All available evidence points to it being an incremental improvement at best. Higher claims are attributable to the psychological effect of the AI sycophancy problem which erases the Dunning-Kruger effect and makes even experts extremely overconfident.

You still have to read the output of your LLM. Learning by reading alone and not doing is not nearly as effective.