DeepSeek continues to lead the AI research community by publishing detailed papers on accelerating large language model inference through speculative decoding and multi-token prediction. While other labs like Google are also developing these architectures, developers emphasize that bundling the speculative draft models directly with the main model significantly streamlines deployment. This integrated approach reduces layer duplication and allows tools like llama.cpp to achieve much higher token generation speeds.