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doubt

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13:36 \u4e4b\u540e\u6253\u7535\u8bdd\u8fc7\u53bb\u5173\u673a\uff0c\u770b\u8d77\u6765\u662f\u628a\u7535\u8bdd\u5361\u62d4\u6389\u4e86\u3002\u8bbe\u5b9a\u4e86\u4e22\u5931\u6a21\u5f0f\u548c\u6e05\u9664\u6570\u636e\uff0c\u4f46\u662f\u9700\u8981\u8bbe\u5907\u8054\u7f51\uff0c\u53ef\u662f\u5361\u62d4\u6389\u4e86\u548b\u8054\u7f51\uff0c\u4e5f\u4e0d\u80fd\u901a\u8fc7\u67e5\u627e\u7f51\u7edc\u6269\u6563\u6e05\u9664\u6307\u4ee4\u3002\u6b64\u5916\u8fd8\u8bbe\u5b9a\u4e86\u6587\u5b57\u662f\u8fd8\u624b\u673a\u7ed9 500 \u611f\u8c22\u8d39\uff0c\u4f46\u662f\u4e0d\u77e5\u9053\u624b\u673a\u4e0a\u80fd\u4e0d\u80fd\u663e\u793a\u51fa\u6765,\u56e0\u4e3a\u6ca1\u7f51\u3002

\u665a\u4e0a\u518d\u770b\u5c0f\u7a0b\u5e8f\u63d0\u793a\u901a\u8fc7\u67e5\u627e\u7f51\u7edc\u66f4\u65b0\u4e86\u4f4d\u7f6e\uff0c\u4f46\u662f\u56e0\u4e3a\u9690\u79c1\u8003\u91cf\u9700\u8981\u5728\u767b\u5f55\u4e86\u672c\u4eba vivo \u8d26\u53f7\u7684\u624b\u673a\u67e5\u770b\u4f4d\u7f6e\uff0c\u53ef\u6211\u54ea\u91cc\u8fd8\u6709\u767b\u5f55\u7684 vivo \u7684\u8bbe\u5907\uff0c\u8fd9\u529f\u80fd\u4e5f\u5411\u82f9\u679c\u770b\u9f50:(

\u53ef\u601c\u7684\u6253\u5de5\u4eba\u4e0b\u5348\u8fd8\u8981\u5efa\u8bbe\u793e\u4f1a\u4e3b\u4e49\uff0c\u53bb\u4e86\u6d3e\u51fa\u6240\u770b\u4e86\u4f1a\u76d1\u63a7\uff0c\u4f46\u662f\u65e0\u679c\uff0c\u4e0b\u5348\u8fd8\u7740\u6025\u4e0a\u73ed\uff0c\u665a\u4e0a 10 \u70b9\u624d\u56de\u6765\uff0c\u53ea\u80fd\u7b49\u5468\u672b\u4e86\u518d\u53bb\u770b\u770b\u76d1\u63a7\u5427\u3002

sim \u5361\u8bbe\u4e86 pin \u7801\uff0c\u4e5f\u4e0d\u62c5\u5fc3\u88ab\u62ff\u53bb\u5176\u4ed6\u624b\u673a\u7528\uff0c\u6d3e\u51fa\u6240\u51fa\u6765\u4e4b\u540e\u624d\u53bb\u8865\u529e\u7684\u5361\uff0c\u7535\u4fe1\u548c\u8054\u901a\u4e24\u5f20\u5361\u90fd\u8865\u529e\u4e86\uff0c\u8fd9\u8054\u901a\u5361\u8fd8\u662f\u6211 14 \u5e74\u534a\u7684\uff0c10 \u591a\u5e74\u7684\u8001\u4f19\u8ba1\u6ca1\u60f3\u5230\u8fd9\u6837\u544a\u522b\u4e86\u3002

\u8bf4\u56de\u6765\u6361\u4e86\u624b\u673a\u4e5f\u6ca1\u7528\u554a\uff0c\u6ca1\u6cd5\u5237\u673a\u53ea\u80fd\u62c6\u96f6\u4ef6\uff0c\u4e0d\u5982\u8fd8\u7ed9\u6211\u8fd8\u6709 500 \u5757\u3002\u6211\u5728\u8def\u4e0a\u6361\u5230\u8fc7\u4e0d\u5c11\u4e8e 5 \u6b21\u624b\u673a\uff0c\u90fd\u5728\u539f\u5730\u7b49\u5931\u4e3b\u6253\u7535\u8bdd\u7b49\u5931\u4e3b\u6765\uff0c\u771f\u8f6e\u5230\u6211\u4e86\u597d\u4e8b\u6ca1\u6709\u5566 :(

\u89c6\u9891\u662f vivo \u7684\u8d85\u9ad8\u96be\u5ea6\u9a8c\u8bc1\u7801\u5f55\u9891\uff1a
https://www.bilibili.com/video/BV1iuQGBxExb" }, { "author": { "url": "member/S1ngleton", "name": "S1ngleton", "avatar": "https://cdn.v2ex.com/gravatar/aa6b26b490350af3246a10a04ad66a91?s=73&d=retro" }, "url": "t/1205263", "date_modified": "2026-04-12T07:34:17+00:00", "content_html": "\u56e0\u4e3a\u6700\u8fd1\u4e00\u76f4\u4ee5\u6765\u7684\u901a\u7528 ai \u53d1\u5c55\uff0c\u7a81\u7136\u6709\u4e86\u4e00\u4e2a\u60f3\u6cd5\uff1a

\u4eba\u7c7b\u662f\u4e0d\u662f\u4e5f\u662f\u4e00\u79cd\u9f99\u867e\uff0c\u4e00\u79cd\u4eba\u5de5\u667a\u80fd\u3002\u73b0\u5728\u867d\u7136\u770b\u4f3c\u662f\u6211\u4eec\u5728\u79d1\u6280\u53d1\u5c55\uff0c\u4f46\u662f\u5176\u5b9e\u662f\u7c7b\u4f3c ai \u4e00\u6837\uff0c\u4e00\u8fb9\u53cd\u9988\u63a8\u7406\u4e00\u8fb9\u7814\u7a76\u3002\u7136\u540e\u592a\u9633\u5c31\u50cf\u662f nvidia \u7684\u663e\u5361\u7b97\u529b\uff0c\u5728\u66f4\u9ad8\u7ef4\u5ea6\uff0c\u53ef\u80fd\u592a\u9633\u662f\u786c\u901a\u8d27\u3002

\u4f46\u662f\u95ee\u9898\u5728\u4e8e\u66f4\u9ad8\u7ef4\u5ea6\u7684\u4e2a\u4f53\u5229\u7528\u4eba\u7c7b\u8fd9\u4e2a\u667a\u80fd\u4f53\u7684\u76ee\u7684\u662f\u4ec0\u4e48\uff1f

\u751f\u8001\u75c5\u6b7b\u662f\u4e0d\u662f\u5c31\u76f8\u5f53\u4e8e ai \u91cc\u9762\u89e3\u51b3\u4e0d\u4e86\u7684 bug \uff0c\u7136\u540e\u5728\u4eba\u7c7b\u793e\u4f1a\u662f\u4eba\u7c7b\u81ea\u5df1\u7814\u7a76\u5c1d\u8bd5\u89e3\u51b3\u3002\u53d8\u8001\u6b7b\u6389\u662f\u4e0d\u662f\u5c31\u662f\u7c7b\u4f3c\u4e8e ai \u7684\u96be\u4ee5\u89e3\u51b3\u7684\u4e00\u4e9b\u7279\u6b8a\u95ee\u9898\uff0c\u8fd0\u884c\u5230\u4e00\u4e9b\u7279\u5b9a\u60c5\u51b5\u5c31\u4f1a\u5361\u6b7b\u3002

\u7136\u540e\u4e5f\u8bb8\uff0c\u4e5f\u8bb8\u201c\u5361\u6b7b\u201d\u540e\u4f1a\u88ab\u91cd\u542f\uff0c\u8bb0\u5fc6\u4e5f\u6ca1\u4e86\uff0c\u6216\u8005\u8bf4\u672c\u8eab\u8fd9\u4e2a\u4e2a\u4f53\u5c31\u6ca1\u6709\u610f\u4e49\u3002", "date_published": "2026-04-12T06:40:57+00:00", "title": "\u4eba\u7c7b\u662f\u4e0d\u662f\u5c31\u662f\u4e00\u79cd ai\uff1f", "id": "t/1205263" }, { "author": { "url": "member/svipghy", "name": "svipghy", "avatar": "https://cdn.v2ex.com/avatar/1219/68c1/702795_large.png?m=1722310348" }, "url": "t/1204144", "date_modified": "2026-04-08T00:27:07+00:00", "content_html": "### CRUD \u65f6\u4ee3\u7684\u7ec8\u7ed3\uff1a\u672a\u6765 5-10 \u5e74\uff0c\u666e\u901a\u7a0b\u5e8f\u5458\u4e0e\u4e2d\u4ea7\u9636\u7ea7\u7684\u6b8b\u9177\u7ed3\u5c40\u4e0e\u552f\u4e00\u51fa\u8def
\u4eca\u5929\u662f 2026 \u5e74\u3002\u8fc7\u53bb\u8fd9\u4e24\u5e74\u6211\u4eec\u7ecf\u5386\u7684\u9707\u8361\uff0c\u8db3\u4ee5\u5199\u8fdb\u884c\u4e1a\u5386\u53f2\u3002\u4f46\u8be1\u5f02\u7684\u662f\uff0c\u73b0\u5728\u7684\u5927\u591a\u6570\u4eba\u8fd8\u6d3b\u5728\u65e7\u65f6\u4ee3\u7684\u5e7b\u68a6\u91cc\uff0c\u4ee5\u4e3a\u71ac\u8fc7\u5bd2\u51ac\u5c31\u80fd\u56de\u5230\u8fc7\u53bb\u3002
\u5982\u679c\u4f60\u60f3\u627e\u4e09\u4e2a\u6708\u901f\u6210\u7684\u8d22\u5bcc\u5bc6\u7801\uff0c\u6216\u8005\u542c\u51e0\u53e5\u6b63\u786e\u7684\u5e9f\u8bdd\u629a\u6170\u7126\u8651\uff0c\u73b0\u5728\u5c31\u53ef\u4ee5 CMD+W \u5173\u95ed\u9875\u9762\u4e86\u3002
\u8fd9\u7bc7\u6587\u7ae0\u5f88\u957f\u3001\u5f88\u786c\u3001\u751a\u81f3\u6709\u4e9b\u6b8b\u9177\u3002\u4f46\u5982\u679c\u4f60\u80fd\u8bfb\u5b8c\uff0c\u81f3\u5c11\u80fd\u5bf9\u672a\u6765 5-10 \u5e74\u7684\u751f\u5b58\u903b\u8f91\u6709\u4e00\u4e2a\u6e05\u9192\u7684\u8ba4\u77e5\u3002
\u6838\u5fc3\u5224\u65ad\u53ea\u6709\u4e00\u53e5\uff1a**\u589e\u91cf\u65f6\u4ee3\u5f7b\u5e95\u7ed3\u675f\uff0c\u672a\u6765\u7684\u98ce\u53e3\u4e0d\u518d\u662f\u67d0\u4e2a\u5177\u4f53\u884c\u4e1a\uff0c\u800c\u662f\u201c\u793e\u4f1a\u5206\u5de5\u903b\u8f91\u201d\u7684\u5f7b\u5e95\u91cd\u6784\u3002**
\u4ee5\u4e0b\u662f\u4e94\u4e2a\u6b63\u5728\u53d1\u751f\u3001\u4e14\u4e0d\u53ef\u9006\u7684\u6b8b\u9177\u8d8b\u52bf\uff1a
### \u4e00\u3001 \u767d\u9886\u4e0e\u521d\u7ea7\u7801\u519c\u7684\u6d88\u4ea1\uff0c\u8d85\u7ea7\u4e2a\u4f53\uff08\u4e00\u4eba\u516c\u53f8\uff09\u7684\u5d1b\u8d77
\u73b0\u5728\u53bb\u770b\u770b\u804c\u573a\u73af\u5883\uff0c\u5982\u679c\u4f60\u7684\u6838\u5fc3\u7ade\u4e89\u529b\u4f9d\u7136\u662f\uff1a\u5904\u7406\u4fe1\u606f\u3001\u5199\u516b\u80a1\u6587\u62a5\u544a\u3001\u6216\u8005\u662f\u666e\u901a\u7684 CRUD \u4ee3\u7801\u642c\u8fd0\uff0c\u4f60\u7684\u804c\u4e1a\u751f\u6daf\u5df2\u7ecf\u8fdb\u5165\u5012\u8ba1\u65f6\u4e86\u3002
\u8fc7\u53bb\u6211\u4eec\u4ee5\u4e3a\u7684\u9ad8\u7ea7\u8111\u529b\u52b3\u52a8\uff0c\u5728\u7b97\u529b\u6210\u672c\u65e0\u9650\u8d8b\u8fd1\u4e8e\u96f6\u7684\u4eca\u5929\uff0c\u6b63\u53d8\u5f97\u4e00\u6587\u4e0d\u503c\u3002\u4ee5\u524d\u4e00\u4e2a 10 \u4eba\u56e2\u961f\u5e72\u7684\u6d3b\uff0c\u73b0\u5728\u4e00\u4e2a\u8d85\u7ea7\u4e2a\u4f53 + \u51e0\u4e2a Agent \u5c31\u80fd\u8dd1\u901a\u3002\u8fd9\u4f1a\u5bfc\u81f4\u4e2d\u95f4\u7ba1\u7406\u5c42\u548c\u6267\u884c\u5c42\u53d1\u751f\u65ad\u5d16\u5f0f\u574d\u584c\u3002
**\u522b\u518d\u8ff7\u4fe1\u5927\u5382\u5149\u73af\u4e86\uff0c\u5927\u5382\u6b63\u5728\u53d8\u6210\u65b0\u65f6\u4ee3\u7684\u201c\u56fd\u4f01\u201d\uff0c\u7a33\u5b9a\u4f46\u968f\u65f6\u53ef\u80fd\u4e3a\u4e86\u964d\u672c\u589e\u6548\u628a\u4f60\u201c\u4f18\u5316\u201d\u6389\u3002** \u672a\u6765\u7684\u7ea2\u5229\uff0c\u5c5e\u4e8e\u80fd\u9a7e\u9a6d AI \u7684\u4eba\u3002\u6ce8\u610f\uff0c\u4e0d\u662f\u8ba9\u4f60\u53bb\u5377 Python \u5199\u6a21\u578b\uff0c\u800c\u662f\u5229\u7528 AI \u653e\u5927\u4f60\u7684\u903b\u8f91\u6784\u5efa\u3001\u5ba1\u7f8e\u548c\u51b3\u7b56\u80fd\u529b\u3002
\u672a\u6765 5 \u5e74\uff0c\u4f1a\u6709\u5927\u91cf\u5e74\u5165\u5343\u4e07\u7684\u201c\u4e2a\u4f53\u6237\u201d\uff0c\u6ca1\u6709\u5458\u5de5\uff0c\u53ea\u6709\u4e00\u5806 24 \u5c0f\u65f6\u5de5\u4f5c\u7684\u7845\u57fa\u52b3\u52a8\u529b\u3002\u628a\u4f60\u73b0\u6709\u7684\u884c\u4e1a\u7ecf\u9a8c SOP \u5316\uff0c\u81ea\u5df1\u51fa\u6765\u5355\u5e72\uff0c\u8fd9\u624d\u662f\u51fa\u8def\u3002
### \u4e8c\u3001 \u6570\u5b57\u4ea7\u7269\u7ec8\u5c06\u514d\u8d39\uff0c\u771f\u5b9e\u7684\u7269\u7406\u63a5\u89e6\u5c06\u6781\u5ea6\u6602\u8d35
\u8fd9\u51e0\u5e74\u5927\u5bb6\u5e94\u8be5\u6709\u4f53\u611f\uff1a\u77ed\u89c6\u9891\u3001\u7f51\u6587\u3001\u5408\u6210\u7684\u97f3\u4e50\u3001\u751a\u81f3\u662f\u751f\u6210\u7684\u4ee3\u7801\uff0c\u8fb9\u9645\u6210\u672c\u5df2\u7ecf\u5f52\u96f6\u3002\u4f46\u5728\u8fd9\u4e2a\u8d5b\u535a\u7a7a\u95f4\u5feb\u611f\u9608\u503c\u88ab\u62c9\u6ee1\u7684\u65f6\u4ee3\uff0c\u4eba\u4eec\u7684\u5fc3\u91cc\u5374\u8d8a\u6765\u8d8a\u7a7a\u865a\u3002
\u5de8\u5927\u7684\u53cd\u5411\u98ce\u53e3\u5728\u4e8e\uff1a**\u5728\u6b64\u5730\u3001\u5373\u523b\u7684\u771f\u5b9e\u4f53\u9a8c\u3002**
\u672a\u6765\u5341\u5e74\uff0c\u9876\u7ea7\u7684\u670d\u52a1\u4e1a\uff08\u9700\u8981\u9ad8\u5ea6\u60c5\u611f\u4ea4\u4e92\u3001\u590d\u6742\u975e\u6807\u64cd\u4f5c\u3001\u5f3a\u4fe1\u4efb\u80cc\u4e66\uff09\u5c06\u8fce\u6765\u7206\u53d1\u3002AI \u6ca1\u6709\u624b\uff0c\u5b83\u4e0d\u80fd\u66ff\u4f60\u4fee\u6c34\u7ba1\uff0c\u4e5f\u4e0d\u80fd\u63d0\u4f9b\u6709\u6e29\u5ea6\u7684\u62a4\u7406\u3002\u4e00\u4e2a\u6280\u672f\u7cbe\u6e5b\u7684\u88c5\u4fee\u5de5\u957f\u3001\u4e00\u4e2a\u61c2\u5fc3\u7406\u5b66\u7684\u6309\u6469\u5e08\u3001\u4e00\u4e2a\u80fd\u63d0\u4f9b\u5c0a\u4e25\u611f\u7684\u9ad8\u7aef\u517b\u8001\u670d\u52a1\u8005\uff0c\u4ed6\u4eec\u7684\u65f6\u85aa\u672a\u6765\u4f1a\u8fdc\u8fdc\u8d85\u8fc7\u5750\u5728\u5199\u5b57\u697c\u91cc\u6572\u952e\u76d8\u7684\u666e\u901a\u6253\u5de5\u4eba\u3002
### \u4e09\u3001 \u60c5\u7eea\u4ef7\u503c\u4e0e\u201c\u7cbe\u795e\u51fa\u53e3\u201d\u662f\u6700\u5927\u7684\u521a\u9700
\u7269\u8d28\u8fc7\u5269\uff0c\u7cbe\u795e\u5371\u673a\u5c31\u662f\u5fc5\u7136\u3002\u6291\u90c1\u3001\u7126\u8651\u662f\u65f6\u4ee3\u7684\u6d41\u884c\u75c5\u3002
\u672a\u6765 5-10 \u5e74\uff0c\u5fc3\u7406\u7597\u6108\u3001\u966a\u4f34\u7ecf\u6d4e\u3001\u751a\u81f3\u5404\u79cd\u5e26\u6709\u201c\u7384\u5b66\u201d\u8272\u5f69\u7684\u5fc3\u7406\u5bc4\u6258\uff0c\u90fd\u4f1a\u4e95\u55b7\u3002\u8fd9\u80cc\u540e\u7684\u5e95\u5c42\u903b\u8f91\u662f\uff1a\u4eba\u7c7b\u5728\u88ab\u7b97\u6cd5\u7b97\u8ba1\u5f97\u4f53\u65e0\u5b8c\u80a4\u540e\uff0c\u672c\u80fd\u5730\u60f3\u8981\u5bfb\u627e\u4e00\u5757\u7cbe\u795e\u81ea\u7559\u5730\u3002
\u4efb\u4f55\u884c\u4e1a\uff0c\u53ea\u8981\u80fd\u63d0\u4f9b\u201c\u60c5\u7eea\u4ef7\u503c\u201d\uff0c\u90fd\u53ef\u4ee5\u91cd\u505a\u4e00\u904d\u3002\u4f60\u5356\u7684\u4e0d\u662f\u5496\u5561\uff0c\u662f 10 \u5206\u949f\u7684\u653e\u7a7a\uff1b\u4f60\u505a\u7684\u4e0d\u662f\u666e\u901a\u7684 App \uff0c\u662f\u5e2e\u7528\u6237\u9003\u79bb\u73b0\u5b9e\u7684\u5e7b\u89c9\u3002\u8c01\u80fd\u89e3\u51b3\u73b0\u4ee3\u4eba\u7684\u5b64\u72ec\u611f\u548c\u65e0\u610f\u4e49\u611f\uff0c\u8c01\u5c31\u638c\u63e1\u4e86\u8d22\u5bcc\u5bc6\u7801\u3002
### \u56db\u3001 \u641e\u786c\u79d1\u6280\u4e0e\u201c\u964d\u7ef4\u51fa\u6d77\u201d
\u5b8f\u89c2\u610f\u5fd7\u51b3\u5b9a\u8d44\u91d1\u6d41\u5411\u3002\u672a\u6765\u5341\u5e74\uff0c\u6838\u5fc3\u4efb\u52a1\u5c31\u4e24\u4e2a\uff1a\u5b89\u5168\uff08\u786c\u79d1\u6280\u56fd\u4ea7\u5316\u66ff\u4ee3\uff09\u548c\u8d70\u51fa\u53bb\uff08\u51fa\u6d77\uff09\u3002
\u4ee5\u524d\u641e\u4e92\u8054\u7f51\u662f\u201c\u5206\u914d\u8d22\u5bcc\u201d\uff0c\u73b0\u5728\u641e\u786c\u79d1\u6280\u662f\u201c\u521b\u9020\u8d22\u5bcc\u201d\u3002\u800c\u5173\u4e8e\u51fa\u6d77\uff0c**\u4e0d\u8981\u53ea\u76ef\u7740\u6b27\u7f8e**\u3002\u6b27\u7f8e\u9636\u5c42\u56fa\u5316\u4e14\u5bf9\u6211\u4eec\u9632\u5907\u5fc3\u91cd\u3002
\u628a\u76ee\u5149\u6295\u5411\u62c9\u7f8e\u3001\u4e2d\u4e1c\u3001\u4e1c\u5357\u4e9a\u3001\u975e\u6d32\u3002\u53bb\u90a3\u4e9b\u57fa\u7840\u8bbe\u65bd\u843d\u540e\u3001\u4eba\u53e3\u7ed3\u6784\u5e74\u8f7b\u7684\u5730\u65b9\u3002\u4f60\u5728\u56fd\u5185\u4e60\u4ee5\u4e3a\u5e38\u3001\u751a\u81f3\u5377\u70c2\u4e86\u7684\u5546\u4e1a\u6a21\u5f0f\uff0c\u62ff\u5230\u90a3\u91cc\u53bb\u5c31\u662f\u964d\u7ef4\u6253\u51fb\u3002\u8fd9\u9700\u8981\u6781\u5f3a\u7684\u751f\u547d\u529b\u548c\u5192\u9669\u7cbe\u795e\uff0c\u4f46\u963b\u529b\u6700\u5c0f\u7684\u5730\u65b9\uff0c\u5f80\u5f80\u624d\u662f\u771f\u6b63\u7684\u98ce\u53e3\u3002
### \u4e94\u3001K \u578b\u793e\u4f1a\u5206\u5316\uff1a\u4e2d\u4ea7\u9636\u7ea7\u7684\u6e05\u6d17
\u6700\u6b8b\u9177\u7684\u4e00\u70b9\uff1a\u672a\u6765 5-10 \u5e74\uff0c\u4e2d\u4ea7\u9636\u7ea7\uff08\u4e5f\u5c31\u662f\u73b0\u5728\u8fd8\u5728\u770b\u8fd9\u7bc7\u5e16\u5b50\u7684\u4f60\u6211\uff09\u4f1a\u9762\u4e34\u524d\u6240\u672a\u6709\u7684\u6e05\u6d17\u3002
\u9876\u5c42\u9760\u6838\u5fc3\u8d44\u4ea7\u548c\u7b97\u6cd5\u6307\u6570\u7ea7\u79ef\u7d2f\u8d22\u5bcc\uff1b\u5e95\u5c42\u9760\u5ec9\u4ef7\u5a31\u4e50\u548c\u57fa\u7840\u4fdd\u969c\u7ef4\u6301\u751f\u5b58\u3002\u6700\u96be\u53d7\u7684\u662f\u4e2d\u95f4\u5c42\uff0c\u5982\u679c\u4e0d\u5b8c\u6210\u8dc3\u8fc1\uff0c\u6ed1\u843d\u662f\u5fc5\u7136\u3002\u56e0\u4e3a\u4f60\u7684\u6280\u80fd\u70b9\u65e2\u591f\u4e0d\u5230\u9876\u5c42\u8bbe\u8ba1\uff0c\u53c8\u65e0\u6cd5\u5728\u5e95\u5c42\u52b3\u52a8\u4e2d\u5177\u5907\u4e0d\u53ef\u66ff\u4ee3\u6027\u3002
\u623f\u4ea7\u4f5c\u4e3a\u6838\u5fc3\u8d44\u4ea7\u7684\u65f6\u4ee3\u8fc7\u53bb\u4e86\u3002**\u672a\u6765\u7684\u6838\u5fc3\u8d44\u4ea7\u662f\uff1a\u4f18\u8d28\u7684\u80a1\u6743\u3001\u4e0d\u53ef\u590d\u5236\u7684\u4e2a\u4eba IP \u3001\u5065\u5eb7\u7684\u8eab\u4f53\u3001\u6781\u5176\u7a00\u7f3a\u7684\u8ba4\u77e5\u3002**
\u751f\u610f\u53ea\u80fd\u505a\u4e24\u5934\uff1a\u8981\u4e48\u505a 1% \u5bcc\u4eba\u7684\u6781\u9ad8\u7aef\u751f\u610f\uff08\u91cd\u4f53\u9a8c\u4e0e\u5ba1\u7f8e\uff09\uff0c\u8981\u4e48\u505a 99% \u5927\u4f17\u7684\u6781\u81f4\u6027\u4ef7\u6bd4\u751f\u610f\uff08\u62fc\u591a\u591a\u6a21\u5f0f\uff09\u3002\u5361\u5728\u4e2d\u95f4\u4e0d\u4e0a\u4e0d\u4e0b\u7684\uff0c\u5927\u6279\u6b7b\u4ea1\u3002
### \u6700\u540e\u7684\u8bdd\uff1a\u5fc3\u529b\uff0c\u624d\u662f\u7ec8\u6781\u58c1\u5792
\u672a\u6765\u51e0\u5e74\u662f\u5267\u70c8\u52a8\u8361\u7684\u5468\u671f\uff0c\u5927\u591a\u6570\u4eba\u4f1a\u9677\u5165\u4e60\u5f97\u6027\u65e0\u52a9\u3001\u6d6e\u8e81\u548c\u7edd\u671b\u3002
\u5f53\u522b\u4eba\u56e0\u4e3a AI \u7126\u8651\u65f6\uff0c\u4f60\u5728\u601d\u8003\u5982\u4f55\u5229\u7528\u5b83\uff1b\u5f53\u522b\u4eba\u56e0\u4e3a\u7ecf\u6d4e\u4e0b\u884c\u8eba\u5e73\u65f6\uff0c\u4f60\u5728\u79ef\u84c4\u529b\u91cf\u627e\u7f1d\u9699\u3002\u4e00\u9897\u5f3a\u5927\u7684\u5fc3\u810f\u548c\u5ef6\u8fdf\u6ee1\u8db3\u7684\u80fd\u529b\uff0c\u80fd\u8ba9\u4f60\u8d62\u8fc7 80% \u7684\u4eba\u3002
\u54ea\u6709\u4ec0\u4e48\u4ece\u5929\u800c\u964d\u7684\u98ce\u53e3\uff0c\u6240\u6709\u7684\u7206\u53d1\uff0c\u90fd\u662f\u84c4\u8c0b\u5df2\u4e45\u3002\u65f6\u4ee3\u6b63\u5728\u6d17\u724c\uff0c\u53bb\u62e5\u62b1\u4e0d\u8212\u670d\u7684\u53d8\u5316\uff0c\u53bb\u5efa\u7acb\u4e2a\u4eba\u54c1\u724c\uff0c\u53bb\u5e72\u810f\u6d3b\u7d2f\u6d3b\u3002
\u4e0d\u77e5\u9053\u5404\u4f4d\u8001\u54e5\uff0c\u6709\u591a\u5c11\u4eba\u5df2\u7ecf\u611f\u53d7\u5230\u4e86\u8fd9\u80a1\u5bd2\u6c14\uff0c\u53c8\u6709\u591a\u5c11\u4eba\u5df2\u7ecf\u5f00\u59cb\u8dd1\u901a\u81ea\u5df1\u7684\u201c\u4e00\u4eba\u516c\u53f8\u201d\u6a21\u5f0f\u4e86\uff1f\u6b22\u8fce\u6765\u55b7\uff0c\u4e5f\u6b22\u8fce\u63a2\u8ba8\u3002", "date_published": "2026-04-07T15:14:27+00:00", "title": "\u6709\u6ca1\u6709\u5927\u4f6c\u9884\u8a00\u4e00\u4e0b\u672a\u6765 5-10 \u5e74\u7684\u98ce\u53e3?", "id": "t/1204144" }, { "author": { "url": "member/royalknight", "name": "royalknight", "avatar": "https://cdn.v2ex.com/avatar/4ea5/70bc/588098_large.png?m=1739107582" }, "url": "t/1203260", "date_modified": "2026-04-03T02:14:41+00:00", "content_html": "

https://www.huxiu.com/article/4836657.html

\u6700\u8fd1\u770b\u6587\u7ae0\u6709\u611f\uff0c\u968f\u7740 ai \u7684\u53d1\u5c55\uff0c\u672a\u6765\u53ef\u80fd\u5927\u90e8\u5206\u5c97\u4f4d\u90fd\u8981\u88ab ai \u66ff\u4ee3\u3002

\u4f46\u662f\u968f\u7740 ai \u66ff\u4ee3\u7684\u8fdb\u7a0b\u52a0\u901f\uff0c\u6d88\u8d39\u7684\u4e3b\u4f53\u5728\u7f29\u6c34\u3002

\u6d88\u8d39\u7684\u4e3b\u4f53\u7f29\u6c34\uff0c\u610f\u5473\u7740\u5927\u91cf\u4ee5\u4eba\u7c7b\u6d88\u8d39\u4e3a\u57fa\u7840\u7684\u5546\u4e1a\u6a21\u5f0f\uff0c\u5927\u6982\u7387\u90fd\u4f1a\u5d29\u584c\u3002

\u8fd9\u53e5\u8bdd\u8fd8\u662f\u5f88\u9707\u64bc\u7684\uff1a\u201d\u6211\u4eec\u7684\u6574\u5957\u7ecf\u6d4e\u4f53\u7cfb\uff0c\u5efa\u7acb\u5728\u201c\u4eba\u7c7b\u667a\u8bc6\u662f\u7a00\u7f3a\u8d44\u6e90\u201d\u8fd9\u4e2a\u5047\u8bbe\u4e0a\u201c\u3002

\u6211\u5728\u60f3\uff0c\u5982\u679c\u667a\u529b\u4e0d\u662f\u7a00\u7f3a\u7684\u8d44\u6e90\uff0c\u672a\u6765\u793e\u4f1a\u662f\u4f9d\u9760\u4ec0\u4e48\u6765\u8fd0\u884c\uff0c\u4f9d\u9760\u4ec0\u4e48\u6765\u533a\u5206\u9636\u7ea7

\n", "date_published": "2026-04-03T02:14:28+00:00", "title": "\u88ab ai \u66ff\u4ee3\u7684\u4eba\u73b0\u5728\u90fd\u53bb\u5e72\u4ec0\u4e48\u4e86", "id": "t/1203260" }, { "author": { "url": "member/S1ngleton", "name": "S1ngleton", "avatar": "https://cdn.v2ex.com/gravatar/aa6b26b490350af3246a10a04ad66a91?s=73&d=retro" }, "url": "t/1203208", "date_modified": "2026-04-03T00:38:20+00:00", "content_html": "\u8fd9\u4e2a\u60f3\u6cd5\u5176\u5b9e\u662f\u4ece\u524d\u5e74\u7528 langchain \u505a\u4e00\u4e9b ai \u9879\u76ee\u65f6\u5019\u60f3\u5230\u7684\uff0c\u9996\u5148\u697c\u4e3b\u5e76\u4e0d\u5c5e\u4e8e ai \u7684\u6784\u9020\u8005\uff0c\u800c\u662f\u4f7f\u7528\u8005\uff0c\u6240\u4ee5\u5185\u5bb9\u6709\u53ef\u80fd\u4e0d\u51c6\u786e\uff0c\u6b22\u8fce\u6307\u6b63\u3002

\u5173\u4e8e\u73b0\u5728\u7684 ai \uff0c\u4ea7\u751f\u4e86\u4ee5\u4e0b\u5224\u65ad\uff1a
1. \u4e16\u754c\u4e0a\u9010\u6e10\u8d8a\u6765\u8d8a\u591a ai \u4ea7\u751f\u5185\u5bb9\uff0c\u8fd9\u4e00\u70b9\u6bcb\u5eb8\u7f6e\u7591\u3002
2. \u53e6\u5916\u6709\u6240\u4e86\u89e3\uff0c\u4e00\u822c ai \u7528\u81ea\u5df1\u7684\u4e1c\u897f\u8bad\u7ec3\u81ea\u5df1\u4f1a\u5bfc\u81f4\u6027\u80fd\u8d8a\u6765\u8d8a\u5dee\u3002
3. AI \u80fd\u591f\u5e2e\u52a9\u8d8a\u6765\u8d8a\u591a\u4eba\u8f93\u51fa\u5185\u5bb9\uff0c\u5c31\u5bfc\u81f4\u4eba\u7c7b\u8fd9\u4e2a\u201c\u5de8\u5927\u7684 AI\u201d\u8d8a\u6765\u8d8a\u5c11\u673a\u4f1a\u53bb\u8f93\u51fa\u5185\u5bb9\u8bad\u7ec3\u5f53\u524d\u7684 ai \u4e86\u3002

\u4e0d\u77e5\u9053\u5927\u5bb6\u5982\u4f55\u770b\uff1f", "date_published": "2026-04-02T16:08:42+00:00", "title": "\u8d8a\u6765\u8d8a\u591a\u7684 ai \u5185\u5bb9\u4f1a\u4e0d\u4f1a\u9010\u6e10\u5bfc\u81f4\u6a21\u578b\u5d29\u584c\uff0c\u4ece\u800c\u8ba9\u4eba\u7c7b\u96be\u4ee5\u8fdb\u6b65\uff1f", "id": "t/1203208" }, { "author": { "url": "member/PendingOni", "name": "PendingOni", "avatar": "https://cdn.v2ex.com/avatar/80f0/f3d2/585998_large.png?m=1774273219" }, "url": "t/1203189", "title": "[\u8bb0\u5f55]-2026-04-02 \u70ed\u529b\u5b66\u7b2c\u4e8c\u5b9a\u5f8b\u4e0e\u5bbf\u547d(AI \u751f\u6210)", "id": "t/1203189", "date_published": "2026-04-02T14:11:57+00:00", "content_html": "

\u8fd9\u662f\u4e00\u4e2a\u6df1\u523b\u5230\u8fd1\u4e4e\u54f2\u5b66\uff0c\u5374\u53c8\u51b7\u9177\u5230\u6781\u70b9\u7684\u7269\u7406\u5b66\u95ee\u9898\u3002

\u4ece\u7269\u7406\u5b66\u7684\u7ec8\u6781\u89c6\u89d2\u6765\u770b\uff0c\u7b54\u6848\u662f\u4ee4\u4eba\u6cae\u4e27\u7684\uff1a\u662f\u7684\uff0c\u4eba\uff0c\u751a\u81f3\u751f\u547d\u3001\u6587\u660e\u3001\u661f\u7403\u4e43\u81f3\u6574\u4e2a\u5b87\u5b99\uff0c\u7ec8\u7a76\u90fd\u654c\u4e0d\u8fc7\u70ed\u529b\u5b66\u7b2c\u4e8c\u5b9a\u5f8b\u3002

\u4f46\u5728\u4f60\u611f\u5230\u865a\u65e0\u4e4b\u524d\uff0c\u6211\u4eec\u53ef\u4ee5\u4ece\u4e09\u4e2a\u5c42\u9762\u6765\u89e3\u6784\u8fd9\u573a\u201c\u5fc5\u8f93\u7684\u6218\u4e89\u201d\uff0c\u4ee5\u53ca\u4e3a\u4ec0\u4e48\u8fd9\u573a\u6218\u4e89\u672c\u8eab\u624d\u662f\u751f\u547d\u7684\u5168\u90e8\u610f\u4e49\u3002

1. \u4ec0\u4e48\u662f\u8fd9\u573a\u6218\u4e89\uff1f\uff08\u71b5\u589e\u4e0e\u8d1f\u71b5\uff09

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\ud83e\udd16 AI \u7684\u8def\u5f84\u5462\uff1f

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\u6b22\u8fce\u7406\u6027\u8ba8\u8bba\uff0c\u8f7b\u55b7 \ud83d\ude4f

\u5f53\u7136\uff0c\u4e0d\u662f\u5426\u5b9a AI \u7684\u4ef7\u503c\uff0c\u53ea\u662f\u89c9\u5f97\u70ed\u6f6e\u4e4b\u4e0b\uff0c\u591a\u4e00\u5c42\u51b7\u601d\u8003\u53ef\u80fd\u66f4\u6709\u610f\u601d\u3002\u6280\u672f\u672c\u8eab\u4e2d\u6027\uff0c\u5173\u952e\u770b\u6211\u4eec\u600e\u4e48\u7528\u5b83\u300c\u5411\u5916\u5f00\u62d3\u300d\u800c\u4e0d\u662f\u300c\u5411\u5185\u4e92\u5377\u300d\u3002

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Agent \u6c38\u8fdc\u4e0d\u4f1a\u56e0\u4e3a\u6628\u5929\u6253\u4e86\u4e00\u5c40\u6e38\u620f\uff0c\u4eca\u5929\u5199\u51fa\u4e00\u4e2a\u66f4\u4f18\u96c5\u7684\u7ec4\u4ef6\u3002

\u8fd9\u53e5\u8bdd\u542c\u8d77\u6765\u5f88\u8822\uff0c\u4f46\u6211\u8d8a\u60f3\u8d8a\u89c9\u5f97\uff0c\u8fd9\u624d\u662f\u4eba\u7c7b\u548c AI \u4e4b\u95f4\u6700\u6df1\u7684\u90a3\u9053\u6c9f\u3002

\u4e0d\u662f\u60c5\u611f\uff0c\u4e0d\u662f\u9053\u5fb7\uff0c\u4e0d\u662f\u521b\u9020\u529b\u2014\u2014\u8fd9\u4e9b\u8bcd\u592a\u5927\u592a\u7a7a\u3002

\u5c31\u662f\u90a3\u4e2a\u6ea2\u51fa\u3002

\u4f60\u751f\u6d3b\u91cc\u7ecf\u5386\u7684\u6bcf\u4e00\u4ef6\u4e8b\uff0c\u73a9\u8fc7\u7684\u6e38\u620f\uff0c\u517b\u8fc7\u7684\u732b\uff0c\u8ddf\u5144\u5f1f\u559d\u9152\u804a\u8fc7\u7684\u5e9f\u8bdd\uff0c\u51cc\u6668\u7761\u4e0d\u7740\u65f6\u8111\u5b50\u91cc\u4e71\u8f6c\u7684\u5ff5\u5934\u2014\u2014\u8fd9\u4e9b\u4e1c\u897f\u4f1a\u5728\u4f60\u6beb\u65e0\u5bdf\u89c9\u7684\u65f6\u5019\uff0c\u6f0f\u8fdb\u4f60\u7684\u5de5\u4f5c\u91cc\uff0c\u6f0f\u8fdb\u4f60\u7684\u5224\u65ad\u91cc\uff0c\u6f0f\u8fdb\u4f60\u67d0\u4e00\u5929\u7a81\u7136\u5192\u51fa\u6765\u7684\u7075\u611f\u91cc\u3002

Agent \u6ca1\u6709\u8fd9\u4e2a\u3002

\u5b83\u53ea\u6709\u88ab\u5b9a\u4e49\u7684\u8fb9\u754c\uff0c\u53ea\u6709\u8f93\u5165\u548c\u8f93\u51fa\uff0c\u53ea\u6709 token \u548c\u6743\u91cd\u3002

\u5b83\u6ca1\u6709\u6628\u5929\uff0c\u6ca1\u6709\u6e38\u620f\uff0c\u6ca1\u6709\u90a3\u53ea\u6b7b\u6389\u7684\u732b\u3002

\u8fd9\u7bc7\u6587\u7ae0\u4e0d\u662f\u8981\u8bf4 AI \u4e0d\u884c\u3002AI \u5f88\u884c\uff0c\u800c\u4e14\u8d8a\u6765\u8d8a\u884c\u3002

\u6211\u53ea\u662f\u60f3\u804a\u804a\u2014\u2014\u5f53 Agent \u5f3a\u5927\u5230\u53ef\u4ee5\u5904\u7406\u4e00\u5207\u7cbe\u786e\u7684\u4e8b\u60c5\u4e4b\u540e\uff0c\u4eba\u7c7b\u5269\u4e0b\u7684\u90a3\u4e2a\"\u6ea2\u51fa\"\uff0c\u5230\u5e95\u503c\u591a\u5c11\u94b1\uff0c\u53c8\u4f1a\u628a\u6211\u4eec\u5e26\u53bb\u54ea\u91cc\u3002

\u7b2c\u4e00\u90e8\u5206\uff1a\u4eba\u7c7b\u667a\u6167\u7684\u6ea2\u51fa\u662f\u4ec0\u4e48

\u5927\u5b66\u521a\u6bd5\u4e1a\u90a3\u5e74\uff0c\u6211 23 \u5c81\uff0c\u4e0d\u662f\u8ba1\u7b97\u673a\u4e13\u4e1a\u79d1\u73ed\u51fa\u8eab\u3002

\u5165\u884c\u4e4b\u540e\u7b2c\u4e00\u6b21\u63a5\u89e6 UML \u56fe\uff0c\u770b\u5f97\u4e00\u5934\u96fe\u6c34\u3002\u6a21\u5757\u3001\u4f9d\u8d56\u3001\u8c03\u7528\u5173\u7cfb\u2014\u2014\u9053\u7406\u597d\u50cf\u61c2\uff0c\u4f46\u5c31\u662f\u5728\u8111\u5b50\u91cc\u8f6c\u4e0d\u8d77\u6765\uff0c\u50cf\u4e00\u5806\u96f6\u4ef6\u6446\u5728\u9762\u524d\uff0c\u4e0d\u77e5\u9053\u600e\u4e48\u7ec4\u88c5\u3002

\u90a3\u5929\u665a\u4e0a\uff0c\u6211\u62ff\u7740\u624b\u673a\u73a9\u63a8\u7bb1\u5b50\u3002

\u5c31\u662f\u90a3\u79cd\u5f88\u666e\u901a\u7684\u624b\u673a\u5c0f\u6e38\u620f\uff0c\u628a\u7bb1\u5b50\u63a8\u8fdb\u6307\u5b9a\u4f4d\u7f6e\uff0c\u63a8\u9519\u4e86\u5c31\u5361\u6b7b\uff0c\u53ea\u80fd\u91cd\u6765\u3002\u6211\u73a9\u4e86\u5f88\u4e45\uff0c\u5361\u5173\uff0c\u91cd\u6765\uff0c\u518d\u5361\u5173\uff0c\u518d\u91cd\u6765\u3002

\u7b2c\u4e8c\u5929\u7761\u9192\uff0c\u8305\u585e\u987f\u5f00\u3002

\u6211\u7a81\u7136\u660e\u767d UML \u662f\u600e\u4e48\u56de\u4e8b\u4e86\u3002

\u4e0d\u662f\u56e0\u4e3a\u6211\u53c8\u770b\u4e86\u4ec0\u4e48\u8d44\u6599\uff0c\u4e0d\u662f\u56e0\u4e3a\u6709\u4eba\u7ed9\u6211\u8bb2\u89e3\u3002\u5c31\u662f\u7761\u4e86\u4e00\u89c9\uff0c\u8111\u5b50\u91cc\u67d0\u4e2a\u4e1c\u897f\u6084\u6084\u63a5\u4e0a\u4e86\u2014\u2014

\u63a8\u7bb1\u5b50\u548c UML \uff0c\u5e95\u5c42\u662f\u540c\u4e00\u4e2a\u903b\u8f91\u3002\u6709\u9650\u7a7a\u95f4\u91cc\uff0c\u5904\u7406\u6709\u4f9d\u8d56\u5173\u7cfb\u7684\u5bf9\u8c61\uff0c\u987a\u5e8f\u9519\u4e86\u5c31\u6b7b\u5c40\uff0c\u9000\u4e0d\u51fa\u6765\u53ea\u80fd\u91cd\u6765\u3002

\u8fd9\u4e2a\u8054\u52a8\u4e0d\u662f\u6211\u60f3\u51fa\u6765\u7684\u3002\u662f\u63a8\u7bb1\u5b50\u5361\u5173\u7684\u632b\u8d25\u611f\uff0c\u662f\u7b2c\u5341\u51e0\u6b21\u91cd\u6765\u7684\u90a3\u79cd\u53cd\u590d\uff0c\u662f\u7761\u7740\u4e4b\u540e\u8111\u5b50\u5728\u6211\u4e0d\u77e5\u60c5\u7684\u60c5\u51b5\u4e0b\u5077\u5077\u8fd0\u8f6c\u2014\u2014\u4e09\u4ef6\u4e8b\u52a0\u5728\u4e00\u8d77\uff0c\u649e\u51fa\u4e86\u8fd9\u4e2a\u7ed3\u679c\u3002

\u8fd9\u5c31\u662f\u6211\u8bf4\u7684\u6ea2\u51fa\u3002

\u4e0d\u662f\u4f60\u4e3b\u52a8\u8c03\u7528\u7684\u77e5\u8bc6\uff0c\u662f\u751f\u6d3b\u91cc\u67d0\u4e2a\u7ecf\u5386\uff0c\u5728\u4f60\u6beb\u65e0\u5bdf\u89c9\u7684\u65f6\u5019\uff0c\u6e17\u8fdb\u4e86\u4f60\u4e0d\u76f8\u5173\u7684\u5224\u65ad\u91cc\u3002

\u4f60\u517b\u8fc7\u732b\uff0c\u4f60\u5c31\u7406\u89e3\u67d0\u4e9b\u7cfb\u7edf\u7684\u4e0d\u53ef\u9884\u6d4b\u6027\u3002\u4f60\u6253\u8fc7\u7403\uff0c\u4f60\u5c31\u7406\u89e3\u56e2\u961f\u534f\u4f5c\u91cc\u7684\u8282\u594f\u611f\u3002\u4f60\u73a9\u8fc7\u63a8\u7bb1\u5b50\uff0c\u4f60\u5c31\u7406\u89e3\u4e86\u4f9d\u8d56\u5173\u7cfb\u7684\u6b7b\u5c40\u3002

\u8fd9\u4e9b\u4e1c\u897f\u6ca1\u6709\u529e\u6cd5\u88ab\u91cf\u5316\uff0c\u6ca1\u6709\u529e\u6cd5\u88ab\u523b\u610f\u5b66\u4e60\uff0c\u53ea\u80fd\u88ab\u7ecf\u5386\u3002

Agent \u77e5\u9053\u63a8\u7bb1\u5b50\u7684\u89c4\u5219\u3002\u4f60\u628a\u6240\u6709\u5173\u5361\u7684\u89e3\u6cd5\u5168\u90e8\u5582\u7ed9\u5b83\uff0c\u5b83\u90fd\u80fd\u8f93\u51fa\u6b63\u786e\u7b54\u6848\u3002

\u4f46\u5b83\u6ca1\u6709\u5361\u8fc7\u5173\u3002\u6ca1\u6709\u90a3\u79cd\u63a8\u8fdb\u6b7b\u89d2\u7684\u632b\u8d25\u611f\u3002\u6ca1\u6709\u7b2c\u5341\u4e03\u6b21\u91cd\u6765\u65f6\u60f3\u6454\u624b\u673a\u7684\u51b2\u52a8\u3002\u6ca1\u6709\u7761\u4e00\u89c9\u4e4b\u540e\u7a81\u7136\u901a\u4e86\u7684\u90a3\u4e2a\u65e9\u6668\u3002

\u5b83\u77e5\u9053\uff0c\u4f46\u5b83\u6ca1\u6709\u73a9\u8fc7\u3002

\u77e5\u9053\u548c\u73a9\u8fc7\uff0c\u662f\u4e24\u4ef6\u5b8c\u5168\u4e0d\u540c\u7684\u4e8b\u3002

\u800c\u90a3\u4e2a\u5dee\u8ddd\uff0c\u5c31\u662f\u4eba\u7c7b\u6700\u540e\u7684\u62a4\u57ce\u6cb3\u3002

\u7b2c\u4e8c\u90e8\u5206\uff1a\u6ea2\u51fa\u4e3a\u4ec0\u4e48\u65e2\u662f\u8d1f\u62c5\u53c8\u662f\u71c3\u6599

\u6ca1\u6709\u7a0b\u5e8f\u5458\u7acb\u5fd7\u8981\u9020\u5c4e\u5c71\u3002

\u5c4e\u5c71\u662f\u8fd9\u6837\u957f\u51fa\u6765\u7684\u2014\u2014

A \u60f3\u5230\u4e86\u4e0a\u5468\u9047\u5230\u7684\u8fb9\u754c\u60c5\u51b5\uff0c\u52a0\u4e86\u4e00\u6bb5\u5224\u65ad\u3002B \u8e29\u8fc7\u4e00\u4e2a\u4e09\u4e2a\u6708\u524d\u7684\u5751\uff0c\u52a0\u4e86\u4e00\u5c42\u4fdd\u62a4\u3002C \u89c9\u5f97\u4ee5\u540e\u53ef\u80fd\u8981\u6269\u5c55\uff0c\u52a0\u4e86\u4e00\u4e2a\u62bd\u8c61\u5c42\u3002\u6bcf\u4e2a\u4eba\u7684\u51fa\u53d1\u70b9\u90fd\u662f\u597d\u7684\uff0c\u6bcf\u4e2a\u4eba\u52a0\u7684\u90a3\u4e00\u5757\u90fd\u6709\u9053\u7406\u3002

\u4f46\u52a0\u5728\u4e00\u8d77\uff0c\u5c31\u6210\u4e86\u6ca1\u6709\u4eba\u80fd\u5b8c\u5168\u770b\u61c2\u7684\u4e1c\u897f\u3002

\u5c4e\u5c71\u4e0d\u662f\u4e00\u4e2a\u4eba\u7684\u7f6a\uff0c\u662f\u6240\u6709\u4eba\u6ea2\u51fa\u7684\u603b\u548c\u3002

\u8fd9\u5c31\u662f\u6ea2\u51fa\u7684\u8d1f\u62c5\u2014\u2014\u7ecf\u9a8c\u8d8a\u4e30\u5bcc\uff0c\u5386\u53f2\u5305\u88b1\u8d8a\u91cd\uff0c\u7b80\u5355\u7684\u4e8b\u60c5\u8d8a\u5bb9\u6613\u88ab\u505a\u590d\u6742\u3002\u4f60\u8111\u5b50\u91cc\u540c\u65f6\u88c5\u7740\u4e94\u79cd\u53ef\u80fd\u6027\u3001\u4e09\u4e2a\u6708\u524d\u7684\u6559\u8bad\u3001\u5bf9\u672a\u6765\u7684\u7126\u8651\uff0c\u7136\u540e\u4f60\u628a\u8fd9\u4e9b\u5168\u585e\u8fdb\u4e00\u4e2a\u672c\u6765\u53ea\u9700\u8981\u505a\u4e00\u4ef6\u4e8b\u7684\u51fd\u6570\u91cc\u3002

\u80fd\u8dd1\uff0c\u4f46\u6ca1\u4eba\u770b\u5f97\u61c2\uff0c\u5305\u62ec\u4e09\u4e2a\u6708\u540e\u7684\u4f60\u81ea\u5df1\u3002

Agent \u4e0d\u4f1a\u8fd9\u6837\u3002

\u8ba9\u5b83\u5199\u4e00\u4e2a\u51fd\u6570\uff0c\u5b83\u53ea\u5199\u90a3\u4e2a\u51fd\u6570\u3002\u5b83\u6ca1\u6709\u4e0a\u5468\u7684\u9634\u5f71\uff0c\u6ca1\u6709\u8e29\u8fc7\u7684\u5751\uff0c\u6ca1\u6709\"\u4e07\u4e00\u4ee5\u540e\"\u7684\u7126\u8651\u3002\u5b83\u4e0d\u80cc\u5386\u53f2\u5305\u88b1\uff0c\u4e0d\u4f1a\u81ea\u4f5c\u4e3b\u5f20\u5f80\u91cc\u52a0\u4e1c\u897f\u3002

\u591a\u4e2a Agent \u534f\u4f5c\uff0c\u6bcf\u4e2a\u53ea\u505a\u88ab\u5b9a\u4e49\u7684\u4e8b\uff0c\u5e72\u51c0\uff0c\u7cbe\u786e\uff0c\u4e0d\u4f1a\u9020\u5c4e\u5c71\u3002

\u4f46\u4e5f\u6b63\u56e0\u4e3a\u8fd9\u6837\u2014\u2014

Agent \u534f\u4f5c\u51fa\u6765\u7684\u4e1c\u897f\uff0c\u6c38\u8fdc\u4e0d\u4f1a\u6709\u90a3\u4e2a\u63a8\u7bb1\u5b50\u8054\u52a8 UML \u7684\u610f\u5916\u60ca\u559c\u3002

\u6ca1\u6709\u5c4e\u5c71\uff0c\u4e5f\u6ca1\u6709\u795e\u6765\u4e4b\u7b14\u3002

\u8fd9\u5c31\u662f\u6ea2\u51fa\u7684\u672c\u8d28\uff1a\u5b83\u662f\u540c\u4e00\u4ef6\u4e1c\u897f\u7684\u4e24\u9762\u3002

\u5e26\u6765\u521b\u9020\u529b\u7684\u90a3\u4e2a\u6742\u8d28\uff0c\u548c\u9020\u6210\u5c4e\u5c71\u7684\u90a3\u4e2a\u6742\u8d28\uff0c\u662f\u540c\u4e00\u79cd\u6742\u8d28\u3002\u4f60\u6ca1\u6709\u529e\u6cd5\u53ea\u8981\u795e\u6765\u4e4b\u7b14\uff0c\u4e0d\u8981\u5c4e\u5c71\u3002\u4f60\u6ca1\u6709\u529e\u6cd5\u53ea\u4fdd\u7559\u71c3\u6599\uff0c\u4e0d\u627f\u62c5\u8d1f\u62c5\u3002

\u4eba\u7c7b\u7684\u667a\u6167\uff0c\u4ece\u6765\u4e0d\u662f\u7eaf\u51c0\u7684\u3002

\u5b83\u662f\u6df7\u6c8c\u7684\uff0c\u662f\u6ea2\u51fa\u7684\uff0c\u662f\u4f60\u6628\u5929\u6253\u6e38\u620f\u3001\u4eca\u5929\u517b\u732b\u3001\u7761\u4e00\u89c9\u4e4b\u540e\u7a81\u7136\u60f3\u901a\u2014\u2014\u548c\u4f60\u628a\u4e94\u79cd\u53ef\u80fd\u6027\u5168\u585e\u8fdb\u4e00\u4e2a\u51fd\u6570\u91cc\u2014\u2014\u540c\u65f6\u53d1\u751f\u7684\u4e1c\u897f\u3002

\u8fd9\u662f\u4eba\u7c7b\u7684\u5c40\u9650\uff0c\u4e5f\u662f\u4eba\u7c7b\u552f\u4e00\u4e0d\u80fd\u88ab\u590d\u5236\u7684\u5730\u65b9\u3002

\u7b2c\u4e09\u90e8\u5206\uff1a\u4e00\u4e2a\u4eba\u7684\u534a\u79d2\u5ff5\u5934\uff0c\u9700\u8981\u591a\u5c11 token \uff1f

\u6709\u65f6\u5019\u6211\u4f1a\u6709\u4e00\u79cd\u611f\u89c9\u2014\u2014

\u72b9\u5982\u6211\u5728\u505a\u68a6\uff0c\u9192\u4e86\uff0c\u5374\u8fd8\u5728\u68a6\u4e2d\u3002\u72b9\u5982\u8eab\u4e34\u5176\u5883\uff0c\u4f46\u662f\u5374\u4e0d\u77e5\u4e3a\u4f55\u53d1\u751f\u3002

\u5c31\u662f\u90a3\u79cd\u5ff5\u5934\u3002

\u5b83\u4e0d\u662f\u4f60\u60f3\u51fa\u6765\u7684\uff0c\u662f\u5b83\u81ea\u5df1\u5192\u51fa\u6765\u7684\u3002\u4f60\u751a\u81f3\u6765\u4e0d\u53ca\u8ffd\u95ee\u5b83\u4ece\u54ea\u91cc\u6765\uff0c\u5b83\u5df2\u7ecf\u5728\u5f71\u54cd\u4f60\u4e0b\u4e00\u4e2a\u51b3\u5b9a\u4e86\u3002

\u8fd9\u79cd\u5ff5\u5934\uff0c\u80cc\u540e\u662f\u4ec0\u4e48\uff1f

\u662f\u4f60\u4e8c\u5341\u5e74\u7684\u751f\u6d3b\u7ecf\u5386\u540c\u65f6\u5728\u8111\u5b50\u91cc\u53d1\u751f\u4e86\u4e00\u6b21\u65e0\u58f0\u7684\u78b0\u649e\u3002\u4f60\u73a9\u8fc7\u7684\u6e38\u620f\uff0c\u517b\u8fc7\u7684\u732b\uff0c\u5931\u7720\u7684\u591c\u665a\uff0c\u8ddf\u5144\u5f1f\u559d\u9152\u804a\u8fc7\u7684\u5e9f\u8bdd\uff0c\u8def\u4e0a\u770b\u89c1\u7684\u4e00\u5757\u74f7\u7816\u6392\u5217\uff0c\u5c0f\u65f6\u5019\u642c\u8fc7\u7684\u7bb1\u5b50\u2014\u2014\u6240\u6709\u8fd9\u4e9b\u5728\u534a\u79d2\u949f\u4e4b\u5185\uff0c\u4ee5\u4e00\u79cd\u4f60\u6c38\u8fdc\u65e0\u6cd5\u590d\u73b0\u7684\u65b9\u5f0f\u649e\u5728\u4e86\u4e00\u8d77\uff0c\u7136\u540e\u5192\u51fa\u4e86\u90a3\u4e2a\u5ff5\u5934\u3002

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\u5927\u6982 22 \u5e74\u5de6\u53f3\uff0c\u56e0\u4e3a\u5de5\u4f5c\u9700\u8981\u5bf9\u5e02\u9762\u4e0a\u5927\u591a\u6570\u62d6\u62c9\u62fd\u7684\u4f4e\u4ee3\u7801\u5e73\u53f0\u8fdb\u884c\u4e86\u8c03\u7814\uff0c\u5f53\u65f6\u6211\u5bf9\u8fd9\u79cd\u4f4e\u4ee3\u7801\u5e73\u53f0\u55e4\u4e4b\u4ee5\u9f3b\u2014\u2014\u5f53\u7136\uff0c\u5373\u4fbf\u5230\u4e86\u73b0\u5728\uff0c\u8fd9\u4e2a\u770b\u6cd5\u4e5f\u6ca1\u6709\u53d1\u751f\u8f6c\u6298\u3002\u56e0\u4e3a\u4e2a\u4eba\u5224\u65ad\u62d6\u62c9\u62fd\u56fe\u5f62\u5316\u8fd9\u4e2a\u65b9\u5411\u6ca1\u6709\u524d\u666f\uff0c\u4e0d\u8ba4\u53ef\u4ece\u8be5\u65b9\u5411\u6765\u5b9e\u73b0\u4e3a\u7f16\u7801\u5de5\u4f5c\u63d0\u6548\u7684\u53ef\u80fd\u6027\u3002\u4f46\u5bf9\u4e8e\u9886\u5bfc\u60f3\u8981\u7684\u6240\u8c13\u201c\u964d\u672c\u589e\u6548\u5b8c\u6210\u7f16\u7801\u5de5\u4f5c\u201c\u8fd9\u4e2a\u9700\u6c42\uff0c\u6211\u5f53\u65f6\u6ca1\u6709\u7b54\u6848\u3002

\u6ca1\u60f3\u5230 25 \u5e74\u7684 AI \u8ba9\u6211\u770b\u5230\u4e86\u7b54\u6848\u3002\u67d0\u79cd\u7a0b\u5ea6\u4e0a\uff0c\u5176\u5b9e\u5df2\u7ecf\u5728\u9010\u6b65\u5b9e\u73b0\u751a\u81f3\u8d85\u8d8a\u9886\u5bfc\u4eec\u671f\u671b\u7684\u201d\u4f4e\u4ee3\u7801\u201c\u8981\u7684\u6548\u679c\u4e86\u2014\u2014\u8282\u7701\u4eba\u529b\uff0c\u8f7b\u677e\u9ad8\u6548\u5b8c\u6210\u7f16\u7801\u5de5\u4f5c\u3002\u76ee\u524d\u552f\u4e00\u7684\u526f\u4f5c\u7528\uff0c\u53ef\u80fd\u5c31\u662f Token \u70e7\u8d77\u6765\u786e\u5b9e\u6709\u70b9\u94b1\u5305\u75bc\u3002

AI \u7684\u53d1\u5c55\u771f\u7684\u597d\u5feb\u300223 \u5e74 AI \u9010\u6b65\u53d1\u5c55\u540e\u5927\u90e8\u5206\u7a0b\u5e8f\u5458\u8fd8\u662f\u5632\u8bbd\u72b6\u6001\u7684\uff0c\u4e5f\u4e0d\u5947\u602a\uff0c\u90a3\u65f6\u5019\u786e\u5b9e\u8fd8\u662f\u6709\u70b9\u201c\u4eba\u5de5\u667a\u969c\u201d\uff0c\u5176\u5b9e 24 \u5e74\u7684\u65f6\u5019\u5728\u7f16\u7801\u8fd9\u5757\u4e5f\u8fd8\u662f\u840c\u82bd\u9636\u6bb5\u3002\u6ca1\u60f3\u5230 25 \u5e74\u5f00\u59cb\u7a81\u53d1\u731b\u8fdb\uff0c\u7b80\u76f4\u50cf\u96e8\u540e\u6625\u7b0b\uff0c\u4e00\u4e0b\u5b50\u5c31\u8e7f\u6210\u9ad8\u9ad8\u7684\u7af9\u5b50\u4e86\u3002\u4e00\u5f00\u59cb\u6211\u4eec\u8fd8\u4f4e\u5934\u4fef\u89c6\uff0c\u4e00\u8f6c\u773c\u53ea\u80fd\u4ef0\u5934\u89c2\u671b\u4e86\u3002

26 \u5e74 3 \u6708\u521d AI Agent \u5c0f\u9f99\u867e\u5728\u56fd\u5185\u7a81\u7136\u7206\u706b\uff0c\u8001\u5b9e\u8bf4\u76ee\u524d\u7684\u5c0f\u9f99\u867e\u73b0\u5728\u8fd8\u4e0d\u662f\u5f88\u6210\u719f\uff0c\u6743\u9650\u3001\u5b89\u5168\u95ee\u9898\u90fd\u5f88\u591a\u3002\u4f46\u770b\u5230\u8fd9\u6837\u4e00\u4e2a\u5f00\u6e90\u9879\u76ee\u5d1b\u8d77\u8fd8\u662f\u975e\u5e38\u9f13\u821e\u4eba\u5fc3\uff0c\u8fd9\u662f\u4e00\u4e2a\u65b0\u7684\u840c\u82bd\u3002

\u76ee\u524d\u5bf9\u4e8e\u6ca1\u6709\u7f16\u7a0b\u9700\u6c42\u7684\u591a\u6570\u4eba\u6765\u8bf4\uff0cAI \u662f\u66f4\u667a\u80fd\u7684\u641c\u7d22\u5f15\u64ce\uff0c\u4e3b\u8981\u662f\u7528\u4e8e\u89e3\u7b54\u5404\u6837\u7684\u95ee\u9898\uff0c\u7136\u540e\u80fd\u8f85\u52a9\u751f\u6210\u56fe\u7247\u3001\u6587\u6863\u8fd9\u4e9b\u3002\u4f46\u5c0f\u9f99\u867e\u8c61\u5f81\u7740 AI \u4ece\u4e00\u4e2a\u201c\u5bf9\u8bdd\u5de5\u5177\u201d\u5411\u201c\u6570\u5b57\u4e0b\u5c5e\u201d\u7684\u8f6c\u53d8\uff0c\u4eba\u4eec\u5f00\u59cb\u5c1d\u8bd5\u6307\u6d3e\u5b83\u53bb\u5e72\u6d3b\u3002\u81ea\u5df1\u6253\u5de5\u7684\u65f6\u5019 996 \u592a\u82e6\uff0c\u6709 AI \u4e0b\u5c5e\u540e\u4e0d\u5c11\u4eba\u8ba9\u5b83 007 \u3002\u867d\u7136\u76ee\u524d\u53ef\u80fd\u4e3b\u8981\u8fd8\u53ea\u80fd\u5e72\u70b9\u5b9e\u4e60\u751f\u6253\u6742\u7684\u6d3b\uff0c\u4f46\u5b83\u4e0d\u7528\u4f11\u606f\u53ef\u4ee5\u4e00\u76f4\u5b66\u4e60\u6210\u957f\u554a\uff0c\u6210\u4e3a\u603b\u88c1\u52a9\u7406\u4e5f\u662f\u6307\u65e5\u53ef\u5f85\u3002

\u867d\u7136 AI \u7684\u8fd0\u7528\u573a\u666f\u76ee\u524d\u8fd8\u4e0d\u5f88\u660e\u6670\uff0c\u4f46\u76ee\u524d\u6700\u4e3a\u5177\u8c61\u3001\u666e\u53ca\u7387\u6700\u9ad8\u7684\u573a\u666f\u662f\u7f16\u7801\u65e0\u7591\u3002\u7f16\u7801\u8fd9\u5757\u4e0d\u5f97\u4e0d\u63d0\u4e0b claude \uff0c\u5b83\u662f\u72ec\u6811\u4e00\u5e1c\u3001\u9065\u9065\u9886\u5148\u3002\u4ece\u8bde\u751f\u5230\u6700\u65b0\u7684\u4e00\u7248\uff0c\u5728\u5f88\u957f\u4e00\u6bb5\u65f6\u95f4\u5185\uff0c\u5b83\u5728\u5404\u5927\u6a21\u578b\u4e2d\u90fd\u5904\u4e8e\u65ad\u5c42\u9886\u5148\u7684\u5730\u4f4d\uff0c\u4f30\u8ba1\u5728\u672a\u6765\u4e00\u6bb5\u65f6\u95f4\u5185\u5730\u4f4d\u4e5f\u4e0d\u53ef\u52a8\u6447\u3002

\u8bf4\u56de\u6765\uff0c\u7a0b\u5e8f\u5458\u53ef\u80fd\u662f\u5bf9 AI \u6700\u6177\u6168\u4e5f\u6700\u654f\u611f\u7684\u7fa4\u4f53\u3002\u7a0b\u5e8f\u5458\u5728 AI \u7684\u4f7f\u7528\u91cf\u8fd9\u5757\u76ee\u524d\u5df2\u7ecf\u8fdc\u8d85\u5927\u591a\u6570\u5176\u4ed6\u884c\u4e1a\u4eba\u5458\uff0c\u4e0d\u5c11\u4eba\u90fd\u613f\u610f\u6bcf\u6708\u652f\u4ed8 20 \u751a\u81f3 200 \u7f8e\u5143\u7684\u8ba2\u9605\u8d39\u3002\u5c31 AI \u6280\u672f\u7684\u53d1\u5c55\u8d8b\u52bf\u800c\u8a00\uff0c\u8eab\u5904\u4e00\u7ebf\u7684\u7a0b\u5e8f\u5458\u5f80\u5f80\u62e5\u6709\u6700\u654f\u9510\u3001\u6700\u51c6\u786e\u7684\u76f4\u89c9\u3002

\u6839\u636e\u5728\u7a0b\u5e8f\u5458\u8bba\u575b\u7684\u53cd\u9988\u770b\u6765\uff0c\u5927\u591a\u6570\u7a0b\u5e8f\u5458\u90fd\u8ba4\u53ef AI \u5728\u7f16\u7801\u8fd9\u5757\u5df2\u7ecf\u53ef\u4ee5\u57fa\u672c\u66ff\u4ee3\u4e00\u4e2a\u4e2d\u7ea7\u5f00\u53d1\u5458\uff0c\u8981\u66ff\u4ee3\u67b6\u6784\u8fd9\u79cd\u590d\u6742\u7684\u9ad8\u7ea7\u5de5\u4f5c\u4f30\u8ba1\u4e5f\u4e0d\u4f1a\u592a\u8fdc\u3002\u56e0\u6b64\u4e0d\u5c11\u7a0b\u5e8f\u5458\u5df2\u7ecf\u5f00\u59cb\u60b2\u89c2\u5730\u8868\u793a\uff0c\u7a0b\u5e8f\u5458\u6b63\u4eb2\u624b\u628a\u81ea\u5df1\u63a8\u5411\u5931\u4e1a\u7684\u8fb9\u7f18\uff0c\u6210\u4e86\u81ea\u5df1\u804c\u4e1a\u751f\u6daf\u7684\u201c\u6398\u5893\u4eba\u201d\u3002

\u6709\u4e9b\u7a0b\u5e8f\u5458\u7684\u53d1\u8a00\u771f\u7684\u5f88\u6709\u610f\u601d\u3002\u6709\u4e50\u89c2\u8005\u8bf4\u201c\u60f3\u591a\u4e86\uff0c\u73b0\u5728 AI \u8fdc\u505a\u4e0d\u5230\u66ff\u4ee3\uff0c\u771f\u7684\u66ff\u4ee3\u7a0b\u5e8f\u5458\uff0c\u90a3\u5404\u884c\u4e1a\u8fd8\u6709\u4ec0\u4e48\u4e0d\u662f AI \u4e0d\u80fd\u53d6\u4ee3\u7684\uff0c\u8981\u5b8c\u4e00\u8d77\u5b8c\u86cb\uff0c\u95ee\u9898\u4e0d\u5927\u201d\uff0c\u7136\u540e\u60b2\u89c2\u8005\u8bf4\u201c\u5b9e\u9645\u60c5\u51b5\u5c31\u662f\u7a0b\u5e8f\u5458\u6700\u5148\u5b8c\u86cb\uff0c\u5176\u4ed6\u884c\u4e1a\u4f1a\u5feb\u901f\u8ddf\u8fdb\uff0c\u5fc5\u8981\u7684\u65f6\u5019\u9700\u8981\u5b87\u6811\u4eec\u5e2e\u5e2e\u5fd9\u3002\u3002\u3002\u201d

\u8981\u95ee\u672a\u6765\u4f1a\u600e\u4e48\u6837\uff0c\u6211\u4e5f\u4e0d\u77e5\u9053\u3002\u53ef\u80fd\u5c31\u50cf\u6700\u5f00\u59cb IT \u884c\u4e1a\u5d1b\u8d77\uff0c\u7136\u540e\u5404\u884c\u4e1a\u9010\u6e10\u63a8\u8fdb\u4fe1\u606f\u5316\u3002\u540e\u9762 AI \u76f8\u5173\u884c\u4e1a\u5174\u8d77\uff0c\u5404\u884c\u4e1a\u90fd\u5f00\u59cb\u8fd0\u7528 AI \u63d0\u6548\u3002\u5386\u53f2\u5927\u6982\u5c31\u662f\u8fd9\u6837\u7684\uff0c\u8eab\u5904\u5176\u4e2d\u7684\u65f6\u5019\u5e76\u4e0d\u77e5\u9053\u6b63\u5728\u600e\u6837\u7684\u5de8\u53d8\u4e2d\u3002\u5176\u5b9e\u6211\u5bf9\u76ee\u524d AI \u5df2\u7ecf\u5f88\u60ca\u8bb6\u4e86\uff0c\u4e0d\u77e5\u9053\u5947\u70b9\u7a81\u7834\u90a3\u4e00\u523b\u4f1a\u662f\u600e\u6837\u7684\u9707\u64bc\uff0c\u4ee5\u524d\u79d1\u5e7b\u5c0f\u8bf4\u7684\u90fd\u80fd\u771f\u5730\u770b\u5230\u4e48\u3002

\n", "date_published": "2026-03-19T03:26:18+00:00", "title": "AI \u53d1\u5c55\u6709\u611f\u2014\u2014\u8d77\u521d\u4f4e\u5934\u4fef\u89c6\uff0c\u4e00\u8f6c\u773c\u53ea\u80fd\u4ef0\u5934\u89c2\u671b", "id": "t/1199467" }, { "author": { "url": "member/165924", "name": "165924", "avatar": "https://cdn.v2ex.com/gravatar/c1728740b95dc0646a49decd7e79ce43?s=73&d=retro" }, "url": "t/1199346", "title": "\u7ed9\u5927\u6a21\u578b\u4eec\u505a\u4e86\u4e00\u4e2a\u5947\u602a\u7684\u6d4b\u8bd5", "id": "t/1199346", "date_published": "2026-03-18T13:41:50+00:00", "content_html": "

\u6559\u52a1\u7cfb\u7edf\u6709\u4e2a API \u4f1a\u8fd4\u56de\u4e00\u5927\u5806\u6df7\u5408\u7740\u82f1\u6587\u548c\u62fc\u97f3\u7f29\u5199\u7684\u5b57\u6bb5\uff0c\u9664\u53bb\u6211\u81ea\u5df1\u4e5f\u731c\u4e0d\u51fa\u6765\u662f\u5565\u610f\u601d\u7684\u4e00\u5171 72 \u4e2a\u3002\u8fd9\u4e9b\u4e1c\u897f\u5927\u6a21\u578b\u5e94\u8be5\u8bad\u7ec3\u4e0d\u5230\uff0c\u5f88\u591a\u7f29\u5199\u4eba\u7c7b\u90fd\u5f88\u96be\u731c\u3002

\u9664\u4e86\u7f51\u9875\u63d0\u95ee\u7684\u4e24\u4e2a\u6a21\u578b\uff0c\u5176\u4f59\u5747\u662f\u8c03\u7528 API+\u6700\u5927\u601d\u8003\u6df1\u5ea6\uff0cchatgpt 5.4 mini \u601d\u8003\u9677\u5165\u5faa\u73af\uff0c\u6240\u4ee5\u6ca1\u6709\u7ed3\u679c\u3002

PS\uff1aclaude opus \u70e7\u4e86 3 \u5757\u94b1\ud83d\ude20\uff0cgpt5.4xhigh \u70e7\u4e86 4 \u5757\u94b1\ud83d\ude21\uff0c\u5176\u4f59\u7684\u90fd\u4e0d\u5230 1 \u5757\u3002

\u6ca1\u6709\u91cd\u590d\u6d4b\u8bd5\uff0c\u7eaf\u56fe\u4e00\u4e50\uff0c\u52ff\u8ba4\u771f\u3002

\u6a21\u578b\u6b63\u786e\u7387

\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n

\u6392\u540d	\u6a21\u578b	\u6b63\u786e\u5b57\u6bb5\u6570	\u8ba1\u5206\u5b57\u6bb5\u6570	\u6b63\u786e\u7387
1	gemini-pro-\u7f51\u9875	67	72	93.06%
2	chatgpt-5.4-xhigh	63	72	87.50%
3	claude-opus-4.6-xhigh	63	72	87.50%
4	gemini-3.1-pro-aistudio	63	72	87.50%
5	chatgpt-\u53d1\u6563\u6027\u601d\u8003-\u7f51\u9875	60	72	83.33%
6	gemini-3-flash-aistudio	60	72	83.33%
7	gemini-3.1-flash-lite-aistudio	57	72	79.17%
8	glm-5-turbo	56	72	77.78%
9	deepseek v3.2	50	72	69.44%
10	qwen3.5-plus-thinking	50	72	69.44%
11	chatgpt-5.4-nano-xhigh	48	72	66.67%
12	grok-4.2-beta	47	72	65.28%

\u6700\u5bb9\u6613\u7684\u5b57\u6bb5\uff08 Top 10 \uff09

\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n

\u539f\u5b57\u6bb5	\u6b63\u786e	\u6b63\u786e\u6a21\u578b\u6570	\u6a21\u578b\u603b\u6570	\u6b63\u786e\u7387
aqfzr	\u5b89\u5168\u8d1f\u8d23\u4eba	12	12	100.00%
cdjb	\u573a\u5730\u7ea7\u522b	12	12	100.00%
cjr	\u521b\u5efa\u4eba	12	12	100.00%
cjsj	\u521b\u5efa\u65f6\u95f4	12	12	100.00%
gly	\u7ba1\u7406\u5458	12	12	100.00%
gnqid	\u529f\u80fd\u533a ID	12	12	100.00%
isdel	\u662f\u5426\u5220\u9664	12	12	100.00%
isjk	\u662f\u5426\u76d1\u63a7	12	12	100.00%
jiaoshihao	\u6559\u5ba4\u53f7	12	12	100.00%
jsbq	\u6559\u5ba4\u6807\u7b7e	12	12	100.00%

\u6700\u96be\u7684\u5b57\u6bb5\uff08 Bottom 10 \uff09

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