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如何解决 AI 幻觉?

当前时间： 2026-05-10 22:28:43 分类：办公文件 评论(0)
如何解决 AI 幻觉?

如何解决 AI 幻觉？

幻觉不是bug，而是LLM的“默认行为”。
真正的解决方案不是“让模型更聪明”，而是：用工程手段(RAG+Tool＋约束)把它关进笼子里。
#大模型 #AI应用 #编程学习

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四川,19分钟前,
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  1. 请求信息 : 2026-05-11 13:02:13 HTTP/1.1 GET : https://www.yeyulingfeng.com/a/601462.html
  2. 运行时间 : 0.228846s [ 吞吐率：4.37req/s ] 内存消耗：4,732.06kb 文件加载：145
  3. 缓存信息 : 0 reads,0 writes
  4. 会话信息 : SESSION_ID=1de7f27782adf3f1f6f45dcb4106ddb4
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  145. /yingpanguazai/ssd/ssd1/www/wwww.yeyulingfeng.com/vendor/topthink/think-trace/src/Html.php ( 4.42 KB )
  1. CONNECT:[ UseTime:0.002044s ] mysql:host=127.0.0.1;port=3306;dbname=wenku;charset=utf8mb4
  2. SHOW FULL COLUMNS FROM `fenlei` [ RunTime:0.002690s ]
  3. SELECT * FROM `fenlei` WHERE `fid` = 0 [ RunTime:0.000861s ]
  4. SELECT * FROM `fenlei` WHERE `fid` = 63 [ RunTime:0.000694s ]
  5. SHOW FULL COLUMNS FROM `set` [ RunTime:0.001713s ]
  6. SELECT * FROM `set` [ RunTime:0.011919s ]
  7. SHOW FULL COLUMNS FROM `article` [ RunTime:0.002123s ]
  8. SELECT * FROM `article` WHERE `id` = 601462 LIMIT 1 [ RunTime:0.001248s ]
  9. UPDATE `article` SET `lasttime` = 1778475733 WHERE `id` = 601462 [ RunTime:0.001822s ]
  10. SELECT * FROM `fenlei` WHERE `id` = 64 LIMIT 1 [ RunTime:0.000876s ]
  11. SELECT * FROM `article` WHERE `id` < 601462 ORDER BY `id` DESC LIMIT 1 [ RunTime:0.001124s ]
  12. SELECT * FROM `article` WHERE `id` > 601462 ORDER BY `id` ASC LIMIT 1 [ RunTime:0.000966s ]
  13. SELECT * FROM `article` WHERE `id` < 601462 ORDER BY `id` DESC LIMIT 10 [ RunTime:0.004073s ]
  14. SELECT * FROM `article` WHERE `id` < 601462 ORDER BY `id` DESC LIMIT 10,10 [ RunTime:0.004300s ]
  15. SELECT * FROM `article` WHERE `id` < 601462 ORDER BY `id` DESC LIMIT 20,10 [ RunTime:0.003371s ]
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