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> submissions to Kaggle will not have access to the internet. Using a 3rd-party, cloud-hosted LLM is not possible.

This largely takes away any odds at solving this. You definitely can't reproduce that under a million dollars.

I have some ideas I want to try, I might still though. But all of it would require external tools.