Production ML inference is bottlenecked by memory bandwidth, not compute. Every PyTorch operation launches a separate GPU kernel, allocates intermediate tensors, and round-trips through global memory. CuteDSL fixes this by fusing multiple operations into single Triton/CUDA kernels – delivering up…

DeepSeek recently released their DeepSeek-R1 model, achieving reasoning capabilities on par with OpenAI’s o1 models through pure reinforcement learning. Let’s explore how they did it and what Hugging Face is doing with Open-R1. What is DeepSeek-R1? If you’ve ever struggled with a tough math…