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

Jensen Huang: A $500K Engineer Should Spend At Least $250K Yearly on AI Tokens
Nvidia CEO Jensen Huang stated on the All-In podcast after GTC 2026 that he'd be concerned if an engineer earning $500K spends less on AI to

Synopsys exits chip fab software to focus on more profitable AI chip design
Synopsys is preparing to exit software that manages semiconductor fab operations and redirect engineers to developing tools for AI chip desi

AI data center builders target Native American reservation lands in the USA

AMD Shows How to Run AI Agents on PCs with 128 GB of Memory

Simple Diffusion: compact model 100 times cheaper than SDXL

NVIDIA DSX OS: open operating system for AI factories of any scale

Mamba-3: transformer alternative with linear complexity
Researchers from CMU and Together AI unveiled Mamba-3 — a new SSM-based architecture optimized for fast text generation.

AI Infrastructure Will Consume 2.27 Billion Cubic Meters of Water Annually by 2030
AI data centers face critical water scarcity: consumption will grow 10-fold due to GPU and processor cooling.













