Open weights gave us frontier-level models with permissive licenses, but there's a brutal gap between downloading a 2.8T parameter model and actually training on it. Most devs hit this wall hard—having access to weights doesn't mean you have the compute, memory bandwidth, or distributed systems expertise to fine-tune or continue training these beasts. The infrastructure barrier is still massive.