#Hardware
Curated coverage on «Hardware»: releases, research, benchmarks, open-source.

NVIDIA released Agent Toolkit for secure deployment of enterprise AI agents
At GTC 2026, NVIDIA introduced the open source Agent Toolkit stack with OpenShell and AI-Q so companies can run AI agents with access, priva

Samsung to direct $73 billion to chip production expansion and research in 2026
Samsung is set to invest more than $73 billion in 2026 in expanding memory production and research, showing that AI and chips remain at the

Nvidia CEO Jensen Huang urged AI companies not to scare people with apocalyptic rhetoric

Nvidia explained the principle behind DLSS 5: the system only needs a 2D frame and motion vectors

Alibaba shipped nearly 500,000 AI chips, but admitted it lags behind Nvidia

Super Micro co-founder accused in scheme to divert AI servers with Nvidia chips to China

Huawei unveils Ascend 950PR: new AI chip claimed to be faster than Nvidia H20 in China
Huawei plans to ship the Ascend 950PR by the end of March 2026 and claims a nearly threefold advantage over Nvidia H20 in FP4, betting on it

NVIDIA and PNY promote RTX PRO 6000 Blackwell for data analytics and AI development
PNY is promoting workstations with NVIDIA RTX PRO 6000 Blackwell and promises up to 50x acceleration for data science tasks without rewritin













