{ "version": "https://jsonfeed.org/version/1", "title": "\u968f\u60f3", "description": "\u6709\u7684\u65f6\u5019\uff0c\u53ef\u4ee5\u505c\u4e0b\u6765\u627e\u627e\u7075\u611f\uff0c\u7136\u540e\u518d\u7ee7\u7eed\u3002", "home_page_url": "https://www.v2ex.com/go/random", "feed_url": "https://www.v2ex.com/feed/random.json", "icon": "https://cdn.v2ex.com/navatar/093f/65e0/59_large.png?m=1747623725", "favicon": "https://cdn.v2ex.com/navatar/093f/65e0/59_normal.png?m=1747623725", "items": [ { "author": { "url": "https://www.v2ex.com/member/svipghy", "name": "svipghy", "avatar": "https://cdn.v2ex.com/avatar/1219/68c1/702795_large.png?m=1722310348" }, "url": "https://www.v2ex.com/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": "https://www.v2ex.com/t/1204144" }, { "author": { "url": "https://www.v2ex.com/member/royalknight", "name": "royalknight", "avatar": "https://cdn.v2ex.com/avatar/4ea5/70bc/588098_large.png?m=1739107582" }, "url": "https://www.v2ex.com/t/1203260", "date_modified": "2026-04-03T02:14:41+00:00", "content_html": "

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

\n

\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

\n

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

\n

\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

\n

\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

\n

\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": "https://www.v2ex.com/t/1203260" }, { "author": { "url": "https://www.v2ex.com/member/S1ngleton", "name": "S1ngleton", "avatar": "https://cdn.v2ex.com/gravatar/aa6b26b490350af3246a10a04ad66a91?s=73&d=retro" }, "url": "https://www.v2ex.com/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": "https://www.v2ex.com/t/1203208" }, { "author": { "url": "https://www.v2ex.com/member/PendingOni", "name": "PendingOni", "avatar": "https://cdn.v2ex.com/avatar/80f0/f3d2/585998_large.png?m=1774273219" }, "url": "https://www.v2ex.com/t/1203189", "title": "[\u8bb0\u5f55]-2026-04-02 \u70ed\u529b\u5b66\u7b2c\u4e8c\u5b9a\u5f8b\u4e0e\u5bbf\u547d(AI \u751f\u6210)", "id": "https://www.v2ex.com/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

\n

\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

\n

\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

\n

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

\n

\u70ed\u529b\u5b66\u7b2c\u4e8c\u5b9a\u5f8b\u7684\u6838\u5fc3\u662f\u201c\u71b5\u589e\u539f\u5219\u201d\uff1a\u5728\u4e00\u4e2a\u5b64\u7acb\u7cfb\u7edf\u4e2d\uff0c\u4e8b\u7269\u603b\u662f\u4ece\u6709\u5e8f\u8d70\u5411\u65e0\u5e8f\u3002

\n\n

\u7ed3\u8bba\uff1a \u751f\u547d\u4e0d\u662f\u5728\u201c\u6218\u80dc\u201d\u70ed\u529b\u5b66\u7b2c\u4e8c\u5b9a\u5f8b\uff0c\u800c\u662f\u5728\u201c\u5ef6\u8fdf\u201d\u5b83\u3002\u6211\u4eec\u662f\u5728\u6df7\u4e71\u7684\u6d2a\u6d41\u4e2d\uff0c\u6682\u65f6\u7b51\u8d77\u4e86\u4e00\u5ea7\u7cbe\u7f8e\u7684\u6c99\u5821\u3002

\n

2. \u4e3a\u4ec0\u4e48\u4f60\u6700\u8fd1\u611f\u5230\u7684\u201c\u7d2f\u201d\u4e5f\u662f\u70ed\u529b\u5b66\u7b2c\u4e8c\u5b9a\u5f8b\uff1f

\n

\u4f60\u4e4b\u524d\u95ee\u5230\u7684\u7761\u7720\u4e2d\u65ad\u3001\u5496\u5561\u56e0\u3001\u4ee3\u8c22\u3001\u5438\u70df\uff0c\u672c\u8d28\u4e0a\u90fd\u662f\u5728\u8ba8\u8bba\u8fd9\u4e2a\u5b9a\u5f8b\u5728\u751f\u7269\u4f53\u4e0a\u7684\u5fae\u89c2\u8868\u73b0\uff1a

\n\n

3. \u5b87\u5b99\u89c6\u89d2\u7684\u201c\u70ed\u5bc2\u201d

\n

\u4e0d\u4ec5\u662f\u4f60\u4e2a\u4eba\uff0c\u6574\u4e2a\u5b87\u5b99\u90fd\u5728\u4e0d\u53ef\u963b\u6321\u5730\u6ed1\u5411\u201c\u70ed\u5bc2\uff08 Heat Death \uff09\u201d\u3002\n\u5f53\u6240\u6709\u7684\u80fd\u91cf\u90fd\u5747\u5300\u5730\u6563\u5e03\u5f00\u6765\uff0c\u518d\u4e5f\u6ca1\u6709\u6e29\u5ea6\u5dee\uff0c\u518d\u4e5f\u6ca1\u6709\u80fd\u91cf\u6d41\u52a8\uff0c\u5b87\u5b99\u5c06\u53d8\u6210\u4e00\u6f6d\u6b7b\u6c34\u3002\u90a3\u65f6\u5019\uff0c\u4e0d\u518d\u6709\u4fe1\u606f\uff0c\u4e0d\u518d\u6709\u751f\u547d\uff0c\u4e5f\u4e0d\u518d\u6709 Java \u4ee3\u7801\u6216\u8005\u652f\u4ed8\u5b9d\u3002\u8fd9\u88ab\u8ba4\u4e3a\u662f\u70ed\u529b\u5b66\u7b2c\u4e8c\u5b9a\u5f8b\u7684\u7ec8\u6781\u80dc\u5229\u3002

\n
\n

\u7136\u800c\uff0c\u8fd9\u4ef6\u4e8b\u6709\u53e6\u5916\u4e00\u4e2a\u6e29\u60c5\u7684\u4e00\u9762\uff1a

\n

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\n

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\n\n

\u603b\u7ed3\uff1a\n\u4eba\u786e\u5b9e\u654c\u4e0d\u8fc7\u70ed\u529b\u5b66\u7b2c\u4e8c\u5b9a\u5f8b\u3002\u4f46\u751f\u547d\u6700\u4f1f\u5927\u7684\u5730\u65b9\u5728\u4e8e\uff1a\u660e\u77e5\u5b87\u5b99\u662f\u4e00\u573a\u901a\u5f80\u6df7\u4e71\u7684\u5355\u884c\u9053\uff0c\u6211\u4eec\u5374\u5728\u9014\u4e2d\u901a\u8fc7\u6d88\u8017\u80fd\u91cf\uff0c\u786c\u751f\u751f\u5730\u521b\u9020\u51fa\u4e86\u201c\u7f8e\u201d\u3001\u201c\u903b\u8f91\u201d\u3001\u201c\u7231\u201d\u548c\u201c\u610f\u8bc6\u201d\u8fd9\u4e9b\u6781\u5ea6\u6709\u5e8f\u7684\u5947\u8ff9\u3002

\n

\u6211\u4eec\u662f\u4e00\u7fa4\u5728\u4e0b\u6c89\u7684\u5de8\u8f6e\u4e0a\uff0c\u8df3\u7740\u6700\u7cbe\u5bc6\u821e\u6b65\u7684\u821e\u8005\u3002\u867d\u7136\u8239\u6700\u7ec8\u4f1a\u6c89\uff0c\u4f46\u821e\u6b65\u771f\u5b9e\u5b58\u5728\u8fc7\u3002

\n" }, { "author": { "url": "https://www.v2ex.com/member/imaxwell", "name": "imaxwell", "avatar": "https://cdn.v2ex.com/avatar/8d6b/e534/45491_large.png?m=1772272316" }, "url": "https://www.v2ex.com/t/1202385", "title": "\u6709\u6ca1\u6709\u53d1\u73b0\u6bcf\u4e2a\u4eba\u4eca\u540e\u66f4\u50cf\u4e00\u53f0\u7535\u8111\u4e86", "id": "https://www.v2ex.com/t/1202385", "date_published": "2026-03-31T00:12:40+00:00", "content_html": "\u4ee5\u524d\u7684\u6bcf\u4e2a\u4eba\u5f88\u591a\u90fd\u662f\u5355\u7ebf\u7a0b\u7684\u5904\u7406\u95ee\u9898\uff0c\u7c7b\u4f3c\u4e8e CPU \u7684\u5904\u7406\uff0c\u7a0d\u5fae\u5389\u5bb3\u4e00\u70b9\u7684\u4eba\u53ef\u4ee5\u7528\u8d85\u7ebf\u7a0b\uff0c\u53ef\u4ee5\u8d85\u9891\uff0c\u73b0\u5728\u6709\u4e86 AI \u548c Agent \u4ee5\u53ca\u5404\u79cd harness \u6846\u67b6\u4e4b\u540e\uff0c\u597d\u50cf\u5c31\u5df2\u7ecf\u88c5\u4e0a\u4e86 GPU \uff0c\u88c5\u4e0a\u4e86\u64cd\u4f5c\u7cfb\u7edf\u4e86\uff0c\u53ef\u4ee5\u591a Agent \u5e76\u884c\u5904\u7406\u4efb\u52a1\uff0c\u505a\u5f88\u591a\u7cfb\u7edf\u5c42\u7ea7\u7684\u4e8b\u60c5\u4e86\uff0c\u90a3\u4ee5\u540e\u4eba\u8ddf\u4eba\u4e4b\u95f4\u7684\u8fde\u63a5\u4f1a\u4e0d\u4f1a\u53d8\u6210\u66f4\u4e0a\u5c42\u7684\u4e91\u8ba1\u7b97\u2014\u2014\u6240\u8c13\u7684\u4eba\u8ba1\u7b97\uff1f" }, { "author": { "url": "https://www.v2ex.com/member/fescover", "name": "fescover", "avatar": "https://cdn.v2ex.com/gravatar/1529e8b73e1858b9e99d192060a0453d?s=73&d=retro" }, "url": "https://www.v2ex.com/t/1202177", "date_modified": "2026-03-30T04:41:10+00:00", "content_html": "

\u6700\u8fd1\u6709\u4e2a\u5f88\u660e\u663e\u7684\u611f\u53d7\uff1a\u7537\u5973\u90fd\u6d3b\u5728\u5404\u81ea\u7684\u4fe1\u606f\u8327\u623f\u91cc\uff0c\u7537\u5973\u624b\u673a\u4e0a\u6536\u5230\u7684\u5404\u79cd\u4fe1\u606f\u6d41\uff0c\u5df2\u7ecf\u5b8c\u5168\u6d3b\u5728\u4e24\u4e2a\u4e16\u754c\u91cc\u3002

\n

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\n

\u800c\u5973\u751f\u90a3\u8fb9\u5219\u662f\uff1a\n\u201c\u7537\u751f\u4e0d\u4e3b\u52a8\u5c31\u662f\u4e0d\u559c\u6b22\u201d\uff0c\u201c\u771f\u6b63\u559c\u6b22\u4e00\u5b9a\u4f1a\u884c\u52a8\u201d\uff0c\u201c\u4f60\u503c\u5f97\u88ab\u575a\u5b9a\u9009\u62e9\u201d\u3002

\n
\n

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\n

\u5176\u5b9e\u8fd9\u80cc\u540e\u4e0d\u662f\u7b80\u5355\u7684\u201c\u7537\u5973\u601d\u7ef4\u5dee\u5f02\u201d\uff0c\u800c\u662f\u4e09\u4ef6\u4e8b\u53e0\u52a0\u7684\u7ed3\u679c\uff1a

\n

1.\u7b97\u6cd5\u53ea\u5173\u5fc3\u4e00\u4ef6\u4e8b\uff1a\u8ba9\u4f60\u591a\u505c\u7559\n\u5b83\u4e0d\u4f1a\u7ed9\u4f60\u6700\u771f\u5b9e\u7684\u5185\u5bb9\uff0c\u800c\u662f\u7ed9\u4f60\u6700\u5bb9\u6613\u4ea7\u751f\u60c5\u7eea\u7684\u5185\u5bb9\u2014\u2014\u5171\u9e23\u3001\u6124\u6012\u3001\u88ab\u7406\u89e3\u611f\u3002

\n

2.\u5185\u5bb9\u521b\u4f5c\u8005\u5728\u201c\u8fce\u5408\u201d\uff0c\u4e0d\u662f\u5728\u201c\u8fd8\u539f\u73b0\u5b9e\u201d\n\u4ec0\u4e48\u5185\u5bb9\u6700\u5bb9\u6613\u706b\uff1f\u4e0d\u662f\u6700\u5ba2\u89c2\u7684\uff0c\u800c\u662f\u6700\u8ba9\u76ee\u6807\u7528\u6237\u89c9\u5f97\u201c\u4f60\u8bf4\u5230\u6211\u5fc3\u91cc\u4e86\u201d\u7684\u3002

\n

\u4e8e\u662f\u5c31\u5f62\u6210\u4e86\u4e24\u5957\u5178\u578b\u53d9\u4e8b\uff1a

\n\n

3.\u4eba\u672c\u8eab\u5c31\u6709\u201c\u81ea\u6211\u786e\u8ba4\u504f\u5dee\u201d\n\u4f60\u66f4\u5bb9\u6613\u70b9\u5f00\u8ba4\u540c\u81ea\u5df1\u7684\u5185\u5bb9\uff0c\u800c\u7b97\u6cd5\u4f1a\u4e0d\u65ad\u5f3a\u5316\u8fd9\u4e00\u70b9\uff0c\u6700\u540e\u8ba9\u4f60\u4ee5\u4e3a\u201c\u4e16\u754c\u672c\u6765\u5c31\u662f\u8fd9\u6837\u201d\u3002

\n
\n

\u9664\u4e86\u4ee5\u4e0a\uff0c\u5176\u5b9e\u8fd8\u6709\u5f88\u591a\u7c7b\u4f3c\u7684\u201c\u5bf9\u7acb\u63a8\u9001\u201d\uff1a

\n

\u604b\u7231\u89c2

\n\n

\u5a5a\u59fb\u89c2

\n\n

\u6d88\u8d39\u89c2

\n\n

\u8fd9\u4e9b\u5185\u5bb9\u7684\u95ee\u9898\uff0c\u4e0d\u662f\u201c\u8c01\u5bf9\u8c01\u9519\u201d\uff0c\u800c\u662f\u5b83\u4eec\u90fd\u5728\u6781\u7aef\u5316\u5730\u670d\u52a1\u67d0\u4e00\u7c7b\u4eba\u7fa4\u7684\u60c5\u7eea\u3002

\n
\n

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\n

\u73b0\u5b9e\u4e2d\u7684\u5927\u591a\u6570\u4eba\uff0c\u5176\u5b9e\u65e2\u6ca1\u6709\u90a3\u4e48\u5f3a\u52bf\uff0c\u4e5f\u6ca1\u6709\u90a3\u4e48\u6807\u51c6\uff0c\u4eba\u90fd\u6709\u5f88\u591a\u9762\uff0c\u90fd\u4f1a\u72b9\u8c6b\u3001\u4f1a\u8bd5\u63a2\u3001\u4f1a\u8868\u8fbe\u4e0d\u6e05\u3001\u4e5f\u4f1a\u8bef\u89e3\u3002

\n

\u4e16\u754c\u4fe1\u606f\u7eb7\u6742\uff0c\u4e5f\u8bb8\u6211\u4eec\u81ea\u8eab\u8981\u6e05\u695a\uff0c\u6bd4\u201c\u7ad9\u54ea\u4e00\u8fb9\u201d\u66f4\u91cd\u8981\u7684\u662f\uff0c\u610f\u8bc6\u5230\u81ea\u5df1\u770b\u5230\u7684\u4e16\u754c\uff0c\u5f88\u53ef\u80fd\u53ea\u662f\u88ab\u7b5b\u9009\u8fc7\u7684\u4e00\u90e8\u5206\u4e16\u754c\u3002

\n", "date_published": "2026-03-30T04:06:08+00:00", "title": "\u7537\u5973\u90fd\u6d3b\u5728\u5404\u81ea\u7684\u4fe1\u606f\u8327\u623f\u91cc", "id": "https://www.v2ex.com/t/1202177" }, { "author": { "url": "https://www.v2ex.com/member/worss", "name": "worss", "avatar": "https://cdn.v2ex.com/gravatar/fd20900989cd01c0691559467b1bbe82?s=73&d=retro" }, "url": "https://www.v2ex.com/t/1202073", "date_modified": "2026-03-30T00:25:24+00:00", "content_html": "\u6211\u89c9\u5f97\u73b0\u5728\u7684 vibe coding \u5c31\u50cf\u7531\u5f53\u521d\u7684\u6c47\u7f16\u8bed\u8a00\u8f6c\u53d8\u6210\u9ad8\u7ea7\u8bed\u8a00 \u4f60\u4e0d\u7528\u53bb\u601d\u8003 \u8fd9\u6bb5\u4ee3\u7801\u5e95\u5c42\u662f\u8981\u600e\u6837\u6267\u884c\u7684 \u53ea\u9700\u8981\u4f7f\u7528\u9ad8\u7ea7\u8bed\u8a00\u7f16\u5199\u4e00\u6bb5\u8bed\u4e49\u5316\u7684\u4ee3\u7801 \u7f16\u8bd1\u5668\u5c31\u4f1a\u5e2e\u4f60\u5b9e\u73b0", "date_published": "2026-03-29T16:07:06+00:00", "title": "vibe coding \u5c31\u50cf\u5f53\u521d\u7684\u9ad8\u7ea7\u8bed\u8a00", "id": "https://www.v2ex.com/t/1202073" }, { "author": { "url": "https://www.v2ex.com/member/alcohobby1st", "name": "alcohobby1st", "avatar": "https://cdn.v2ex.com/gravatar/5fb814cb4084017ef97b7d4fc3bd9f85?s=73&d=retro" }, "url": "https://www.v2ex.com/t/1201803", "title": "\u6211\u53d1\u73b0\u4e2a\u6709\u610f\u601d\u7684\u4e8b\u513f", "id": "https://www.v2ex.com/t/1201803", "date_published": "2026-03-28T04:05:57+00:00", "content_html": "\u73b0\u5728\u8bba\u575b\u91cc\u9996\u9875\u51e0\u4e4e\u662f\u770b\u4e0d\u5230 AI \u4ee5\u5916\u7684\u76f8\u5173\u5185\u5bb9\u4e86\uff0c\u800c\u4e14\u8fd9\u4e2a\u60c5\u51b5\u597d\u50cf\u662f\u9f99\u867e\u51fa\u6765\u4ee5\u540e\u7684\u4e8b\u513f\uff0c\u8fd9\u662f\u4e3a\u5565\u5462\uff0c\u9f99\u867e\u597d\u50cf\u5bf9\u8bba\u575b\u91cc\u7684\u7a0b\u5e8f\u5458\u6765\u8bf4\u5e76\u4e0d\u662f\u5f88\u5212\u65f6\u4ee3\u7684\u5de5\u5177\u554a\u3002" }, { "author": { "url": "https://www.v2ex.com/member/qwzhang01", "name": "qwzhang01", "avatar": "https://cdn.v2ex.com/gravatar/ee6c9816fbec254923471fc2c30a6073?s=73&d=retro" }, "url": "https://www.v2ex.com/t/1201702", "date_modified": "2026-03-27T11:11:15+00:00", "content_html": "

\u6700\u8fd1\u4e00\u76f4\u5728\u60f3\u4e00\u4ef6\u4e8b\uff0c\u8d8a\u60f3\u8d8a\u89c9\u5f97\u6709\u70b9\u53ef\u6015\u3002

\n

AI \u63d0\u6548\u8fd9\u4ef6\u4e8b\uff0c\u8868\u9762\u4e0a\u662f\u597d\u4e8b\uff0c\u4f46\u4ece\u5b8f\u89c2\u7ecf\u6d4e\u89d2\u5ea6\u770b\uff1a

\n

AI \u63d0\u6548 \u2192 \u540c\u884c\u90fd\u63d0\u6548 \u2192 \u4ea7\u80fd\u8fc7\u5269 \u2192 \u4ef7\u683c\u6218 \u2192 \u5229\u6da6\u5f52\u96f6 \u2192 \u5de5\u8d44\u88ab\u538b

\n

\u5173\u952e\u662f\u8fd9\u662f\u4e2a\u56da\u5f92\u56f0\u5883\uff0c\u4f60\u4e0d\u7528 AI \u4f1a\u88ab\u6dd8\u6c70\uff0c\u4f60\u7528\u4e86 AI\n\u6700\u7ec8\u5229\u6da6\u4e5f\u4f1a\u88ab\u7ade\u4e89\u538b\u6389\u3002\u6574\u4e2a\u8fc7\u7a0b\u7684\u53d7\u76ca\u65b9\u53ea\u6709\u4e24\u4e2a\uff1a\n\u6d88\u8d39\u8005\uff08\u5546\u54c1\u53d8\u4fbf\u5b9c\u4e86\uff09\u548c\u6700\u65e9\u91c7\u7528 AI \u7684\u90a3\u6279\u4eba\uff08\u5403\u5230\u4e86\u65f6\u95f4\u5dee\uff09\u3002

\n

1920 \u5e74\u4ee3\u7f8e\u56fd\u519c\u4e1a\u673a\u68b0\u5316\u4e5f\u662f\u8fd9\u4e2a\u903b\u8f91\uff0c\u519c\u6c11\u751f\u4ea7\u6548\u7387\u7ffb\u500d\uff0c\n\u7ed3\u679c\u662f\u7cae\u98df\u8fc7\u5269\u3001\u4ef7\u683c\u66b4\u8dcc\u3001\u5927\u91cf\u519c\u6c11\u7834\u4ea7\u3002

\n

\u4e0d\u77e5\u9053\u5927\u5bb6\u600e\u4e48\u770b\u8fd9\u4e2a\u95ee\u9898\uff0c\u6709\u6ca1\u6709\u4ec0\u4e48\u53cd\u9a73\u903b\u8f91\uff1f

\n

\uff08\u6211\u628a\u8fd9\u4e2a\u60f3\u6cd5\u8ba9 AI \u5e2e\u5fd9\uff0c\u5c55\u5f00\u5199\u4e86\u7bc7\u6587\u7ae0\uff0c\u5728\u516c\u4f17\u53f7\u300c LLM \u5927\u6a21\u578b Seven \u300d\uff0c\n\u6709\u5174\u8da3\u7684\u53ef\u4ee5\u641c\u4e00\u4e0b\uff0c\u6b22\u8fce\u6765\u603c\uff09

\n", "date_published": "2026-03-27T10:17:06+00:00", "title": "\u5206\u4eab\u4e00\u4e2a\u8ba9\u6211\u7ec6\u601d\u6781\u6050\u7684 AI \u7ecf\u6d4e\u5b66\u903b\u8f91\u2060", "id": "https://www.v2ex.com/t/1201702" }, { "author": { "url": "https://www.v2ex.com/member/YogaHale", "name": "YogaHale", "avatar": "https://cdn.v2ex.com/gravatar/f30e9d246503eaf56c4bfcc231c937a2?s=73&d=retro" }, "url": "https://www.v2ex.com/t/1201643", "date_modified": "2026-03-27T08:14:15+00:00", "content_html": "

\u7167\u8fd9\u4e2a\u8d8b\u52bf\u53d1\u5c55\u4e0b\u53bb\uff0c\u6211\u4eec\u8fd9\u91cc\u5927\u6982\u7387\u80fd\u7387\u5148\u8fdb\u5165\u8d5b\u535a\u670b\u514b\u65f6\u4ee3\uff0c\u9ad8\u79d1\u6280\u4f4e\u751f\u6d3b\uff0c\u7edd\u5927\u591a\u6570\u4eba\u5728\u4e0b\u9762\u5228\u98df\uff0c\u4e0a\u9762\u7684\u4eba\u83ba\u6b4c\u71d5\u821e\u3001\u661f\u8fb0\u5927\u6d77

\n", "date_published": "2026-03-27T08:04:31+00:00", "title": "\u6211\u4eec\u79bb\u8d5b\u535a\u670b\u514b\u8d8a\u6765\u8d8a\u8fd1\u4e86", "id": "https://www.v2ex.com/t/1201643" }, { "author": { "url": "https://www.v2ex.com/member/ak78", "name": "ak78", "avatar": "https://cdn.v2ex.com/avatar/7e5f/73dd/443133_large.png?m=1774522781" }, "url": "https://www.v2ex.com/t/1201413", "date_modified": "2026-03-26T22:39:05+00:00", "content_html": "

\u6700\u8fd1\u88ab LLM \u3001AI Agent \u3001Claude code \u7b49\u7b49\u5237\u5c4f\uff0c\u6280\u672f\u8fed\u4ee3\u901f\u5ea6\u5feb\u5230\u8ddf\u4e0d\u4e0a\uff1a\u6bcf\u5468\u5c0f\u66f4\u65b0\uff0c\u6bcf\u6708\u5927\u65b0\u95fb\uff0c\u4e00\u4e2a\u5b63\u5ea6\u4e0b\u6765\u90fd\u6362\u4e00\u6ce2\u8ba4\u77e5\u4e86\u3002

\n

\u4f46\u51b7\u9759\u4e0b\u6765\uff0c\u6709\u4e2a\u73b0\u8c61\u633a\u503c\u5f97\u7422\u78e8\uff1a

\n
\n

\u5de5\u5177\u5f3a\u4e86\uff0c\u6548\u7387\u9ad8\u4e86\uff0c\u4eba\u5374\u66f4\u5fd9\u4e86\u3002

\n
\n

\u4e0d\u505c\u5b66\u65b0 prompt \u3001\u8c03\u65b0\u5de5\u4f5c\u6d41\u3001\u5377\u8f93\u51fa\u5bc6\u5ea6\u3002\u6700\u540e KPI \u662f\u597d\u770b\u4e86\u4e00\u70b9\uff0c\u4f46\u65f6\u85aa\u5462\uff1f\u5e78\u798f\u611f\u5462\uff1f

\n

\u8fd9\u8ba9\u6211\u60f3\u5230\u300c\u8475\u82b1\u5b9d\u5178\u300d\u2014\u2014\u795e\u529f\u662f\u901f\u6210\u4e86\uff0c\u4f46\u4ee3\u4ef7\u662f\u4e0d\u662f\u4e5f\u6709\u70b9\u5927\uff1f\ud83e\udd14

\n
\n

\u518d\u5f80\u6df1\u4e00\u5c42\u60f3\uff1a

\n

\u6280\u672f\u8fdb\u6b65\u7684\u7ec8\u70b9\uff0c\u5e94\u8be5\u843d\u5230\u4e24\u4ef6\u4e8b\uff1a

\n
    \n
  1. \u4f01\u4e1a\u771f\u7684\u589e\u6536\u589e\u5229\u4e86\u5417\uff1f\uff08\u4e0d\u53ea\u662f\u964d\u672c\uff09
    2. \n
  2. \u4eba\u7684\u5de5\u4f5c\u72b6\u6001\u771f\u7684\u53d8\u597d\u4e86\u5417\uff1f\uff08\u4e0d\u53ea\u662f\u66f4\u5feb\uff09
    3. \n
\n
\n

\u7ed3\u5408\u56fd\u5185\u73af\u5883\uff0c\u6709\u4e2a\u5bf9\u6bd4\u5f88\u6709\u610f\u601d\uff1a

\n

\ud83c\udde8\ud83c\uddf3 \u5236\u9020\u4e1a\u7684\u8def\u5f84\u5f88\u6e05\u6670\uff1a\u56fd\u5185\u751f\u4ea7 \u2192 \u51fa\u53e3\u5168\u7403 \u2192 \u8d5a\u5916\u6c47 \u2192 \u628a\u86cb\u7cd5\u505a\u5927\uff08\u589e\u91cf\u5e02\u573a\uff09

\n

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

\n\n

\u5982\u679c\u53ea\u662f\u5728\u5b58\u91cf\u9c7c\u5858\u91cc\u300c\u5927\u9c7c\u5403\u5c0f\u9c7c\u300d\uff0c\u94b1\u4ece\u5de6\u53e3\u888b\u632a\u5230\u53f3\u53e3\u888b\uff0c\u793e\u4f1a\u603b\u4ef7\u503c\u6ca1\u53d8\uff0c\u53ea\u662f\u5377\u5f97\u66f4\u9ad8\u6548\u4e86\u3002

\n
\n

\u629b\u4e2a\u7816\uff1a

\n
    \n
  1. \u4f60\u6240\u5728\u7684\u56e2\u961f/\u516c\u53f8\uff0c\u7528 AI \u4e4b\u540e\uff0c\u662f\u300c\u771f\u6b63\u521b\u9020\u4e86\u65b0\u4ef7\u503c\u300d\u8fd8\u662f\u300c\u53ea\u662f\u5377\u8d62\u4e86\u540c\u4e8b\u300d\uff1f
    2. \n
  2. \u5bf9\u4e8e\u7eaf\u56fd\u5185\u4e1a\u52a1\uff0c\u9664\u4e86\u964d\u672c\u5185\u5377\uff0c\u5927\u5bb6\u89c9\u5f97 AI \u8fd8\u6709\u4ec0\u4e48\u7834\u5c40\u601d\u8def\uff1f
    3. \n
  3. \u300c\u6548\u7387\u63d0\u5347 \u2260 \u5e78\u798f\u63d0\u5347\u300d\u8fd9\u4e2a\u6096\u8bba\uff0c\u6709\u89e3\u5417\uff1f
    4. \n
\n

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

\n
\n

\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

\n", "date_published": "2026-03-26T11:06:34+00:00", "title": "\u5173\u4e8e AI \u7684\u4e00\u70b9\u51b7\u601d\u8003\uff1a\u6548\u7387\u63d0\u5347\u4e86\uff0c\u7136\u540e\u5462\uff1f\uff08\u662f\u4e0d\u662f\u53c8\u4e00\u4e2a\u300c\u8475\u82b1\u5b9d\u5178\u300d\uff09", "id": "https://www.v2ex.com/t/1201413" }, { "author": { "url": "https://www.v2ex.com/member/ElysionLi", "name": "ElysionLi", "avatar": "https://cdn.v2ex.com/gravatar/b15290dead0c7f74462f4aed52f8fb40?s=73&d=retro" }, "url": "https://www.v2ex.com/t/1200531", "title": "Agent \u667a\u80fd\u4f53\u4e0e\u4eba\u7c7b\u793e\u4f1a\uff1a\u4e00\u4e2a\u7a0b\u5e8f\u5458\u7684\u4e71\u60f3", "id": "https://www.v2ex.com/t/1200531", "date_published": "2026-03-23T12:29:12+00:00", "content_html": "

\u5f15\u8a00

\n

\u6211\u6700\u8fd1\u5728\u60f3\u4e00\u4ef6\u4e8b\u3002

\n

Agent \u8d8a\u6765\u8d8a\u5f3a\uff0c\u80fd\u5199\u4ee3\u7801\uff0c\u80fd\u641c\u8d44\u6599\uff0c\u80fd\u505a\u51b3\u7b56\uff0c\u80fd\u81ea\u52a8\u5b8c\u6210\u4e00\u4e2a\u53c8\u4e00\u4e2a\u4efb\u52a1\u3002\u6240\u6709\u4eba\u90fd\u5728\u8bf4 AI \u8981\u8d85\u8d8a\u4eba\u7c7b\u4e86\u3002

\n

\u4f46\u6211\u53d1\u73b0\u4e86\u4e00\u4e2a\u6ca1\u4eba\u63d0\u7684\u4e1c\u897f\uff1a

\n

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

\n

\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

\n

\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

\n

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

\n

\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

\n

Agent \u6ca1\u6709\u8fd9\u4e2a\u3002

\n

\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

\n

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

\n

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

\n

\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

\n
\n

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

\n

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

\n

\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

\n

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

\n

\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

\n

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

\n

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

\n

\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

\n

\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

\n

\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

\n

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

\n

\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

\n

\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

\n

\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

\n

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

\n

\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

\n

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

\n

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

\n

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

\n
\n

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

\n

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

\n

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

\n

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

\n

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

\n

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

\n

\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

\n

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

\n

Agent \u4e0d\u4f1a\u8fd9\u6837\u3002

\n

\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

\n

\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

\n

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

\n

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

\n

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

\n

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

\n

\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

\n

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

\n

\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

\n

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

\n
\n

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

\n

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

\n

\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

\n

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

\n

\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

\n

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

\n

\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

\n

\u90a3\u9700\u8981\u591a\u5c11 token \u6765\u590d\u73b0\uff1f

\n

\u6ca1\u6709\u4eba\u77e5\u9053\u3002

\n

\u73b0\u5728\u6700\u5927\u7684\u8bed\u8a00\u6a21\u578b\uff0c\u8bad\u7ec3\u6570\u636e\u662f\u4e07\u4ebf\u7ea7\u522b\u7684 token \u3002\u4f46\u90a3\u4e9b token \u662f\u6587\u5b57\uff0c\u662f\u4eba\u7c7b\u5df2\u7ecf\u8bf4\u51fa\u6765\u3001\u5199\u51fa\u6765\u3001\u8bb0\u5f55\u4e0b\u6765\u7684\u4e1c\u897f\u3002

\n

\u4f60\u90a3\u4e2a\u534a\u79d2\u7684\u5ff5\u5934\uff0c\u4ece\u6765\u6ca1\u6709\u88ab\u8bf4\u51fa\u6765\u8fc7\u3002

\n

\u5b83\u662f\u4f60\u6628\u665a\u68a6\u91cc\u7684\u67d0\u4e2a\u753b\u9762\uff0c\u662f\u4f60\u6253\u63a8\u7bb1\u5b50\u5361\u5173\u65f6\u7684\u632b\u8d25\u611f\uff0c\u662f\u4f60\u770b\u7740\u4f60\u7684\u732b\u5728\u9633\u5149\u91cc\u6253\u76f9\u65f6\u8111\u5b50\u91cc\u4e00\u95ea\u800c\u8fc7\u7684\u67d0\u79cd\u5e73\u9759\u2014\u2014\u8fd9\u4e9b\u4e1c\u897f\u6ca1\u6709\u8bed\u8a00\uff0c\u6ca1\u6709\u8bb0\u5f55\uff0c\u6ca1\u6709\u6570\u636e\u3002

\n

\u5b83\u4eec\u5b58\u5728\u4e8e\u4f60\u7684\u8eab\u4f53\u91cc\uff0c\u4f60\u7684\u8bb0\u5fc6\u91cc\uff0c\u4f60\u7684\u611f\u53d7\u91cc\u3002

\n

\u4f60\u6ca1\u6709\u529e\u6cd5\u628a\u5b83\u5582\u7ed9\u6a21\u578b\uff0c\u56e0\u4e3a\u4f60\u81ea\u5df1\u90fd\u4e0d\u77e5\u9053\u5b83\u662f\u4ec0\u4e48\u3002

\n

\u6240\u4ee5\u90a3\u4e2a\u95ee\u9898\u6ca1\u6709\u7b54\u6848\u2014\u2014\u9700\u8981\u591a\u5c11 token \u624d\u80fd\u590d\u73b0\u4e00\u4e2a\u4eba\u7684\u534a\u79d2\u5ff5\u5934\uff1f

\n

\u53ef\u80fd\u662f\u65e0\u9650\u3002

\n

\u53ef\u80fd\u6c38\u8fdc\u7b97\u4e0d\u5b8c\u3002

\n
\n

\u7b2c\u56db\u90e8\u5206\uff1a\u8fd9\u4e2a\u5c3a\u5ea6\uff0c\u4eba\u7c7b\u6c38\u8fdc\u628a\u63e1\u4e0d\u4f4f

\n

\u6240\u4ee5\u95ee\u9898\u6765\u4e86\u2014\u2014

\n

\u65e2\u7136\u6ea2\u51fa\u662f\u4eba\u7c7b\u6700\u540e\u7684\u62a4\u57ce\u6cb3\uff0c\u90a3\u6211\u4eec\u4f1a\u597d\u597d\u4fdd\u62a4\u5b83\u5417\uff1f

\n

\u6211\u4e0d\u4e50\u89c2\u3002

\n

\u56e0\u4e3a\u8fd9\u4e2a\u65f6\u4ee3\uff0c\u8d44\u672c\u5df2\u7ecf\u5931\u53bb\u4e86\u8010\u5fc3\u3002

\n

\u6d77\u5916\u6218\u706b\u4e0d\u65ad\uff0c\u94b1\u5728\u6162\u6162\u53d8\u6210\u5e9f\u7eb8\uff0c\u6709\u94b1\u4eba\u53d8\u5f97\u66f4\u52a0\u614c\u5f20\u3002\u4ed6\u4eec\u60f3\u7ee7\u7eed\u8d5a\u94b1\uff0c\u6765\u5f25\u8865\u4e0d\u65ad\u8d2c\u503c\u7684\u94b1\u3002\u4f46\u8d5a\u6765\u7684\u94b1\u8fd8\u5728\u7ee7\u7eed\u8d2c\u503c\uff0c\u6240\u4ee5\u8981\u8d5a\u66f4\u591a\u3002

\n

\u8fd9\u662f\u4e00\u4e2a\u6ca1\u6709\u7ec8\u70b9\u7684\u8dd1\u6b65\u673a\u3002

\n

\u4e0d\u662f\u8d2a\u5a6a\uff0c\u662f\u6050\u614c\u3002\u6050\u614c\u6bd4\u8d2a\u5a6a\u66f4\u96be\u505c\u4e0b\u6765\u3002

\n

AI \u7684\u5c3a\u5ea6\u95ee\u9898\uff0c\u548c\u8fd9\u4ef6\u4e8b\u662f\u540c\u4e00\u4e2a\u5e95\u5c42\u903b\u8f91\u3002

\n

\u8ba9 AI \u66f4\u6210\u719f\u2014\u2014AI \u8d8a\u6765\u8d8a\u50cf\u4eba\uff0c\u8d8a\u6765\u8d8a\u80fd\u6a21\u62df\u90a3\u4e2a\u6ea2\u51fa\uff0c\u8d8a\u6765\u8d8a\u96be\u4ee5\u88ab\u533a\u5206\u3002\u4eba\u5f00\u59cb\u4f9d\u8d56 AI \u7684\u5224\u65ad\uff0c\u56e0\u4e3a AI \u6bd4\u4f60\u5feb\uff0c\u6bd4\u4f60\u51c6\uff0c\u6bd4\u4f60\u4e0d\u4f1a\u7d2f\u3002

\n

\u8ba9\u4eba\u66f4\u5bb9\u6613\u64cd\u63a7 AI\u2014\u2014\u4eba\u6c38\u8fdc\u662f\u4e3b\u5bfc\uff0c\u542c\u8d77\u6765\u5f88\u597d\u3002\u4f46\u64cd\u63a7\u4e45\u4e86\uff0c\u4f60\u81ea\u5df1\u7684\u808c\u8089\u4f1a\u840e\u7f29\u3002\u4f60\u4e0d\u518d\u9700\u8981\u81ea\u5df1\u60f3\uff0c\u56e0\u4e3a AI \u5e2e\u4f60\u60f3\u4e86\u3002\u4f60\u4e0d\u518d\u9700\u8981\u81ea\u5df1\u5224\u65ad\uff0c\u56e0\u4e3a AI \u5e2e\u4f60\u5224\u65ad\u4e86\u3002

\n

\u6162\u6162\u5730\uff0c\u90a3\u4e2a\u63a8\u7bb1\u5b50\u8054\u52a8 UML \u7684\u76f4\u89c9\uff0c\u90a3\u4e2a\u7761\u4e00\u89c9\u8305\u585e\u987f\u5f00\u7684\u65e9\u6668\uff0c\u90a3\u4e2a\u72b9\u5982\u5728\u68a6\u4e2d\u7a81\u7136\u5192\u51fa\u6765\u7684\u534a\u79d2\u5ff5\u5934\u2014\u2014

\n

\u4f1a\u4e0d\u4f1a\u56e0\u4e3a\u957f\u671f\u4e0d\u7528\uff0c\u6162\u6162\u9000\u5316\uff1f

\n

\u6ca1\u6709\u4eba\u77e5\u9053\u3002

\n

\u56e0\u4e3a\u4eba\u7c7b\u4ece\u6765\u4e0d\u64c5\u957f\u5728\"\u591f\u4e86\"\u7684\u65f6\u5019\u505c\u4e0b\u6765\u3002

\n

\u94b1\u591f\u4e86\u5417\uff1f\u4e0d\u591f\uff0c\u518d\u591a\u4e00\u70b9\u3002AI \u591f\u5f3a\u4e86\u5417\uff1f\u4e0d\u591f\uff0c\u518d\u8bad\u7ec3\u4e00\u4e2a\u66f4\u5927\u7684\u6a21\u578b\u3002\u4eba\u591f\u4f9d\u8d56 AI \u4e86\u5417\uff1f\u8fd8\u6ca1\u5230\u6781\u9650\uff0c\u518d\u5f80\u524d\u4e00\u6b65\u3002

\n

\u4e24\u4e2a\u5faa\u73af\u5728\u540c\u65f6\u52a0\u901f\u540c\u4e00\u4ef6\u4e8b\u2014\u2014

\n

\u4eba\u7c7b\u5bf9\u81ea\u5df1\u7684\u5224\u65ad\u8d8a\u6765\u8d8a\u4e0d\u81ea\u4fe1\uff0c\u8d8a\u6765\u8d8a\u9700\u8981\u5916\u90e8\u7cfb\u7edf\u6765\u544a\u8bc9\u81ea\u5df1\u8be5\u600e\u4e48\u505a\u3002

\n

\u94b1\u544a\u8bc9\u4f60\u4f60\u503c\u591a\u5c11\u3002AI \u544a\u8bc9\u4f60\u7b54\u6848\u662f\u4ec0\u4e48\u3002\u7b97\u6cd5\u544a\u8bc9\u4f60\u8be5\u770b\u4ec0\u4e48\u3002

\n

\u6162\u6162\u5730\uff0c\u4f60\u81ea\u5df1\u7684\u90a3\u4e2a\u6ea2\u51fa\uff0c\u90a3\u4e2a\u53ea\u6709\u4f60\u6709\u7684\u6742\u8d28\uff0c\u5f00\u59cb\u53d8\u5f97\u8d8a\u6765\u8d8a\u5b89\u9759\u3002

\n

\u4e0d\u662f\u88ab\u593a\u8d70\u7684\uff0c\u662f\u88ab\u4f60\u81ea\u5df1\u6162\u6162\u653e\u5f03\u7684\u3002

\n

\u8fd9\u4e2a\u5c3a\u5ea6\uff0c\u6ca1\u6709\u4eba\u6765\u5212\u5b9a\u3002

\n

\u56e0\u4e3a\u6bcf\u4e00\u6b65\u770b\u8d77\u6765\u90fd\u662f\u5408\u7406\u7684\uff0c\u6bcf\u4e00\u6b65\u90fd\u8ba9\u751f\u6d3b\u66f4\u65b9\u4fbf\uff0c\u6bcf\u4e00\u6b65\u90fd\u8ba9\u6548\u7387\u66f4\u9ad8\u3002

\n

\u7b49\u4f60\u610f\u8bc6\u5230\u8d70\u8fdc\u4e86\uff0c\u53ef\u80fd\u5df2\u7ecf\u4e0d\u77e5\u9053\u600e\u4e48\u8d70\u56de\u6765\u4e86\u3002

\n

\u7269\u6781\u5fc5\u53cd\u2014\u2014\u8fd9\u4e2a\u6781\u70b9\u5728\u54ea\u91cc\uff0c\u6211\u4e0d\u77e5\u9053\u3002

\n

\u4f46\u6211\u77e5\u9053\u5b83\u5728\u653e\u5927\u3002

\n
\n

\u7ed3\u5c3e

\n

\u6211\u6ca1\u529e\u6cd5\u7ed9\u4f60\u4e00\u4e2a\u7ed3\u8bba\u3002

\n

\u8fd9\u7bc7\u6587\u7ae0\u5199\u5230\u8fd9\u91cc\uff0c\u6211\u81ea\u5df1\u4e5f\u6ca1\u60f3\u6e05\u695a\u3002

\n

\u4eba\u7c7b\u82b1\u4e86\u51e0\u5343\u5e74\u4e89\u8bba\u5236\u5ea6\uff0c\u4e89\u8bba\u6548\u7387\uff0c\u4e89\u8bba\u600e\u4e48\u6d3b\u5f97\u66f4\u597d\u3002\u73b0\u5728\u53c8\u591a\u4e86\u4e00\u4e2a\u4e89\u8bba\u2014\u2014AI \u8ba9\u6211\u4eec\u66f4\u81ea\u7531\uff0c\u8fd8\u662f\u8ba9\u6211\u4eec\u6162\u6162\u4ea4\u51fa\u81ea\u5df1\u3002

\n

\u4f46\u6709\u4e00\u4ef6\u4e8b\u6211\u8d8a\u6765\u8d8a\u786e\u5b9a\uff1a

\n

\u90a3\u4e2a\u63a8\u7bb1\u5b50\u8054\u52a8 UML \u7684\u76f4\u89c9\uff0c\u90a3\u4e2a\u7761\u4e00\u89c9\u8305\u585e\u987f\u5f00\u7684\u65e9\u6668\uff0c\u90a3\u4e2a\u72b9\u5982\u5728\u68a6\u91cc\u7a81\u7136\u5192\u51fa\u6765\u7684\u534a\u79d2\u5ff5\u5934\u2014\u2014

\n

\u5b83\u4e0d\u503c\u94b1\uff0c\u6ca1\u6709\u529e\u6cd5\u91cf\u5316\uff0c\u6ca1\u6709\u529e\u6cd5\u5199\u8fdb\u7b80\u5386\uff0c\u6ca1\u6709\u529e\u6cd5\u5728\u7ee9\u6548\u8003\u6838\u91cc\u4f53\u73b0\u3002

\n

\u4f46\u5b83\u4ed6\u5988\u7684\u662f\u4f60\u81ea\u5df1\u7684\u3002

\n

\u5728\u8fd9\u4e2a\u4ec0\u4e48\u90fd\u53ef\u4ee5\u88ab\u66ff\u4ee3\u3001\u88ab\u4f18\u5316\u3001\u88ab\u81ea\u52a8\u5316\u7684\u65f6\u4ee3\u2014\u2014

\n

\u4f60\u6709\u6ca1\u6709\u60f3\u8fc7\uff0c\u4f60\u4e0a\u4e00\u6b21\u8ba9\u8111\u5b50\u771f\u6b63\"\u6ea2\u51fa\"\u662f\u4ec0\u4e48\u65f6\u5019\uff1f

\n

\u4e0d\u662f\u5237\u624b\u673a\uff0c\u4e0d\u662f\u770b AI \u751f\u6210\u7684\u5185\u5bb9\uff0c\u4e0d\u662f\u63a5\u6536\u522b\u4eba\u56bc\u788e\u4e86\u5582\u8fc7\u6765\u7684\u7ed3\u8bba\u2014\u2014

\n

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\n

\u90a3\u4e2a\u4e1c\u897f\u8fd8\u5728\u5417\uff1f

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\n
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\n

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\n

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\n

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\n

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\n

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\n
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\n

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\n

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\n

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\n

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\n

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\n

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\n

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\n

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\n

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\n
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\n

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\n

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\n

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\n

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\n

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\n

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\n

https://i.imgur.com/adzzXBG.jpeg

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\n

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\n

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6.\u9664\u4e86\u751f\u5b58\u4e4b\u5916\uff0c\u4eba\u7c7b\u4e00\u76f4\u4ee5\u6765\u7684\u4ef7\u503c\u89c2\uff0c\u662f\u52b3\u52a8\u3001\u751f\u5b58\u3001\u7e41\u884d\uff0c\u73b0\u4ee3\u793e\u4f1a\u5df2\u7ecf\u6709\u5f88\u591a\u4eba\u4e3b\u52a8\u6216\u88ab\u52a8\u653e\u5f03\u4e86\u7e41\u884d\uff0c\u8fd9\u90e8\u5206\u4eba\u6216\u8005\u8bf4\u6240\u6709\u4eba\u5bc4\u5e0c\u671b\u4e8e\u52b3\u52a8\u521b\u9020\u66f4\u597d\u7684\u751f\u6d3b\uff0c\u4f46\u662f\u5f53\u6ca1\u6709\u52b3\u52a8\u673a\u4f1a\u3001\u6216\u8005\u8bf4\u52b3\u52a8\u4e5f\u4e0d\u80fd\u521b\u9020\u66f4\u597d\u7684\u751f\u6d3b\u65f6\uff0c\u6211\u4eec\u8be5\u5982\u4f55\u770b\u5f85\u81ea\u5df1\u7684\u8fc7\u53bb\u3001\u73b0\u5728\u548c\u672a\u6765\uff1f" }, { "author": { "url": "https://www.v2ex.com/member/AnnaXia", "name": "AnnaXia", "avatar": "https://cdn.v2ex.com/avatar/5d0a/ee30/463792_large.png?m=1773890702" }, "url": "https://www.v2ex.com/t/1199467", "date_modified": "2026-03-19T03:28:52+00:00", "content_html": "

\u8fd1\u671f\u8bba\u575b\u91cc AI \u8ba8\u8bba\u8d8a\u6765\u8d8a\u591a\uff0c\u4eca\u5929\u770b\u4e86 https://www.v2ex.com/t/1199195 \u8fd9\u7bc7\u540e\u6709\u4e9b\u611f\u60f3\uff0c\u987a\u624b\u5199\u4e86\u7bc7\u6587\u7ae0\u3002\u4e2d\u95f4\u5f15\u7528\u4e86 2 \u4f4d\u7684\u53d1\u8a00\u3002

\n

\u867d\u7136\u5148\u53d1\u5e03\u5728\u4e2a\u4eba\u516c\u4f17\u53f7\u91cc\uff0c\u4f46\u3002\u3002\u516c\u4f17\u53f7\u8fd9\u4e5f\u624d\u7b2c 2 \u7bc7\uff0c\u4e0d\u653e\u54b1\u4eec\u8fd9\u8fb9\u732e\u4e11\u4e86\u3002\u76f4\u63a5\u5168\u6587\u8d34\u4e0a\u5427\u3002

\n
\n

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\n

\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

\n

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

\n

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

\n

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\n

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\n

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\n

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\n

\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

\n

\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": "https://www.v2ex.com/t/1199467" }, { "author": { "url": "https://www.v2ex.com/member/165924", "name": "165924", "avatar": "https://cdn.v2ex.com/gravatar/c1728740b95dc0646a49decd7e79ce43?s=73&d=retro" }, "url": "https://www.v2ex.com/t/1199346", "title": "\u7ed9\u5927\u6a21\u578b\u4eec\u505a\u4e86\u4e00\u4e2a\u5947\u602a\u7684\u6d4b\u8bd5", "id": "https://www.v2ex.com/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

\n

\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

\n

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

\n

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

\n

\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
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1gemini-pro-\u7f51\u9875677293.06%
2chatgpt-5.4-xhigh637287.50%
3claude-opus-4.6-xhigh637287.50%
4gemini-3.1-pro-aistudio637287.50%
5chatgpt-\u53d1\u6563\u6027\u601d\u8003-\u7f51\u9875607283.33%
6gemini-3-flash-aistudio607283.33%
7gemini-3.1-flash-lite-aistudio577279.17%
8glm-5-turbo567277.78%
9deepseek v3.2507269.44%
10qwen3.5-plus-thinking507269.44%
11chatgpt-5.4-nano-xhigh487266.67%
12grok-4.2-beta477265.28%

\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
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aqfzr\u5b89\u5168\u8d1f\u8d23\u4eba1212100.00%
cdjb\u573a\u5730\u7ea7\u522b1212100.00%
cjr\u521b\u5efa\u4eba1212100.00%
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jsbq\u6559\u5ba4\u6807\u7b7e1212100.00%

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

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kscddw\u8003\u8bd5\u627f\u62c5\u5355\u4f4d1128.33%
sxtip\u6444\u50cf\u5934 IP21216.67%
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iskt\u662f\u5426\u7a7a\u8c0351241.67%
jlnf\u5efa\u7acb\u5e74\u4efd51241.67%
" }, { "author": { "url": "https://www.v2ex.com/member/PhpBB", "name": "PhpBB", "avatar": "https://cdn.v2ex.com/avatar/af25/8a90/341548_large.png?m=1773275114" }, "url": "https://www.v2ex.com/t/1198469", "date_modified": "2026-03-15T23:30:43+00:00", "content_html": "

1.\u6e38\u7267\u6587\u660e\u76f8\u5bf9\u4e0d\u5728\u4e4e \u575f\u5893 \u8fd9\u4e2a\u4e1c\u897f, \u6240\u4ee5\u6c49\u4eba\u5bf9\u575f\u5893\u7684\u6267\u7740\u5e94\u8be5\u4e0d\u6765\u81ea\u5468\u671d

\n

/

\n

2.\u590f\u671d\u548c\u865e\u671d\u7684\u5b58\u5728\u7f3a\u5c11\u8003\u53e4\u8bc1\u636e, \u53ef\u80fd\u662f\u6839\u672c\u8fd9\u4e24\u4e2a\u671d\u4ee3\u4e0d\u5728\u4e2d\u539f\u751a\u81f3\u4e0d\u5728\u4e1c\u4e9a,\u6240\u4ee5\u8003\u53e4\u6839\u672c\u8003\u9519\u4e86\u5730\u65b9

\n

/

\n

3.\u57fa\u4e8e 1 2 \u63a8\u7406,\u590f\u671d\u548c\u865e\u671d\u662f\u4e1c\u4e9a\u4e4b\u5916\u91cd\u89c6\u575f\u5893\u7684\u6587\u660e

\n

/

\n

4.\u5168\u4e16\u754c\u6700\u660e\u663e\u7684\u5bf9\u575f\u5893\u75f4\u8ff7\u7684\u6587\u660e\u5c31\u662f\u57c3\u53ca,\u91d1\u5b57\u5854\u7684\u5938\u5f20\u7a0b\u5ea6\u65e0\u9700\u591a\u8a00

\n

/

\n

5.\u5982\u679c\u590f\u671d\u548c\u865e\u671d\u662f\u6c49\u4eba\u7956\u5148\u8fc1\u5f99\u5230\u4e1c\u4e9a\u4e4b\u524d\u7684\u671d\u4ee3,\u90a3\u4e48\u590f\u671d\u5e94\u8be5\u662f\u6cd5\u8001\u638c\u6743\u65f6\u671f,\u865e\u671d\u662f\u57c3\u53ca\u4f17\u795e\u638c\u6743\u65f6\u671f

\n

/

\n

6.\u6c49\u4eba\u7956\u5148\u5b9a\u5c45\u4e1c\u4e9a\u540e,\u56e0\u4e3a\u53d7\u5230\u5317\u65b9\u6e38\u7267\u6587\u660e\u7684\u4fb5\u7565,\u88ab\u6df7\u8840\u4e86\u8499\u53e4\u4eba\u79cd\u6210\u5206,\u4e8e\u662f\u51fa\u73b0\u4e86\u5468\u671d,\u9010\u6e10\u53d8\u79cd\u51fa\u6c49\u6587\u660e

\n

/

\n

7.\u968f\u7740\u65f6\u95f4\u63a8\u79fb\u53ca\u8499\u53e4\u4eba\u79cd\u7684\u5f3a\u52bf,\u6c49\u4eba\u8eab\u4e0a\u7684\u57c3\u53ca\u8840\u7edf\u6bd4\u4f8b\u8d8a\u6765\u8d8a\u4f4e,\u5e76\u9010\u6e10\u4e0d\u518d\u6709\u539f\u6587\u660e\u7684\u5f71\u5b50

\n

/

\n

*\u5f53\u4ee3\u57c3\u53ca\u4eba\u4e0e\u53e4\u4ee3\u57c3\u53ca\u4eba\u4e0d\u4e00\u5b9a\u662f\u4e00\u4e2a\u7fa4\u4f53,\u53ef\u80fd\u6211\u4eec\u624d\u662f\u57c3\u53ca\u7684\u4e3b\u4eba

\n", "date_published": "2026-03-15T15:19:21+00:00", "title": "\u7531 \u626b\u5893 \u8054\u60f3\u5230 \u6c49\u4eba\u7956\u5148\u6545\u571f\u7684\u4f4d\u7f6e", "id": "https://www.v2ex.com/t/1198469" }, { "author": { "url": "https://www.v2ex.com/member/red13", "name": "red13", "avatar": "https://cdn.v2ex.com/gravatar/935c3b660aacf5dfeed7a1f3822eb82b?s=73&d=retro" }, "url": "https://www.v2ex.com/t/1198399", "date_modified": "2026-03-15T13:41:51+00:00", "content_html": "

AI \u5e26\u6765\u4e86\u4fe1\u606f\u83b7\u53d6\u80fd\u529b\u7684\u5e73\u6743\uff0c\u53ef\u4ee5\u5b9e\u73b0\u201c\u77e5\u5176\u7136\u201d\u7684\u5e73\u6743\uff0c\u4f46\u65e0\u6cd5\u5b9e\u73b0\u201c\u77e5\u5176\u6240\u4ee5\u7136\u201d\u7684\u5e73\u6743

\n", "date_published": "2026-03-15T07:49:33+00:00", "title": "AI \u5e26\u6765\u4e86\u77e5\u8bc6\u5e73\u6743\u8fd9\u4e00\u8bf4\u6cd5\u6709\u70b9\u626f\u6de1", "id": "https://www.v2ex.com/t/1198399" }, { "author": { "url": "https://www.v2ex.com/member/linkbg", "name": "linkbg", "avatar": "https://cdn.v2ex.com/avatar/b608/48d8/105784_large.png?m=1773459233" }, "url": "https://www.v2ex.com/t/1198221", "date_modified": "2026-03-14T10:54:16+00:00", "content_html": "

\u8f6f\u4ef6\u5f00\u53d1\u4e4b\u6240\u4ee5\u53ef\u80fd\u6210\u4e3a AI \u6700\u5148\u6df1\u5ea6\u4ecb\u5165\u7684\u884c\u4e1a\uff0c\u5e76\u4e0d\u662f\u56e0\u4e3a\u7f16\u7a0b\u7b80\u5355\uff0c\u800c\u662f\u56e0\u4e3a\u5b83\u6ee1\u8db3\u4e09\u4e2a\u6761\u4ef6\uff1a

\n

\u53ef\u9a8c\u8bc1\u3001\u53ef\u4fee\u590d\u3001\u4f4e\u98ce\u9669\u3002

\n

\u4ee3\u7801\u53ef\u4ee5\u901a\u8fc7\u7f16\u8bd1\u548c\u6d4b\u8bd5\u81ea\u52a8\u9a8c\u8bc1\uff0c\u9519\u8bef\u53ef\u4ee5\u5feb\u901f\u8fed\u4ee3\u4fee\u590d\uff0c\u800c\u4e14\u5927\u591a\u6570\u8f6f\u4ef6\u95ee\u9898\u4e0d\u4f1a\u76f4\u63a5\u5a01\u80c1\u751f\u547d\u5b89\u5168\u3002

\n

\u540c\u65f6\uff0c\u4eba\u4eec\u5bf9\u201c\u7a0b\u5e8f\u5458\u4e0d\u53ef\u66ff\u4ee3\u201d\u7684\u5370\u8c61\uff0c\u5f88\u5927\u7a0b\u5ea6\u6765\u81ea\u4e00\u79cd\u9006\u5411\u7684\u5e78\u5b58\u8005\u504f\u5dee\u2014\u2014\u6211\u4eec\u770b\u5230\u7684\u662f\u5c11\u6570\u9876\u7ea7\u5de5\u7a0b\u5e08\uff0c\u800c\u5ffd\u7565\u4e86\u5927\u91cf\u9ad8\u5ea6\u91cd\u590d\u3001\u6a21\u5f0f\u5316\u7684\u5f00\u53d1\u5de5\u4f5c\u3002

\n", "date_published": "2026-03-14T03:35:44+00:00", "title": "\u4e00\u70b9\u5c0f\u601d\u8003", "id": "https://www.v2ex.com/t/1198221" }, { "author": { "url": "https://www.v2ex.com/member/oldAndy", "name": "oldAndy", "avatar": "https://cdn.v2ex.com/gravatar/b20e74253064fa586ca2bbefc1b072f3?s=73&d=retro" }, "url": "https://www.v2ex.com/t/1198108", "title": "\u6700\u8fd1\u597d\u591a\u795e\u795e\u53e8\u53e8\u9a97\u5e01\u7684", "id": "https://www.v2ex.com/t/1198108", "date_published": "2026-03-13T09:45:53+00:00", "content_html": "

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\n" }, { "author": { "url": "https://www.v2ex.com/member/imurfuture", "name": "imurfuture", "avatar": "https://cdn.v2ex.com/avatar/39af/c561/343416_large.png?m=1719305800" }, "url": "https://www.v2ex.com/t/1197701", "date_modified": "2026-03-12T23:28:12+00:00", "content_html": "\u6709\u4e2a\u4e0d\u592a\u6070\u5f53\u7684\u6bd4\u55bb
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token \u5c31\u662f\u6d41\u91cf
-----------------------------
\u968f\u7740\u65f6\u95f4\uff0c\u6d41\u91cf\uff08 token \uff09\u4f1a\u6162\u6162\u964d\u4ef7\uff0c\u4f1a\u51fa\u5404\u79cd\u5957\u9910
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https://mp.weixin.qq.com/s/awn3gH08kihgN9ZyTGRecQ
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\n

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\n

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\n

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\n
    \n
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    2. \n
\n

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https://layerism.org/2026/02/10/counting/

\n" } ] }