Qwen 3.8 is not the smartest cookie when it comes to math. If the math is based on a research paper you can usually chug it in the context and it actually manages to one-shot the solution. But just from code alone it's not smart enough to figure out what the purposes of some matrices are and formulae are. I'd say it's on a junior coder level, it needs to get access to further research to actually understand implementations.
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