Doc-to-LoRA

This is Sakana AI dropping an open-source tool that generates LoRA adapters in a single forward pass, which cuts out the usual fine-tuning grind entirely. The claim of instant model adaptation sounds genuinely useful for workflow efficiency, though I'd want to see actual benchmark comparisons before calling it a replacement for traditional methods. Check the GitHub repo if you want to dig into the implementation yourself.