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

NVIDIA explained how to manage autonomous agents in enterprise AI factories
AI agents have moved far beyond chat — they work for hours with enterprise data and systems, and NVIDIA explained in detail how to build a secure, manageable…

US pressures Anthropic: allies panic over threat of technological lag
The Trump administration stepped up pressure on Anthropic, alarming US allies that had built their AI strategies around American technology.

Alphabet to raise $80 billion to expand AI infrastructure
Alphabet plans to raise $80 billion to expand AI infrastructure — the company has officially acknowledged that demand for its AI solutions exceeds its current…

OpenAI launches Codex: the AI agent that writes code instead of engineers

NVIDIA: how to design battery energy storage systems for AI factories

NVIDIA TensorRT turns FP8 checkpoints into engines for fast inference

NVIDIA speeds up LLM pretraining: NVFP4 on Blackwell paired with JAX and MaxText

How to speed up transformer training with NVIDIA Apex: FusedAdam, FusedLayerNorm, and torch.amp
A step-by-step guide to building NVIDIA Apex from source and using FusedAdam, FusedLayerNorm, and mixed precision — up to 2.5× faster transformer training.

Meta explains the difference between GPU, CPU, and its own MTIA chips in AI infrastructure
Meta launched an educational series and explains how GPU, CPU, and custom MTIA chips provide the computing power for its AI systems for billions of users. *Meta is…

Csquare Files for IPO in US: Data Center Backed by Brookfield Goes Public

ByteDance shifts to in-house AI chips: rollout to begin next year

NVIDIA DFlash: Up to 15x Faster Blackwell Inference Explained

Hugging Face: launch a vLLM server on HF Jobs with a single command

Claude and AI agents are burning tokens faster than forecast — businesses are learning 'tokenomics'
Companies that bet on AI coding are finding that real-world token consumption far exceeds expectations — and are urgently rethinking the economics of tools like…

Enflame receives $888M IPO approval — last of China's 'four AI dragons'
AI chip startup Enflame, backed by Tencent, received $888M IPO approval — the last of the 'four small dragons' on which Beijing is betting in the semiconductor race.









