Hardware
Latest news, analysis, and insights about Hardware.
Why Nvidia's Push for Open-Weight AI Models Redefines the Global Tech Race
Nvidia has entered the regulatory boxing ring, publishing an official policy paper defending open-weight models. By framing open-source AI as a national security asset, the chip giant is taking a direct shot at the licensing regimes pushed by closed-source competitors.
How AMD's new Helios architecture challenges Nvidia's GB200 on memory, networking, and TCO
AMD is taking the fight to Nvidia's home turf with Helios, a turnkey rack-scale AI system shipping later this year. Designed to challenge the dominant Blackwell GB200 architecture, Helios is AMD's bid to win over hyperscalers looking for an escape from the Nvidia tax.
How Harvard Dropouts Built a $10.3B ASIC Challenger to Nvidia’s Inference Empire
AI hardware startup Etched has secured a massive $10.3 billion valuation. By building ASICs dedicated exclusively to transformer models, the startup is taking direct aim at Nvidia's high-margin inference business.
How Framework's AMD-powered modular desktop plans to shatter Apple's local AI workstation monopoly.
Framework is teasing a new modular desktop featuring AMD's Ryzen AI Max+ Pro 495 and up to 192GB of memory. This system directly challenges Apple's monopoly on high-RAM local AI development workstations.
How AMD's Massive $5 Billion Investment in Anthropic Reshapes the AI Chip War
AMD is investing up to $5 billion in Anthropic, establishing a massive strategic hardware-software alliance. This deal aims to break Nvidia's stranglehold on frontier AI training.
How Wistron’s New $700 Million Fort Worth Plant Secures NVIDIA's Next-Gen AI Supply Chain
Wistron has opened its first U.S. facility in Fort Worth, Texas. The $700 million plant will manufacture NVIDIA's next-generation GB300 and Vera Rubin AI superchips on American soil.
How the NVIDIA Vera Rubin NVL72 Delivers 10x More Tokens Per Megawatt
NVIDIA has begun production shipping of its next-generation Vera Rubin NVL72 architecture to major cloud providers. Early benchmarks running DeepSeek-R1 reveal a staggering 10x throughput-per-megawatt efficiency gain over Blackwell.
How Google’s New Custom AI Chip Aims to Drastically Lower Gemini’s Operational Costs
Google is reportedly building a new custom AI silicon block tailored specifically for Gemini. The move targets the industry's most critical bottleneck: the soaring cost of running large models at scale.
How NVIDIA is bringing agentic AI local with Cosmos 3 Edge and MCP
At SIGGRAPH 2026, NVIDIA is pivoting heavily toward edge deployment. The company announced the local-first Cosmos 3 Edge physical AI model alongside deep Model Context Protocol integrations to build trustable, agentic developer workflows.
How Bristol Myers Squibb is Using NVIDIA Vera Rubin to Accelerate AI-Driven Drug Discovery
Pharmaceutical titan Bristol Myers Squibb is doubling down on computational biology. By deploying a second-generation DGX SuperPOD built on NVIDIA's next-gen Rubin architecture, the company is turning AI drug discovery into a high-throughput industrial process.
Upscale AI Series A funding tackles the critical networking bottleneck stalling giant GPU clusters
As GPU clusters balloon to hundreds of thousands of chips, the network is the new bottleneck. Upscale AI's $200M Series A proves that investors are betting big on physical systems over pure software.
How NVIDIA is translating its data-center monopoly into physical AI dominance at the edge.
NVIDIA is moving to monopolize the physical AI ecosystem with its new Jetson Thor T3000 and T2000 modules. By packing Blackwell-class compute into a tight power envelope, the silicon giant is giving humanoid robots the onboard brains they need to run foundation models locally.
OpenAI Codex Keyboard: Why a $230 physical controller is the future of agentic coding
OpenAI has unexpectedly entered the consumer hardware market with a $230 mechanical keyboard built specifically for its Codex agentic platform. The launch comes during a tense legal dispute with Apple over hardware trade secrets.
Why OpenAI is entering physical developer hardware with a custom $230 Codex keyboard
OpenAI has unexpectedly stepped into the physical world, launching a $230 light-up mechanical keyboard engineered specifically for its Codex agentic coding platform. The hardware drop arrives amid an escalating legal battle with Apple over trade secrets.
Why OpenAI's First Hardware Device is a Mobile Smart Speaker Targeting Your Home
OpenAI is reportedly developing its first consumer hardware device: a screenless, AI-guided smart speaker capable of physical movement. This bold play for embodied AI in the home aims to bypass Apple and Google's app stores entirely.
Frore Systems Raises $143M for AI Chip Cooling
Frore Systems, founded by two ex-Qualcomm engineers, just raised $143M at a $1.64B valuation for AI chip liquid cooling. A demo that caught Jensen Huang's eye sparked the pivot — now Fidelity and Qualcomm Ventures are backing the bet that heat is AI's biggest bottleneck.
Frore Raises $143M as AI Cooling Hits a Wall
Frore Systems just raised $143M at a $1.64B unicorn valuation for its custom 3D liquid cooling technology. As AI chips race past 1,400 watts toward 4,000+, cooling infrastructure is becoming the critical bottleneck in the entire AI buildout.
DeepSeek V4 Drops Next Week on Huawei Silicon
DeepSeek V4 launches next week as a trillion-parameter multimodal model with native audio, video, image, and text generation. Its optimization for Huawei's Ascend chips over Nvidia marks a turning point in China's push for a fully domestic AI stack.
Neurophos Bets $110M That Light, Not Electrons, Will Power AI Inference
Neurophos just raised $110 million to build optical processors that use light instead of electrons for AI inference. With data centers hitting power walls, photonic computing might finally have its moment.
OpenAI Enters Hardware Race: Why the AI Giant Is Betting on Earbuds
OpenAI confirmed plans to ship its first hardware device in the second half of 2026, with earbuds as the leading candidate. The move marks a major strategic shift for the AI leader as it competes for space in your daily life.