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

NVIDIA Shows How to Track GPUs in Kubernetes Clusters
Most teams underutilize GPUs in Kubernetes clusters because they simply don't see who's using them, how much memory is consumed, and whether

NVIDIA Showed How Multi-Agent Systems Find Signals in Financial Markets
Multi-agent AI systems help researchers automate the search for trading signals in market data by analyzing prices, economic indicators, and

NVIDIA Tesla V100 for local AI models: testing on real-world tasks

GitLab Expanded Support for Open-Source Models for Closed Networks

DeepSeek Makes 75% V4-Pro Discount Permanent

Anthropic Negotiates with Microsoft on Maia 200 Chips for AI Inference

New GPUs Will Lower Inference Costs, But Not Prices for Users
AI infrastructure costs are rising daily. New processors promise to ease the burden, but users are unlikely to see AI service prices drop.

AMD invests over $10 billion in Taiwan in decisive race with Nvidia for AI chips
AMD invests over $10 billion in Taiwanese partners to scale production of AI chips and software to compete with Nvidia in the growing artifi













