</blockquote>\n<p>\u63a8\u5e7f\u7684\u7ed3\u679c\u5f88\u4e0d\u9519, \u4f46\u662f\u6211\u73b0\u5728\u9700\u8981\u4e00\u4e2a\u6e20\u9053\u6765\u548c\u7528\u6237\u8fdb\u884c\u4ea4\u4e92, \u65b9\u4fbf\u6211\u5feb\u901f\u7684\u611f\u77e5\u6838\u5fc3\u7528\u6237\u7684\u8feb\u5207\u9700\u6c42. \u81ea\u5efa\u4e00\u4e2a\u793e\u533a\u4e0d\u662f\u4e00\u4e2a\u73b0\u5b9e\u7684\u65b9\u6848, discard \u770b\u8d77\u6765\u4e0d\u9519, \u4f46\u662f\u4fe1\u566a\u6bd4\u6709\u4e00\u4e9b\u9ad8, \u5f88\u591a\u65e0\u7528\u7684 spam \u4f1a\u7275\u626f\u6211\u592a\u591a\u7684\u7cbe\u529b.</p>\n<blockquote>\n<p>\u90a3\u4e48\u6211\u53ef\u80fd\u4f1a<a href=\"https://swap.pump.fun/?input=So11111111111111111111111111111111111111112&amp;output=9raUVuzeWUk53co63M4WXLWPWE4Xc6Lpn7RS9dnkpump\" rel=\"nofollow\">\u6301\u6709 50000$V2EX</a>\u6765\u89e3\u9501\u81ea\u5efa\u8282\u70b9\u529f\u80fd, \u6211\u7684\u7528\u6237\u4eec\u53ef\u4ee5\u5728\u8fd9\u4e2a\u8282\u70b9\u91cc\u9762\u8ba8\u8bba\u5173\u4e8e\u6211\u4ea7\u54c1\u7684\u4e00\u5207, \u8ba8\u8bba\u7684\u8fc7\u7a0b\u4e5f\u4f1a\u5728 V2EX \u7684\u9996\u9875\u663e\u793a, \u83b7\u5f97\u4e86\u66f4\u591a\u65b0\u7528\u6237\u7684\u5173\u6ce8.</p>\n</blockquote>\n<p>\u6211\u7684\u4ea7\u54c1\u7528\u6237\u548c\u9700\u6c42\u8d8a\u6765\u8d8a\u591a, \u6162\u6162\u7684\u6211\u6253\u7b97\u7ec4\u5efa\u4e00\u4e2a\u56e2\u961f\u6765\u7ef4\u62a4\u8fd9\u4e2a\u4ea7\u54c1, \u4f46\u662f Boss \u76f4\u8058\u4e0a\u7684\u5047\u4fe1\u606f\u53c8\u592a\u591a\u4e86.</p>\n<blockquote>\n<p>\u90a3\u4e48\u6211\u53ef\u80fd\u4f1a\u5728<a href=\"https://v2ex.com/go/jobs\" rel=\"nofollow\">\u9177\u5de5\u4f5c\u8282\u70b9</a>\u53d1\u5e03\u62db\u8058\u5e16\u5b50, \u6216\u8005\u5728<a href=\"https://v2ex.com/go/meet\" rel=\"nofollow\">\u521b\u4e1a\u7ec4\u961f\u8282\u70b9</a>\u4e2d\u627e\u4e00\u4e2a\u5408\u9002\u7684\u5408\u4f19\u4eba</p>\n</blockquote>\n<p>\u968f\u7740\u4ea7\u54c1\u7684\u706b\u7206, \u5e02\u573a\u4e0a\u7684\u7ade\u54c1\u4e5f\u5f00\u59cb\u53d8\u591a\u4e86, \u6211\u8fd8\u4e0d\u60f3\u653e\u5f03\u6211\u4eb2\u624b\u6253\u9020\u51fa\u6765\u7684\u8fd9\u4e2a\u4ea7\u54c1, \u6240\u4ee5\u6211\u5f00\u59cb\u5bfb\u6c42\u878d\u8d44</p>\n<blockquote>\n<p>\u90a3\u4e48\u6211\u53ef\u80fd\u4f1a\u5728<a href=\"https://v2ex.com/go/angel\" rel=\"nofollow\">\u5929\u4f7f\u6295\u8d44\u8282\u70b9</a>\u53d1\u5e16\u5b50\u5bfb\u627e\u878d\u8d44\u6e20\u9053, \u6216\u8005\u9700\u6c42\u4e00\u4e9b\u878d\u8d44\u5efa\u8bae.</p>\n</blockquote>\n<p>\u968f\u7740\u878d\u8d44\u7684\u7a33\u6b65\u63a8\u8fdb, \u4ea7\u54c1\u7684\u5e02\u5360\u7387\u4e5f\u662f\u7a33\u6b65\u589e\u957f, \u5df2\u7ecf\u4ece\u4e00\u4e2a\u9752\u6da9\u5f00\u53d1\u8005\u6210\u957f\u4e3a\u4e00\u4e2a\u5408\u683c\u7ba1\u7406\u8005\u7684\u6211, \u5728<a href=\"https://v2ex.com/go/joe\" rel=\"nofollow\">Joe's Talk \u8282\u70b9</a>\u4e0a\u9080\u8bf7\u4f60\u6765\u4e00\u8d77\u8ba8\u8bba:</p>\n<h3>\u5982\u4f55\u5feb\u901f\u8dd1\u901a\u4e00\u4e2a\u4ea7\u54c1\u7684\u5546\u4e1a\u6a21\u578b.</h3>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/JoeJoeJoe", 
        "name": "JoeJoeJoe", 
        "avatar": "https://cdn.v2ex.com/avatar/7f7f/3bb4/531733_large.png?m=1776992326"
      }, 
      "url": "https://www.v2ex.com/t/1184509", 
      "date_modified": "2026-01-10T13:08:41+00:00", 
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      "date_published": "2026-01-10T13:06:34+00:00", 
      "title": "\u54c8\u54c8,\u770b\u5230\u8fd9\u4e2a\u8282\u70b9\u7684\u5e16\u5b50\u8bb0\u5f55,\u6ca1\u9519,\u8fd9\u5c31\u662f\u6211\u5f53\u65f6\u542c\u5230 Livid \u8bf4\u8981\u5f00\u53d1\u8fd9\u4e2a\u529f\u80fd\u65f6\u5019\u7684\u7b2c\u4e00\u53cd\u5e94.", 
      "id": "https://www.v2ex.com/t/1184509"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/JoeJoeJoe", 
        "name": "JoeJoeJoe", 
        "avatar": "https://cdn.v2ex.com/avatar/7f7f/3bb4/531733_large.png?m=1776992326"
      }, 
      "url": "https://www.v2ex.com/t/1184479", 
      "title": "\u7b97\u662f\u771f\u6b63\u610f\u4e49\u4e0a\u7684\u7b2c\u4e00\u4e2a\u5e16\u5b50\u5427, \u5206\u4eab\u4e00\u4e2a\u8282\u70b9\u7ba1\u7406\u5458\u7684\u5c0f\u5f69\u86cb", 
      "id": "https://www.v2ex.com/t/1184479", 
      "date_published": "2026-01-10T11:03:48+00:00", 
      "content_html": "\u5728\u8282\u70b9\u7ba1\u7406\u91cc\u9762, \u8282\u70b9\u7684\u5e95\u90e8\u5185\u5bb9\u662f\u652f\u6301 markdown \u683c\u5f0f\u7684, \u4e5f\u5c31\u662f\u8bf4\u6211\u4eec\u53ef\u4ee5\u52a0\u8f7d\u4e00\u4e2a gif \u52a8\u56fe\u6765\u8fdb\u884c\u66f4\u4e2a\u6027\u5316\u7684\u5c55\u793a, \u50cf\u6211\u7684\u8fd9\u4e2a: <a target=\"_blank\" href=\"https://www.v2ex.com/go/joe\" rel=\"nofollow noopener\">https://www.v2ex.com/go/joe</a><br /><br /><a target=\"_blank\" href=\"https://i.imgur.com/eYjWvWb.png\" rel=\"nofollow noopener\" target=\"_blank\"><img src=\"https://i.imgur.com/eYjWvWb.png\" class=\"embedded_image\" rel=\"noreferrer\"></a><br /><br /><a target=\"_blank\" href=\"https://i.imgur.com/1vi3qcy.png\" rel=\"nofollow noopener\" target=\"_blank\"><img src=\"https://i.imgur.com/1vi3qcy.png\" class=\"embedded_image\" rel=\"noreferrer\"></a>"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/Livid", 
        "name": "Livid", 
        "avatar": "https://cdn.v2ex.com/avatar/c4ca/4238/1_large.png?m=1776858751"
      }, 
      "url": "https://www.v2ex.com/t/1184477", 
      "title": "\u5728 /go/joe \u8282\u70b9\u53d1\u5e16\u7684\u611f\u89c9\u8ba9\u6211\u60f3\u8d77\u4e86 90 \u5e74\u4ee3\u672b 2000 \u5e74\u521d\u4e92\u8054\u7f51\u4e0a\u4e2a\u4eba\u7f51\u7ad9\u4e0a\u6d41\u884c\u7684 guestbook", 
      "id": "https://www.v2ex.com/t/1184477", 
      "date_published": "2026-01-10T10:46:45+00:00", 
      "content_html": "\u5f53\u5e74\u521d\u5b66 ASP \u548c PHP \u7684\u65f6\u5019\uff0c\u7b2c\u4e00\u4e2a\u7ec3\u624b\u4f5c\u54c1\u5c31\u662f\u5199\u4e86\u4e00\u4e2a guestbook \u7a0b\u5e8f\u3002"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/Livid", 
        "name": "Livid", 
        "avatar": "https://cdn.v2ex.com/avatar/c4ca/4238/1_large.png?m=1776858751"
      }, 
      "url": "https://www.v2ex.com/t/1184473", 
      "title": "Hello Joe Again", 
      "id": "https://www.v2ex.com/t/1184473", 
      "date_published": "2026-01-10T10:33:52+00:00", 
      "content_html": "<p>:)</p>\n<p>\u4e4b\u524d nodes API \u7684\u8bbe\u8ba1\u6ca1\u6709\u8003\u8651\u5230\u73b0\u5728\u7531\u7528\u6237\u521b\u5efa\u7684 nodes \u5217\u8868\u53ef\u80fd\u4f1a\u9891\u7e41\u53d1\u751f\u53d8\u5316\uff0c\u6709\u4e00\u4e2a 7200 \u79d2\u7684\u7f13\u5b58\u3002</p>\n<p>\u8fd9\u4e2a\u95ee\u9898\u521a\u521a\u505a\u4e86\u8c03\u6574\u3002</p>\n"
    }, 
    {
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        "url": "https://www.v2ex.com/member/Livid", 
        "name": "Livid", 
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      }, 
      "url": "https://www.v2ex.com/t/1184471", 
      "date_modified": "2026-01-10T10:31:21+00:00", 
      "content_html": "<p>:)</p>\n", 
      "date_published": "2026-01-10T10:20:05+00:00", 
      "title": "Hello Joe", 
      "id": "https://www.v2ex.com/t/1184471"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/JoeJoeJoe", 
        "name": "JoeJoeJoe", 
        "avatar": "https://cdn.v2ex.com/avatar/7f7f/3bb4/531733_large.png?m=1776992326"
      }, 
      "url": "https://www.v2ex.com/t/1184468", 
      "title": "\u8ba9\u6211\u6765\u770b\u770b\u6211\u53d1\u7684\u8fd9\u6761\u5e16\u5b50\u7684\u91d1\u5e01\u662f\u600e\u4e48\u6d41\u8f6c\u7684", 
      "id": "https://www.v2ex.com/t/1184468", 
      "date_published": "2026-01-10T10:00:08+00:00", 
      "content_html": "let's go"
    }
  ]
}