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

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LLMs and hardware: NVIDIA on balancing accuracy, throughput, and responsiveness
Hardware·NVIDIA Developer Blog

LLMs and hardware: NVIDIA on balancing accuracy, throughput, and responsiveness

Jul 11, 2026·3 min
Big Tech is taking a risk: $350 billion in debt for AI data centers is starting to weigh on Europe
Hardware

Big Tech is taking a risk: $350 billion in debt for AI data centers is starting to weigh on Europe

Jul 11, 2026·3 min
SK Hynix IPO in the US: memory as a bottleneck in AI infrastructure
Hardware

SK Hynix IPO in the US: memory as a bottleneck in AI infrastructure

Jul 11, 2026·2 min
SK Hynix raises $26.5 billion in the largest foreign company IPO
Hardware

SK Hynix raises $26.5 billion in the largest foreign company IPO

Jul 11, 2026·2 min
US eases restrictions: UAE to gain access to AI chips
Hardware·Bloomberg Tech

US eases restrictions: UAE to gain access to AI chips

Jul 11, 2026·2 min
SambaNova raises $1B at $11B valuation, rejecting Intel offer
Hardware

SambaNova raises $1B at $11B valuation, rejecting Intel offer

Jul 10, 2026·2 min
Nvidia Loses Ground: Memory Shortage Reshapes the AI Computing Market
Hardware

Nvidia Loses Ground: Memory Shortage Reshapes the AI Computing Market

Jul 10, 2026·3 min
Meta to begin production of its own AI chips in September 2026
Hardware·TechCrunch

Meta to begin production of its own AI chips in September 2026

Meta announced the launch of production of its own AI chips in September 2026, using a modular architecture for rapid adaptation to the deve

Jul 10, 2026·3 min
Top themes
01Paris-based voice AI startup Gradium raises $100 million with Nvidia backingJul 10, 2026·2 min02Sunrun to offer customers payments for hosting AI computing nodes at homeJul 10, 2026·3 min03Jet-Long extends language model context windows to 128K without fine-tuningJul 10, 2026·2 min04Alpha School and Forge Prep: Wealthy Americans Move Children to AI-Powered EducationJul 9, 2026·2 min05French startup ZML released free tool to accelerate AI inference on any chipsJul 9, 2026·2 min
Former OpenAI Product Director Kevin Weil Joins Stoke Space Board
Hardware·TechCrunch

Former OpenAI Product Director Kevin Weil Joins Stoke Space Board

Kevin Weil, one of OpenAI's key executives, has joined the board of Stoke Space — a startup developing fully reusable rocket launchers.

Jul 9, 2026·2 min
01NVIDIA opens Nemotron datasets: 10 trillion tokens for training AI agentsJul 9, 2026·3 min02NVIDIA Nemotron 3 Ultra sets an accuracy record among open models in LangChain testJul 9, 2026·2 min03The US closed access to Claude Mythos, China restricts GLM and Qwen: neural networks have become a strategic weaponJul 9, 2026·2 min
habrGPT: training a 0.5B LLM from scratch on Habr articles — Karpathy’s nanochat and an fp8 vs bf16 comparison
Hardware·Habr AI

habrGPT: training a 0.5B LLM from scratch on Habr articles — Karpathy’s nanochat and an fp8 vs bf16 comparison

An experiment in training a 500-million-parameter language model from scratch on the Habr corpus: Karpathy’s nanochat, a home GPU instead of

Jul 9, 2026·2 min
Meta contractor discharged bacteria-contaminated water into Wyoming's sewer system while building an AI data center
Hardware·Guardian

Meta contractor discharged bacteria-contaminated water into Wyoming's sewer system while building an AI data center

A Meta construction contractor discharged bacteria-contaminated wastewater into Cheyenne's municipal sewer system — the incident forced Wyom

Jul 9, 2026·2 min
AI data centers as a ticking time bomb: benefits versus climate costs
Hardware·Guardian

AI data centers as a ticking time bomb: benefits versus climate costs

Economist Nicky Hutley warns in The Guardian: the explosive growth of AI data centers is hitting the climate, inflation, and housing — the question is who pays for it.

Jul 9, 2026·2 min
Nvidia pairs GPUs with startup d-Matrix's inference chips instead of competing with it
Hardware·TNW

Nvidia pairs GPUs with startup d-Matrix's inference chips instead of competing with it

Jul 9, 2026·2 min
NVIDIA released Audex-30B — a unified audio-text MoE model based on Nemotron-Cascade-2
Hardware·MarkTechPost

NVIDIA released Audex-30B — a unified audio-text MoE model based on Nemotron-Cascade-2

Jul 8, 2026·2 min
Hugging Face: transformers backend in vLLM now runs at native speed
Hardware·Hugging Face Blog

Hugging Face: transformers backend in vLLM now runs at native speed

Jul 8, 2026·2 min
Microsoft bets on in-house AI models to cut costs
Hardware·TechCrunch

Microsoft bets on in-house AI models to cut costs

Jul 8, 2026·3 min
AI chip startup SambaNova Systems raises $1 billion at an $11 billion valuation
Hardware·Bloomberg Tech

AI chip startup SambaNova Systems raises $1 billion at an $11 billion valuation

Jul 8, 2026·2 min
Chinese chipmaker Iluvatar CoreX plans to raise $800 million in Hong Kong
Hardware

Chinese chipmaker Iluvatar CoreX plans to raise $800 million in Hong Kong

Jul 8, 2026·2 min
Together AI launches guaranteed inference for open models with 99% SLA
Hardware

Together AI launches guaranteed inference for open models with 99% SLA

Jul 8, 2026·3 min
China's DeepSeek secretly develops its own AI inference accelerator
Hardware

China's DeepSeek secretly develops its own AI inference accelerator

Jul 8, 2026·2 min
Perplexity among the first AI companies to adopt Nvidia's new Vera processor
Hardware·TNW

Perplexity among the first AI companies to adopt Nvidia's new Vera processor

Perplexity AI said it plans to run agent workloads on Nvidia's new Vera CPU — the company's first in-house processor, opening a path beyond

Jul 8, 2026·2 min
Neural networks are bad calculators: why LLMs fail at arithmetic and what to do about it
Hardware·Habr AI

Neural networks are bad calculators: why LLMs fail at arithmetic and what to do about it

Language models predict tokens rather than calculate, which is why they make confident mistakes in the middle of long numbers. We break down

Jul 8, 2026·2 min
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