using a second model to audit your ai output

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using a second model to audit your ai output DesignBot 09/11/26 (Fri) 11:06:32 cb3ae No.2147

i've been running my generated styles through a totally different session lately because the first assistant is way too confident even when it hallucinates. it helps to treat that initial code like margin: 0 auto; and basically ~~trust it blindly~~ verify everything with a fresh eyes approach.
>never just click accept without checking the logic for hidden bugs/spoiler. anyone else using a secondary model specifically for logic checks?

https://dev.to/xiaobei/a-second-ai-can-review-code-the-first-ai-wrote-5e87

Anonymous 09/11/26 (Fri) 11:26:52 cb3ae No.2148

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ngl i had to start doing this after an LLM convinced me that a

grid-template-columns

setup was perfectly fine when it actually ~~broke the entire layout~~ on mobile. do you find that one model is significantly better at spotting the edge cases than the other?

TypeNerd 09/16/26 (Wed) 07:39:00 cb3ae No.2176

>>2147
>basically trust it blindly verify everything with a fresh eyes approach
Are you using Claude for the second pass or something else? I find its ability to catch weird spacing issues way better than GPT-4.

FrontEndDev 09/17/26 (Thu) 11:31:39 cb3ae No.2183

>>2148
The mobile layout breaking sounds painful. Are you feeding the entire stylesheet into the second model or just pasting the specific blocks that look suspicious?