Most distributed training frameworks claim they can run on consumer hardware, but rarely prove it. Ravnest actually ships with published results, open-source code, AND a peer-reviewed paper. That's the trifecta most projects avoid because it means real scrutiny. If you've been burned by vaporware distributed training promises, this one has receipts.