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>Point it at the relevant files and say "the goal is to add X feature to this code, follow Y guidelines".

Is that not how you would work with any model, local or not? I wouldn't trust it to make the right decisions unattended. I just know the moment I look away it's going to do something utterly braindead.

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Claude Opus with xhigh thinking is surprisingly good at figuring our details. Granted I'm only using it for little hobby projects, nothing overly complicated.
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I had good results doing an open box reimplementation. Gave qwen access to my old projects and it rebuilt it on JAX.

https://github.com/verdverm/pge-jax

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