Artificial Analysis released initial results for its AA-AgentPerf benchmark, showing NVIDIA's Blackwell systems outperforming AMD's Instinct MI355X GPUs on power-efficient agentic inference using Deep…
Helion kernels were integrated into vLLM for FP8 inference using Qwen3 models and evaluated across NVIDIA H100 and B200 GPUs. The experiments demonstrated that Helion provides a productive PyTorch-nat…
DeepSeek v4, an open-source model from a Chinese lab, achieved a 100x performance improvement on AMD hardware within 26 days of its Day 0 release, driven by the AMD SGLang engineering team. The Infere…
Equixly engineers report that GPU scarcity is a structural problem driven by hyperscaler stockpiling and rising energy costs, not a temporary supply-chain issue. The company argues that standard load-…