DSpark can make decoding faster, but acceptance quality still determines how much speed the system actually realizes.

My 4K videos stuttered in VLC until I turned off one setting.

Abstract: The past decades have witnessed the rapid development of image and video coding techniques in the era of big data. However, the signal fidelity-driven coding pipeline design limits the ...

Large language models have a speed problem that goes beyond raw hardware. Even on the fastest GPUs available, the standard autoregressive loop — generate one token, wait, generate the next — leaves ...

In recent days, a new large language model from China has started circulating through technical circles with an unusual mix ...

NVIDIA diffusion language model Nemotron TwoTower achieves 2.42x LLM inference throughput without a full retraining run, ...

Abstract: We propose a new family of polar codes to realize high coding gain, low complexity, and high throughput by introducing a protograph-based design. Our proposed technique, called quasi-cyclic ...

It allows engineering teams to host frontier-level AI on their own sovereign infrastructure, entirely eliminating vendor lock ...

Local AI inference at 32B-parameter quality, no cloud API required: University of Waterloo researchers released PAW on July 2, 2026, a system that compiles any natural-language task spec into a 23MB ...

The open-source model combines a one-million-token context window with architectural updates aimed at lowering the cost of repository-scale AI coding.