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

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AI data centers are changing the nature of power grid loads and creating new risks for operators
Hardware·IEEE Spectrum AI

AI data centers are changing the nature of power grid loads and creating new risks for operators

Jul 3, 2026·3 min
Samsung to invest $90 billion in chips and displays in South Korea's Chungcheong region
Hardware

Samsung to invest $90 billion in chips and displays in South Korea's Chungcheong region

Jul 3, 2026·3 min
Nvidia AI-chip rival Etched reaches $5B valuation and $1B in contracts
Hardware

Nvidia AI-chip rival Etched reaches $5B valuation and $1B in contracts

Jul 3, 2026·2 min
NVIDIA Confidential Computing: protecting data during AI inference without sacrificing speed
Hardware

NVIDIA Confidential Computing: protecting data during AI inference without sacrificing speed

Jul 3, 2026·2 min
Anthropic in talks with Samsung to develop its own AI chip
Hardware·TNW

Anthropic in talks with Samsung to develop its own AI chip

Jul 3, 2026·2 min
Australian musicians demand Albanese protect their work from AI scraping
Hardware

Australian musicians demand Albanese protect their work from AI scraping

Jul 3, 2026·3 min
ByteDance shifts to in-house AI chips: rollout to begin next year
Hardware

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

Jun 30, 2026·2 min
Csquare Files for IPO in US: Data Center Backed by Brookfield Goes Public
Hardware·Bloomberg Tech

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

Csquare Inc., backed by Brookfield Corp., filed for IPO in the US, joining a wave of AI infrastructure companies going public — data centers

Jun 30, 2026·2 min
Top themes
01Data centers connect to the grid faster through flexible electricity consumption agreementsJun 30, 2026·2 min02Qualcomm Develops Over 40 AI Devices and Predicts the End of the App EraJun 30, 2026·3 min03Meta explains the difference between GPU, CPU, and its own MTIA chips in AI infrastructureJun 30, 2026·2 min04How to speed up transformer training with NVIDIA Apex: FusedAdam, FusedLayerNorm, and torch.ampJun 30, 2026·2 min05NVIDIA speeds up LLM pretraining: NVFP4 on Blackwell paired with JAX and MaxTextJun 30, 2026·2 min
NVIDIA TensorRT turns FP8 checkpoints into engines for fast inference
Hardware·NVIDIA Developer Blog

NVIDIA TensorRT turns FP8 checkpoints into engines for fast inference

NVIDIA explained how to convert an FP8-quantized checkpoint into a TensorRT engine — a step that turns an optimized model into a real produc

Jun 30, 2026·2 min
01NVIDIA: how to design battery energy storage systems for AI factoriesJun 30, 2026·2 min02OpenAI launches Codex: the AI agent that writes code instead of engineersJun 30, 2026·1 min03Together AI at NVIDIA GTC 2026: Dynamo, multi-agent models, and voice AIJun 30, 2026·2 min
Together AI: GPT-5.5, Gemini and Opus cannot write fast multi-GPU kernels
Hardware·Together AI Blog

Together AI: GPT-5.5, Gemini and Opus cannot write fast multi-GPU kernels

The new ParallelKernelBench benchmark showed that the best language models solve fewer than a third of the tasks involving CUDA kernel gener

Jun 30, 2026·3 min
Google DeepMind released DiffusionGemma — an open 26B MoE model with 4x faster generation
Hardware·MarkTechPost

Google DeepMind released DiffusionGemma — an open 26B MoE model with 4x faster generation

Google DeepMind released DiffusionGemma, an experimental 26B-parameter open model that uses text diffusion instead of autoregression — gener

Jun 30, 2026·2 min
Cohere's North Mini Code: open-weight 30B MoE model for agentic coding
Hardware·MarkTechPost

Cohere's North Mini Code: open-weight 30B MoE model for agentic coding

Cohere has released its first open-weight model for developers — North Mini Code, built on MoE architecture with 30B parameters, a 256K context window, and the ability to run on a single H100 GPU.

Jun 30, 2026·2 min
AWS launches Neuron Agentic Development to automate AI kernel development
Hardware·AWS Machine Learning Blog

AWS launches Neuron Agentic Development to automate AI kernel development

Jun 30, 2026·2 min
Google explained what a full-stack approach to AI is and why the company needed it
Hardware·Google AI Blog

Google explained what a full-stack approach to AI is and why the company needed it

Jun 30, 2026·2 min
Habr shows how to build a home AI server for under 400,000 rubles
Hardware·Habr AI

Habr shows how to build a home AI server for under 400,000 rubles

Jun 30, 2026·2 min
Alphabet to raise $80 billion to expand AI infrastructure
Hardware·TechCrunch

Alphabet to raise $80 billion to expand AI infrastructure

Jun 30, 2026·2 min
US pressures Anthropic: allies panic over threat of technological lag
Hardware·Bloomberg Tech

US pressures Anthropic: allies panic over threat of technological lag

Jun 29, 2026·2 min
NVIDIA explained how to manage autonomous agents in enterprise AI factories
Hardware

NVIDIA explained how to manage autonomous agents in enterprise AI factories

Jun 29, 2026·2 min
Mistral launches physics AI for engineers: simulations in seconds instead of weeks
Hardware

Mistral launches physics AI for engineers: simulations in seconds instead of weeks

Jun 29, 2026·2 min
DeepSeek closes the largest funding round in China — $7.4 billion at a valuation above $50 billion
Hardware

DeepSeek closes the largest funding round in China — $7.4 billion at a valuation above $50 billion

Jun 29, 2026·2 min
Omen AI raised $31M for cooling water monitoring in AI data centers
Hardware·TNW

Omen AI raised $31M for cooling water monitoring in AI data centers

Omen AI startup raised $31M for a cooling liquid monitoring platform in data centers — bacteria in water is becoming a real threat as GPU ra

Jun 29, 2026·2 min
AI companies are not raising prices for users while Nvidia and Micron collect record profits
Hardware·3DNews AI

AI companies are not raising prices for users while Nvidia and Micron collect record profits

Chip and memory manufacturers are locking in record margins during the AI boom, but model developers are not rushing to pass growing infrast

Jun 29, 2026·3 min
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