Meganeura: Portable GPU Training and Inference through Vulkan and Metal
The results show that general consumer graphics APIs can support a compact shared train-to-deploy stack at useful, sometimes vendor-competitive performance and measured gaps point to kernel coverage, scheduling, and arithmetic policy rather than an identified API limitation.