Thariq· @trq212 · X·· 2 小时前AI 评分24
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这基本上就是“苦涩的教训”在起作用 最聪明的模型将需要越来越少的token，它们不需要验证自己的工作或检查bug，它们就是对的
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this is basically the bitter lesson at work
the smartest models will need fewer and fewer tokens, they won't need to verify their work or check it for bugs, they will just be right
maybe a hot take but i now consider adversarial reviews mostly a waste of tokens. far better to use those tokens on empirical combined with formal verification. i have updated pstack to use the interrogate skill less, and eventually i think i may remove it altogether i have found very little value with code review in the abstract, agents tend to just get lost in the nitpicks and yagnis在 X 查看被引用的帖子
来源：Thariq · x.com