I trained a 3B model to rival Claude Opus at text-to-SQL on one GPU. Here is exactly where that holds, and where it breaks

I RL-tuned a 3B model on a single GPU to tie Claude Opus 4.8 on text-to-SQL, then went query by query to show why an equal score doesn't mean an equal model.