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

Cerebras completes the largest tech IPO in five years, valued at $95 billion
Wafer-scale chip company Cerebras completed its Nasdaq IPO at a $95 billion valuation, raising $5.55 billion — the largest U.S. tech IPO sin

Energy could give China an edge in the AI race — here's why
Competition between the US and China in AI is shifting to the energy front. While the US leads in chips and software, China understood earli

CyberSecQwen-4B: how a small model became a vulnerability expert

Charlie Burns criticizes Vantage megaproject: how an AI data center is dividing Wisconsin

AI models are getting more expensive: OpenAI raised GPT-5.5 prices by 1.5-2x

NVIDIA packed 3 models into one file and made training 360× more efficient

NPUs in laptops: new requirements for corporate IT
Microsoft requires an NPU for Copilot+ PCs, while AMD and Intel are integrating neural processors into SoCs. Corporate IT is moving to a hyb

Ollama and Open WebUI on a VPS without a GPU: a candid look at the limitations
Running a local LLM on a basic server works, but speed suffers and models need to be chosen to match the hardware.













